From c58bdebdbda797f477590bb36a8f20bf8fbb8bfc Mon Sep 17 00:00:00 2001 From: qiaoliang Date: Mon, 9 May 2022 10:25:47 +0800 Subject: [PATCH] release NER models --- davarocr/__init__.py | 2 + davarocr/davar_common/apis/inference.py | 3 + davarocr/davar_common/core/__init__.py | 5 +- davarocr/davar_common/core/builder.py | 21 +- davarocr/davar_ner/__init__.py | 14 + davarocr/davar_ner/core/__init__.py | 18 + .../davar_ner/core/converters/__init__.py | 15 + .../core/converters/base_converter.py | 50 + .../core/converters/span_converter.py | 112 + .../core/converters/transformers_converter.py | 431 ++ .../davar_ner/core/evaluation/__init__.py | 16 + .../davar_ner/core/evaluation/ner_metric.py | 129 + davarocr/davar_ner/datasets/__init__.py | 18 + .../davar_ner/datasets/loaders/__init__.py | 14 + .../davar_ner/datasets/loaders/ner_loader.py | 221 + davarocr/davar_ner/datasets/ner_dataset.py | 61 + .../davar_ner/datasets/pipelines/__init__.py | 16 + .../datasets/pipelines/ner_transforms.py | 43 + davarocr/davar_ner/models/__init__.py | 17 + davarocr/davar_ner/models/builder.py | 28 + .../davar_ner/models/decoders/__init__.py | 16 + .../davar_ner/models/decoders/crf_decoder.py | 53 + .../davar_ner/models/decoders/fc_decoder.py | 86 + .../models/decoders/layers/__init__.py | 12 + .../davar_ner/models/decoders/layers/crf.py | 422 ++ .../models/decoders/layers/linears.py | 52 + .../davar_ner/models/decoders/span_decoder.py | 135 + .../davar_ner/models/encoders/__init__.py | 10 + .../davar_ner/models/ner_models/__init__.py | 14 + .../davar_ner/models/ner_models/base_ner.py | 78 + davarocr/davar_nlp_common/__init__.py | 14 + davarocr/davar_nlp_common/core/__init__.py | 16 + .../core/transformer_optimizer_constructor.py | 56 + .../davar_nlp_common/datasets/__init__.py | 31 + .../datasets/base_nlp_dataset.py | 137 + .../datasets}/builder.py | 22 +- .../datasets/loaders/__init__.py | 12 + .../datasets/loaders/base_loader.py | 48 + .../datasets/pipelines/__init__.py | 17 + .../datasets/pipelines/key_filter.py | 36 + .../datasets/pipelines/sliding_window_test.py | 113 + davarocr/davar_nlp_common/models/__init__.py | 18 + davarocr/davar_nlp_common/models/builder.py | 30 + .../models/decoders/__init__.py | 14 + .../models/decoders/base_decoder.py | 66 + .../models/encoders/__init__.py | 15 + .../models/encoders/bilstm_encoder.py | 65 + .../models/encoders/transformers_encoder.py | 72 + .../models/models/__init__.py | 14 + .../models/models/encoder_decoder.py | 180 + davarocr/davar_rcg/core/__init__.py | 6 +- .../{converter => converters}/__init__.py | 3 - .../ace_converter.py | 4 +- .../att_converter.py | 4 +- .../bert_converter.py | 4 +- .../ctc_converter.py | 4 +- .../rfl_converter.py | 4 +- .../utils/__init__.py | 0 .../{converter => converters}/utils/beams.py | 0 .../models/sequence_heads/ace_head.py | 2 +- .../models/sequence_heads/att_head.py | 2 +- .../models/sequence_heads/counting_head.py | 2 +- .../models/sequence_heads/ctc_head.py | 2 +- .../models/sequence_heads/warpctc_head.py | 2 +- .../sequence_heads/multi_recog_seq_head.py | 2 +- davarocr/version.py | 6 +- demo/ner/BERT/bert_crf.py | 129 + demo/ner/BERT/bert_softmax.py | 133 + demo/ner/BERT/bert_span.py | 135 + demo/ner/BERT/dist_train.sh | 9 + .../logs/bert_crf_RESUME/20220311_012054.log | 1703 +++++ .../bert_crf_coll2003/20220310_165239.log | 5849 ++++++++++++++++ .../bert_softmax_RESUME/20220311_022504.log | 1704 +++++ .../bert_softmax_coll2003/20220310_214324.log | 5846 ++++++++++++++++ .../logs/bert_span_RESUME/20220310_231650.log | 5874 +++++++++++++++++ .../bert_span_coll2003/20220310_231650.log | 5874 +++++++++++++++++ demo/ner/BERT/readme.md | 60 + demo/ner/BERT/test.sh | 11 + demo/ner/base/default_runtime.py | 14 + demo/ner/base/schedule_adadelta_18e.py | 6 + demo/ner/bilstm_crf/bilstm_crf.py | 130 + demo/ner/bilstm_crf/dist_train.sh | 7 + .../bilstm_crf_RESUME/20220310_194624.log | 813 +++ .../bilstm_crf_conll2003/20220310_194704.log | 1826 +++++ demo/ner/bilstm_crf/readme.md | 56 + demo/ner/bilstm_crf/test.sh | 9 + demo/ner/data/CoNLL2003/Datalist/dev.json | 1 + demo/ner/data/CoNLL2003/Datalist/test.json | 1 + demo/ner/data/CoNLL2003/Datalist/train.json | 1 + demo/ner/data/RESUME/Datalist/dev.json | 1 + demo/ner/data/RESUME/Datalist/test.json | 1 + demo/ner/data/RESUME/Datalist/train.json | 1 + demo/ner/data/readme.md | 35 + docs/Changelog.md | 8 + readme.md | 23 +- requirements/davarocr_extra.txt | 4 +- tools/test.py | 18 +- tools/train.py | 14 +- 98 files changed, 33368 insertions(+), 63 deletions(-) create mode 100644 davarocr/davar_ner/__init__.py create mode 100644 davarocr/davar_ner/core/__init__.py create mode 100644 davarocr/davar_ner/core/converters/__init__.py create mode 100644 davarocr/davar_ner/core/converters/base_converter.py create mode 100644 davarocr/davar_ner/core/converters/span_converter.py create mode 100644 davarocr/davar_ner/core/converters/transformers_converter.py create mode 100644 davarocr/davar_ner/core/evaluation/__init__.py create mode 100644 davarocr/davar_ner/core/evaluation/ner_metric.py create mode 100644 davarocr/davar_ner/datasets/__init__.py create mode 100644 davarocr/davar_ner/datasets/loaders/__init__.py create mode 100644 davarocr/davar_ner/datasets/loaders/ner_loader.py create mode 100644 davarocr/davar_ner/datasets/ner_dataset.py create mode 100644 davarocr/davar_ner/datasets/pipelines/__init__.py create mode 100644 davarocr/davar_ner/datasets/pipelines/ner_transforms.py create mode 100644 davarocr/davar_ner/models/__init__.py create mode 100644 davarocr/davar_ner/models/builder.py create mode 100644 davarocr/davar_ner/models/decoders/__init__.py create mode 100644 davarocr/davar_ner/models/decoders/crf_decoder.py create mode 100644 davarocr/davar_ner/models/decoders/fc_decoder.py create mode 100644 davarocr/davar_ner/models/decoders/layers/__init__.py create mode 100644 davarocr/davar_ner/models/decoders/layers/crf.py create mode 100644 davarocr/davar_ner/models/decoders/layers/linears.py create mode 100644 davarocr/davar_ner/models/decoders/span_decoder.py create mode 100644 davarocr/davar_ner/models/encoders/__init__.py create mode 100644 davarocr/davar_ner/models/ner_models/__init__.py create mode 100644 davarocr/davar_ner/models/ner_models/base_ner.py create mode 100644 davarocr/davar_nlp_common/__init__.py create mode 100644 davarocr/davar_nlp_common/core/__init__.py create mode 100644 davarocr/davar_nlp_common/core/transformer_optimizer_constructor.py create mode 100644 davarocr/davar_nlp_common/datasets/__init__.py create mode 100644 davarocr/davar_nlp_common/datasets/base_nlp_dataset.py rename davarocr/{davar_rcg/core/converter => davar_nlp_common/datasets}/builder.py (57%) create mode 100644 davarocr/davar_nlp_common/datasets/loaders/__init__.py create mode 100644 davarocr/davar_nlp_common/datasets/loaders/base_loader.py create mode 100644 davarocr/davar_nlp_common/datasets/pipelines/__init__.py create mode 100644 davarocr/davar_nlp_common/datasets/pipelines/key_filter.py create mode 100644 davarocr/davar_nlp_common/datasets/pipelines/sliding_window_test.py create mode 100644 davarocr/davar_nlp_common/models/__init__.py create mode 100644 davarocr/davar_nlp_common/models/builder.py create mode 100644 davarocr/davar_nlp_common/models/decoders/__init__.py create mode 100644 davarocr/davar_nlp_common/models/decoders/base_decoder.py create mode 100644 davarocr/davar_nlp_common/models/encoders/__init__.py create mode 100644 davarocr/davar_nlp_common/models/encoders/bilstm_encoder.py create mode 100644 davarocr/davar_nlp_common/models/encoders/transformers_encoder.py create mode 100644 davarocr/davar_nlp_common/models/models/__init__.py create mode 100644 davarocr/davar_nlp_common/models/models/encoder_decoder.py rename davarocr/davar_rcg/core/{converter => converters}/__init__.py (89%) rename davarocr/davar_rcg/core/{converter => converters}/ace_converter.py (98%) rename davarocr/davar_rcg/core/{converter => converters}/att_converter.py (98%) rename davarocr/davar_rcg/core/{converter => converters}/bert_converter.py (98%) rename davarocr/davar_rcg/core/{converter => converters}/ctc_converter.py (99%) rename davarocr/davar_rcg/core/{converter => converters}/rfl_converter.py (98%) rename davarocr/davar_rcg/core/{converter => converters}/utils/__init__.py (100%) rename davarocr/davar_rcg/core/{converter => converters}/utils/beams.py (100%) create mode 100644 demo/ner/BERT/bert_crf.py create mode 100644 demo/ner/BERT/bert_softmax.py create mode 100644 demo/ner/BERT/bert_span.py create mode 100644 demo/ner/BERT/dist_train.sh create mode 100644 demo/ner/BERT/logs/bert_crf_RESUME/20220311_012054.log create mode 100644 demo/ner/BERT/logs/bert_crf_coll2003/20220310_165239.log create mode 100644 demo/ner/BERT/logs/bert_softmax_RESUME/20220311_022504.log create mode 100644 demo/ner/BERT/logs/bert_softmax_coll2003/20220310_214324.log create mode 100644 demo/ner/BERT/logs/bert_span_RESUME/20220310_231650.log create mode 100644 demo/ner/BERT/logs/bert_span_coll2003/20220310_231650.log create mode 100644 demo/ner/BERT/readme.md create mode 100644 demo/ner/BERT/test.sh create mode 100644 demo/ner/base/default_runtime.py create mode 100644 demo/ner/base/schedule_adadelta_18e.py create mode 100644 demo/ner/bilstm_crf/bilstm_crf.py create mode 100644 demo/ner/bilstm_crf/dist_train.sh create mode 100644 demo/ner/bilstm_crf/logs/bilstm_crf_RESUME/20220310_194624.log create mode 100644 demo/ner/bilstm_crf/logs/bilstm_crf_conll2003/20220310_194704.log create mode 100644 demo/ner/bilstm_crf/readme.md create mode 100644 demo/ner/bilstm_crf/test.sh create mode 100644 demo/ner/data/CoNLL2003/Datalist/dev.json create mode 100644 demo/ner/data/CoNLL2003/Datalist/test.json create mode 100644 demo/ner/data/CoNLL2003/Datalist/train.json create mode 100644 demo/ner/data/RESUME/Datalist/dev.json create mode 100644 demo/ner/data/RESUME/Datalist/test.json create mode 100644 demo/ner/data/RESUME/Datalist/train.json create mode 100644 demo/ner/data/readme.md diff --git a/davarocr/__init__.py b/davarocr/__init__.py index 7afa64d..bb65600 100644 --- a/davarocr/__init__.py +++ b/davarocr/__init__.py @@ -16,6 +16,8 @@ from .davar_layout import * from .davar_videotext import * from .davar_table import * +from .davar_nlp_common import * +from .davar_ner import * from .mmcv import * from .version import __version__ diff --git a/davarocr/davar_common/apis/inference.py b/davarocr/davar_common/apis/inference.py index 44c67df..d078ffb 100644 --- a/davarocr/davar_common/apis/inference.py +++ b/davarocr/davar_common/apis/inference.py @@ -57,6 +57,9 @@ def init_model(config, checkpoint=None, device='cuda:0', cfg_options=None): elif cfg_types == "SPOTTER": from davarocr.davar_spotting.models.builder import build_spotter model = build_spotter(config.model, test_cfg=config.get('test_cfg')) + elif cfg_types == "NER": + from davarocr.davar_ner.models.builder import build_ner + model = build_ner(config.model, test_cfg=config.get('test_cfg')) else: raise NotImplementedError diff --git a/davarocr/davar_common/core/__init__.py b/davarocr/davar_common/core/__init__.py index f68b96b..467267b 100644 --- a/davarocr/davar_common/core/__init__.py +++ b/davarocr/davar_common/core/__init__.py @@ -8,13 +8,14 @@ # Date : 2021-05-20 ################################################################################################## """ -from .builder import POSTPROCESS, build_postprocess +from .builder import POSTPROCESS, build_postprocess, CONVERTERS, build_converter from .evaluation import DavarDistEvalHook, DavarEvalHook __all__ = ['POSTPROCESS', 'build_postprocess', - + 'CONVERTERS', + 'build_converter', "DavarEvalHook", "DavarDistEvalHook", ] diff --git a/davarocr/davar_common/core/builder.py b/davarocr/davar_common/core/builder.py index 7548997..1babc6f 100644 --- a/davarocr/davar_common/core/builder.py +++ b/davarocr/davar_common/core/builder.py @@ -8,19 +8,30 @@ # Date : 2020-05-31 ################################################################################################## """ -from mmcv.utils import Registry -from mmdet.models.builder import build +from mmcv.utils import Registry, build_from_cfg POSTPROCESS = Registry('postprocess') - +CONVERTERS = Registry('converter') def build_postprocess(cfg): """ Build POSTPROCESS module Args: - cfg(dict): module configuration + cfg(mmcv.Config): module configuration Returns: obj: POSTPROCESS module """ - return build(cfg, POSTPROCESS) + return build_from_cfg(cfg, POSTPROCESS) + + +def build_converter(cfg): + """ + Args: + cfg (mmcv.Config): model config): + + Returns: + obj: CONVERTER module + + """ + return build_from_cfg(cfg, CONVERTERS) diff --git a/davarocr/davar_ner/__init__.py b/davarocr/davar_ner/__init__.py new file mode 100644 index 0000000..4a3b7c1 --- /dev/null +++ b/davarocr/davar_ner/__init__.py @@ -0,0 +1,14 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .datasets import * +from .models import * +from .core import * + diff --git a/davarocr/davar_ner/core/__init__.py b/davarocr/davar_ner/core/__init__.py new file mode 100644 index 0000000..60d82d8 --- /dev/null +++ b/davarocr/davar_ner/core/__init__.py @@ -0,0 +1,18 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .evaluation import eval_ner_f1 +from .converters import SpanConverter, TransformersConverter + +__all__ = [ + 'eval_ner_f1', + 'SpanConverter', + 'TransformersConverter' +] diff --git a/davarocr/davar_ner/core/converters/__init__.py b/davarocr/davar_ner/core/converters/__init__.py new file mode 100644 index 0000000..15dd2c6 --- /dev/null +++ b/davarocr/davar_ner/core/converters/__init__.py @@ -0,0 +1,15 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .transformers_converter import TransformersConverter +from .span_converter import SpanConverter + + +__all__ = ['TransformersConverter', 'SpanConverter'] diff --git a/davarocr/davar_ner/core/converters/base_converter.py b/davarocr/davar_ner/core/converters/base_converter.py new file mode 100644 index 0000000..94b32f5 --- /dev/null +++ b/davarocr/davar_ner/core/converters/base_converter.py @@ -0,0 +1,50 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : base_converter.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from abc import ABCMeta, abstractmethod + + +class BaseConverter(metaclass=ABCMeta): + """ Base converter, Convert between text, index and tensor for NER pipeline. + """ + @abstractmethod + def convert_text2id(self, results): + """ Convert token to ids. + + Args: + results (dict): A dict must containing the token key: + - tokens (list]): Tokens list. + Returns: + dict: corresponding ids + """ + pass + + @abstractmethod + def convert_pred2entities(self, preds, masks, **kwargs): + """ Gets entities from preds. + + Args: + preds (list): Sequence of preds. + masks (Tensor): The valid part is 1 and the invalid part is 0. + Returns: + list: List of entities. + """ + pass + + @abstractmethod + def convert_entity2label(self, labels): + """ Convert labeled entities to ids. + + Args: + labels (list): eg:['B-PER', 'I-PER'] + Returns: + dict: corresponding labels + """ + pass diff --git a/davarocr/davar_ner/core/converters/span_converter.py b/davarocr/davar_ner/core/converters/span_converter.py new file mode 100644 index 0000000..9feeacf --- /dev/null +++ b/davarocr/davar_ner/core/converters/span_converter.py @@ -0,0 +1,112 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : span_converter.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from seqeval.scheme import Tokens, IOBES +from davarocr.davar_common.core import CONVERTERS +from .transformers_converter import TransformersConverter + + +@CONVERTERS.register_module() +class SpanConverter(TransformersConverter): + """Span converter, converter for span model. + """ + def _generate_labelid_dict(self): + label2id_dict = {label: i for i, label in enumerate(['O'] + self.label_list)} + id2label_dict = {value: key for key, value in label2id_dict.items()} + return label2id_dict, id2label_dict + + + def _extract_subjects(self, seq): + """Get entities from label sequence + """ + entities = [(t.to_tuple()[1], t.to_tuple()[2], t.to_tuple()[3]) for t in Tokens(seq, IOBES).entities] + return entities + + + def convert_entity2label(self, labels): + """Convert labeled entities to ids. + + Args: + labels (list): eg:['B-PER', 'I-PER'] + + Returns: + dict: corresponding ids + """ + labels = self._labels_convert(labels, self.only_label_first_subword) + cls_token_at_end=self.cls_token_at_end + pad_on_left = self.pad_on_left + label2id = self.label2id_dict + subjects = self._extract_subjects(labels)#get entities + start_ids = [0] * len(labels) + end_ids = [0] * len(labels) + subjects_id = [] + for subject in subjects: + label = subject[0] + start = subject[1] + end = subject[2] + + #set label for span + start_ids[start] = label2id[label] + end_ids[end-1] = label2id[label]#the true position is end-1 + subjects_id.append((label2id[label], start, end)) + + # Account for [CLS] and [SEP] with "- 2". + special_tokens_count = 2 + if len(labels) > self.max_len - special_tokens_count: + start_ids = start_ids[: (self.max_len - special_tokens_count)] + end_ids = end_ids[: (self.max_len - special_tokens_count)] + + #add sep + start_ids += [0] + end_ids += [0] + if cls_token_at_end: + #add [CLS] at end + start_ids += [0] + end_ids += [0] + else: + #add [CLS] at begin + start_ids = [0]+ start_ids + end_ids = [0]+ end_ids + padding_length = self.max_len - len(labels) - 2 + if pad_on_left: + #pad on left + start_ids = ([0] * padding_length) + start_ids + end_ids = ([0] * padding_length) + end_ids + else: + #pad on right + start_ids += ([0] * padding_length) + end_ids += ([0] * padding_length) + res = dict(start_positions=start_ids, end_positions=end_ids) + return res + + def convert_pred2entities(self, preds, masks, **kwargs): + """Gets entities from preds. + + Args: + preds (list): Sequence of preds. + masks (tensor): The valid part is 1 and the invalid part is 0. + Returns: + list: List of [[[entity_type, + entity_start, entity_end]]]. + """ + id2label = self.id2label + pred_entities = [] + for pred in preds: + entities = [] + entity = [0, 0, 0] + for tag in pred: + entity[0] = id2label[tag[0]] + entity[1] = tag[1] - 1 + entity[2] = tag[2] - 1 + entities.append(entity.copy()) + pred_entities.append(entities.copy()) + tokens_index = [index.cpu().numpy().tolist()[0] for index in kwargs['tokens_index']] + pred_entities = [self._labels_convert_ori(pred_entity, tokens_index) for pred_entity in pred_entities] + return pred_entities diff --git a/davarocr/davar_ner/core/converters/transformers_converter.py b/davarocr/davar_ner/core/converters/transformers_converter.py new file mode 100644 index 0000000..887688a --- /dev/null +++ b/davarocr/davar_ner/core/converters/transformers_converter.py @@ -0,0 +1,431 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : transformers_converter.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import json +import transformers +from transformers import AutoTokenizer +from seqeval.scheme import Tokens, IOBES +import numpy as np +from davarocr.davar_common.core import CONVERTERS +from .base_converter import BaseConverter + + +@CONVERTERS.register_module() +class TransformersConverter(BaseConverter): + """ Transformers converter + """ + def __init__(self, + model_name_or_path, + label_list, + do_lower_case=True, + annotation_type='bioes', + add_start_end=True, + max_len=None, + use_auto=True, + tokenizer='BertTokenizer', + use_custom_tokenize=False, + only_label_first_subword=False, + pad_token_label=0, + never_split=None, + cls_token="[CLS]", + sep_token="[SEP]", + unk_token="[UNK]", + pad_token="[PAD]", + cls_token_segment_id = 1, + **kwargs): + """ + Args: + model_name_or_path (str): tokenizer's path. + label_list (list[str]): label list, used for convertion between label and id . + do_lower_case (bool): tokenizer's param, whether convert string to lowercase. + annotation_type (str): BIOES(B-begin, I-inside, O-outside, E-end, S-single) + add_start_end (bool): whether add start and end label id. + max_len (int): the text's max length, truncate when text length exceeds this value. + use_auto (bool): whether use AutoTokenizer in transformers. + tokenizer (str): tokenizer's name in transformers, this will be used when use_auto is set to false. + use_custom_tokenize (bool): whether use custom tokenize function. + only_label_first_subword (bool): when text tokenize to subword, only first subword will have label. + pad_token_label (int): label corresponding to the pad_token. + never_split (None or list): the token in never_split will pass in tokenize process. + cls_token (str): the cls token. + sep_token (str): the sep token. + unk_token (str): the unk token. + pad_token (str): the pad token. + cls_token_segment_id (str): token_type id corresponding to the cls token. + """ + super().__init__(**kwargs) + if use_auto: + self.tokenizer = AutoTokenizer.from_pretrained(model_name_or_path, + do_lower_case=do_lower_case, + never_split=never_split)#load tokenizer + else: + self.tokenizer = getattr(transformers, tokenizer).from_pretrained(model_name_or_path, + do_lower_case=do_lower_case, + never_split=never_split)#load tokenizer + self.use_custom_tokenize = use_custom_tokenize + self.never_split = never_split + self.label_list = label_list + self.annotation_type = annotation_type + + self.cls_token_at_end = False + self.cls_token = cls_token + self.cls_token_segment_id = cls_token_segment_id + self.sep_token = sep_token + self.pad_on_left = False + self.pad_token = pad_token + self.pad_token_segment_id = 0 + self.sequence_a_segment_id = 0 + self.mask_padding_with_zero = True + self.max_len = max_len + self.add_start_end = add_start_end + self.only_label_first_subword = only_label_first_subword + self.pad_token_label = pad_token_label + assert self.max_len > 2 + assert self.annotation_type =='bioes' + self.unk_token = unk_token + + self.label2id_dict, self.id2label = \ + self._generate_labelid_dict() + self.num_labels = len(self.id2label) + self.tokens_index = [] + + def custom_tokenize(self, text): + """ The custom tokenize function, when the text is list, + only lowercase conversion is performed without tokenization. + + Args: + text (list or str): the input text + + Returns: + list: token list. + """ + if isinstance(text, (tuple, list)): + _tokens = [] + for characters in text: + if self.do_lower_case and (self.never_split is None or characters not in self.never_split): + characters = characters.lower() + if characters in self.tokenizer.get_vocab(): + _tokens.append(characters) + else: + _tokens.append(self.unk_token) + return _tokens + return [text] + + def _generate_labelid_dict(self): + """Generate a dictionary that maps input to ID and ID to output.""" + if isinstance(self.label_list, list): + label_list = self.label_list + else: + label_list = json.loads(open(self.label_list, encoding='utf-8').read())['classes'][1:] + num_classes = len(label_list) + ignore_id = 4 * num_classes + 1 + id2label_dict = { + 0: 'X', + ignore_id: 'O' + } + for index, category in enumerate(label_list): + start_label = index + 1 + inside_label = index + 1 + num_classes + end_label = index + 1 + 2*num_classes + single_label = index + 1 + 3*num_classes + #add categories prefixed with B-,I-,E-,S- + id2label_dict.update({start_label: 'B-' + category}) + id2label_dict.update({inside_label: 'I-' + category}) + id2label_dict.update({end_label: 'E-' + category}) + id2label_dict.update({single_label: 'S-' + category}) + if self.add_start_end: + id2label_dict.update({4 * num_classes + 2: '[START]', + 4 * num_classes + 3: '[END]'}) + label2id_dict = {value: key for key, value in id2label_dict.items()} + return label2id_dict, id2label_dict + + def _labels_convert(self, labels, only_label_first_subword=False): + """ generate labels for WordPiece tokenizer + + Args: + labels (list[list or str]): NER labels. + only_label_first_subword (bool): only works if labels are list[str]. + + Returns: + list: the labels for tokenized text. + + Examples: + [jim,henson,was,a,puppeteer]->[jim,hen,##son,was,a,puppet,##eer] tokens_index=[0,1,1,2,3,4,4] + [B-name, E-name, O, O, O]->[B-name,I-name,E-name,O, O, O, O] only_label_first_subword=False + [B-name, E-name O O O ] -> [B-name, E-name, IGNORE, O, O, O, IGNORE] only_label_first_subword=True + [name,0,2] -> [name,0,3] + [name,[0,1]] -> [name,[0,1,2]] + """ + tokens_index = self.tokens_index + if isinstance(labels[0],(tuple,list)): + #labels type are list[list], which means labels are [[type,[]],] or [[type, start, end]] represation. + if len(labels[0]) == 3: + #[type, start, end] represation. + res = [] + for label in labels: + name, start, end = label + if end <= start:#invalid entity. + continue + start_new = tokens_index.index(start) + end_new = tokens_index.index(end-1) + + for i in range(end_new, len(tokens_index)+1): + if i == len(tokens_index): + key = -1 + else: + key = tokens_index[i] + if key != tokens_index[end_new]: + break + assert start_new < i, (start_new, end_new, i, tokens_index, start, end) + res.append([name, start_new, i]) + else: + #[type, [index]] represation. + res = [] + for label in labels: + name, range_list = label + range_list_new = [] + for index in range_list: + start = tokens_index.index(index) + for i in range(start, len(tokens_index)+1): + if i == len(tokens_index): + key = -1 + else: + key = tokens_index[i] + if key != tokens_index[start]: + break + end = i + assert start < end, (start, end, tokens_index) + range_list_new += list(range(start,end)) + res.append([name, range_list_new]) + else: + #['O','B','I'] represation + if not only_label_first_subword: + entities = [[t.to_tuple()[1], t.to_tuple()[2], t.to_tuple()[3]] for t in Tokens(labels, IOBES).entities] + if entities: + entities = self._labels_convert(entities) + res = ['O']*len(tokens_index) + for entity in entities: + name = entity[0] + start = entity[1] + end = entity[2] + if end - start == 1: + res[start] = 'S-'+name + else: + res[start] = 'B-'+name + res[start+1:end-1] = ['I-'+name]*(end-start-2) + res[end-1] = 'E-'+name + else: + res = ['IGNORE']*len(tokens_index) + for i, index in enumerate(tokens_index): + if i == 0 or index != tokens_index[i-1]:#first subword + res[i] = labels[index] + return res + + def _labels_convert_ori(self, entities, tokens_index, only_label_first_subword=False): + """ post process, map to word-level lables by tokens_index + + Args: + entities (list): the entities predicted by the model. + tokens_index (list): the tokens map index on tokenize process. + only_label_first_subword (bool): whether only label first subword + + Returns: + list: the entities corresponding the original text(before tokenize). + + Examples: + [jim,hen,##son,was,a,puppet,##eer]-> [jim,henson,was,a,puppeteer] tokens_index=[0,1,1,2,3,4,4] + [name,0,3] ->[name,0,2] + [name,[0,1,2]] ->[name,[0,1]] + [B-name, I-name,IGNORE,O,O,O,IGNORE]->[name,[0,1]] + """ + + res = [] + if not entities: + return res + if entities and isinstance(entities[0], (list, tuple)): + for entity in entities: + if len(entity) == 3: + name, start, end = entity + if end - 1 >= len(tokens_index) or start >= len(tokens_index): + continue + start_ori = tokens_index[start] + end_ori = tokens_index[end-1] + 1 + res.append([name, start_ori, end_ori]) + else: + name, range_list = entity + range_list_ori = [tokens_index[index] for index in range_list if index < len(tokens_index)] + range_list_ori = list(sorted(list(set(range_list_ori))))#去重 + res.append([name, range_list_ori]) + else: + if only_label_first_subword: + word_level_res = [] + for i, index in enumerate(tokens_index): + if i>=len(entities): + continue + if i == 0 or index != tokens_index[i-1]:#first subword + word_level_res.append(entities[i]) + + entities = [[t.to_tuple()[1], t.to_tuple()[2], t.to_tuple()[3]] for t in Tokens(word_level_res, IOBES).entities] + return entities + else: + raise NotImplementedError + #there may be duplicates after mapping back to the original text. + final = [] + for entity in res: + if entity not in final: + final.append(entity) + return final + + def convert_text2id(self, results): + """ Convert token to ids. + + Args: + results (dict): the input containd tokens list + + Returns: + dict: corresponding ids + """ + text = results['tokens'] + cls_token_at_end=self.cls_token_at_end#add [CLS] at end or begin + cls_token = self.cls_token#cls_token + cls_token_segment_id = self.cls_token_segment_id#cls token type id + sep_token = self.sep_token#SEP token + pad_on_left = self.pad_on_left #pad on left + pad_token = self.pad_token #pad token + pad_token_segment_id = self.pad_token_segment_id #pad token type id + sequence_a_segment_id = self.sequence_a_segment_id + mask_padding_with_zero = self.mask_padding_with_zero + tokenizer = self.tokenizer + + tokens = [] + tokens_index = [] + #the indexs of tokens after wordpiece tokenizer + #eg:[jim,henson,was,a,puppeteer]->[jim,hen,##son,was,a,puppet,##eer] tokens_index=[0,1,1,2,3,4,4] + for i, word in enumerate(text): + if self.use_custom_tokenize: + token = self.custom_tokenize(word) + else: + token = tokenizer.tokenize(word) + tokens.extend(token) + tokens_index += [i]*len(token) + + + self.tokens_index = tokens_index + special_tokens_count = 2 + if len(tokens) > self.max_len - special_tokens_count: + print('warning: tokens length %s is longer than max_len, truncate to the maximum length!'%len(tokens)) + tokens = tokens[: (self.max_len - special_tokens_count)] + #add [SEP] + tokens += [sep_token] + segment_ids = [sequence_a_segment_id] * len(tokens) + input_mask = [1 if mask_padding_with_zero else 0] * len(tokens)#input mask + + if cls_token_at_end:#add [CLS] at end + tokens += [cls_token] + segment_ids += [cls_token_segment_id] + input_mask += [1 if mask_padding_with_zero else 0] + else:#add [CLS] at begin + tokens = [cls_token] + tokens + segment_ids = [cls_token_segment_id] + segment_ids + input_mask = [1 if mask_padding_with_zero else 0] + input_mask + + input_len = len(tokens) + padding_length = self.max_len - input_len + if pad_on_left:#pad on left + tokens = ([pad_token] * padding_length) + tokens + input_mask = ([0 if mask_padding_with_zero else 1] * padding_length) + input_mask + segment_ids = ([pad_token_segment_id] * padding_length) + segment_ids + else:#pad on right + tokens += [pad_token] * padding_length + input_mask += [0 if mask_padding_with_zero else 1] * padding_length + segment_ids += [pad_token_segment_id] * padding_length + + input_ids = tokenizer.convert_tokens_to_ids(tokens)#convert tokens to ids + assert len(input_ids) == self.max_len + assert len(input_mask) == self.max_len + assert len(segment_ids) == self.max_len + res = dict(input_ids=input_ids, + attention_masks=input_mask, + token_type_ids=segment_ids, + input_len=input_len, + tokens_index=tokens_index) + return res + + def convert_entity2label(self, labels): + """ Convert labeled entities to ids. + + Args: + labels (list): eg:['B-PER', 'I-PER'] + + Returns: + dict: corresponding label ids + """ + labels = self._labels_convert(labels, self.only_label_first_subword) + cls_token_at_end=self.cls_token_at_end + pad_on_left = self.pad_on_left + pad_token_label = self.pad_token_label + max_seq_length = self.max_len + label_map = self.label2id_dict + label_ids = [] + for x in labels: + if x in label_map: + label_ids.append(label_map[x]) + else: + assert x == 'IGNORE' + label_ids.append(self.pad_token_label) + # Account for [CLS] and [SEP] with "- 2". + special_tokens_count = 2 + if len(labels) > max_seq_length - special_tokens_count: + label_ids = label_ids[: (max_seq_length - special_tokens_count)] + label_ids += [label_map['O']] + if cls_token_at_end: + label_ids += [label_map['O']] + else: + label_ids = [label_map['O']] + label_ids + + # Zero-pad up to the sequence length, padding length is max_length minus label length minus [CLS]和[SEP]. + padding_length = max_seq_length - len(labels) - 2 + if pad_on_left: + label_ids = ([pad_token_label] * padding_length) + label_ids + else: + label_ids += [pad_token_label] * padding_length + res = dict(labels=label_ids) + return res + + def convert_pred2entities(self, preds, masks, **kwargs): + """Gets entities from preds. + + Args: + preds (list): Sequence of preds. + masks (tensor): The valid part is 1 and the invalid part is 0. + + Returns: + list: List of [[[entity_type, + entity_start, entity_end]]]. + """ + preds = np.array(preds)[:, 1:].tolist()#remove cls token + pred_entities = [] + assert isinstance(preds, list) + for pred in preds: + tag_list = [] + for tag in pred: + if not isinstance(tag, str): + tag = self.id2label[tag] + if tag[0] not in ['O', 'B', 'I', 'E', 'S']: + tag = 'O' + tag_list.append(tag) + if self.only_label_first_subword: + entities = tag_list + else: + entities = [[t.to_tuple()[1], t.to_tuple()[2], t.to_tuple()[3]] for t in Tokens(tag_list, IOBES).entities] + pred_entities.append(entities) + tokens_index = [index.cpu().numpy().tolist()[0] for index in kwargs['tokens_index']] + pred_entities = [self._labels_convert_ori(pred_entity, tokens_index, self.only_label_first_subword) for pred_entity in pred_entities] + return pred_entities diff --git a/davarocr/davar_ner/core/evaluation/__init__.py b/davarocr/davar_ner/core/evaluation/__init__.py new file mode 100644 index 0000000..20d75d3 --- /dev/null +++ b/davarocr/davar_ner/core/evaluation/__init__.py @@ -0,0 +1,16 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .ner_metric import eval_ner_f1 + + +__all__ = [ + 'eval_ner_f1' +] diff --git a/davarocr/davar_ner/core/evaluation/ner_metric.py b/davarocr/davar_ner/core/evaluation/ner_metric.py new file mode 100644 index 0000000..3322f54 --- /dev/null +++ b/davarocr/davar_ner/core/evaluation/ner_metric.py @@ -0,0 +1,129 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : ner_metric.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from collections import Counter +from seqeval.scheme import Tokens, IOBES + + +def gt_label2entity(gt_infos): + """ Get all entities from ground truth infos. + + Args: + gt_infos (list[dict]): Ground-truth infomation contains text and label, eg:[{'token_labels':['B-', 'I-']}] + + Returns: + list[list]: Original labeled entities in groundtruth. + [[category,start_position,end_position]] + """ + gt_entities = [] + for gt_info in gt_infos: + label = gt_info['token_labels'] + if label and isinstance(label[0],(tuple,list)): + #assert len(label[0]) == 3 + entities = label + else: + entities = [[t.to_tuple()[1], t.to_tuple()[2], t.to_tuple()[3]] for t in Tokens(label, IOBES).entities] + gt_entities.append(entities) + return gt_entities + + +def _compute_f1(origin, found, right): + """Calculate recall, precision, f1-score. + + Args: + origin (int): Original entities in groundtruth. + found (int): Predicted entities from model. + right (int): Predicted entities that + can match to the original annotation. + Returns: + float: Metric of recall. + Returns: + float: Metric of precision. + Returns: + float: Metric of f1-score. + """ + recall = 0 if origin == 0 else (right / origin) + precision = 0 if found == 0 else (right / found) + f1 = 0. if recall + precision == 0 else (2 * precision * recall) / ( + precision + recall) + return recall, precision, f1 + + +def compute_f1_all(pred_entities, gt_entities): + """Calculate precision, recall and F1-score for all categories. + + Args: + pred_entities: The predicted entities from model. + gt_entities: The entities of ground truth file. + + Returns: + dict: precision,recall, f1-score in total + and each categories. + """ + origins = [] + founds = [] + rights = [] + for i, _ in enumerate(pred_entities): + origins.extend(gt_entities[i]) + founds.extend(pred_entities[i]) + rights.extend([ + pre_entity for pre_entity in pred_entities[i] + if pre_entity in gt_entities[i] + ]) + + class_info = {} + origin_counter = Counter([x[0] for x in origins]) + found_counter = Counter([x[0] for x in founds]) + right_counter = Counter([x[0] for x in rights]) + for type_, count in origin_counter.items(): + origin = count + found = found_counter.get(type_, 0) + right = right_counter.get(type_, 0) + recall, precision, f1 = _compute_f1(origin, found, right) + class_info[type_] = { + 'precision': precision, + 'recall': recall, + 'f1-score': f1 + } + origin = len(origins) + found = len(founds) + right = len(rights) + recall, precision, f1 = _compute_f1(origin, found, right) + class_info['all'] = { + 'precision': precision, + 'recall': recall, + 'f1-score': f1 + } + return class_info + + +def eval_ner_f1(results, gt_infos): + """Evaluate for ner task. + + Args: + results (list): Predict results of entities. + gt_infos (list[dict]): Ground-truth infomation which contains + text and label. + Returns: + dict: precision,recall, f1-score of total + and each catogory. + """ + assert len(results) == len(gt_infos) + gt_entities = gt_label2entity(gt_infos) + pred_entities = [] + for i in range(len(gt_infos)): + line_entities = [] + for result in results[i]: + line_entities.append(result) + pred_entities.append(line_entities) + assert len(pred_entities) == len(gt_entities) + class_info = compute_f1_all(pred_entities, gt_entities) + class_info['hmean'] = class_info['all']['f1-score'] + return class_info diff --git a/davarocr/davar_ner/datasets/__init__.py b/davarocr/davar_ner/datasets/__init__.py new file mode 100644 index 0000000..b468520 --- /dev/null +++ b/davarocr/davar_ner/datasets/__init__.py @@ -0,0 +1,18 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .pipelines import NERTransform +from .loaders import NERLoader +from .ner_dataset import NERDataset + + +__all__ = [ + 'NERLoader', 'NERTransform', 'NERDataset' +] diff --git a/davarocr/davar_ner/datasets/loaders/__init__.py b/davarocr/davar_ner/datasets/loaders/__init__.py new file mode 100644 index 0000000..77e0562 --- /dev/null +++ b/davarocr/davar_ner/datasets/loaders/__init__.py @@ -0,0 +1,14 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .ner_loader import NERLoader + + +__all__ = ['NERLoader'] diff --git a/davarocr/davar_ner/datasets/loaders/ner_loader.py b/davarocr/davar_ner/datasets/loaders/ner_loader.py new file mode 100644 index 0000000..e82f951 --- /dev/null +++ b/davarocr/davar_ner/datasets/loaders/ner_loader.py @@ -0,0 +1,221 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : ner_loader.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import os +import json +import transformers +from davarocr.davar_nlp_common.datasets import BaseLoader +from davarocr.davar_nlp_common.datasets.builder import LOADERS + + +@LOADERS.register_module() +class NERLoader(BaseLoader): + """ Load annotation from annotation file. + """ + def __init__(self, + max_len, + truncation, + stride, + tokenizer=None, + with_multi_labels=False, + token_labels_level=0, + keys=[], + with_label=True, + **kwargs): + """ + Args: + max_len(int): the text's max length + truncation(bool): whether truncate on text. + stride(int): sliding stride size. + with_multi_labels(bool): whether load multi token labels + token_labels_level(int): load token_labels'level. + keys (list): the maintain key list in final result. + with_label (bool): whether load labels. + """ + self.max_len = max_len + self.truncation = truncation + self.stride = stride + self.with_multi_labels = with_multi_labels + self.token_labels_level = token_labels_level + self.keys = keys + self.with_label = with_label + self.tokenizer = tokenizer + if tokenizer is not None: + assert isinstance(tokenizer, dict) + assert 'model_name_or_path' in tokenizer + tokenizer_type = tokenizer.get('type','AutoTokenizer') + if 'type' in tokenizer: + tokenizer.pop('type') + model_name_or_path = tokenizer['model_name_or_path'] + tokenizer.pop('model_name_or_path') + self.tokenizer = getattr(transformers, tokenizer_type).from_pretrained(model_name_or_path, + **tokenizer) + + assert isinstance(self.max_len, int) + assert isinstance(self.truncation, bool) + assert isinstance(self.stride, int) + assert self.stride > 0, self.stride + assert isinstance(with_multi_labels, bool) + assert isinstance(token_labels_level, int) + super().__init__(**kwargs) + + def _load(self, ann_file): + lines = [] + if os.path.isdir(ann_file):#is dir + ann_file_list = os.listdir(ann_file) + elif isinstance(ann_file, (list, tuple)):# + ann_file_list = ann_file + else:#single file + ann_file_list = [ann_file] + for ann in ann_file_list: + json_file = json.loads(open(ann, encoding='utf-8').read()) + for key, value in json_file.items(): + nlp_ann = value['nlp_ann'] + texts = nlp_ann['tokens'][0] + if not texts: + continue + if self.with_label: + if 'tokens_labels' in nlp_ann: + token_labels = nlp_ann['tokens_labels'][0] + assert len(texts) == len(token_labels) + + if not self.with_multi_labels:#get single level tokens using token_labels_level + if isinstance(token_labels[0], list): + assert self.token_labels_level < len(token_labels[0]) + token_labels = [label[self.token_labels_level] for label in nlp_ann['tokens_labels'][0]] + else: + token_labels = nlp_ann['entities'][0] + + tokens_length = [] + for i, word in enumerate(texts): + if self.tokenizer is not None: + token = self.tokenizer.tokenize(word) + tokens_length.append(len(token)) + else: + tokens_length.append(1) + tokens_length.append(0) + if self.truncation: + #truncation + length = 0 + truncation_texts = [] + truncation_index = 0 + for i, word in enumerate(texts): + if length + tokens_length[i] > self.max_len: + truncation_index = i + break + truncation_texts.append(word) + length += tokens_length[i] + + #texts = texts[:truncation_index] + if 'tokens_labels' in nlp_ann: + token_labels = token_labels[:truncation_index] + else: + label = [] + for token_label in token_labels: + if len(token_label)==3: + if token_label[2]<=truncation_index: + label.append([token_label[0],token_label[1],token_label[2]]) + else: + if token_label[1][-1]<=truncation_index: + label.append(token_label) + token_labels = label + text_range = (0, truncation_index) + if self.with_label: + line = {"tokens":truncation_texts,"token_labels":token_labels,\ + "id":key,"range":text_range} + else: + line = {"tokens":truncation_texts,\ + "id":key,"range":text_range} + + if self.keys: + for key in self.keys: + key_value = nlp_ann[key][0] + line.update({key:key_value[:truncation_texts]}) + lines.append(line) + else: + #sliding window + if self.tokenizer is None: + for i in range(0, len(texts), self.stride): + if i + self.max_len > len(texts): + start = i + end = len(texts) + else: + start = i + end = i + self.max_len + text = texts[start:end] + text_range = (start, end) + if self.with_label: + if 'tokens_labels' in nlp_ann: + label = token_labels[start:end] + else: + label = [] + for token_label in token_labels: + if len(token_label) == 3: + if token_label[1] >= start and token_label[2]<=end: + label.append([token_label[0],token_label[1]-start,token_label[2]-start]) + else: + if token_label[1][0] >= start and token_label[1][-1]<=end: + label.append([token_label[0],list(map(lambda x:x-start,token_label[1]))]) + + line = {"tokens":text,"token_labels":label,\ + "id":key,"range":text_range} + else: + line = {"tokens":text,\ + "id":key,"range":text_range} + if self.keys: + for _key in self.keys: + key_value = nlp_ann[_key][0] + line.update({_key:key_value[start:end]}) + lines.append(line) + else: + length = 0 + sliding_texts = [] + truncation_texts = [] + text_ranges = [] + start = 0 + for i, word in enumerate(texts): + if length + tokens_length[i] > self.max_len: + text_ranges.append((start, i)) + assert length == sum(tokens_length[start:i]), (length) + sliding_texts.append(truncation_texts) + truncation_texts = [] + length = 0 + start = i + truncation_texts.append(word) + length += tokens_length[i] + if length > 0: + sliding_texts.append(truncation_texts) + text_ranges.append((start,len(texts))) + for text, text_range in zip(sliding_texts, text_ranges): + start, end = text_range + if self.with_label: + if 'tokens_labels' in nlp_ann: + label = token_labels[start:end] + else: + label = [] + for token_label in token_labels: + if len(token_label) == 3: + if token_label[1] >= start and token_label[2]<=end: + label.append([token_label[0],token_label[1]-start,token_label[2]-start]) + else: + if token_label[1][0] >= start and token_label[1][-1]<=end: + label.append([token_label[0],list(map(lambda x:x-start,token_label[1]))]) + line = {"tokens":text,"token_labels":label,\ + "id":key,"range":text_range} + else: + line = {"tokens":text,\ + "id":key,"range":text_range} + if self.keys: + for _key in self.keys: + key_value = nlp_ann[_key][0] + line.update({_key:key_value[start:end]}) + lines.append(line) + + return lines diff --git a/davarocr/davar_ner/datasets/ner_dataset.py b/davarocr/davar_ner/datasets/ner_dataset.py new file mode 100644 index 0000000..6c25625 --- /dev/null +++ b/davarocr/davar_ner/datasets/ner_dataset.py @@ -0,0 +1,61 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : ner_dataset.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import copy +from mmdet.datasets.builder import DATASETS +from ..core.evaluation.ner_metric import eval_ner_f1 +from davarocr.davar_nlp_common.datasets import BaseNLPDataset + + +@DATASETS.register_module() +class NERDataset(BaseNLPDataset): + """ Custom dataset for named entity recognition tasks. + """ + def __init__(self, with_multi_labels=False, **kwargs): + """ + Args: + with_multi_labels (bool): whether gt contains multi labels. + """ + super().__init__(**kwargs) + self.with_multi_labels = with_multi_labels + + def prepare_train_img(self, index): + """Get training data and annotations after pipeline. + + Args: + index (int): Index of data. + + Returns: + dict: Training data and annotation after pipeline with new keys \ + introduced by pipeline. + """ + ann_info = self.data_infos[index] + self.pre_pipeline(ann_info) + return self.pipeline(ann_info) + + def evaluate(self, results, metric=None, logger=None, **kwargs): + """Evaluate the dataset. + + Args: + results (list): Testing results of the dataset. + metric (str | list[str]): Metrics to be evaluated. + logger (logging.Logger | str | None): Logger used for printing + related information during evaluation. Default: None. + Returns: + dict: A dict containing the following keys: + 'precision', 'recall', 'f1-score'. + """ + gt_infos = list(self.data_infos) + if self.with_multi_labels: + gt_infos_copy = copy.deepcopy(gt_infos) + for i, item in enumerate(gt_infos_copy): + gt_infos[i]['token_labels'] = [label[0] for label in item['token_labels']] + eval_results = eval_ner_f1(results, gt_infos) + return eval_results diff --git a/davarocr/davar_ner/datasets/pipelines/__init__.py b/davarocr/davar_ner/datasets/pipelines/__init__.py new file mode 100644 index 0000000..466c5e4 --- /dev/null +++ b/davarocr/davar_ner/datasets/pipelines/__init__.py @@ -0,0 +1,16 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .ner_transforms import NERTransform + + +__all__ = [ + 'NERTransform' +] diff --git a/davarocr/davar_ner/datasets/pipelines/ner_transforms.py b/davarocr/davar_ner/datasets/pipelines/ner_transforms.py new file mode 100644 index 0000000..1310d0c --- /dev/null +++ b/davarocr/davar_ner/datasets/pipelines/ner_transforms.py @@ -0,0 +1,43 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : ner_transforms.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from mmdet.datasets.builder import PIPELINES +from davarocr.davar_common.core import build_converter + + +@PIPELINES.register_module() +class NERTransform: + """Convert text to ID and entity in ground truth to label ID. The masks and + tokens are generated at the same time. + """ + def __init__(self, label_converter, with_label=True, keys=[]): + """ + Args: + label_converter (dict): Convert text to ID and entity + in ground truth to label ID. + with_label (bool): whether convert entities label to ids. + keys(list): maintain keys for results. + """ + self.label_converter = build_converter(label_converter) + self.with_label = with_label + self.keys = keys + + def __call__(self, results): + res = self.label_converter.convert_text2id(results) + if self.with_label: + labels = results['token_labels'] + labels_res = self.label_converter.convert_entity2label(labels) + res.update(labels_res) + if self.keys: + for key in self.keys: + if key in res: + raise KeyError + res.update({key:results[key]}) + return res diff --git a/davarocr/davar_ner/models/__init__.py b/davarocr/davar_ner/models/__init__.py new file mode 100644 index 0000000..511c6ff --- /dev/null +++ b/davarocr/davar_ner/models/__init__.py @@ -0,0 +1,17 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .builder import NERS, build_ner + +from .ner_models import BaseNER +from .decoders import CRFDecoder, FCDecoder, SpanDecoder + +__all__ = ['NERS','build_ner','BaseNER','CRFDecoder','FCDecoder','SpanDecoder'] + diff --git a/davarocr/davar_ner/models/builder.py b/davarocr/davar_ner/models/builder.py new file mode 100644 index 0000000..7aee571 --- /dev/null +++ b/davarocr/davar_ner/models/builder.py @@ -0,0 +1,28 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : builder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from mmcv.utils import Registry, build_from_cfg +from mmdet.models.builder import build + +NERS = Registry('ner') + + +def build_ner(cfg, train_cfg=None, test_cfg=None): + """ + Args: + cfg (config): model config + train_cfg (dict): model training config + test_cfg (dict): model test config + + Returns: + build recognition model + + """ + return build(cfg, NERS, dict(train_cfg=train_cfg, test_cfg=test_cfg)) diff --git a/davarocr/davar_ner/models/decoders/__init__.py b/davarocr/davar_ner/models/decoders/__init__.py new file mode 100644 index 0000000..19d96b2 --- /dev/null +++ b/davarocr/davar_ner/models/decoders/__init__.py @@ -0,0 +1,16 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .fc_decoder import FCDecoder +from .crf_decoder import CRFDecoder +from .span_decoder import SpanDecoder + + +__all__ = ['FCDecoder', 'CRFDecoder', 'SpanDecoder'] diff --git a/davarocr/davar_ner/models/decoders/crf_decoder.py b/davarocr/davar_ner/models/decoders/crf_decoder.py new file mode 100644 index 0000000..b4f09bc --- /dev/null +++ b/davarocr/davar_ner/models/decoders/crf_decoder.py @@ -0,0 +1,53 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : crf_decoder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import torch.nn as nn +from .layers import CRF +from davarocr.davar_nlp_common.models import BaseDecoder +from davarocr.davar_nlp_common.models.builder import DECODERS + + +@DECODERS.register_module() +class CRFDecoder(BaseDecoder): + """ CRF decoder class for Ner. + """ + def __init__(self, + hidden_dropout_prob=0.1, + hidden_size=768, + **kwargs): + """ + Args: + hidden_dropout_prob (float): The dropout probability of hidden layer. + hidden_size (int): Hidden layer output layer channels. + """ + super().__init__(**kwargs) + self.num_labels = self.label_converter.num_labels + self.dropout = nn.Dropout(hidden_dropout_prob) + self.classifier = nn.Linear(hidden_size, self.num_labels) + self.crf = CRF(num_tags=self.num_labels, batch_first=True) + + def forward(self, outputs, **kwargs): + sequence_output = outputs[0] + sequence_output = self.dropout(sequence_output) + logits = self.classifier(sequence_output) + return logits + + def loss(self, logits, **kwargs): + loss = self.crf(logits, kwargs['labels'].squeeze(1), kwargs['attention_masks'].squeeze(1)) + return {'loss_crf': -loss} + + def decode(self, outputs, **kwargs): + """ Crf decode process + """ + logits = self.forward(outputs, **kwargs) + preds = self.crf.decode(logits, kwargs['attention_masks'].squeeze(1)) + preds = preds.squeeze(0).cpu().numpy() + preds = preds.tolist() + return preds diff --git a/davarocr/davar_ner/models/decoders/fc_decoder.py b/davarocr/davar_ner/models/decoders/fc_decoder.py new file mode 100644 index 0000000..3de5e6d --- /dev/null +++ b/davarocr/davar_ner/models/decoders/fc_decoder.py @@ -0,0 +1,86 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : fc_decoder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import numpy as np +import torch.nn as nn +import torch.nn.functional as F + +from mmdet.models.builder import build_loss +from davarocr.davar_nlp_common.models import BaseDecoder +from davarocr.davar_nlp_common.models.builder import DECODERS + + +@DECODERS.register_module() +class FCDecoder(BaseDecoder): + """ FC decoder class for Ner. + """ + def __init__(self, + hidden_dropout_prob=0.1, + hidden_size=768, + loss=dict(type='StandardCrossEntropyLoss',ignore_index=-100), + **kwargs): + """ + Args: + hidden_dropout_prob (float): The dropout probability of hidden layer. + hidden_size (int): Hidden layer output layer channels. + loss (dict): loss function. + """ + super().__init__(**kwargs) + self.num_labels = self.label_converter.num_labels + self.dropout = nn.Dropout(hidden_dropout_prob) + self.classifier = nn.Linear(hidden_size, self.num_labels) + self.criterion = build_loss(loss) + + def forward(self, outputs, **kwargs): + sequence_output = outputs[0] + sequence_output = self.dropout(sequence_output) + logits = self.classifier(sequence_output) + return logits + + def loss(self, logits, **kwargs): + """ Caculates the loss between logits and gt. + + Args: + logits(tensor): the network output. + **kwargs(dict): the ground trunth contains the `labels` and `attentino_masks` keys. + + Returns: + dict: loss + """ + labels = kwargs['labels'] + attention_masks = kwargs['attention_masks'] + + # Only keep active parts of the loss + if attention_masks is not None: + active_loss = attention_masks.view(-1) == 1 + active_logits = logits.view(-1, self.num_labels)[active_loss] + active_labels = labels.view(-1)[active_loss] + loss = self.criterion(active_logits, active_labels) + else: + loss = self.criterion( + logits.view(-1, self.num_labels), labels.view(-1)) + return {'loss_cls': loss} + + def decode(self, outputs, **kwargs): + """ Decode method + """ + sequence_output = outputs[0] + sequence_output = self.dropout(sequence_output) + logits = self.classifier(sequence_output) + softmax = F.softmax(logits, dim=2) + preds = softmax.detach().cpu().numpy() + preds = np.argmax(preds, axis=2).tolist() + res = [] + masks = kwargs['attention_masks'] + masks = masks.detach().cpu().numpy() + for index, pred in enumerate(preds): + results = (masks[index] * np.array(pred)).tolist() + res.append(results) + return res diff --git a/davarocr/davar_ner/models/decoders/layers/__init__.py b/davarocr/davar_ner/models/decoders/layers/__init__.py new file mode 100644 index 0000000..d44c340 --- /dev/null +++ b/davarocr/davar_ner/models/decoders/layers/__init__.py @@ -0,0 +1,12 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .crf import CRF +from .linears import PoolerStartLogits, PoolerEndLogits diff --git a/davarocr/davar_ner/models/decoders/layers/crf.py b/davarocr/davar_ner/models/decoders/layers/crf.py new file mode 100644 index 0000000..2b393b0 --- /dev/null +++ b/davarocr/davar_ner/models/decoders/layers/crf.py @@ -0,0 +1,422 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : crf.py +# Abstract : code from https://github.com/lonePatient/BERT-NER-Pytorch + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from typing import List, Optional +import torch +import torch.nn as nn + + +class CRF(nn.Module): + """Conditional random field. + This module implements a conditional random field [LMP01]_. The forward computation + of this class computes the log likelihood of the given sequence of tags and + emission score tensor. This class also has `~CRF.decode` method which finds + the best tag sequence given an emission score tensor using `Viterbi algorithm`_. + Args: + num_tags: Number of tags. + batch_first: Whether the first dimension corresponds to the size of a minibatch. + Attributes: + start_transitions (`~torch.nn.Parameter`): Start transition score tensor of size + ``(num_tags,)``. + end_transitions (`~torch.nn.Parameter`): End transition score tensor of size + ``(num_tags,)``. + transitions (`~torch.nn.Parameter`): Transition score tensor of size + ``(num_tags, num_tags)``. + .. [LMP01] Lafferty, J., McCallum, A., Pereira, F. (2001). + "Conditional random fields: Probabilistic models for segmenting and + labeling sequence data". *Proc. 18th International Conf. on Machine + Learning*. Morgan Kaufmann. pp. 282–289. + .. _Viterbi algorithm: https://en.wikipedia.org/wiki/Viterbi_algorithm + """ + + def __init__(self, num_tags: int, batch_first: bool = False) -> None: + if num_tags <= 0: + raise ValueError(f'invalid number of tags: {num_tags}') + super().__init__() + self.num_tags = num_tags + self.batch_first = batch_first + self.start_transitions = nn.Parameter(torch.empty(num_tags)) + self.end_transitions = nn.Parameter(torch.empty(num_tags)) + self.transitions = nn.Parameter(torch.empty(num_tags, num_tags)) + + self.reset_parameters() + + def reset_parameters(self) -> None: + """Initialize the transition parameters. + The parameters will be initialized randomly from a uniform distribution + between -0.1 and 0.1. + """ + nn.init.uniform_(self.start_transitions, -0.1, 0.1) + nn.init.uniform_(self.end_transitions, -0.1, 0.1) + nn.init.uniform_(self.transitions, -0.1, 0.1) + + def __repr__(self) -> str: + return f'{self.__class__.__name__}(num_tags={self.num_tags})' + + def forward(self, emissions: torch.Tensor, + tags: torch.LongTensor, + mask: Optional[torch.ByteTensor] = None, + reduction: str = 'mean') -> torch.Tensor: + """Compute the conditional log likelihood of a sequence of tags given emission scores. + Args: + emissions (`~torch.Tensor`): Emission score tensor of size + ``(seq_length, batch_size, num_tags)`` if ``batch_first`` is ``False``, + ``(batch_size, seq_length, num_tags)`` otherwise. + tags (`~torch.LongTensor`): Sequence of tags tensor of size + ``(seq_length, batch_size)`` if ``batch_first`` is ``False``, + ``(batch_size, seq_length)`` otherwise. + mask (`~torch.ByteTensor`): Mask tensor of size ``(seq_length, batch_size)`` + if ``batch_first`` is ``False``, ``(batch_size, seq_length)`` otherwise. + reduction: Specifies the reduction to apply to the output: + ``none|sum|mean|token_mean``. ``none``: no reduction will be applied. + ``sum``: the output will be summed over batches. ``mean``: the output will be + averaged over batches. ``token_mean``: the output will be averaged over tokens. + Returns: + `~torch.Tensor`: The log likelihood. This will have size ``(batch_size,)`` if + reduction is ``none``, ``()`` otherwise. + """ + if reduction not in ('none', 'sum', 'mean', 'token_mean'): + raise ValueError(f'invalid reduction: {reduction}') + if mask is None: + mask = torch.ones_like(tags, dtype=torch.uint8, device=tags.device) + if mask.dtype != torch.uint8: + mask = mask.byte() + self._validate(emissions, tags=tags, mask=mask) + + if self.batch_first: + emissions = emissions.transpose(0, 1) + tags = tags.transpose(0, 1) + mask = mask.transpose(0, 1) + + # shape: (batch_size,) + numerator = self._compute_score(emissions, tags, mask) + # shape: (batch_size,) + denominator = self._compute_normalizer(emissions, mask) + # shape: (batch_size,) + llh = numerator - denominator + + if reduction == 'none': + return llh + if reduction == 'sum': + return llh.sum() + if reduction == 'mean': + return llh.mean() + return llh.sum() / mask.float().sum() + + def decode(self, emissions: torch.Tensor, + mask: Optional[torch.ByteTensor] = None, + nbest: Optional[int] = None, + pad_tag: Optional[int] = None) -> List[List[List[int]]]: + """Find the most likely tag sequence using Viterbi algorithm. + Args: + emissions (`~torch.Tensor`): Emission score tensor of size + ``(seq_length, batch_size, num_tags)`` if ``batch_first`` is ``False``, + ``(batch_size, seq_length, num_tags)`` otherwise. + mask (`~torch.ByteTensor`): Mask tensor of size ``(seq_length, batch_size)`` + if ``batch_first`` is ``False``, ``(batch_size, seq_length)`` otherwise. + nbest (`int`): Number of most probable paths for each sequence + pad_tag (`int`): Tag at padded positions. Often input varies in length and + the length will be padded to the maximum length in the batch. Tags at + the padded positions will be assigned with a padding tag, i.e. `pad_tag` + Returns: + A PyTorch tensor of the best tag sequence for each batch of shape + (nbest, batch_size, seq_length) + """ + if nbest is None: + nbest = 1 + if mask is None: + mask = torch.ones(emissions.shape[:2], dtype=torch.uint8, + device=emissions.device) + if mask.dtype != torch.uint8: + mask = mask.byte() + self._validate(emissions, mask=mask) + + if self.batch_first: + emissions = emissions.transpose(0, 1) + mask = mask.transpose(0, 1) + + if nbest == 1: + return self._viterbi_decode(emissions, mask, pad_tag).unsqueeze(0) + return self._viterbi_decode_nbest(emissions, mask, nbest, pad_tag) + + def _validate(self, emissions: torch.Tensor, + tags: Optional[torch.LongTensor] = None, + mask: Optional[torch.ByteTensor] = None) -> None: + if emissions.dim() != 3: + raise ValueError(f'emissions must have dimension of 3, got {emissions.dim()}') + if emissions.size(2) != self.num_tags: + raise ValueError( + f'expected last dimension of emissions is {self.num_tags}, ' + f'got {emissions.size(2)}') + + if tags is not None: + if emissions.shape[:2] != tags.shape: + raise ValueError( + 'the first two dimensions of emissions and tags must match, ' + f'got {tuple(emissions.shape[:2])} and {tuple(tags.shape)}') + + if mask is not None: + if emissions.shape[:2] != mask.shape: + raise ValueError( + 'the first two dimensions of emissions and mask must match, ' + f'got {tuple(emissions.shape[:2])} and {tuple(mask.shape)}') + no_empty_seq = not self.batch_first and mask[0].all() + no_empty_seq_bf = self.batch_first and mask[:, 0].all() + if not no_empty_seq and not no_empty_seq_bf: + raise ValueError('mask of the first timestep must all be on') + + def _compute_score(self, emissions: torch.Tensor, + tags: torch.LongTensor, + mask: torch.ByteTensor) -> torch.Tensor: + # emissions: (seq_length, batch_size, num_tags) + # tags: (seq_length, batch_size) + # mask: (seq_length, batch_size) + seq_length, batch_size = tags.shape + mask = mask.float() + + # Start transition score and first emission + # shape: (batch_size,) + score = self.start_transitions[tags[0]] + score += emissions[0, torch.arange(batch_size), tags[0]] + + for i in range(1, seq_length): + # Transition score to next tag, only added if next timestep is valid (mask == 1) + # shape: (batch_size,) + score += self.transitions[tags[i - 1], tags[i]] * mask[i] + + # Emission score for next tag, only added if next timestep is valid (mask == 1) + # shape: (batch_size,) + score += emissions[i, torch.arange(batch_size), tags[i]] * mask[i] + + # End transition score + # shape: (batch_size,) + seq_ends = mask.long().sum(dim=0) - 1 + # shape: (batch_size,) + last_tags = tags[seq_ends, torch.arange(batch_size)] + # shape: (batch_size,) + score += self.end_transitions[last_tags] + + return score + + def _compute_normalizer(self, emissions: torch.Tensor, + mask: torch.ByteTensor) -> torch.Tensor: + # emissions: (seq_length, batch_size, num_tags) + # mask: (seq_length, batch_size) + seq_length = emissions.size(0) + + # Start transition score and first emission; score has size of + # (batch_size, num_tags) where for each batch, the j-th column stores + # the score that the first timestep has tag j + # shape: (batch_size, num_tags) + score = self.start_transitions + emissions[0] + + for i in range(1, seq_length): + # Broadcast score for every possible next tag + # shape: (batch_size, num_tags, 1) + broadcast_score = score.unsqueeze(2) + + # Broadcast emission score for every possible current tag + # shape: (batch_size, 1, num_tags) + broadcast_emissions = emissions[i].unsqueeze(1) + + # Compute the score tensor of size (batch_size, num_tags, num_tags) where + # for each sample, entry at row i and column j stores the sum of scores of all + # possible tag sequences so far that end with transitioning from tag i to tag j + # and emitting + # shape: (batch_size, num_tags, num_tags) + next_score = broadcast_score + self.transitions + broadcast_emissions + + # Sum over all possible current tags, but we're in score space, so a sum + # becomes a log-sum-exp: for each sample, entry i stores the sum of scores of + # all possible tag sequences so far, that end in tag i + # shape: (batch_size, num_tags) + next_score = torch.logsumexp(next_score, dim=1) + + # Set score to the next score if this timestep is valid (mask == 1) + # shape: (batch_size, num_tags) + score = torch.where(mask[i].unsqueeze(1), next_score, score) + + # End transition score + # shape: (batch_size, num_tags) + score += self.end_transitions + + # Sum (log-sum-exp) over all possible tags + # shape: (batch_size,) + return torch.logsumexp(score, dim=1) + + def _viterbi_decode(self, emissions: torch.FloatTensor, + mask: torch.ByteTensor, + pad_tag: Optional[int] = None) -> List[List[int]]: + # emissions: (seq_length, batch_size, num_tags) + # mask: (seq_length, batch_size) + # return: (batch_size, seq_length) + if pad_tag is None: + pad_tag = 0 + + device = emissions.device + seq_length, batch_size = mask.shape + + # Start transition and first emission + # shape: (batch_size, num_tags) + score = self.start_transitions + emissions[0] + history_idx = torch.zeros((seq_length, batch_size, self.num_tags), + dtype=torch.long, device=device) + oor_idx = torch.zeros((batch_size, self.num_tags), + dtype=torch.long, device=device) + oor_tag = torch.full((seq_length, batch_size), pad_tag, + dtype=torch.long, device=device) + + # - score is a tensor of size (batch_size, num_tags) where for every batch, + # value at column j stores the score of the best tag sequence so far that ends + # with tag j + # - history_idx saves where the best tags candidate transitioned from; this is used + # when we trace back the best tag sequence + # - oor_idx saves the best tags candidate transitioned from at the positions + # where mask is 0, i.e. out of range (oor) + + # Viterbi algorithm recursive case: we compute the score of the best tag sequence + # for every possible next tag + for i in range(1, seq_length): + # Broadcast viterbi score for every possible next tag + # shape: (batch_size, num_tags, 1) + broadcast_score = score.unsqueeze(2) + + # Broadcast emission score for every possible current tag + # shape: (batch_size, 1, num_tags) + broadcast_emission = emissions[i].unsqueeze(1) + + # Compute the score tensor of size (batch_size, num_tags, num_tags) where + # for each sample, entry at row i and column j stores the score of the best + # tag sequence so far that ends with transitioning from tag i to tag j and emitting + # shape: (batch_size, num_tags, num_tags) + next_score = broadcast_score + self.transitions + broadcast_emission + + # Find the maximum score over all possible current tag + # shape: (batch_size, num_tags) + next_score, indices = next_score.max(dim=1) + + # Set score to the next score if this timestep is valid (mask == 1) + # and save the index that produces the next score + # shape: (batch_size, num_tags) + score = torch.where(mask[i].unsqueeze(-1), next_score, score) + indices = torch.where(mask[i].unsqueeze(-1), indices, oor_idx) + history_idx[i - 1] = indices + + # End transition score + # shape: (batch_size, num_tags) + end_score = score + self.end_transitions + _, end_tag = end_score.max(dim=1) + + # shape: (batch_size,) + seq_ends = mask.long().sum(dim=0) - 1 + + # insert the best tag at each sequence end (last position with mask == 1) + history_idx = history_idx.transpose(1, 0).contiguous() + history_idx.scatter_(1, seq_ends.view(-1, 1, 1).expand(-1, 1, self.num_tags), + end_tag.view(-1, 1, 1).expand(-1, 1, self.num_tags)) + history_idx = history_idx.transpose(1, 0).contiguous() + + # The most probable path for each sequence + best_tags_arr = torch.zeros((seq_length, batch_size), + dtype=torch.long, device=device) + best_tags = torch.zeros(batch_size, 1, dtype=torch.long, device=device) + for idx in range(seq_length - 1, -1, -1): + best_tags = torch.gather(history_idx[idx], 1, best_tags) + best_tags_arr[idx] = best_tags.data.view(batch_size) + + return torch.where(mask, best_tags_arr, oor_tag).transpose(0, 1) + + def _viterbi_decode_nbest(self, emissions: torch.FloatTensor, + mask: torch.ByteTensor, + nbest: int, + pad_tag: Optional[int] = None) -> List[List[List[int]]]: + # emissions: (seq_length, batch_size, num_tags) + # mask: (seq_length, batch_size) + # return: (nbest, batch_size, seq_length) + if pad_tag is None: + pad_tag = 0 + + device = emissions.device + seq_length, batch_size = mask.shape + + # Start transition and first emission + # shape: (batch_size, num_tags) + score = self.start_transitions + emissions[0] + history_idx = torch.zeros((seq_length, batch_size, self.num_tags, nbest), + dtype=torch.long, device=device) + oor_idx = torch.zeros((batch_size, self.num_tags, nbest), + dtype=torch.long, device=device) + oor_tag = torch.full((seq_length, batch_size, nbest), pad_tag, + dtype=torch.long, device=device) + + # + score is a tensor of size (batch_size, num_tags) where for every batch, + # value at column j stores the score of the best tag sequence so far that ends + # with tag j + # + history_idx saves where the best tags candidate transitioned from; this is used + # when we trace back the best tag sequence + # - oor_idx saves the best tags candidate transitioned from at the positions + # where mask is 0, i.e. out of range (oor) + + # Viterbi algorithm recursive case: we compute the score of the best tag sequence + # for every possible next tag + for i in range(1, seq_length): + if i == 1: + broadcast_score = score.unsqueeze(-1) + broadcast_emission = emissions[i].unsqueeze(1) + # shape: (batch_size, num_tags, num_tags) + next_score = broadcast_score + self.transitions + broadcast_emission + else: + broadcast_score = score.unsqueeze(-1) + broadcast_emission = emissions[i].unsqueeze(1).unsqueeze(2) + # shape: (batch_size, num_tags, nbest, num_tags) + next_score = broadcast_score + self.transitions.unsqueeze(1) + broadcast_emission + + # Find the top `nbest` maximum score over all possible current tag + # shape: (batch_size, nbest, num_tags) + next_score, indices = next_score.view(batch_size, -1, self.num_tags).topk(nbest, dim=1) + + if i == 1: + score = score.unsqueeze(-1).expand(-1, -1, nbest) + indices = indices * nbest + + # convert to shape: (batch_size, num_tags, nbest) + next_score = next_score.transpose(2, 1) + indices = indices.transpose(2, 1) + + # Set score to the next score if this timestep is valid (mask == 1) + # and save the index that produces the next score + # shape: (batch_size, num_tags, nbest) + score = torch.where(mask[i].unsqueeze(-1).unsqueeze(-1), next_score, score) + indices = torch.where(mask[i].unsqueeze(-1).unsqueeze(-1), indices, oor_idx) + history_idx[i - 1] = indices + + # End transition score shape: (batch_size, num_tags, nbest) + end_score = score + self.end_transitions.unsqueeze(-1) + _, end_tag = end_score.view(batch_size, -1).topk(nbest, dim=1) + + # shape: (batch_size,) + seq_ends = mask.long().sum(dim=0) - 1 + + # insert the best tag at each sequence end (last position with mask == 1) + history_idx = history_idx.transpose(1, 0).contiguous() + history_idx.scatter_(1, seq_ends.view(-1, 1, 1, 1).expand(-1, 1, self.num_tags, nbest), + end_tag.view(-1, 1, 1, nbest).expand(-1, 1, self.num_tags, nbest)) + history_idx = history_idx.transpose(1, 0).contiguous() + + # The most probable path for each sequence + best_tags_arr = torch.zeros((seq_length, batch_size, nbest), + dtype=torch.long, device=device) + best_tags = torch.arange(nbest, dtype=torch.long, device=device) \ + .view(1, -1).expand(batch_size, -1) + for idx in range(seq_length - 1, -1, -1): + best_tags = torch.gather(history_idx[idx].view(batch_size, -1), 1, best_tags) + best_tags_arr[idx] = best_tags.data.view(batch_size, -1) // nbest + + return torch.where(mask.unsqueeze(-1), best_tags_arr, oor_tag).permute(2, 1, 0) diff --git a/davarocr/davar_ner/models/decoders/layers/linears.py b/davarocr/davar_ner/models/decoders/layers/linears.py new file mode 100644 index 0000000..ea4d8e1 --- /dev/null +++ b/davarocr/davar_ner/models/decoders/layers/linears.py @@ -0,0 +1,52 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : linears.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import torch +import torch.nn as nn +import torch.nn.functional as F + + +class FeedForwardNetwork(nn.Module): + def __init__(self, input_size, hidden_size, output_size, dropout_rate=0): + super().__init__() + self.dropout_rate = dropout_rate + self.linear1 = nn.Linear(input_size, hidden_size) + self.linear2 = nn.Linear(hidden_size, output_size) + + def forward(self, x): + x_proj = F.dropout(F.relu(self.linear1(x)), p=self.dropout_rate, training=self.training) + x_proj = self.linear2(x_proj) + return x_proj + + +class PoolerStartLogits(nn.Module): + def __init__(self, hidden_size, num_classes): + super().__init__() + self.dense = nn.Linear(hidden_size, num_classes) + + def forward(self, hidden_states, p_mask=None): + out = self.dense(hidden_states) + return out + + +class PoolerEndLogits(nn.Module): + def __init__(self, hidden_size, num_classes): + super().__init__() + self.dense_0 = nn.Linear(hidden_size, hidden_size) + self.activation = nn.Tanh() + self.LayerNorm = nn.LayerNorm(hidden_size) + self.dense_1 = nn.Linear(hidden_size, num_classes) + + def forward(self, hidden_states, start_positions=None, p_mask=None): + out = self.dense_0(torch.cat([hidden_states, start_positions], dim=-1)) + out = self.activation(out) + out = self.LayerNorm(out) + out = self.dense_1(out) + return out diff --git a/davarocr/davar_ner/models/decoders/span_decoder.py b/davarocr/davar_ner/models/decoders/span_decoder.py new file mode 100644 index 0000000..95c2c3f --- /dev/null +++ b/davarocr/davar_ner/models/decoders/span_decoder.py @@ -0,0 +1,135 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : span_decoder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import torch.nn as nn +import torch +import torch.nn.functional as F +from mmdet.models.builder import build_loss +from davarocr.davar_nlp_common.models import BaseDecoder +from davarocr.davar_nlp_common.models.builder import DECODERS +from .layers import PoolerStartLogits, PoolerEndLogits + + +@DECODERS.register_module() +class SpanDecoder(BaseDecoder): + """ Span decoder class for NER. + """ + def __init__(self, + hidden_dropout_prob=0.1, + hidden_size=768, + soft_label=True, + loss=dict(type='StandardCrossEntropyLoss',ignore_index=-100), + **kwargs): + """ + Args: + hidden_dropout_prob (float): The dropout probability of hidden layer. + hidden_size (int): Hidden layer output layer channels. + soft_label (bool): whether use soft label. + loss (dict): the loss function. + """ + super().__init__(**kwargs) + self.num_labels = self.label_converter.num_labels + self.dropout = nn.Dropout(hidden_dropout_prob) + self.classifier = nn.Linear(hidden_size, self.num_labels) + self.soft_label = soft_label + + self.start_fc = PoolerStartLogits(hidden_size, self.num_labels) + if self.soft_label: + self.end_fc = PoolerEndLogits(hidden_size + self.num_labels, self.num_labels) + else: + self.end_fc = PoolerEndLogits(hidden_size + 1, self.num_labels) + self.criterion = build_loss(loss) + + def extract_feat(self, outputs, **kwargs): + """ extract feat on training stage. + """ + sequence_output = outputs[0] + sequence_output = self.dropout(sequence_output) + start_logits = self.start_fc(sequence_output) + start_positions = kwargs['start_positions'] + input_ids = kwargs['input_ids'] + + if self.soft_label: + batch_size = input_ids.size(0) + seq_len = input_ids.size(1) + label_logits = torch.FloatTensor(batch_size, seq_len, self.num_labels) + label_logits.zero_() + label_logits = label_logits.to(input_ids.device) + label_logits.scatter_(2, start_positions.unsqueeze(2), 1) + else: + label_logits = start_positions.unsqueeze(2).float() + + end_logits = self.end_fc(sequence_output, label_logits) + return start_logits, end_logits + + def forward(self, outputs, **kwargs): + return self.extract_feat(outputs, **kwargs) + + def loss(self, logits, **kwargs): + """ Caculates the loss between the start/end logits and gt. + + Args: + logits(tensor): the network output. + **kwargs(dict): the ground trunth contains the `start_positions`, `end_positions` + and `attentino_masks` keys. + + Returns: + dict: loss + """ + start_logits, end_logits = logits + attention_mask = kwargs['attention_masks'] + start_positions = kwargs['start_positions'] + end_positions = kwargs['end_positions'] + + start_logits = start_logits.view(-1, self.num_labels) + end_logits = end_logits.view(-1, self.num_labels) + active_loss = attention_mask.view(-1) == 1 + active_start_logits = start_logits[active_loss] + active_end_logits = end_logits[active_loss] + + active_start_labels = start_positions.view(-1)[active_loss] + active_end_labels = end_positions.view(-1)[active_loss] + start_loss = self.criterion(active_start_logits, active_start_labels) + end_loss = self.criterion(active_end_logits, active_end_labels) + return {'start_loss':start_loss, 'end_loss': end_loss} + + def decode(self, outputs, **kwargs): + """ span decode + """ + sequence_output = outputs[0] + sequence_output = self.dropout(sequence_output) + start_logits = self.start_fc(sequence_output) + + label_logits = F.softmax(start_logits, -1) + if not self.soft_label: + label_logits = torch.argmax(label_logits, -1).unsqueeze(2).float() + end_logits = self.end_fc(sequence_output, label_logits) + res = self._extract_item(start_logits, end_logits, kwargs['attention_masks']) + return res + + def _extract_item(self, start_logits, end_logits, attention_masks): + """ get entities from preds + """ + res = [] + batch_size = start_logits.shape[0] + for batch in range(batch_size): + attention_mask = attention_masks.cpu().numpy()[batch] + start_pred = torch.argmax(start_logits, -1).cpu().numpy()[batch] + end_pred = torch.argmax(end_logits, -1).cpu().numpy()[batch] + entity = [] + for i, s_l in enumerate(start_pred): + if s_l == 0 or attention_mask[i] == 0: + continue + for j, e_l in enumerate(end_pred[i:]): + if s_l == e_l: + entity.append((s_l, i, i+j+1)) + break + res.append(entity) + return res diff --git a/davarocr/davar_ner/models/encoders/__init__.py b/davarocr/davar_ner/models/encoders/__init__.py new file mode 100644 index 0000000..13980b7 --- /dev/null +++ b/davarocr/davar_ner/models/encoders/__init__.py @@ -0,0 +1,10 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" \ No newline at end of file diff --git a/davarocr/davar_ner/models/ner_models/__init__.py b/davarocr/davar_ner/models/ner_models/__init__.py new file mode 100644 index 0000000..355b653 --- /dev/null +++ b/davarocr/davar_ner/models/ner_models/__init__.py @@ -0,0 +1,14 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .base_ner import BaseNER + + +__all__ = ['BaseNER'] diff --git a/davarocr/davar_ner/models/ner_models/base_ner.py b/davarocr/davar_ner/models/ner_models/base_ner.py new file mode 100644 index 0000000..274afa4 --- /dev/null +++ b/davarocr/davar_ner/models/ner_models/base_ner.py @@ -0,0 +1,78 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : base_ner.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import numpy as np +from davarocr.davar_nlp_common.models import EncoderDecoder +from ..builder import NERS + + +@NERS.register_module() +class BaseNER(EncoderDecoder): + """Base class for NER classifier.""" + def get_encoder_out(self, input_ids, attention_masks=None, token_type_ids=None, **kwargs): + """ Get encoder's output, note the text range's intersection must be empty. + """ + assert "range" in kwargs + assert len(input_ids) == len(attention_masks) + assert len(input_ids) == len(token_type_ids) + assert len(input_ids) == len(kwargs['range']) + max_text_length = kwargs['range'][-1].cpu().numpy().ravel()[-1] + + encoder_output = [] + all_token_index = [] + for i, (input_id, attention_mask, token_type_id) in \ + enumerate(zip(input_ids, attention_masks, token_type_ids)):#sliding window test's input + other_kwargs = {} + for key, value in kwargs.items(): + if isinstance(value, list) and len(value) == len(input_ids): + other_kwargs[key] = value[i] + token_range = list(kwargs['range'][i].cpu().numpy().ravel()) + start, end = token_range + tokens_index = [index.cpu().numpy().tolist()[0] for index in other_kwargs['tokens_index']] + tokens_index = [start + index for index in tokens_index] + encode_out = self.encoder(input_ids=input_id, + attention_masks=attention_mask, + token_type_ids=token_type_id, + **other_kwargs) + all_token_index += tokens_index + encoder_output.append(encode_out[0][0].cpu().numpy()[1:1+len(tokens_index)]) + encoder_output = np.vstack(encoder_output) + return encoder_output, all_token_index + + def aug_test(self, input_ids, attention_masks=None, token_type_ids=None, **kwargs): + """Aug test. currently only support batch is 1 and the text range's intersection is empty. + used for sliding window test. + """ + assert "range" in kwargs + assert len(input_ids) == len(attention_masks) + assert len(input_ids) == len(token_type_ids) + assert len(input_ids) == len(kwargs['range']) + range_list = kwargs['range'] + res = [] + for i, (input_id, attention_mask, token_type_id) in \ + enumerate(zip(input_ids, attention_masks, token_type_ids)):#sliding window test's input + other_kwargs = {} + for key, value in kwargs.items(): + if isinstance(value, list) and len(value) == len(input_ids): + other_kwargs[key] = value[i] + pred_entities = self.simple_test(input_id, attention_mask, token_type_id,**other_kwargs) + for batch_index, batch_entity in enumerate(pred_entities):#batch must be one + temp_entity = [] + for _entity in batch_entity: + if len(_entity) == 3: + entity = [_entity[0], + int(_entity[1] + range_list[i].cpu().numpy()[batch_index][0]),\ + int(_entity[2] + range_list[i].cpu().numpy()[batch_index][0])]#add offset + else: + entity = [_entity[0], + list(map(lambda x: x + range_list[i].cpu().numpy()[batch_index][0], _entity[1]))] + temp_entity.append(entity) + res += temp_entity + return res diff --git a/davarocr/davar_nlp_common/__init__.py b/davarocr/davar_nlp_common/__init__.py new file mode 100644 index 0000000..4a3b7c1 --- /dev/null +++ b/davarocr/davar_nlp_common/__init__.py @@ -0,0 +1,14 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .datasets import * +from .models import * +from .core import * + diff --git a/davarocr/davar_nlp_common/core/__init__.py b/davarocr/davar_nlp_common/core/__init__.py new file mode 100644 index 0000000..efdc478 --- /dev/null +++ b/davarocr/davar_nlp_common/core/__init__.py @@ -0,0 +1,16 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .transformer_optimizer_constructor import TransformersOptimizerConstructor + + +__all__ = [ + 'TransformersOptimizerConstructor' +] diff --git a/davarocr/davar_nlp_common/core/transformer_optimizer_constructor.py b/davarocr/davar_nlp_common/core/transformer_optimizer_constructor.py new file mode 100644 index 0000000..fe15a16 --- /dev/null +++ b/davarocr/davar_nlp_common/core/transformer_optimizer_constructor.py @@ -0,0 +1,56 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : transformer_optimizer_constructor.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from mmcv.utils import build_from_cfg +from mmcv.runner.optimizer import OPTIMIZER_BUILDERS, OPTIMIZERS +from mmcv.runner import DefaultOptimizerConstructor + + +@OPTIMIZER_BUILDERS.register_module() +class TransformersOptimizerConstructor(DefaultOptimizerConstructor): + """Default constructor for transformers optimizers.""" + + def __call__(self, model): + print("****************use transformers constructor*********") + if hasattr(model, 'module'): + model = model.module + optimizer_cfg = self.optimizer_cfg.copy() + no_decay = ["bias", "LayerNorm.weight"] + bert_parameters = model.encoder.transformers_model.named_parameters() + + decoder_parameters = model.decoder.named_parameters() + + #learning rate use base_lr on bert parameters. + optimizer_grouped_parameters = [ + {"params": [p for n, p in bert_parameters if not any(nd in n for nd in no_decay)], + "weight_decay": 0.01, 'lr': self.base_lr}, + {"params": [p for n, p in bert_parameters if any(nd in n for nd in no_decay)], "weight_decay": 0.0 + , 'lr': self.base_lr}] + all_encoder_named_paramters = model.encoder.named_parameters() + + #learning rate use 0.001 on non-bert parameters. + optimizer_grouped_parameters.append({"params": [p for n, p in all_encoder_named_paramters \ + if (not any(nd in n for nd in no_decay)) and 'transformers_model' not in n], + "weight_decay": 0.01, 'lr': 0.001}) + optimizer_grouped_parameters.append({"params": [p for n, p in all_encoder_named_paramters \ + if any(nd in n for nd in no_decay) and 'transformers_model' not in n], + "weight_decay": 0.0, 'lr': 0.001}) + + optimizer_grouped_parameters.append({"params": [p for n, p in decoder_parameters \ + if not any(nd in n for nd in no_decay)], + "weight_decay": 0.01, 'lr': 0.001}) + optimizer_grouped_parameters.append({"params": [p for n, p in decoder_parameters \ + if any(nd in n for nd in no_decay)], + "weight_decay": 0.0, 'lr': 0.001}) + optimizer_cfg['params'] = optimizer_grouped_parameters + + return build_from_cfg(optimizer_cfg, OPTIMIZERS) + + diff --git a/davarocr/davar_nlp_common/datasets/__init__.py b/davarocr/davar_nlp_common/datasets/__init__.py new file mode 100644 index 0000000..1346000 --- /dev/null +++ b/davarocr/davar_nlp_common/datasets/__init__.py @@ -0,0 +1,31 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from mmdet.datasets.builder import DATASETS, build_dataset + +from .base_nlp_dataset import BaseNLPDataset +from .pipelines import KeyFilter,SlidingWindow +from .loaders import BaseLoader +from .builder import LOADERS, PARSERS,build_loader,build_parser + +__all__ = [ + 'DATASETS', + 'build_dataset', + 'BaseNLPDataset', + 'KeyFilter', + 'SlidingWindow', + 'BaseLoader', + 'LOADERS', + 'PARSERS', + 'build_parser', + 'build_parser' + +] + diff --git a/davarocr/davar_nlp_common/datasets/base_nlp_dataset.py b/davarocr/davar_nlp_common/datasets/base_nlp_dataset.py new file mode 100644 index 0000000..33808a4 --- /dev/null +++ b/davarocr/davar_nlp_common/datasets/base_nlp_dataset.py @@ -0,0 +1,137 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : base_nlp_dataset.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import numpy as np +from mmcv.utils import print_log +from mmdet.datasets.builder import DATASETS +from mmdet.datasets.pipelines import Compose +from torch.utils.data import Dataset + +from .builder import build_loader + + +@DATASETS.register_module() +class BaseNLPDataset(Dataset): + """ Base NLP dataset + """ + def __init__(self, + ann_file, + loader, + pipeline, + img_prefix='', + test_mode=False): + """ + Args: + ann_file(list or str): annotation files + loader(dict): loader param + pipeline(list): transforms pipeline + img_prefix(str): file's prefix + test_mode(bool): whether is test mode + """ + super().__init__() + self.test_mode = test_mode + self.img_prefix = img_prefix + self.ann_file = ann_file + + # load annotations + loader.update(ann_file=ann_file) + self.data_infos = build_loader(loader) + # processing pipeline + self.pipeline = Compose(pipeline) + # set group flag and class, no meaning + # for text detect and recognize + self._set_group_flag() + self.CLASSES = 0 + + def __len__(self): + return len(self.data_infos) + + def _set_group_flag(self): + """Set flag.""" + self.flag = np.zeros(len(self), dtype=np.uint8) + + def pre_pipeline(self, results): + """Prepare results dict for pipeline.""" + #results['img_prefix'] = self.img_prefix + pass + + def prepare_train_img(self, index): + """Get training data and annotations from pipeline. + + Args: + index (int): Index of data. + + Returns: + dict: Training data and annotation after pipeline with new keys + introduced by pipeline. + """ + img_info = self.data_infos[index] + results = dict(img_info=img_info) + self.pre_pipeline(results) + return self.pipeline(results) + + def prepare_test_img(self, img_info): + """Get testing data from pipeline. + + Args: + idx (int): Index of data. + + Returns: + dict: Testing data after pipeline with new keys introduced by + pipeline. + """ + return self.prepare_train_img(img_info) + + def _log_error_index(self, index): + """Logging data info of bad index.""" + data_info = self.data_infos[index] + img_prefix = self.img_prefix + print_log(f'Warning: skip broken file {data_info} ' + f'with img_prefix {img_prefix}') + + def _get_next_index(self, index): + """Get next index from dataset.""" + self._log_error_index(index) + index = (index + 1) % len(self) + return index + + def __getitem__(self, index): + """Get training/test data from pipeline. + + Args: + index (int): Index of data. + + Returns: + dict: Training/test data. + """ + if self.test_mode: + return self.prepare_test_img(index) + + while True: + data = self.prepare_train_img(index) + break + return data + + def format_results(self, results, **kwargs): + """Placeholder to format result to dataset-specific output.""" + raise NotImplementedError + + def evaluate(self, results, metric=None, logger=None, **kwargs): + """Evaluate the dataset. + + Args: + results (list): Testing results of the dataset. + metric (str | list[str]): Metrics to be evaluated. + logger (logging.Logger | str | None): Logger used for printing + related information during evaluation. Default: None. + Returns: + dict[str: float] + """ + raise NotImplementedError diff --git a/davarocr/davar_rcg/core/converter/builder.py b/davarocr/davar_nlp_common/datasets/builder.py similarity index 57% rename from davarocr/davar_rcg/core/converter/builder.py rename to davarocr/davar_nlp_common/datasets/builder.py index f723644..4704f06 100644 --- a/davarocr/davar_rcg/core/converter/builder.py +++ b/davarocr/davar_nlp_common/datasets/builder.py @@ -5,24 +5,20 @@ # Abstract : # Current Version: 1.0.0 -# Date : 2020-05-31 +# Date : 2022-05-06 ################################################################################################## """ from mmcv.utils import Registry, build_from_cfg -CONVERTER = Registry('converter') +LOADERS = Registry('loader') +PARSERS = Registry('parser') -def build_converter(cfg): - """ - Args: - cfg (config): model config): +def build_loader(cfg): + """Build anno file loader.""" + return build_from_cfg(cfg, LOADERS) - Returns: - build the converter - """ - assert 'type' in cfg and isinstance(cfg['type'], str) - converter = build_from_cfg(cfg, CONVERTER) - - return converter +def build_parser(cfg): + """Build anno file parser.""" + return build_from_cfg(cfg, PARSERS) diff --git a/davarocr/davar_nlp_common/datasets/loaders/__init__.py b/davarocr/davar_nlp_common/datasets/loaders/__init__.py new file mode 100644 index 0000000..d3b09b8 --- /dev/null +++ b/davarocr/davar_nlp_common/datasets/loaders/__init__.py @@ -0,0 +1,12 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .base_loader import BaseLoader +__all__ = ['BaseLoader'] diff --git a/davarocr/davar_nlp_common/datasets/loaders/base_loader.py b/davarocr/davar_nlp_common/datasets/loaders/base_loader.py new file mode 100644 index 0000000..370e70e --- /dev/null +++ b/davarocr/davar_nlp_common/datasets/loaders/base_loader.py @@ -0,0 +1,48 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : loader.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2021-08-02 +################################################################################################## +""" +import os.path as osp +from ..builder import LOADERS + + +@LOADERS.register_module() +class BaseLoader: + """ Load annotation from annotation file + """ + def __init__(self, ann_file): + """ + Args: + ann_file (str,list,tuple): Annotation file path or path list. + """ + assert isinstance(ann_file, (str, list, tuple)) + assert osp.exists(ann_file), f'{ann_file} is not exist' + self.ori_data_infos = self._load(ann_file) + + def __len__(self): + return len(self.ori_data_infos) + + def _load(self, ann_file): + """Load annotation file.""" + raise NotImplementedError + + def __getitem__(self, index): + """Retrieve anno info of one instance with dict format.""" + return self.ori_data_infos[index] + + def __iter__(self): + self._n = 0 + return self + + def __next__(self): + if self._n < len(self): + data = self[self._n] + self._n += 1 + return data + raise StopIteration diff --git a/davarocr/davar_nlp_common/datasets/pipelines/__init__.py b/davarocr/davar_nlp_common/datasets/pipelines/__init__.py new file mode 100644 index 0000000..37f8265 --- /dev/null +++ b/davarocr/davar_nlp_common/datasets/pipelines/__init__.py @@ -0,0 +1,17 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .sliding_window_test import SlidingWindow +from .key_filter import KeyFilter + + +__all__ = [ + 'SlidingWindow', 'KeyFilter' +] diff --git a/davarocr/davar_nlp_common/datasets/pipelines/key_filter.py b/davarocr/davar_nlp_common/datasets/pipelines/key_filter.py new file mode 100644 index 0000000..5207e6b --- /dev/null +++ b/davarocr/davar_nlp_common/datasets/pipelines/key_filter.py @@ -0,0 +1,36 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : key_filter.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-02-22 +################################################################################################## +""" +from mmdet.datasets.builder import PIPELINES + + +@PIPELINES.register_module() +class KeyFilter: + """filter key in results. + + Args: + filter_keys(list): filter keys for results. + """ + + def __init__(self, filter_keys=None): + if filter_keys is None: + self.filter_keys = [] + else: + self.filter_keys = filter_keys + + def __call__(self, results): + if self.filter_keys: + for key in self.filter_keys: + results.pop(key) + return results + + + + diff --git a/davarocr/davar_nlp_common/datasets/pipelines/sliding_window_test.py b/davarocr/davar_nlp_common/datasets/pipelines/sliding_window_test.py new file mode 100644 index 0000000..fc8c5a4 --- /dev/null +++ b/davarocr/davar_nlp_common/datasets/pipelines/sliding_window_test.py @@ -0,0 +1,113 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : sliding_window_test.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from mmdet.datasets.builder import PIPELINES +from mmdet.datasets.pipelines.compose import Compose + + +def convert_int(x): + try: + x = int(x) + except: + pass + return x + + +@PIPELINES.register_module() +class SlidingWindow: + """ + sliding window test + + Args: + transforms(list): Transforms to apply in each test + max_len(int): the text's max length + truncation(bool): is truncation, if True, maintain the first only. + stride(int): sliding stride size. + """ + def __init__(self, + transforms: list, + max_len: int, + truncation: bool, + stride: int, + sign_tokens=[], + keys=[]): + self.transforms = Compose(transforms)#Transforms to apply in each test + self.max_len = max_len#the text's max length + self.truncation = truncation#is truncation + self.stride = stride# sliding stride setting + self.sign_tokens = sign_tokens + self.keys = keys + assert isinstance(self.max_len, int) + assert isinstance(self.truncation, bool) + assert isinstance(self.stride, int) + assert self.stride > 0, self.stride + + def __call__(self, results): + """Call function to apply transforms on results. + + Args: + results (dict): Result dict contains the data to transform. + + Returns: + dict[str: list]: The augmented data, where each value is wrapped + into a list. + """ + aug_data = [] + lines = [] + texts = results['tokens'] + if self.truncation: + texts = texts[:self.max_len] + text_range = (0, self.max_len) + temp = {"tokens":texts, "range":text_range} + if 'id' in results: + temp.update({'id':convert_int(results['id'])}) + if self.keys: + for _key in self.keys: + key_value = results[_key] + temp.update({_key:key_value[text_range[0]:text_range[1]]}) + lines.append(temp) + else: + if not self.sign_tokens: + for i in range(0, len(texts), self.stride): + if i + self.max_len > len(texts): + text = texts[i:len(texts)] + text_range = (i, len(texts)) + else: + text = texts[i:i+self.max_len] + text_range = (i, i+self.max_len) + temp = {"tokens":text, "range":text_range} + if 'id' in results: + temp.update({'id':convert_int(results['id'])}) + if self.keys: + for _key in self.keys: + key_value = results[_key] + temp.update({_key:key_value[text_range[0]:text_range[1]]}) + lines.append(temp) + + else: + pass + + for line_results in lines: + _results = line_results.copy() + data = self.transforms(_results) + aug_data.append(data) + # list of dict to dict of list + aug_data_dict = {key: [] for key in aug_data[0]} + for data in aug_data: + for key, val in data.items(): + aug_data_dict[key].append(val) + return aug_data_dict + + def __repr__(self): + repr_str = self.__class__.__name__ + repr_str += f'(transforms={self.transforms}, ' + repr_str += f'max_len={self.max_len}, truncation={self.truncation}, ' + repr_str += f'stride={self.stride})' + return repr_str diff --git a/davarocr/davar_nlp_common/models/__init__.py b/davarocr/davar_nlp_common/models/__init__.py new file mode 100644 index 0000000..8ed0562 --- /dev/null +++ b/davarocr/davar_nlp_common/models/__init__.py @@ -0,0 +1,18 @@ +from mmdet.models.builder import (BACKBONES, DETECTORS, HEADS, LOSSES, NECKS, + build_backbone, build_detector, build_loss) + +from .builder import (DECODERS, ENCODERS, + build_decoder, build_encoder) + +from .models import * +from .encoders import * +from .decoders import * +from . import models, encoders, decoders +__all__ = [ + 'LOSSES', + 'build_detector', 'build_loss', 'ENCODERS', 'DECODERS', + 'build_encoder', 'build_decoder', +] +__all__ += models.__all__ +__all__ += encoders.__all__ +__all__ += decoders.__all__ diff --git a/davarocr/davar_nlp_common/models/builder.py b/davarocr/davar_nlp_common/models/builder.py new file mode 100644 index 0000000..73a7c25 --- /dev/null +++ b/davarocr/davar_nlp_common/models/builder.py @@ -0,0 +1,30 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : builder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2021-08-02 +################################################################################################## +""" +from mmcv.utils import Registry, build_from_cfg +from mmdet.models.builder import build +ENCODERS = Registry('encoder') +DECODERS = Registry('decoder') +PREPROCESSOR = Registry('preprocessor') + +def build_encoder(cfg): + """Build encoder for scene text recognizer.""" + return build_from_cfg(cfg, ENCODERS) + + +def build_decoder(cfg): + """Build decoder for scene text recognizer.""" + return build_from_cfg(cfg, DECODERS) + + +def build_preprocessor(cfg): + """Build preprocessor for scene text recognizer.""" + return build_from_cfg(cfg, PREPROCESSOR) + diff --git a/davarocr/davar_nlp_common/models/decoders/__init__.py b/davarocr/davar_nlp_common/models/decoders/__init__.py new file mode 100644 index 0000000..28c6299 --- /dev/null +++ b/davarocr/davar_nlp_common/models/decoders/__init__.py @@ -0,0 +1,14 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .base_decoder import BaseDecoder + + +__all__ = ['BaseDecoder'] diff --git a/davarocr/davar_nlp_common/models/decoders/base_decoder.py b/davarocr/davar_nlp_common/models/decoders/base_decoder.py new file mode 100644 index 0000000..157059b --- /dev/null +++ b/davarocr/davar_nlp_common/models/decoders/base_decoder.py @@ -0,0 +1,66 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : base_decoder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2021-08-02 +################################################################################################## +""" +import torch.nn as nn +from mmcv.cnn import uniform_init, xavier_init + +from ..builder import DECODERS +from davarocr.davar_common.core import build_converter + + +@DECODERS.register_module() +class BaseDecoder(nn.Module): + """ Base Decoder. forward_train will be called in training stage + and returns the loss, forward_test will be called in test stage. + """ + def __init__(self, + label_converter): + """ + Args: + label_converter(dict): label converter + """ + super().__init__() + self.label_converter = build_converter(label_converter) + self.init_weights() + + def forward(self, outputs, **kwargs): + raise NotImplementedError( + 'forward module is not implemented yet.') + + def loss(self, **kwargs): + """Compute losses of the head.""" + raise NotImplementedError( + 'loss is not implemented yet.') + + def forward_train(self, outputs, **kwargs): + logits = self.forward(outputs, **kwargs) + loss = self.loss(logits, **kwargs) + return loss + + def decode(self, outputs, **kwargs): + return self.forward(outputs, **kwargs) + + def forward_test(self, outputs, **kwargs): + """Decode pred results on test stage and convert to entities. + """ + preds = self.decode(outputs, **kwargs) + attention_masks = kwargs.get('attention_masks', None) + pred_entities = self.label_converter.convert_pred2entities( + preds, attention_masks,**kwargs) + return pred_entities + + def init_weights(self): + """Init weights for decoder + """ + for module in self.modules(): + if isinstance(module, nn.Conv2d): + xavier_init(module) + elif isinstance(module, nn.BatchNorm2d): + uniform_init(module) diff --git a/davarocr/davar_nlp_common/models/encoders/__init__.py b/davarocr/davar_nlp_common/models/encoders/__init__.py new file mode 100644 index 0000000..d0e8296 --- /dev/null +++ b/davarocr/davar_nlp_common/models/encoders/__init__.py @@ -0,0 +1,15 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .transformers_encoder import TransformersEncoder +from .bilstm_encoder import BiLSTMEncoder + + +__all__ = ['TransformersEncoder', 'BiLSTMEncoder'] diff --git a/davarocr/davar_nlp_common/models/encoders/bilstm_encoder.py b/davarocr/davar_nlp_common/models/encoders/bilstm_encoder.py new file mode 100644 index 0000000..9ccfb8b --- /dev/null +++ b/davarocr/davar_nlp_common/models/encoders/bilstm_encoder.py @@ -0,0 +1,65 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : bilstm_encoder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2021-09-01 +################################################################################################## +""" +import os +import torch.nn as nn +from torch.nn.utils.rnn import pad_packed_sequence, pack_padded_sequence +from ..builder import ENCODERS + + +@ENCODERS.register_module() +class BiLSTMEncoder(nn.Module): + """ BiLSTM encoder + """ + def __init__(self, + vocab_path, + emb_size=128, + num_lstm=1, + hidden_size=256): + """ + Args: + vocab_path(str):the model's path that include vocab.txt + emb_size (int) embedding dimension + hidden_size (int): output dimension + """ + super().__init__() + + assert os.path.exists(vocab_path), "{} is not exist!".format(vocab_path) + with open(vocab_path, encoding='utf-8') as file: + data = file.read().split('\n') + vocab_size = len(data) + self.embedding = nn.Embedding(vocab_size, emb_size) + + self.first_bilstm = nn.LSTM(emb_size, hidden_size//2, + batch_first=True, + bidirectional=True) + self.num_lstm = num_lstm + self.bilstm_layers = [] + for i in range(num_lstm-1): + layer_name = 'layer%s'%(i+1) + lstm_layer = nn.LSTM(hidden_size, hidden_size//2, + batch_first=True, + bidirectional=True) + self.add_module(layer_name, lstm_layer) + self.bilstm_layers.append(layer_name) + + + def forward(self, **results): + input_ids = results['input_ids'] + lengths = [len(l) for l in input_ids] + emb = self.embedding(input_ids) # shape[B, L, emb_size] + packed = pack_padded_sequence(emb, lengths, batch_first=True) + rnn_out, _ = self.first_bilstm(packed) + if self.bilstm_layers: + for layer_name in self.bilstm_layers: + bilstm_layer = getattr(self, layer_name) + rnn_out, _ = bilstm_layer(rnn_out) + rnn_out, _ = pad_packed_sequence(rnn_out, batch_first=True) #shape[B,L,hidden_size] + return [rnn_out] diff --git a/davarocr/davar_nlp_common/models/encoders/transformers_encoder.py b/davarocr/davar_nlp_common/models/encoders/transformers_encoder.py new file mode 100644 index 0000000..7d337a5 --- /dev/null +++ b/davarocr/davar_nlp_common/models/encoders/transformers_encoder.py @@ -0,0 +1,72 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : transformers_encoder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +import torch +import torch.nn as nn +from transformers import AutoModel +from ..builder import ENCODERS + + +@ENCODERS.register_module() +class TransformersEncoder(nn.Module): + """ Transformers encoder + """ + def __init__(self, + model_name_or_path, + with_token_type_ids=True, + use_last_hidden_states=0, + lstm=False, + hidden_size=768): + """ + Args: + model_name_or_path(str): the pretrained model's name or path. + with_token_type_ids(bool): whether use token_type_ids as model's input. + use_last_hidden_states (int): use the concatenation of last k hidden states to get the hidden state. + lstm (bool): whether use bilstm on hidden state. + hidden_size (int): the size of the hidden state. + """ + super().__init__() + self.transformers_model = AutoModel.from_pretrained(model_name_or_path) + self.with_token_type_ids = with_token_type_ids + self.use_last_hidden_states = use_last_hidden_states + self.lstm = lstm + if lstm: + self.bilstm = nn.LSTM(hidden_size, hidden_size//2, + batch_first=True, + bidirectional=True) + + def forward(self, **results): + device = next(self.transformers_model.parameters()).device + input_ids = results['input_ids'].to(device) + attention_masks = results['attention_masks'].to(device) + token_type_ids = results['token_type_ids'].to(device) + if self.with_token_type_ids: + outputs = self.transformers_model( + input_ids=input_ids, + attention_mask=attention_masks, + token_type_ids=token_type_ids) + else: + outputs = self.transformers_model( + input_ids=input_ids, + attention_mask=attention_masks + ) + if self.use_last_hidden_states > 0: + pooled_output = outputs[1] + hidden_states = outputs[2][-self.use_last_hidden_states:] + last_hidden_states = outputs[0] + cat = [pooled_output] + for hidden_state in hidden_states: + cat.append(hidden_state[:,0]) + cat = torch.cat(cat,1) + outputs = (last_hidden_states,cat) + if self.lstm: + rnn_out, _ = self.bilstm(outputs[0]) + return (rnn_out, outputs[1]) + return outputs diff --git a/davarocr/davar_nlp_common/models/models/__init__.py b/davarocr/davar_nlp_common/models/models/__init__.py new file mode 100644 index 0000000..436d2c6 --- /dev/null +++ b/davarocr/davar_nlp_common/models/models/__init__.py @@ -0,0 +1,14 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : __init__.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2022-05-06 +################################################################################################## +""" +from .encoder_decoder import EncoderDecoder + + +__all__ = ['EncoderDecoder'] diff --git a/davarocr/davar_nlp_common/models/models/encoder_decoder.py b/davarocr/davar_nlp_common/models/models/encoder_decoder.py new file mode 100644 index 0000000..2d122c9 --- /dev/null +++ b/davarocr/davar_nlp_common/models/models/encoder_decoder.py @@ -0,0 +1,180 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : encoder_decoder.py +# Abstract : + +# Current Version: 1.0.0 +# Date : 2021-08-02 +################################################################################################## +""" +from abc import ABCMeta +from collections import OrderedDict +import torch +import torch.nn as nn +import torch.distributed as dist +from ..builder import build_decoder, build_encoder + + +class EncoderDecoder(nn.Module, metaclass=ABCMeta): + """Encoder decoder framework for nlp methods.""" + + def __init__(self, + encoder, + decoder, + train_cfg=None, + test_cfg=None, + pretrained=None): + super().__init__() + self.encoder = build_encoder(encoder) + self.decoder = build_decoder(decoder) + + def extract_feat(self, imgs): + """Extract features from images.""" + raise NotImplementedError( + 'Extract feature module is not implemented yet.') + + def forward(self, return_loss=True, **kwargs): + """Calls either :func:`forward_train` or :func:`forward_test` depending + on whether ``return_loss`` is ``True``. + """ + if return_loss: + return self.forward_train(**kwargs) + return self.forward_test(**kwargs) + + def forward_train(self, input_ids, attention_masks=None, token_type_ids=None, **kwargs): + """ calls on training stage. + + Args: + input_ids(tensor): the input ids corresponding to the text. + attention_masks(tensor): attention_mask. + token_type_ids(tensor): token type ids. + Returns: + dict: the network's loss. + """ + encode_out = self.encoder(input_ids=input_ids, + attention_masks=attention_masks, + token_type_ids=token_type_ids, + **kwargs) + loss = self.decoder.forward_train(encode_out, + input_ids=input_ids, + attention_masks=attention_masks, + token_type_ids=token_type_ids, + **kwargs) + return loss + + def forward_test(self, input_ids, attention_masks=None, token_type_ids=None, **kwargs): + """ Calls either :func:`aug_test` or :func:`simple_test` depending + on whether ``input_ids`` is ``list``. + """ + if isinstance(input_ids, list): + assert len(input_ids) > 0 + assert input_ids[0].size(0) == 1, ('aug test does not support ' + f'inference with batch size ' + f'{input_ids[0].size(0)}') + return self.aug_test(input_ids, attention_masks, token_type_ids, **kwargs) + return self.simple_test(input_ids, attention_masks, token_type_ids, **kwargs) + + def aug_test(self, input_ids, attention_masks=None, token_type_ids=None, **kwargs): + """ Augmentation test. + """ + raise NotImplementedError + + def simple_test(self, input_ids, attention_masks=None, token_type_ids=None, **kwargs): + """ Simple test. + """ + encode_out = self.encoder(input_ids=input_ids, + attention_masks=attention_masks, + token_type_ids=token_type_ids, + **kwargs) + preds = self.decoder.forward_test(encode_out, + input_ids=input_ids, + attention_masks=attention_masks, + token_type_ids=token_type_ids, + **kwargs) + return preds + + def _parse_losses(self, losses): + """Parse the raw outputs (losses) of the network. + + Args: + losses (dict): Raw outputs of the network, which usually contain + losses and other necessary infomation. + + Returns: + tuple[tensor, dict]: (loss, log_vars), loss is the loss tensor + which may be a weighted sum of all losses, log_vars contains + all the variables to be sent to the logger. + """ + log_vars = OrderedDict() + for loss_name, loss_value in losses.items(): + if isinstance(loss_value, torch.Tensor): + log_vars[loss_name] = loss_value.mean() + elif isinstance(loss_value, list): + log_vars[loss_name] = sum(_loss.mean() for _loss in loss_value) + else: + raise TypeError( + f'{loss_name} is not a tensor or list of tensors') + + loss = sum(_value for _key, _value in log_vars.items() + if 'loss' in _key) + + log_vars['loss'] = loss + for loss_name, loss_value in log_vars.items(): + # reduce loss when distributed training + if dist.is_available() and dist.is_initialized(): + loss_value = loss_value.data.clone() + dist.all_reduce(loss_value.div_(dist.get_world_size())) + log_vars[loss_name] = loss_value.item() + + return loss, log_vars + + def train_step(self, data, optimizer): + """The iteration step during training. + + This method defines an iteration step during training, except for the + back propagation and optimizer update, which are done by an optimizer + hook. Note that in some complicated cases or models (e.g. GAN), + the whole process (including the back propagation and optimizer update) + is also defined by this method. + + Args: + data (dict): The outputs of dataloader. + optimizer (:obj:`torch.optim.Optimizer` | dict): The optimizer of + runner is passed to ``train_step()``. This argument is unused + and reserved. + + Returns: + dict: It should contain at least 3 keys: ``loss``, ``log_vars``, + ``num_samples``. + + - ``loss`` is a tensor for back propagation, which is a + weighted sum of multiple losses. + - ``log_vars`` contains all the variables to be sent to the + logger. + - ``num_samples`` indicates the batch size used for + averaging the logs (Note: for the + DDP model, num_samples refers to the batch size for each GPU). + """ + losses = self(**data) + loss, log_vars = self._parse_losses(losses) + + outputs = dict( + loss=loss, log_vars=log_vars, num_samples=len(data['input_ids'])) + + return outputs + + def val_step(self, data, optimizer): + """The iteration step during validation. + + This method shares the same signature as :func:`train_step`, but is + used during val epochs. Note that the evaluation after training epochs + is not implemented by this method, but by an evaluation hook. + """ + losses = self(**data) + loss, log_vars = self._parse_losses(losses) + + outputs = dict( + loss=loss, log_vars=log_vars, num_samples=len(data['input_ids'])) + + return outputs diff --git a/davarocr/davar_rcg/core/__init__.py b/davarocr/davar_rcg/core/__init__.py index 620a6bd..f5745a7 100644 --- a/davarocr/davar_rcg/core/__init__.py +++ b/davarocr/davar_rcg/core/__init__.py @@ -4,8 +4,8 @@ # Filename : __init__.py # Abstract : -# Current Version: 1.0.0 -# Date : 2020-05-31 +# Current Version: 1.0.1 +# Date : 2022-05-06 ################################################################################################## """ -from .converter import * +from .converters import * diff --git a/davarocr/davar_rcg/core/converter/__init__.py b/davarocr/davar_rcg/core/converters/__init__.py similarity index 89% rename from davarocr/davar_rcg/core/converter/__init__.py rename to davarocr/davar_rcg/core/converters/__init__.py index 51f84d6..8d821af 100644 --- a/davarocr/davar_rcg/core/converter/__init__.py +++ b/davarocr/davar_rcg/core/converters/__init__.py @@ -14,14 +14,11 @@ from .bert_converter import BertLabelConverter from .ace_converter import ACELabelConverter -from .builder import CONVERTER -from .builder import build_converter __all__ = [ 'AttnLabelConverter', 'CTCLabelConverter', 'RFLLabelConverter', - 'build_converter', 'BertLabelConverter', 'ACELabelConverter' ] diff --git a/davarocr/davar_rcg/core/converter/ace_converter.py b/davarocr/davar_rcg/core/converters/ace_converter.py similarity index 98% rename from davarocr/davar_rcg/core/converter/ace_converter.py rename to davarocr/davar_rcg/core/converters/ace_converter.py index c2e58a4..04890ac 100644 --- a/davarocr/davar_rcg/core/converter/ace_converter.py +++ b/davarocr/davar_rcg/core/converters/ace_converter.py @@ -15,10 +15,10 @@ import torch from mmcv.utils import print_log -from .builder import CONVERTER +from davarocr.davar_common.core.builder import CONVERTERS -@CONVERTER.register_module() +@CONVERTERS.register_module() class ACELabelConverter: """Convert between text-label and text-index, ACE Loss Converter in Ref [1] diff --git a/davarocr/davar_rcg/core/converter/att_converter.py b/davarocr/davar_rcg/core/converters/att_converter.py similarity index 98% rename from davarocr/davar_rcg/core/converter/att_converter.py rename to davarocr/davar_rcg/core/converters/att_converter.py index d0a8c77..cd96398 100644 --- a/davarocr/davar_rcg/core/converter/att_converter.py +++ b/davarocr/davar_rcg/core/converters/att_converter.py @@ -17,10 +17,10 @@ import numpy as np from mmcv.utils import print_log -from .builder import CONVERTER +from davarocr.davar_common.core.builder import CONVERTERS -@CONVERTER.register_module() +@CONVERTERS.register_module() class AttnLabelConverter: """Convert between text-label and text-index""" def __init__(self, character, diff --git a/davarocr/davar_rcg/core/converter/bert_converter.py b/davarocr/davar_rcg/core/converters/bert_converter.py similarity index 98% rename from davarocr/davar_rcg/core/converter/bert_converter.py rename to davarocr/davar_rcg/core/converters/bert_converter.py index dd39ef3..61add69 100644 --- a/davarocr/davar_rcg/core/converter/bert_converter.py +++ b/davarocr/davar_rcg/core/converters/bert_converter.py @@ -14,10 +14,10 @@ import torch from mmcv.utils import print_log -from .builder import CONVERTER +from davarocr.davar_common.core.builder import CONVERTERS -@CONVERTER.register_module() +@CONVERTERS.register_module() class BertLabelConverter: """Convert between text-label and text-index """ def __init__(self, character, diff --git a/davarocr/davar_rcg/core/converter/ctc_converter.py b/davarocr/davar_rcg/core/converters/ctc_converter.py similarity index 99% rename from davarocr/davar_rcg/core/converter/ctc_converter.py rename to davarocr/davar_rcg/core/converters/ctc_converter.py index d9adaf6..82a748a 100644 --- a/davarocr/davar_rcg/core/converter/ctc_converter.py +++ b/davarocr/davar_rcg/core/converters/ctc_converter.py @@ -18,11 +18,11 @@ from mmcv.utils import print_log -from .builder import CONVERTER +from davarocr.davar_common.core.builder import CONVERTERS from .utils.beams import Beams -@CONVERTER.register_module() +@CONVERTERS.register_module() class CTCLabelConverter: """Convert between text-label and text-index """ def __init__(self, character, diff --git a/davarocr/davar_rcg/core/converter/rfl_converter.py b/davarocr/davar_rcg/core/converters/rfl_converter.py similarity index 98% rename from davarocr/davar_rcg/core/converter/rfl_converter.py rename to davarocr/davar_rcg/core/converters/rfl_converter.py index 9661656..01464cd 100644 --- a/davarocr/davar_rcg/core/converter/rfl_converter.py +++ b/davarocr/davar_rcg/core/converters/rfl_converter.py @@ -14,10 +14,10 @@ import torch from mmcv.utils import print_log -from .builder import CONVERTER +from davarocr.davar_common.core.builder import CONVERTERS -@CONVERTER.register_module() +@CONVERTERS.register_module() class RFLLabelConverter: """ Convert between text-label and text-index in Ref [1] diff --git a/davarocr/davar_rcg/core/converter/utils/__init__.py b/davarocr/davar_rcg/core/converters/utils/__init__.py similarity index 100% rename from davarocr/davar_rcg/core/converter/utils/__init__.py rename to davarocr/davar_rcg/core/converters/utils/__init__.py diff --git a/davarocr/davar_rcg/core/converter/utils/beams.py b/davarocr/davar_rcg/core/converters/utils/beams.py similarity index 100% rename from davarocr/davar_rcg/core/converter/utils/beams.py rename to davarocr/davar_rcg/core/converters/utils/beams.py diff --git a/davarocr/davar_rcg/models/sequence_heads/ace_head.py b/davarocr/davar_rcg/models/sequence_heads/ace_head.py index 2461db7..659f07d 100644 --- a/davarocr/davar_rcg/models/sequence_heads/ace_head.py +++ b/davarocr/davar_rcg/models/sequence_heads/ace_head.py @@ -18,7 +18,7 @@ from mmdet.models.builder import build_loss from mmcv.runner import load_checkpoint -from ...core.converter import build_converter +from davarocr.davar_common.core.builder import build_converter @HEADS.register_module() diff --git a/davarocr/davar_rcg/models/sequence_heads/att_head.py b/davarocr/davar_rcg/models/sequence_heads/att_head.py index d01a486..9e76f2b 100644 --- a/davarocr/davar_rcg/models/sequence_heads/att_head.py +++ b/davarocr/davar_rcg/models/sequence_heads/att_head.py @@ -21,7 +21,7 @@ from mmdet.models.builder import build_loss from mmcv.runner import load_checkpoint -from ...core.converter import build_converter +from davarocr.davar_common.core.builder import build_converter @HEADS.register_module() diff --git a/davarocr/davar_rcg/models/sequence_heads/counting_head.py b/davarocr/davar_rcg/models/sequence_heads/counting_head.py index eeca4fe..0843eb1 100644 --- a/davarocr/davar_rcg/models/sequence_heads/counting_head.py +++ b/davarocr/davar_rcg/models/sequence_heads/counting_head.py @@ -19,7 +19,7 @@ from mmdet.models.builder import build_loss from mmcv.runner import load_checkpoint -from ...core.converter import build_converter +from davarocr.davar_common.core.builder import build_converter @HEADS.register_module() diff --git a/davarocr/davar_rcg/models/sequence_heads/ctc_head.py b/davarocr/davar_rcg/models/sequence_heads/ctc_head.py index e5db685..a0abf24 100644 --- a/davarocr/davar_rcg/models/sequence_heads/ctc_head.py +++ b/davarocr/davar_rcg/models/sequence_heads/ctc_head.py @@ -14,7 +14,7 @@ from mmdet.models.builder import HEADS from mmdet.models.builder import build_loss -from ...core.converter import build_converter +from davarocr.davar_common.core.builder import build_converter @HEADS.register_module() diff --git a/davarocr/davar_rcg/models/sequence_heads/warpctc_head.py b/davarocr/davar_rcg/models/sequence_heads/warpctc_head.py index 03e4aa0..7a7d4da 100644 --- a/davarocr/davar_rcg/models/sequence_heads/warpctc_head.py +++ b/davarocr/davar_rcg/models/sequence_heads/warpctc_head.py @@ -19,7 +19,7 @@ from mmdet.models.builder import HEADS from mmdet.models.builder import build_loss -from ...core.converter import build_converter +from davarocr.davar_common.core.builder import build_converter @HEADS.register_module() diff --git a/davarocr/davar_spotting/models/sequence_heads/multi_recog_seq_head.py b/davarocr/davar_spotting/models/sequence_heads/multi_recog_seq_head.py index 195c473..a6fd582 100644 --- a/davarocr/davar_spotting/models/sequence_heads/multi_recog_seq_head.py +++ b/davarocr/davar_spotting/models/sequence_heads/multi_recog_seq_head.py @@ -12,7 +12,7 @@ import torch.nn as nn from mmdet.models.builder import HEADS, build_loss from mmcv.runner import auto_fp16 -from davarocr.davar_rcg.core.converter import build_converter +from davarocr.davar_common.core.builder import build_converter @HEADS.register_module() diff --git a/davarocr/version.py b/davarocr/version.py index 339be34..18c2285 100644 --- a/davarocr/version.py +++ b/davarocr/version.py @@ -4,8 +4,8 @@ # Filename : version.py # Abstract : -# Current Version: 0.4.1 -# Date : 2021-05-04 +# Current Version: 0.5.0 +# Date : 2022-05-08 ################################################################################################## """ -__version__ = "0.4.1" +__version__ = "0.5.0" diff --git a/demo/ner/BERT/bert_crf.py b/demo/ner/BERT/bert_crf.py new file mode 100644 index 0000000..551337b --- /dev/null +++ b/demo/ner/BERT/bert_crf.py @@ -0,0 +1,129 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : bert_crf.py +# Abstract : BERT+CRF for NER task. + +# Current Version: 1.0.0 +# Date : 2022-02-23 +################################################################################################## +""" +_base_ = [ + '../base/default_runtime.py' +] +""" +1. Data Setting +description: + Pipeline and training dataset settings + +Add keywords: + None +""" +dataset_name = 'conll2003' +if dataset_name == 'conll2003': + test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' + train_ann_file = ['/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json'] + val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' + label_list = ['ORG', 'MISC', 'PER', 'LOC'] + model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' + do_lower_case = False + #dataset label list +if dataset_name == 'RESUME': + train_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/train.json' + val_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' + test_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' + label_list = ['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'] + model_name_or_path = '/data1/resume/models/huggingface/bert-base-chinese' + do_lower_case = True +work_dir = './work_dirs/bert_crf_%s'%dataset_name + +max_len=256 + +loader = dict( + type='NERLoader', + truncation=False, + stride=max_len-2, + max_len=max_len-2) + +ner_converter = dict( + type='TransformersConverter', + model_name_or_path=model_name_or_path, + label_list = label_list, + max_len = 512, + do_lower_case=do_lower_case, + ) + +test_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "labels", "input_len"]) +] + +train_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "labels", "input_len"]) +] +dataset_type = 'NERDataset' + +train = dict( + type=dataset_type, + ann_file=train_ann_file, + loader=loader, + pipeline=train_pipeline, + test_mode=False) + +val = dict( + type=dataset_type, + ann_file=val_ann_file, + loader=loader, + pipeline=test_pipeline, + test_mode=True) +test = dict( + type=dataset_type, + ann_file=test_ann_file, + loader=loader, + pipeline=test_pipeline, + test_mode=True) +data = dict( + samples_per_gpu=4, workers_per_gpu=2, train=train, val=val, test=test) + +""" +2. model setting +description: + NER model configuration information + +Add keywords: + None +""" +type = 'NER' +model = dict( + type='BaseNER', + encoder=dict(type='TransformersEncoder',model_name_or_path=model_name_or_path), + decoder=dict(type='CRFDecoder',label_converter=ner_converter) + ) + +test_cfg = None +""" +3. Training parameter settings +description: + Configure the corresponding learning rate and related strategy according to the dataset or model structure + +Add keywords: + None + +""" +# optimizer +#optimizer = dict(type='SGD', lr=6e-4, momentum=0.9) +optimizer = dict(type='AdamW', lr=5e-5, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +# learning policy +lr_config = dict(policy='inv', warmup='linear', warmup_iters=10, + warmup_ratio=0.00001,warmup_by_epoch=True, gamma=0.05) +total_epochs = 50 +find_unused_parameters=True +""" +4. Evaluation and checkpoint settings +""" +evaluation = dict(interval=1, metric='f1-score',save_best='hmean') +checkpoint_config = dict(type='DavarCheckpointHook', interval=1, save_mode='lightweight', metric='hmean', + filename_tmpl='bert_e{}.pth', save_last=False) diff --git a/demo/ner/BERT/bert_softmax.py b/demo/ner/BERT/bert_softmax.py new file mode 100644 index 0000000..e838472 --- /dev/null +++ b/demo/ner/BERT/bert_softmax.py @@ -0,0 +1,133 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : bert_softmax.py +# Abstract : BERT+softmax for NER task. + +# Current Version: 1.0.0 +# Date : 2022-02-23 +################################################################################################## +""" +_base_ = [ + '../base/default_runtime.py' +] + +""" +1. Data Setting +description: + Pipeline and training dataset settings + +Add keywords: + None +""" +dataset_name = 'conll2003' +if dataset_name == 'conll2003': + test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' + train_ann_file = ['/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json'] + val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' + label_list = ['ORG', 'MISC', 'PER', 'LOC'] + model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' + do_lower_case = False + #dataset label list +if dataset_name == 'RESUME': + train_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/train.json' + val_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' + test_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' + label_list = ['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'] + model_name_or_path = '/data1/resume/models/huggingface/bert-base-chinese' + do_lower_case = True +work_dir = './work_dirs/bert_softmax_%s'%dataset_name + +max_len=256 + +loader = dict( + type='NERLoader', + truncation=False, + stride=max_len-2, + max_len=max_len-2) + +ner_converter = dict( + type='TransformersConverter', + model_name_or_path=model_name_or_path, + label_list = label_list, + max_len = 512, + do_lower_case=do_lower_case + ) + +test_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "labels", "input_len"]) +] + +train_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "labels", "input_len"]) +] +dataset_type = 'NERDataset' + +train = dict( + type=dataset_type, + ann_file=train_ann_file, + loader=loader, + pipeline=train_pipeline, + test_mode=False) + +val = dict( + type=dataset_type, + ann_file=val_ann_file, + loader=loader, + pipeline=test_pipeline, + test_mode=True) +test = dict( + type=dataset_type, + ann_file=test_ann_file, + loader=loader, + pipeline=test_pipeline, + test_mode=True) +data = dict( + samples_per_gpu=4, workers_per_gpu=2, train=train, val=val, test=test) + + +""" +2. model setting +description: + NER model configuration information + +Add keywords: + None +""" +type = 'NER' +model = dict( + type='BaseNER', + encoder = dict(type='TransformersEncoder',model_name_or_path=model_name_or_path), + decoder = dict(type='FCDecoder', + label_converter = ner_converter, + loss=dict(type='StandardCrossEntropyLoss',ignore_index=-100)), + ) + +test_cfg = None +""" +3. Training parameter settings +description: + Configure the corresponding learning rate and related strategy according to the dataset or model structure + +Add keywords: + None + +""" +# optimizer +#optimizer = dict(type='SGD', lr=6e-4, momentum=0.9) +optimizer = dict(type='AdamW', lr=5e-5, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +# learning policy +lr_config = dict(policy='inv', warmup='linear', warmup_iters=10, + warmup_ratio=0.00001,warmup_by_epoch=True, gamma=0.05) +total_epochs = 50 +find_unused_parameters=True +""" +4. Evaluation and checkpoint settings +""" +evaluation = dict(interval=1, metric='f1-score',save_best='hmean') +checkpoint_config = dict(type='DavarCheckpointHook', interval=1, save_mode='lightweight', metric='hmean', + filename_tmpl='bert_e{}.pth', save_last=False) diff --git a/demo/ner/BERT/bert_span.py b/demo/ner/BERT/bert_span.py new file mode 100644 index 0000000..d08c7cd --- /dev/null +++ b/demo/ner/BERT/bert_span.py @@ -0,0 +1,135 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : bert_span.py +# Abstract : BERT+SPAN for NER task. + +# Current Version: 1.0.0 +# Date : 2022-02-23 +################################################################################################## +""" +_base_ = [ + '../base/default_runtime.py' +] + +""" +1. Data Setting +description: + Pipeline and training dataset settings + +Add keywords: + None +""" +dataset_name = 'conll2003' +if dataset_name == 'conll2003': + test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' + train_ann_file = ['/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json'] + val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' + label_list = ['ORG', 'MISC', 'PER', 'LOC'] + model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' + do_lower_case = False + #dataset label list +if dataset_name == 'RESUME': + train_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/train.json' + val_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' + test_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' + label_list = ['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'] + model_name_or_path = '/data1/resume/models/huggingface/bert-base-chinese' + do_lower_case = True +work_dir = './work_dirs/bert_span_%s'%dataset_name + +max_len=256#input max len +loader = dict( + type='NERLoader', + truncation=False, + stride=max_len-2, + max_len=max_len-2) + +ner_converter = dict( + type='SpanConverter', + model_name_or_path=model_name_or_path, + label_list = label_list, + max_len = 512, + do_lower_case=do_lower_case, + ) + +train_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "start_positions", "end_positions", "input_len"]) +] +val_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "start_positions", "end_positions", "input_len"]) +] +test_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "start_positions", "end_positions", "input_len"]) +] +dataset_type = 'NERDataset' + +train = dict( + type=dataset_type, + ann_file=train_ann_file, + loader=loader, + pipeline=train_pipeline, + test_mode=False) + +val = dict( + type=dataset_type, + ann_file=val_ann_file, + loader=loader, + pipeline=val_pipeline, + test_mode=True) +test = dict( + type=dataset_type, + ann_file=test_ann_file, + loader=loader, + pipeline=test_pipeline, + test_mode=True) +data = dict( + samples_per_gpu=4, workers_per_gpu=2, train=train, val=val, test=test) + +""" +2. model setting +description: + NER model configuration information + +Add keywords: + None +""" +type = 'NER' +model = dict( + type='BaseNER', + encoder=dict(type='TransformersEncoder',model_name_or_path=model_name_or_path), + decoder=dict(type='SpanDecoder',label_converter=ner_converter) + ) + +test_cfg = None + +""" +3. Training parameter settings +description: + Configure the corresponding learning rate and related strategy according to the dataset or model structure + +Add keywords: + None + +""" +# optimizer +#optimizer = dict(type='SGD', lr=6e-4, momentum=0.9) +optimizer = dict(type='AdamW', lr=5e-5, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +# learning policy +lr_config = dict(policy='inv', warmup='linear', warmup_iters=10, + warmup_ratio=0.00001,warmup_by_epoch=True, gamma=0.05) +total_epochs = 50 +find_unused_parameters=True +""" +4. Evaluation and checkpoint settings +""" +evaluation = dict(interval=1, metric='f1-score',save_best='hmean') +checkpoint_config = dict(type='DavarCheckpointHook', interval=1, save_mode='lightweight', metric='hmean', + filename_tmpl='bert_e{}.pth', save_last=False) + +load_from = None \ No newline at end of file diff --git a/demo/ner/BERT/dist_train.sh b/demo/ner/BERT/dist_train.sh new file mode 100644 index 0000000..75ae96b --- /dev/null +++ b/demo/ner/BERT/dist_train.sh @@ -0,0 +1,9 @@ +#!/bin/bash +export LANG=zh_CN.UTF-8 +export LANGUAGE=zh_CN:zh:en_US:en +export PATH=/usr/local/miniconda3/bin/:$PATH + +DAVAROCR_PATH=/path/to/Davar-Lab-OCR +python -m torch.distributed.launch --nproc_per_node 8 $DAVAROCR_PATH/tools/train.py ./BERT/bert_crf.py --launcher pytorch --seed 0 +# python -m torch.distributed.launch --nproc_per_node 8 ../../tools/train.py ./BERT/bert_softmax.py --launcher pytorch --seed 0 +# python -m torch.distributed.launch --nproc_per_node 8 ../../tools/train.py ./BERT/bert_span.py --launcher pytorch --seed 0 \ No newline at end of file diff --git a/demo/ner/BERT/logs/bert_crf_RESUME/20220311_012054.log b/demo/ner/BERT/logs/bert_crf_RESUME/20220311_012054.log new file mode 100644 index 0000000..2fbf2cf --- /dev/null +++ b/demo/ner/BERT/logs/bert_crf_RESUME/20220311_012054.log @@ -0,0 +1,1703 @@ +2022-03-11 01:20:54,651 - davarocr - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] +CUDA available: True +GPU 0,1,2,3,4,5,6,7: NVIDIA Tesla V100-SXM2-32GB +CUDA_HOME: /usr/local/cuda +NVCC: Build cuda_11.3.r11.3/compiler.29745058_0 +GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 +PyTorch: 1.10.0+cu113 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX512 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.11.1+cu113 +OpenCV: 4.5.5 +MMCV: 1.3.4 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.3 +DAVAROCR: 0.4.0+unknown +------------------------------------------------------------ + +2022-03-11 01:20:55,545 - davarocr - INFO - Distributed training: True +2022-03-11 01:20:56,289 - davarocr - INFO - Config: +checkpoint_config = dict( + interval=1, + type='DavarCheckpointHook', + save_mode='lightweight', + metric='hmean', + filename_tmpl='bert_e{}.pth', + save_last=False) +log_config = dict(interval=5, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +dataset_name = 'RESUME' +train_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/train.json' +val_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' +test_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' +label_list = ['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'] +model_name_or_path = '/data1/resume/models/huggingface/bert-base-chinese' +do_lower_case = True +work_dir = './work_dirs/bert_crf_RESUME' +max_len = 256 +loader = dict(type='NerLoader', truncation=False, stride=254, max_len=254) +ner_convertor = dict( + type='TransformersConvertor', + model_name_or_path='/data1/resume/models/huggingface/bert-base-chinese', + label_list=['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'], + max_len=512, + do_lower_case=True) +test_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +train_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +dataset_type = 'NerDataset' +train = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/train.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False) +val = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +test = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +data = dict( + samples_per_gpu=4, + workers_per_gpu=2, + train=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/train.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False), + val=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True), + test=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True)) +type = 'NER' +model = dict( + type='BaseNer', + encoder=dict( + type='TransformersEncoder', + model_name_or_path='/data1/resume/models/huggingface/bert-base-chinese' + ), + decoder=dict( + type='CRFDecoder', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True))) +test_cfg = None +optimizer = dict( + type='AdamW', lr=5e-05, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +lr_config = dict( + policy='inv', + warmup='linear', + warmup_iters=10, + warmup_ratio=1e-05, + warmup_by_epoch=True, + gamma=0.05) +total_epochs = 50 +find_unused_parameters = True +evaluation = dict(interval=1, metric='f1-score', save_best='hmean') +gpu_ids = range(0, 8) + +2022-03-11 01:20:56,290 - davarocr - INFO - Set random seed to 0, deterministic: False +2022-03-11 01:21:05,578 - davarocr - INFO - Start running, host: root@train-resume-0, work_dir: /data1/davar-nlp1/demo/text_ner/work_dirs/bert_crf_RESUME +2022-03-11 01:21:05,579 - davarocr - INFO - workflow: [('train', 1)], max: 50 epochs +2022-03-11 01:21:12,058 - davarocr - INFO - Epoch [1][5/120] lr: 1.672e-07, eta: 2:09:19, time: 1.294, data_time: 0.481, memory: 5067, loss_crf: 109.6755, loss: 109.6755, grad_norm: 359.9489 +2022-03-11 01:21:14,768 - davarocr - INFO - Epoch [1][10/120] lr: 3.755e-07, eta: 1:31:35, time: 0.541, data_time: 0.009, memory: 5067, loss_crf: 121.0500, loss: 121.0500, grad_norm: 396.9868 +2022-03-11 01:21:17,593 - davarocr - INFO - Epoch [1][15/120] lr: 5.838e-07, eta: 1:19:51, time: 0.567, data_time: 0.010, memory: 5067, loss_crf: 122.5185, loss: 122.5185, grad_norm: 391.9472 +2022-03-11 01:21:20,479 - davarocr - INFO - Epoch [1][20/120] lr: 7.922e-07, eta: 1:14:13, time: 0.577, data_time: 0.007, memory: 5067, loss_crf: 120.9965, loss: 120.9965, grad_norm: 388.2202 +2022-03-11 01:21:23,354 - davarocr - INFO - Epoch [1][25/120] lr: 1.000e-06, eta: 1:10:46, time: 0.575, data_time: 0.008, memory: 5067, loss_crf: 117.3785, loss: 117.3785, grad_norm: 376.6558 +2022-03-11 01:21:26,216 - davarocr - INFO - Epoch [1][30/120] lr: 1.209e-06, eta: 1:08:25, time: 0.572, data_time: 0.006, memory: 5067, loss_crf: 116.3524, loss: 116.3524, grad_norm: 380.5951 +2022-03-11 01:21:28,967 - davarocr - INFO - Epoch [1][35/120] lr: 1.417e-06, eta: 1:06:24, time: 0.550, data_time: 0.008, memory: 5067, loss_crf: 107.8693, loss: 107.8693, grad_norm: 381.5249 +2022-03-11 01:21:31,500 - davarocr - INFO - Epoch [1][40/120] lr: 1.625e-06, eta: 1:04:19, time: 0.505, data_time: 0.012, memory: 5067, loss_crf: 91.8424, loss: 91.8424, grad_norm: 334.5984 +2022-03-11 01:21:34,088 - davarocr - INFO - Epoch [1][45/120] lr: 1.834e-06, eta: 1:02:51, time: 0.519, data_time: 0.009, memory: 5067, loss_crf: 96.5336, loss: 96.5336, grad_norm: 372.9083 +2022-03-11 01:21:36,649 - davarocr - INFO - Epoch [1][50/120] lr: 2.042e-06, eta: 1:01:36, time: 0.513, data_time: 0.006, memory: 5067, loss_crf: 86.0087, loss: 86.0087, grad_norm: 334.4158 +2022-03-11 01:21:39,177 - davarocr - INFO - Epoch [1][55/120] lr: 2.250e-06, eta: 1:00:31, time: 0.506, data_time: 0.008, memory: 5067, loss_crf: 76.9263, loss: 76.9263, grad_norm: 302.7966 +2022-03-11 01:21:41,728 - davarocr - INFO - Epoch [1][60/120] lr: 2.459e-06, eta: 0:59:38, time: 0.510, data_time: 0.007, memory: 5067, loss_crf: 67.6101, loss: 67.6101, grad_norm: 257.6272 +2022-03-11 01:21:44,240 - davarocr - INFO - Epoch [1][65/120] lr: 2.667e-06, eta: 0:58:49, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 56.1784, loss: 56.1784, grad_norm: 180.0024 +2022-03-11 01:21:46,778 - davarocr - INFO - Epoch [1][70/120] lr: 2.875e-06, eta: 0:58:09, time: 0.507, data_time: 0.008, memory: 5067, loss_crf: 50.8916, loss: 50.8916, grad_norm: 135.4196 +2022-03-11 01:21:49,306 - davarocr - INFO - Epoch [1][75/120] lr: 3.084e-06, eta: 0:57:34, time: 0.506, data_time: 0.009, memory: 5067, loss_crf: 44.1951, loss: 44.1951, grad_norm: 119.8911 +2022-03-11 01:21:51,855 - davarocr - INFO - Epoch [1][80/120] lr: 3.292e-06, eta: 0:57:03, time: 0.510, data_time: 0.007, memory: 5067, loss_crf: 38.8765, loss: 38.8765, grad_norm: 102.8335 +2022-03-11 01:21:54,382 - davarocr - INFO - Epoch [1][85/120] lr: 3.500e-06, eta: 0:56:35, time: 0.505, data_time: 0.007, memory: 5067, loss_crf: 34.4171, loss: 34.4171, grad_norm: 95.6891 +2022-03-11 01:21:57,350 - davarocr - INFO - Epoch [1][90/120] lr: 3.709e-06, eta: 0:56:39, time: 0.593, data_time: 0.008, memory: 5067, loss_crf: 30.9878, loss: 30.9878, grad_norm: 79.2194 +2022-03-11 01:22:00,023 - davarocr - INFO - Epoch [1][95/120] lr: 3.917e-06, eta: 0:56:23, time: 0.535, data_time: 0.009, memory: 5067, loss_crf: 27.4469, loss: 27.4469, grad_norm: 72.1895 +2022-03-11 01:22:02,538 - davarocr - INFO - Epoch [1][100/120] lr: 4.125e-06, eta: 0:56:00, time: 0.503, data_time: 0.009, memory: 5067, loss_crf: 21.9027, loss: 21.9027, grad_norm: 72.4324 +2022-03-11 01:22:05,037 - davarocr - INFO - Epoch [1][105/120] lr: 4.334e-06, eta: 0:55:37, time: 0.500, data_time: 0.006, memory: 5067, loss_crf: 22.3354, loss: 22.3354, grad_norm: 107.9060 +2022-03-11 01:22:07,550 - davarocr - INFO - Epoch [1][110/120] lr: 4.542e-06, eta: 0:55:17, time: 0.503, data_time: 0.007, memory: 5067, loss_crf: 21.1976, loss: 21.1976, grad_norm: 74.7259 +2022-03-11 01:22:10,069 - davarocr - INFO - Epoch [1][115/120] lr: 4.750e-06, eta: 0:54:59, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 19.3659, loss: 19.3659, grad_norm: 98.7173 +2022-03-11 01:22:12,584 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:22:12,584 - davarocr - INFO - Epoch [1][120/120] lr: 4.959e-06, eta: 0:54:42, time: 0.503, data_time: 0.006, memory: 5067, loss_crf: 15.9771, loss: 15.9771, grad_norm: 85.6036 +2022-03-11 01:22:20,560 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.7235444891980961 +2022-03-11 01:22:20,561 - davarocr - INFO - current_metric 0.7235444891980961 is much better than previous best_metric 0, saving best model ! +2022-03-11 01:22:20,561 - davarocr - INFO - Saving checkpoint at epoch_1.pth +2022-03-11 01:22:22,222 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:22:22,222 - davarocr - INFO - Epoch(val) [1][120] NAME: {'precision': 0.9878048780487805, 'recall': 0.7232142857142857, 'f1-score': 0.8350515463917526}, PRO: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, EDU: {'precision': 0.9545454545454546, 'recall': 0.375, 'f1-score': 0.5384615384615384}, TITLE: {'precision': 0.8661538461538462, 'recall': 0.7292746113989638, 'f1-score': 0.7918424753867792}, ORG: {'precision': 0.9292307692307692, 'recall': 0.546112115732369, 'f1-score': 0.6879271070615034}, CONT: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, RACE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.8973660308810173, 'recall': 0.6061349693251534, 'f1-score': 0.7235444891980961}, hmean: 0.7235 +2022-03-11 01:22:27,010 - davarocr - INFO - Epoch [2][5/120] lr: 4.921e-06, eta: 0:56:13, time: 0.956, data_time: 0.455, memory: 5067, loss_crf: 13.7399, loss: 13.7399, grad_norm: 71.6587 +2022-03-11 01:22:29,578 - davarocr - INFO - Epoch [2][10/120] lr: 5.119e-06, eta: 0:55:57, time: 0.513, data_time: 0.010, memory: 5067, loss_crf: 12.1642, loss: 12.1642, grad_norm: 92.9470 +2022-03-11 01:22:32,099 - davarocr - INFO - Epoch [2][15/120] lr: 5.318e-06, eta: 0:55:39, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 10.6965, loss: 10.6965, grad_norm: 83.6101 +2022-03-11 01:22:34,656 - davarocr - INFO - Epoch [2][20/120] lr: 5.516e-06, eta: 0:55:24, time: 0.512, data_time: 0.007, memory: 5067, loss_crf: 9.1952, loss: 9.1952, grad_norm: 75.3568 +2022-03-11 01:22:37,180 - davarocr - INFO - Epoch [2][25/120] lr: 5.715e-06, eta: 0:55:09, time: 0.505, data_time: 0.008, memory: 5067, loss_crf: 8.6705, loss: 8.6705, grad_norm: 79.2170 +2022-03-11 01:22:39,700 - davarocr - INFO - Epoch [2][30/120] lr: 5.913e-06, eta: 0:54:54, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 8.2457, loss: 8.2457, grad_norm: 67.6170 +2022-03-11 01:22:42,215 - davarocr - INFO - Epoch [2][35/120] lr: 6.112e-06, eta: 0:54:40, time: 0.502, data_time: 0.008, memory: 5067, loss_crf: 7.3462, loss: 7.3462, grad_norm: 69.0759 +2022-03-11 01:22:44,712 - davarocr - INFO - Epoch [2][40/120] lr: 6.310e-06, eta: 0:54:26, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 6.5201, loss: 6.5201, grad_norm: 72.2763 +2022-03-11 01:22:47,212 - davarocr - INFO - Epoch [2][45/120] lr: 6.508e-06, eta: 0:54:12, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 7.7007, loss: 7.7007, grad_norm: 78.7581 +2022-03-11 01:22:50,055 - davarocr - INFO - Epoch [2][50/120] lr: 6.707e-06, eta: 0:54:11, time: 0.568, data_time: 0.009, memory: 5067, loss_crf: 6.3109, loss: 6.3109, grad_norm: 83.7389 +2022-03-11 01:22:52,754 - davarocr - INFO - Epoch [2][55/120] lr: 6.905e-06, eta: 0:54:06, time: 0.540, data_time: 0.006, memory: 5067, loss_crf: 5.7789, loss: 5.7789, grad_norm: 88.3172 +2022-03-11 01:22:55,466 - davarocr - INFO - Epoch [2][60/120] lr: 7.104e-06, eta: 0:54:00, time: 0.542, data_time: 0.007, memory: 5067, loss_crf: 6.1947, loss: 6.1947, grad_norm: 65.8540 +2022-03-11 01:22:58,044 - davarocr - INFO - Epoch [2][65/120] lr: 7.302e-06, eta: 0:53:51, time: 0.515, data_time: 0.007, memory: 5067, loss_crf: 4.5282, loss: 4.5282, grad_norm: 69.3107 +2022-03-11 01:23:00,564 - davarocr - INFO - Epoch [2][70/120] lr: 7.500e-06, eta: 0:53:40, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 5.3964, loss: 5.3964, grad_norm: 74.9650 +2022-03-11 01:23:03,067 - davarocr - INFO - Epoch [2][75/120] lr: 7.699e-06, eta: 0:53:29, time: 0.498, data_time: 0.008, memory: 5067, loss_crf: 3.1382, loss: 3.1382, grad_norm: 50.6260 +2022-03-11 01:23:05,564 - davarocr - INFO - Epoch [2][80/120] lr: 7.897e-06, eta: 0:53:19, time: 0.499, data_time: 0.008, memory: 5067, loss_crf: 6.0644, loss: 6.0644, grad_norm: 93.0236 +2022-03-11 01:23:08,054 - davarocr - INFO - Epoch [2][85/120] lr: 8.096e-06, eta: 0:53:08, time: 0.498, data_time: 0.009, memory: 5067, loss_crf: 4.1901, loss: 4.1901, grad_norm: 57.4522 +2022-03-11 01:23:10,678 - davarocr - INFO - Epoch [2][90/120] lr: 8.294e-06, eta: 0:53:02, time: 0.524, data_time: 0.010, memory: 5067, loss_crf: 3.9795, loss: 3.9795, grad_norm: 95.0415 +2022-03-11 01:23:13,337 - davarocr - INFO - Epoch [2][95/120] lr: 8.492e-06, eta: 0:52:57, time: 0.533, data_time: 0.010, memory: 5067, loss_crf: 4.3454, loss: 4.3454, grad_norm: 75.7772 +2022-03-11 01:23:15,848 - davarocr - INFO - Epoch [2][100/120] lr: 8.691e-06, eta: 0:52:48, time: 0.505, data_time: 0.011, memory: 5067, loss_crf: 4.3377, loss: 4.3377, grad_norm: 76.3685 +2022-03-11 01:23:18,370 - davarocr - INFO - Epoch [2][105/120] lr: 8.889e-06, eta: 0:52:40, time: 0.504, data_time: 0.006, memory: 5067, loss_crf: 3.8211, loss: 3.8211, grad_norm: 68.9563 +2022-03-11 01:23:20,890 - davarocr - INFO - Epoch [2][110/120] lr: 9.088e-06, eta: 0:52:32, time: 0.504, data_time: 0.006, memory: 5067, loss_crf: 5.7788, loss: 5.7788, grad_norm: 91.2131 +2022-03-11 01:23:23,420 - davarocr - INFO - Epoch [2][115/120] lr: 9.286e-06, eta: 0:52:24, time: 0.502, data_time: 0.006, memory: 5067, loss_crf: 3.4058, loss: 3.4058, grad_norm: 60.1341 +2022-03-11 01:23:26,182 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:23:26,182 - davarocr - INFO - Epoch [2][120/120] lr: 9.485e-06, eta: 0:52:22, time: 0.552, data_time: 0.011, memory: 5067, loss_crf: 4.0481, loss: 4.0481, grad_norm: 90.6914 +2022-03-11 01:23:34,212 - davarocr - INFO - Now best checkpoint is epoch_2.pth. Best hmean is 0.9597523219814241 +2022-03-11 01:23:34,212 - davarocr - INFO - current_metric 0.9597523219814241 is much better than previous best_metric 0.7235444891980961, saving best model ! +2022-03-11 01:23:34,212 - davarocr - INFO - Saving checkpoint at epoch_2.pth +2022-03-11 01:23:35,892 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:23:35,893 - davarocr - INFO - Epoch(val) [2][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9666666666666667, 'recall': 0.8787878787878788, 'f1-score': 0.9206349206349207}, EDU: {'precision': 0.9905660377358491, 'recall': 0.9375, 'f1-score': 0.963302752293578}, TITLE: {'precision': 0.9656538969616909, 'recall': 0.9468911917098446, 'f1-score': 0.9561805101373447}, ORG: {'precision': 0.9602169981916817, 'recall': 0.9602169981916817, 'f1-score': 0.9602169981916817}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.96875, 'recall': 0.950920245398773, 'f1-score': 0.9597523219814241}, hmean: 0.9598 +2022-03-11 01:23:40,931 - davarocr - INFO - Epoch [3][5/120] lr: 9.243e-06, eta: 0:53:13, time: 1.006, data_time: 0.444, memory: 5067, loss_crf: 3.4464, loss: 3.4464, grad_norm: 58.1904 +2022-03-11 01:23:43,834 - davarocr - INFO - Epoch [3][10/120] lr: 9.432e-06, eta: 0:53:13, time: 0.580, data_time: 0.011, memory: 5067, loss_crf: 3.9179, loss: 3.9179, grad_norm: 71.5998 +2022-03-11 01:23:47,001 - davarocr - INFO - Epoch [3][15/120] lr: 9.622e-06, eta: 0:53:19, time: 0.634, data_time: 0.007, memory: 5067, loss_crf: 2.9719, loss: 2.9719, grad_norm: 65.7266 +2022-03-11 01:23:49,754 - davarocr - INFO - Epoch [3][20/120] lr: 9.811e-06, eta: 0:53:16, time: 0.551, data_time: 0.009, memory: 5067, loss_crf: 2.7079, loss: 2.7079, grad_norm: 48.8579 +2022-03-11 01:23:52,497 - davarocr - INFO - Epoch [3][25/120] lr: 1.000e-05, eta: 0:53:12, time: 0.549, data_time: 0.008, memory: 5067, loss_crf: 4.0657, loss: 4.0657, grad_norm: 92.4710 +2022-03-11 01:23:55,241 - davarocr - INFO - Epoch [3][30/120] lr: 1.019e-05, eta: 0:53:09, time: 0.549, data_time: 0.009, memory: 5067, loss_crf: 2.2161, loss: 2.2161, grad_norm: 67.7934 +2022-03-11 01:23:57,728 - davarocr - INFO - Epoch [3][35/120] lr: 1.038e-05, eta: 0:53:00, time: 0.498, data_time: 0.007, memory: 5067, loss_crf: 3.4796, loss: 3.4796, grad_norm: 77.7101 +2022-03-11 01:24:00,283 - davarocr - INFO - Epoch [3][40/120] lr: 1.057e-05, eta: 0:52:52, time: 0.511, data_time: 0.007, memory: 5067, loss_crf: 3.7188, loss: 3.7188, grad_norm: 102.9277 +2022-03-11 01:24:02,858 - davarocr - INFO - Epoch [3][45/120] lr: 1.076e-05, eta: 0:52:46, time: 0.515, data_time: 0.007, memory: 5067, loss_crf: 1.3572, loss: 1.3572, grad_norm: 35.5044 +2022-03-11 01:24:05,705 - davarocr - INFO - Epoch [3][50/120] lr: 1.095e-05, eta: 0:52:44, time: 0.569, data_time: 0.007, memory: 5067, loss_crf: 3.0782, loss: 3.0782, grad_norm: 87.1627 +2022-03-11 01:24:08,561 - davarocr - INFO - Epoch [3][55/120] lr: 1.114e-05, eta: 0:52:43, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 2.7767, loss: 2.7767, grad_norm: 54.1443 +2022-03-11 01:24:11,428 - davarocr - INFO - Epoch [3][60/120] lr: 1.133e-05, eta: 0:52:42, time: 0.574, data_time: 0.009, memory: 5067, loss_crf: 2.2747, loss: 2.2747, grad_norm: 52.8281 +2022-03-11 01:24:14,262 - davarocr - INFO - Epoch [3][65/120] lr: 1.152e-05, eta: 0:52:41, time: 0.567, data_time: 0.005, memory: 5067, loss_crf: 2.3454, loss: 2.3454, grad_norm: 77.3889 +2022-03-11 01:24:17,107 - davarocr - INFO - Epoch [3][70/120] lr: 1.170e-05, eta: 0:52:39, time: 0.569, data_time: 0.006, memory: 5067, loss_crf: 3.1187, loss: 3.1187, grad_norm: 84.6387 +2022-03-11 01:24:19,972 - davarocr - INFO - Epoch [3][75/120] lr: 1.189e-05, eta: 0:52:38, time: 0.573, data_time: 0.008, memory: 5067, loss_crf: 2.1810, loss: 2.1810, grad_norm: 67.1792 +2022-03-11 01:24:22,819 - davarocr - INFO - Epoch [3][80/120] lr: 1.208e-05, eta: 0:52:36, time: 0.569, data_time: 0.007, memory: 5067, loss_crf: 2.2789, loss: 2.2789, grad_norm: 60.1812 +2022-03-11 01:24:25,698 - davarocr - INFO - Epoch [3][85/120] lr: 1.227e-05, eta: 0:52:35, time: 0.576, data_time: 0.010, memory: 5067, loss_crf: 2.8980, loss: 2.8980, grad_norm: 81.9908 +2022-03-11 01:24:28,554 - davarocr - INFO - Epoch [3][90/120] lr: 1.246e-05, eta: 0:52:34, time: 0.571, data_time: 0.007, memory: 5067, loss_crf: 3.0259, loss: 3.0259, grad_norm: 95.1854 +2022-03-11 01:24:31,546 - davarocr - INFO - Epoch [3][95/120] lr: 1.265e-05, eta: 0:52:35, time: 0.599, data_time: 0.006, memory: 5067, loss_crf: 2.2345, loss: 2.2345, grad_norm: 53.5767 +2022-03-11 01:24:34,727 - davarocr - INFO - Epoch [3][100/120] lr: 1.284e-05, eta: 0:52:38, time: 0.636, data_time: 0.009, memory: 5067, loss_crf: 2.5992, loss: 2.5992, grad_norm: 50.6439 +2022-03-11 01:24:37,900 - davarocr - INFO - Epoch [3][105/120] lr: 1.303e-05, eta: 0:52:42, time: 0.635, data_time: 0.007, memory: 5067, loss_crf: 2.6401, loss: 2.6401, grad_norm: 75.3961 +2022-03-11 01:24:40,738 - davarocr - INFO - Epoch [3][110/120] lr: 1.322e-05, eta: 0:52:40, time: 0.567, data_time: 0.008, memory: 5067, loss_crf: 2.2914, loss: 2.2914, grad_norm: 68.5036 +2022-03-11 01:24:43,569 - davarocr - INFO - Epoch [3][115/120] lr: 1.341e-05, eta: 0:52:38, time: 0.566, data_time: 0.007, memory: 5067, loss_crf: 3.9824, loss: 3.9824, grad_norm: 99.0531 +2022-03-11 01:24:46,398 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:24:46,401 - davarocr - INFO - Epoch [3][120/120] lr: 1.360e-05, eta: 0:52:35, time: 0.566, data_time: 0.007, memory: 5067, loss_crf: 2.3492, loss: 2.3492, grad_norm: 62.4776 +2022-03-11 01:24:53,984 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:24:53,985 - davarocr - INFO - current_metric 0.9665841584158416 is much better than previous best_metric 0.9597523219814241, saving best model ! +2022-03-11 01:24:53,985 - davarocr - INFO - Saving checkpoint at epoch_3.pth +2022-03-11 01:24:55,666 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:24:55,667 - davarocr - INFO - Epoch(val) [3][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 1.0, 'recall': 0.9696969696969697, 'f1-score': 0.9846153846153847}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9760956175298805, 'recall': 0.9520725388601037, 'f1-score': 0.9639344262295082}, ORG: {'precision': 0.9616087751371115, 'recall': 0.9511754068716094, 'f1-score': 0.9563636363636364}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.9750312109862672, 'recall': 0.9582822085889571, 'f1-score': 0.9665841584158416}, hmean: 0.9666 +2022-03-11 01:25:00,625 - davarocr - INFO - Epoch [4][5/120] lr: 1.319e-05, eta: 0:53:06, time: 0.990, data_time: 0.455, memory: 5067, loss_crf: 2.9297, loss: 2.9297, grad_norm: 75.1488 +2022-03-11 01:25:03,153 - davarocr - INFO - Epoch [4][10/120] lr: 1.337e-05, eta: 0:52:58, time: 0.506, data_time: 0.009, memory: 5067, loss_crf: 1.2921, loss: 1.2921, grad_norm: 50.0116 +2022-03-11 01:25:05,690 - davarocr - INFO - Epoch [4][15/120] lr: 1.355e-05, eta: 0:52:51, time: 0.508, data_time: 0.007, memory: 5067, loss_crf: 1.0562, loss: 1.0562, grad_norm: 39.5460 +2022-03-11 01:25:08,198 - davarocr - INFO - Epoch [4][20/120] lr: 1.373e-05, eta: 0:52:44, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 1.8104, loss: 1.8104, grad_norm: 61.4002 +2022-03-11 01:25:10,694 - davarocr - INFO - Epoch [4][25/120] lr: 1.391e-05, eta: 0:52:36, time: 0.499, data_time: 0.008, memory: 5067, loss_crf: 1.9324, loss: 1.9324, grad_norm: 48.3102 +2022-03-11 01:25:13,450 - davarocr - INFO - Epoch [4][30/120] lr: 1.409e-05, eta: 0:52:33, time: 0.551, data_time: 0.007, memory: 5067, loss_crf: 2.1610, loss: 2.1610, grad_norm: 60.5123 +2022-03-11 01:25:16,316 - davarocr - INFO - Epoch [4][35/120] lr: 1.428e-05, eta: 0:52:31, time: 0.573, data_time: 0.006, memory: 5067, loss_crf: 1.5810, loss: 1.5810, grad_norm: 45.6347 +2022-03-11 01:25:19,182 - davarocr - INFO - Epoch [4][40/120] lr: 1.446e-05, eta: 0:52:29, time: 0.573, data_time: 0.008, memory: 5067, loss_crf: 1.3059, loss: 1.3059, grad_norm: 46.2893 +2022-03-11 01:25:22,104 - davarocr - INFO - Epoch [4][45/120] lr: 1.464e-05, eta: 0:52:27, time: 0.585, data_time: 0.010, memory: 5067, loss_crf: 1.6678, loss: 1.6678, grad_norm: 59.3028 +2022-03-11 01:25:25,144 - davarocr - INFO - Epoch [4][50/120] lr: 1.482e-05, eta: 0:52:28, time: 0.608, data_time: 0.011, memory: 5067, loss_crf: 1.0212, loss: 1.0212, grad_norm: 43.5592 +2022-03-11 01:25:28,013 - davarocr - INFO - Epoch [4][55/120] lr: 1.500e-05, eta: 0:52:26, time: 0.574, data_time: 0.008, memory: 5067, loss_crf: 2.0034, loss: 2.0034, grad_norm: 76.0573 +2022-03-11 01:25:31,057 - davarocr - INFO - Epoch [4][60/120] lr: 1.518e-05, eta: 0:52:26, time: 0.609, data_time: 0.008, memory: 5067, loss_crf: 1.9402, loss: 1.9402, grad_norm: 70.3417 +2022-03-11 01:25:34,473 - davarocr - INFO - Epoch [4][65/120] lr: 1.536e-05, eta: 0:52:31, time: 0.683, data_time: 0.006, memory: 5067, loss_crf: 1.2410, loss: 1.2410, grad_norm: 48.5557 +2022-03-11 01:25:37,607 - davarocr - INFO - Epoch [4][70/120] lr: 1.554e-05, eta: 0:52:32, time: 0.626, data_time: 0.008, memory: 5067, loss_crf: 1.8556, loss: 1.8556, grad_norm: 74.6436 +2022-03-11 01:25:40,342 - davarocr - INFO - Epoch [4][75/120] lr: 1.572e-05, eta: 0:52:28, time: 0.547, data_time: 0.010, memory: 5067, loss_crf: 2.3021, loss: 2.3021, grad_norm: 69.6062 +2022-03-11 01:25:43,095 - davarocr - INFO - Epoch [4][80/120] lr: 1.591e-05, eta: 0:52:24, time: 0.551, data_time: 0.009, memory: 5067, loss_crf: 3.6780, loss: 3.6780, grad_norm: 75.1414 +2022-03-11 01:25:45,866 - davarocr - INFO - Epoch [4][85/120] lr: 1.609e-05, eta: 0:52:20, time: 0.554, data_time: 0.009, memory: 5067, loss_crf: 1.9092, loss: 1.9092, grad_norm: 58.9996 +2022-03-11 01:25:48,621 - davarocr - INFO - Epoch [4][90/120] lr: 1.627e-05, eta: 0:52:17, time: 0.551, data_time: 0.008, memory: 5067, loss_crf: 1.4802, loss: 1.4802, grad_norm: 56.9591 +2022-03-11 01:25:51,374 - davarocr - INFO - Epoch [4][95/120] lr: 1.645e-05, eta: 0:52:13, time: 0.551, data_time: 0.011, memory: 5067, loss_crf: 2.4406, loss: 2.4406, grad_norm: 72.0943 +2022-03-11 01:25:54,129 - davarocr - INFO - Epoch [4][100/120] lr: 1.663e-05, eta: 0:52:09, time: 0.551, data_time: 0.009, memory: 5067, loss_crf: 1.7035, loss: 1.7035, grad_norm: 44.1858 +2022-03-11 01:25:56,879 - davarocr - INFO - Epoch [4][105/120] lr: 1.681e-05, eta: 0:52:06, time: 0.550, data_time: 0.009, memory: 5067, loss_crf: 1.5524, loss: 1.5524, grad_norm: 56.8148 +2022-03-11 01:25:59,641 - davarocr - INFO - Epoch [4][110/120] lr: 1.699e-05, eta: 0:52:02, time: 0.552, data_time: 0.011, memory: 5067, loss_crf: 2.3149, loss: 2.3149, grad_norm: 74.9435 +2022-03-11 01:26:02,405 - davarocr - INFO - Epoch [4][115/120] lr: 1.717e-05, eta: 0:51:59, time: 0.553, data_time: 0.009, memory: 5067, loss_crf: 1.9878, loss: 1.9878, grad_norm: 89.1037 +2022-03-11 01:26:05,175 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:26:05,176 - davarocr - INFO - Epoch [4][120/120] lr: 1.736e-05, eta: 0:51:55, time: 0.554, data_time: 0.010, memory: 5067, loss_crf: 1.7350, loss: 1.7350, grad_norm: 64.2590 +2022-03-11 01:26:12,851 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:26:12,852 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:26:12,852 - davarocr - INFO - Epoch(val) [4][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9821428571428571, 'recall': 0.9821428571428571, 'f1-score': 0.9821428571428571}, TITLE: {'precision': 0.9633507853403142, 'recall': 0.9533678756476683, 'f1-score': 0.9583333333333333}, ORG: {'precision': 0.9359430604982206, 'recall': 0.9511754068716094, 'f1-score': 0.9434977578475336}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.9589209074187615, 'recall': 0.9595092024539877, 'f1-score': 0.9592149647347439}, hmean: 0.9592 +2022-03-11 01:26:17,948 - davarocr - INFO - Epoch [5][5/120] lr: 1.681e-05, eta: 0:52:18, time: 1.017, data_time: 0.473, memory: 5067, loss_crf: 1.1958, loss: 1.1958, grad_norm: 48.3672 +2022-03-11 01:26:20,862 - davarocr - INFO - Epoch [5][10/120] lr: 1.698e-05, eta: 0:52:16, time: 0.583, data_time: 0.009, memory: 5067, loss_crf: 1.2489, loss: 1.2489, grad_norm: 66.8349 +2022-03-11 01:26:23,613 - davarocr - INFO - Epoch [5][15/120] lr: 1.715e-05, eta: 0:52:12, time: 0.550, data_time: 0.007, memory: 5067, loss_crf: 0.7992, loss: 0.7992, grad_norm: 31.9715 +2022-03-11 01:26:26,473 - davarocr - INFO - Epoch [5][20/120] lr: 1.733e-05, eta: 0:52:09, time: 0.573, data_time: 0.007, memory: 5067, loss_crf: 0.9377, loss: 0.9377, grad_norm: 42.7834 +2022-03-11 01:26:29,352 - davarocr - INFO - Epoch [5][25/120] lr: 1.750e-05, eta: 0:52:07, time: 0.576, data_time: 0.008, memory: 5067, loss_crf: 1.0391, loss: 1.0391, grad_norm: 59.1560 +2022-03-11 01:26:32,212 - davarocr - INFO - Epoch [5][30/120] lr: 1.767e-05, eta: 0:52:04, time: 0.571, data_time: 0.007, memory: 5067, loss_crf: 1.3318, loss: 1.3318, grad_norm: 52.3735 +2022-03-11 01:26:34,856 - davarocr - INFO - Epoch [5][35/120] lr: 1.785e-05, eta: 0:51:59, time: 0.529, data_time: 0.009, memory: 5067, loss_crf: 0.7763, loss: 0.7763, grad_norm: 45.0438 +2022-03-11 01:26:37,389 - davarocr - INFO - Epoch [5][40/120] lr: 1.802e-05, eta: 0:51:53, time: 0.506, data_time: 0.010, memory: 5067, loss_crf: 1.4808, loss: 1.4808, grad_norm: 42.1726 +2022-03-11 01:26:39,974 - davarocr - INFO - Epoch [5][45/120] lr: 1.819e-05, eta: 0:51:48, time: 0.518, data_time: 0.009, memory: 5067, loss_crf: 1.0678, loss: 1.0678, grad_norm: 62.6165 +2022-03-11 01:26:42,489 - davarocr - INFO - Epoch [5][50/120] lr: 1.837e-05, eta: 0:51:41, time: 0.503, data_time: 0.010, memory: 5067, loss_crf: 0.9292, loss: 0.9292, grad_norm: 35.1376 +2022-03-11 01:26:45,012 - davarocr - INFO - Epoch [5][55/120] lr: 1.854e-05, eta: 0:51:35, time: 0.502, data_time: 0.010, memory: 5067, loss_crf: 1.1559, loss: 1.1559, grad_norm: 48.0037 +2022-03-11 01:26:47,518 - davarocr - INFO - Epoch [5][60/120] lr: 1.872e-05, eta: 0:51:29, time: 0.504, data_time: 0.011, memory: 5067, loss_crf: 1.2238, loss: 1.2238, grad_norm: 43.8384 +2022-03-11 01:26:50,032 - davarocr - INFO - Epoch [5][65/120] lr: 1.889e-05, eta: 0:51:23, time: 0.503, data_time: 0.009, memory: 5067, loss_crf: 1.1363, loss: 1.1363, grad_norm: 73.9068 +2022-03-11 01:26:52,552 - davarocr - INFO - Epoch [5][70/120] lr: 1.906e-05, eta: 0:51:17, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 1.1974, loss: 1.1974, grad_norm: 53.7380 +2022-03-11 01:26:55,074 - davarocr - INFO - Epoch [5][75/120] lr: 1.924e-05, eta: 0:51:12, time: 0.504, data_time: 0.010, memory: 5067, loss_crf: 2.2037, loss: 2.2037, grad_norm: 95.9956 +2022-03-11 01:26:57,779 - davarocr - INFO - Epoch [5][80/120] lr: 1.941e-05, eta: 0:51:08, time: 0.541, data_time: 0.007, memory: 5067, loss_crf: 1.8205, loss: 1.8205, grad_norm: 61.8414 +2022-03-11 01:27:00,550 - davarocr - INFO - Epoch [5][85/120] lr: 1.958e-05, eta: 0:51:04, time: 0.554, data_time: 0.007, memory: 5067, loss_crf: 1.4968, loss: 1.4968, grad_norm: 44.8836 +2022-03-11 01:27:03,319 - davarocr - INFO - Epoch [5][90/120] lr: 1.976e-05, eta: 0:51:01, time: 0.554, data_time: 0.009, memory: 5067, loss_crf: 1.4214, loss: 1.4214, grad_norm: 64.4111 +2022-03-11 01:27:05,970 - davarocr - INFO - Epoch [5][95/120] lr: 1.993e-05, eta: 0:50:57, time: 0.531, data_time: 0.009, memory: 5067, loss_crf: 1.5334, loss: 1.5334, grad_norm: 48.7237 +2022-03-11 01:27:08,506 - davarocr - INFO - Epoch [5][100/120] lr: 2.010e-05, eta: 0:50:51, time: 0.508, data_time: 0.010, memory: 5067, loss_crf: 1.6547, loss: 1.6547, grad_norm: 68.8864 +2022-03-11 01:27:11,156 - davarocr - INFO - Epoch [5][105/120] lr: 2.028e-05, eta: 0:50:47, time: 0.529, data_time: 0.007, memory: 5067, loss_crf: 1.6882, loss: 1.6882, grad_norm: 60.8517 +2022-03-11 01:27:14,139 - davarocr - INFO - Epoch [5][110/120] lr: 2.045e-05, eta: 0:50:46, time: 0.596, data_time: 0.011, memory: 5067, loss_crf: 0.9317, loss: 0.9317, grad_norm: 47.9497 +2022-03-11 01:27:16,962 - davarocr - INFO - Epoch [5][115/120] lr: 2.063e-05, eta: 0:50:43, time: 0.565, data_time: 0.011, memory: 5067, loss_crf: 1.7580, loss: 1.7580, grad_norm: 33.6018 +2022-03-11 01:27:19,900 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:27:19,900 - davarocr - INFO - Epoch [5][120/120] lr: 2.080e-05, eta: 0:50:41, time: 0.587, data_time: 0.007, memory: 5067, loss_crf: 2.5078, loss: 2.5078, grad_norm: 89.3923 +2022-03-11 01:27:27,904 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:27:27,905 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:27:27,905 - davarocr - INFO - Epoch(val) [5][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9411764705882353, 'recall': 0.9696969696969697, 'f1-score': 0.955223880597015}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9641909814323607, 'recall': 0.9417098445595855, 'f1-score': 0.9528178243774573}, ORG: {'precision': 0.929701230228471, 'recall': 0.9566003616636528, 'f1-score': 0.9429590017825312}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.957002457002457, 'recall': 0.9558282208588957, 'f1-score': 0.9564149785144259}, hmean: 0.9564 +2022-03-11 01:27:33,069 - davarocr - INFO - Epoch [6][5/120] lr: 2.013e-05, eta: 0:50:59, time: 1.028, data_time: 0.490, memory: 5067, loss_crf: 0.8891, loss: 0.8891, grad_norm: 62.3317 +2022-03-11 01:27:35,671 - davarocr - INFO - Epoch [6][10/120] lr: 2.030e-05, eta: 0:50:54, time: 0.522, data_time: 0.013, memory: 5067, loss_crf: 0.8615, loss: 0.8615, grad_norm: 32.7397 +2022-03-11 01:27:38,160 - davarocr - INFO - Epoch [6][15/120] lr: 2.047e-05, eta: 0:50:48, time: 0.498, data_time: 0.010, memory: 5067, loss_crf: 0.7838, loss: 0.7838, grad_norm: 35.4306 +2022-03-11 01:27:40,679 - davarocr - INFO - Epoch [6][20/120] lr: 2.063e-05, eta: 0:50:43, time: 0.503, data_time: 0.011, memory: 5067, loss_crf: 0.4693, loss: 0.4693, grad_norm: 28.1602 +2022-03-11 01:27:43,191 - davarocr - INFO - Epoch [6][25/120] lr: 2.080e-05, eta: 0:50:37, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 1.2236, loss: 1.2236, grad_norm: 66.1489 +2022-03-11 01:27:45,709 - davarocr - INFO - Epoch [6][30/120] lr: 2.097e-05, eta: 0:50:32, time: 0.504, data_time: 0.012, memory: 5067, loss_crf: 0.7749, loss: 0.7749, grad_norm: 50.2569 +2022-03-11 01:27:48,220 - davarocr - INFO - Epoch [6][35/120] lr: 2.113e-05, eta: 0:50:26, time: 0.502, data_time: 0.012, memory: 5067, loss_crf: 0.7870, loss: 0.7870, grad_norm: 58.3898 +2022-03-11 01:27:50,717 - davarocr - INFO - Epoch [6][40/120] lr: 2.130e-05, eta: 0:50:21, time: 0.499, data_time: 0.011, memory: 5067, loss_crf: 0.9920, loss: 0.9920, grad_norm: 43.4675 +2022-03-11 01:27:53,227 - davarocr - INFO - Epoch [6][45/120] lr: 2.147e-05, eta: 0:50:15, time: 0.502, data_time: 0.012, memory: 5067, loss_crf: 1.2828, loss: 1.2828, grad_norm: 40.1463 +2022-03-11 01:27:55,724 - davarocr - INFO - Epoch [6][50/120] lr: 2.163e-05, eta: 0:50:10, time: 0.499, data_time: 0.011, memory: 5067, loss_crf: 0.9805, loss: 0.9805, grad_norm: 45.0443 +2022-03-11 01:27:58,388 - davarocr - INFO - Epoch [6][55/120] lr: 2.180e-05, eta: 0:50:06, time: 0.533, data_time: 0.012, memory: 5067, loss_crf: 0.4883, loss: 0.4883, grad_norm: 28.1651 +2022-03-11 01:28:00,901 - davarocr - INFO - Epoch [6][60/120] lr: 2.197e-05, eta: 0:50:01, time: 0.502, data_time: 0.011, memory: 5067, loss_crf: 0.5645, loss: 0.5645, grad_norm: 42.9239 +2022-03-11 01:28:03,598 - davarocr - INFO - Epoch [6][65/120] lr: 2.213e-05, eta: 0:49:57, time: 0.539, data_time: 0.013, memory: 5067, loss_crf: 2.4561, loss: 2.4561, grad_norm: 85.0906 +2022-03-11 01:28:06,284 - davarocr - INFO - Epoch [6][70/120] lr: 2.230e-05, eta: 0:49:53, time: 0.537, data_time: 0.011, memory: 5067, loss_crf: 0.3614, loss: 0.3614, grad_norm: 35.2829 +2022-03-11 01:28:09,219 - davarocr - INFO - Epoch [6][75/120] lr: 2.247e-05, eta: 0:49:52, time: 0.590, data_time: 0.017, memory: 5067, loss_crf: 1.0688, loss: 1.0688, grad_norm: 64.2651 +2022-03-11 01:28:12,084 - davarocr - INFO - Epoch [6][80/120] lr: 2.263e-05, eta: 0:49:49, time: 0.573, data_time: 0.010, memory: 5067, loss_crf: 1.4502, loss: 1.4502, grad_norm: 76.8135 +2022-03-11 01:28:14,684 - davarocr - INFO - Epoch [6][85/120] lr: 2.280e-05, eta: 0:49:45, time: 0.520, data_time: 0.010, memory: 5067, loss_crf: 1.7731, loss: 1.7731, grad_norm: 57.3102 +2022-03-11 01:28:17,180 - davarocr - INFO - Epoch [6][90/120] lr: 2.297e-05, eta: 0:49:40, time: 0.499, data_time: 0.009, memory: 5067, loss_crf: 1.0557, loss: 1.0557, grad_norm: 49.8921 +2022-03-11 01:28:19,681 - davarocr - INFO - Epoch [6][95/120] lr: 2.313e-05, eta: 0:49:34, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.8553, loss: 0.8553, grad_norm: 57.0754 +2022-03-11 01:28:22,180 - davarocr - INFO - Epoch [6][100/120] lr: 2.330e-05, eta: 0:49:29, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 1.2276, loss: 1.2276, grad_norm: 61.4688 +2022-03-11 01:28:24,702 - davarocr - INFO - Epoch [6][105/120] lr: 2.347e-05, eta: 0:49:24, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.9916, loss: 0.9916, grad_norm: 51.5397 +2022-03-11 01:28:27,269 - davarocr - INFO - Epoch [6][110/120] lr: 2.363e-05, eta: 0:49:20, time: 0.514, data_time: 0.010, memory: 5067, loss_crf: 0.6659, loss: 0.6659, grad_norm: 35.9086 +2022-03-11 01:28:29,818 - davarocr - INFO - Epoch [6][115/120] lr: 2.380e-05, eta: 0:49:15, time: 0.510, data_time: 0.007, memory: 5067, loss_crf: 0.7688, loss: 0.7688, grad_norm: 53.6724 +2022-03-11 01:28:32,379 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:28:32,379 - davarocr - INFO - Epoch [6][120/120] lr: 2.397e-05, eta: 0:49:11, time: 0.511, data_time: 0.011, memory: 5067, loss_crf: 0.5033, loss: 0.5033, grad_norm: 28.3798 +2022-03-11 01:28:41,413 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:28:41,415 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:28:41,415 - davarocr - INFO - Epoch(val) [6][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9698952879581152, 'recall': 0.9598445595854922, 'f1-score': 0.96484375}, ORG: {'precision': 0.9447415329768271, 'recall': 0.9584086799276673, 'f1-score': 0.9515260323159784}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9650735294117647, 'recall': 0.9662576687116564, 'f1-score': 0.9656652360515021}, hmean: 0.9657 +2022-03-11 01:28:46,304 - davarocr - INFO - Epoch [7][5/120] lr: 2.321e-05, eta: 0:49:23, time: 0.976, data_time: 0.470, memory: 5067, loss_crf: 0.2271, loss: 0.2271, grad_norm: 16.3986 +2022-03-11 01:28:48,892 - davarocr - INFO - Epoch [7][10/120] lr: 2.337e-05, eta: 0:49:19, time: 0.517, data_time: 0.013, memory: 5067, loss_crf: 0.1424, loss: 0.1424, grad_norm: 13.8937 +2022-03-11 01:28:51,577 - davarocr - INFO - Epoch [7][15/120] lr: 2.353e-05, eta: 0:49:15, time: 0.538, data_time: 0.009, memory: 5067, loss_crf: 0.6694, loss: 0.6694, grad_norm: 52.8116 +2022-03-11 01:28:54,096 - davarocr - INFO - Epoch [7][20/120] lr: 2.369e-05, eta: 0:49:10, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 0.1667, loss: 0.1667, grad_norm: 22.8249 +2022-03-11 01:28:56,759 - davarocr - INFO - Epoch [7][25/120] lr: 2.385e-05, eta: 0:49:06, time: 0.532, data_time: 0.010, memory: 5067, loss_crf: 0.6147, loss: 0.6147, grad_norm: 66.9319 +2022-03-11 01:28:59,274 - davarocr - INFO - Epoch [7][30/120] lr: 2.401e-05, eta: 0:49:01, time: 0.503, data_time: 0.009, memory: 5067, loss_crf: 0.6804, loss: 0.6804, grad_norm: 69.2121 +2022-03-11 01:29:02,075 - davarocr - INFO - Epoch [7][35/120] lr: 2.417e-05, eta: 0:48:59, time: 0.561, data_time: 0.008, memory: 5067, loss_crf: 0.5001, loss: 0.5001, grad_norm: 65.1689 +2022-03-11 01:29:04,897 - davarocr - INFO - Epoch [7][40/120] lr: 2.433e-05, eta: 0:48:56, time: 0.565, data_time: 0.005, memory: 5067, loss_crf: 0.6792, loss: 0.6792, grad_norm: 51.1347 +2022-03-11 01:29:07,556 - davarocr - INFO - Epoch [7][45/120] lr: 2.449e-05, eta: 0:48:52, time: 0.532, data_time: 0.006, memory: 5067, loss_crf: 0.9877, loss: 0.9877, grad_norm: 51.0363 +2022-03-11 01:29:10,093 - davarocr - INFO - Epoch [7][50/120] lr: 2.465e-05, eta: 0:48:48, time: 0.507, data_time: 0.007, memory: 5067, loss_crf: 1.0036, loss: 1.0036, grad_norm: 52.5054 +2022-03-11 01:29:12,916 - davarocr - INFO - Epoch [7][55/120] lr: 2.481e-05, eta: 0:48:45, time: 0.565, data_time: 0.005, memory: 5067, loss_crf: 0.6856, loss: 0.6856, grad_norm: 44.8858 +2022-03-11 01:29:15,766 - davarocr - INFO - Epoch [7][60/120] lr: 2.497e-05, eta: 0:48:43, time: 0.570, data_time: 0.006, memory: 5067, loss_crf: 0.5417, loss: 0.5417, grad_norm: 44.5069 +2022-03-11 01:29:18,627 - davarocr - INFO - Epoch [7][65/120] lr: 2.513e-05, eta: 0:48:40, time: 0.572, data_time: 0.007, memory: 5067, loss_crf: 0.5406, loss: 0.5406, grad_norm: 51.4000 +2022-03-11 01:29:21,501 - davarocr - INFO - Epoch [7][70/120] lr: 2.529e-05, eta: 0:48:38, time: 0.574, data_time: 0.005, memory: 5067, loss_crf: 0.3470, loss: 0.3470, grad_norm: 23.1123 +2022-03-11 01:29:24,268 - davarocr - INFO - Epoch [7][75/120] lr: 2.545e-05, eta: 0:48:35, time: 0.551, data_time: 0.007, memory: 5067, loss_crf: 0.2705, loss: 0.2705, grad_norm: 30.7358 +2022-03-11 01:29:27,030 - davarocr - INFO - Epoch [7][80/120] lr: 2.561e-05, eta: 0:48:32, time: 0.555, data_time: 0.011, memory: 5067, loss_crf: 2.0414, loss: 2.0414, grad_norm: 69.8520 +2022-03-11 01:29:29,647 - davarocr - INFO - Epoch [7][85/120] lr: 2.577e-05, eta: 0:48:28, time: 0.524, data_time: 0.009, memory: 5067, loss_crf: 1.1062, loss: 1.1062, grad_norm: 72.6955 +2022-03-11 01:29:32,148 - davarocr - INFO - Epoch [7][90/120] lr: 2.593e-05, eta: 0:48:23, time: 0.500, data_time: 0.006, memory: 5067, loss_crf: 1.2535, loss: 1.2535, grad_norm: 73.3015 +2022-03-11 01:29:34,680 - davarocr - INFO - Epoch [7][95/120] lr: 2.609e-05, eta: 0:48:19, time: 0.506, data_time: 0.008, memory: 5067, loss_crf: 0.9670, loss: 0.9670, grad_norm: 54.2735 +2022-03-11 01:29:37,363 - davarocr - INFO - Epoch [7][100/120] lr: 2.625e-05, eta: 0:48:15, time: 0.536, data_time: 0.008, memory: 5067, loss_crf: 1.0640, loss: 1.0640, grad_norm: 67.9090 +2022-03-11 01:29:40,247 - davarocr - INFO - Epoch [7][105/120] lr: 2.641e-05, eta: 0:48:13, time: 0.577, data_time: 0.008, memory: 5067, loss_crf: 0.5430, loss: 0.5430, grad_norm: 39.0338 +2022-03-11 01:29:42,984 - davarocr - INFO - Epoch [7][110/120] lr: 2.657e-05, eta: 0:48:10, time: 0.548, data_time: 0.008, memory: 5067, loss_crf: 0.4962, loss: 0.4962, grad_norm: 22.3403 +2022-03-11 01:29:45,733 - davarocr - INFO - Epoch [7][115/120] lr: 2.673e-05, eta: 0:48:07, time: 0.550, data_time: 0.007, memory: 5067, loss_crf: 0.5351, loss: 0.5351, grad_norm: 46.4425 +2022-03-11 01:29:48,377 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:29:48,377 - davarocr - INFO - Epoch [7][120/120] lr: 2.689e-05, eta: 0:48:03, time: 0.529, data_time: 0.006, memory: 5067, loss_crf: 1.3751, loss: 1.3751, grad_norm: 88.8040 +2022-03-11 01:29:57,489 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:29:57,490 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:29:57,490 - davarocr - INFO - Epoch(val) [7][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9671916010498688, 'recall': 0.9546632124352331, 'f1-score': 0.9608865710560626}, ORG: {'precision': 0.9362831858407079, 'recall': 0.9566003616636528, 'f1-score': 0.9463327370304113}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9602446483180428, 'recall': 0.9631901840490797, 'f1-score': 0.9617151607963246}, hmean: 0.9617 +2022-03-11 01:30:02,704 - davarocr - INFO - Epoch [8][5/120] lr: 2.605e-05, eta: 0:48:15, time: 1.039, data_time: 0.483, memory: 5067, loss_crf: 0.2826, loss: 0.2826, grad_norm: 31.8443 +2022-03-11 01:30:05,215 - davarocr - INFO - Epoch [8][10/120] lr: 2.620e-05, eta: 0:48:10, time: 0.502, data_time: 0.010, memory: 5067, loss_crf: 0.9087, loss: 0.9087, grad_norm: 48.8491 +2022-03-11 01:30:07,725 - davarocr - INFO - Epoch [8][15/120] lr: 2.636e-05, eta: 0:48:06, time: 0.505, data_time: 0.013, memory: 5067, loss_crf: 0.4814, loss: 0.4814, grad_norm: 44.1717 +2022-03-11 01:30:10,236 - davarocr - INFO - Epoch [8][20/120] lr: 2.651e-05, eta: 0:48:01, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 1.6661, loss: 1.6661, grad_norm: 138.8284 +2022-03-11 01:30:12,739 - davarocr - INFO - Epoch [8][25/120] lr: 2.667e-05, eta: 0:47:56, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.8961, loss: 0.8961, grad_norm: 69.4207 +2022-03-11 01:30:15,249 - davarocr - INFO - Epoch [8][30/120] lr: 2.682e-05, eta: 0:47:52, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 0.5792, loss: 0.5792, grad_norm: 49.3485 +2022-03-11 01:30:17,922 - davarocr - INFO - Epoch [8][35/120] lr: 2.698e-05, eta: 0:47:48, time: 0.534, data_time: 0.008, memory: 5067, loss_crf: 1.2468, loss: 1.2468, grad_norm: 149.9585 +2022-03-11 01:30:20,701 - davarocr - INFO - Epoch [8][40/120] lr: 2.713e-05, eta: 0:47:45, time: 0.555, data_time: 0.008, memory: 5067, loss_crf: 0.7776, loss: 0.7776, grad_norm: 65.8547 +2022-03-11 01:30:23,498 - davarocr - INFO - Epoch [8][45/120] lr: 2.728e-05, eta: 0:47:43, time: 0.560, data_time: 0.012, memory: 5067, loss_crf: 0.7360, loss: 0.7360, grad_norm: 78.6500 +2022-03-11 01:30:26,226 - davarocr - INFO - Epoch [8][50/120] lr: 2.744e-05, eta: 0:47:39, time: 0.547, data_time: 0.013, memory: 5067, loss_crf: 1.1051, loss: 1.1051, grad_norm: 105.6175 +2022-03-11 01:30:28,721 - davarocr - INFO - Epoch [8][55/120] lr: 2.759e-05, eta: 0:47:35, time: 0.499, data_time: 0.008, memory: 5067, loss_crf: 0.9455, loss: 0.9455, grad_norm: 62.2104 +2022-03-11 01:30:31,402 - davarocr - INFO - Epoch [8][60/120] lr: 2.775e-05, eta: 0:47:31, time: 0.537, data_time: 0.009, memory: 5067, loss_crf: 0.4551, loss: 0.4551, grad_norm: 32.2324 +2022-03-11 01:30:33,928 - davarocr - INFO - Epoch [8][65/120] lr: 2.790e-05, eta: 0:47:27, time: 0.505, data_time: 0.005, memory: 5067, loss_crf: 0.5174, loss: 0.5174, grad_norm: 75.3626 +2022-03-11 01:30:36,616 - davarocr - INFO - Epoch [8][70/120] lr: 2.806e-05, eta: 0:47:24, time: 0.537, data_time: 0.008, memory: 5067, loss_crf: 1.2788, loss: 1.2788, grad_norm: 78.1091 +2022-03-11 01:30:39,138 - davarocr - INFO - Epoch [8][75/120] lr: 2.821e-05, eta: 0:47:19, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.5279, loss: 0.5279, grad_norm: 38.4797 +2022-03-11 01:30:41,658 - davarocr - INFO - Epoch [8][80/120] lr: 2.836e-05, eta: 0:47:15, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.2699, loss: 0.2699, grad_norm: 24.1648 +2022-03-11 01:30:44,521 - davarocr - INFO - Epoch [8][85/120] lr: 2.852e-05, eta: 0:47:13, time: 0.573, data_time: 0.008, memory: 5067, loss_crf: 0.7799, loss: 0.7799, grad_norm: 46.7502 +2022-03-11 01:30:47,208 - davarocr - INFO - Epoch [8][90/120] lr: 2.867e-05, eta: 0:47:09, time: 0.538, data_time: 0.006, memory: 5067, loss_crf: 0.2382, loss: 0.2382, grad_norm: 21.7865 +2022-03-11 01:30:49,857 - davarocr - INFO - Epoch [8][95/120] lr: 2.883e-05, eta: 0:47:06, time: 0.529, data_time: 0.007, memory: 5067, loss_crf: 0.4397, loss: 0.4397, grad_norm: 36.2236 +2022-03-11 01:30:52,507 - davarocr - INFO - Epoch [8][100/120] lr: 2.898e-05, eta: 0:47:02, time: 0.530, data_time: 0.008, memory: 5067, loss_crf: 0.4634, loss: 0.4634, grad_norm: 36.7796 +2022-03-11 01:30:55,024 - davarocr - INFO - Epoch [8][105/120] lr: 2.914e-05, eta: 0:46:58, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 0.4362, loss: 0.4362, grad_norm: 35.1842 +2022-03-11 01:30:57,530 - davarocr - INFO - Epoch [8][110/120] lr: 2.929e-05, eta: 0:46:54, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 0.5778, loss: 0.5778, grad_norm: 67.9763 +2022-03-11 01:31:00,056 - davarocr - INFO - Epoch [8][115/120] lr: 2.944e-05, eta: 0:46:50, time: 0.506, data_time: 0.008, memory: 5067, loss_crf: 0.9442, loss: 0.9442, grad_norm: 45.4839 +2022-03-11 01:31:02,558 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:31:02,559 - davarocr - INFO - Epoch [8][120/120] lr: 2.960e-05, eta: 0:46:45, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.3370, loss: 0.3370, grad_norm: 26.6251 +2022-03-11 01:31:10,728 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:31:10,729 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:31:10,729 - davarocr - INFO - Epoch(val) [8][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9645669291338582, 'recall': 0.9520725388601037, 'f1-score': 0.9582790091264669}, ORG: {'precision': 0.9494584837545126, 'recall': 0.9511754068716094, 'f1-score': 0.9503161698283649}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9624846248462484, 'recall': 0.9601226993865031, 'f1-score': 0.9613022113022113}, hmean: 0.9613 +2022-03-11 01:31:15,650 - davarocr - INFO - Epoch [9][5/120] lr: 2.869e-05, eta: 0:46:54, time: 0.983, data_time: 0.477, memory: 5067, loss_crf: 0.4323, loss: 0.4323, grad_norm: 40.8091 +2022-03-11 01:31:18,170 - davarocr - INFO - Epoch [9][10/120] lr: 2.884e-05, eta: 0:46:49, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 0.2660, loss: 0.2660, grad_norm: 52.1566 +2022-03-11 01:31:20,700 - davarocr - INFO - Epoch [9][15/120] lr: 2.899e-05, eta: 0:46:45, time: 0.506, data_time: 0.008, memory: 5067, loss_crf: 0.2737, loss: 0.2737, grad_norm: 19.8566 +2022-03-11 01:31:23,379 - davarocr - INFO - Epoch [9][20/120] lr: 2.914e-05, eta: 0:46:42, time: 0.536, data_time: 0.007, memory: 5067, loss_crf: 1.4563, loss: 1.4563, grad_norm: 89.9688 +2022-03-11 01:31:25,917 - davarocr - INFO - Epoch [9][25/120] lr: 2.929e-05, eta: 0:46:38, time: 0.507, data_time: 0.009, memory: 5067, loss_crf: 0.2519, loss: 0.2519, grad_norm: 34.4219 +2022-03-11 01:31:28,800 - davarocr - INFO - Epoch [9][30/120] lr: 2.943e-05, eta: 0:46:36, time: 0.576, data_time: 0.006, memory: 5067, loss_crf: 0.1692, loss: 0.1692, grad_norm: 36.6393 +2022-03-11 01:31:31,812 - davarocr - INFO - Epoch [9][35/120] lr: 2.958e-05, eta: 0:46:34, time: 0.603, data_time: 0.008, memory: 5067, loss_crf: 0.2277, loss: 0.2277, grad_norm: 20.2574 +2022-03-11 01:31:34,482 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:31:34,482 - davarocr - INFO - Epoch [9][40/120] lr: 2.973e-05, eta: 0:46:30, time: 0.534, data_time: 0.008, memory: 5067, loss_crf: 0.6459, loss: 0.6459, grad_norm: 46.3298 +2022-03-11 01:31:37,296 - davarocr - INFO - Epoch [9][45/120] lr: 2.988e-05, eta: 0:46:28, time: 0.563, data_time: 0.007, memory: 5067, loss_crf: 0.2349, loss: 0.2349, grad_norm: 20.5023 +2022-03-11 01:31:39,979 - davarocr - INFO - Epoch [9][50/120] lr: 3.003e-05, eta: 0:46:24, time: 0.537, data_time: 0.006, memory: 5067, loss_crf: 0.1534, loss: 0.1534, grad_norm: 17.2581 +2022-03-11 01:31:42,510 - davarocr - INFO - Epoch [9][55/120] lr: 3.018e-05, eta: 0:46:20, time: 0.506, data_time: 0.007, memory: 5067, loss_crf: 0.8330, loss: 0.8330, grad_norm: 84.9474 +2022-03-11 01:31:45,183 - davarocr - INFO - Epoch [9][60/120] lr: 3.033e-05, eta: 0:46:17, time: 0.535, data_time: 0.007, memory: 5067, loss_crf: 0.5216, loss: 0.5216, grad_norm: 77.3027 +2022-03-11 01:31:47,676 - davarocr - INFO - Epoch [9][65/120] lr: 3.048e-05, eta: 0:46:13, time: 0.499, data_time: 0.008, memory: 5067, loss_crf: 0.2470, loss: 0.2470, grad_norm: 24.6254 +2022-03-11 01:31:50,178 - davarocr - INFO - Epoch [9][70/120] lr: 3.063e-05, eta: 0:46:09, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.3633, loss: 0.3633, grad_norm: 36.9506 +2022-03-11 01:31:52,673 - davarocr - INFO - Epoch [9][75/120] lr: 3.077e-05, eta: 0:46:04, time: 0.499, data_time: 0.008, memory: 5067, loss_crf: 0.4821, loss: 0.4821, grad_norm: 42.3032 +2022-03-11 01:31:55,190 - davarocr - INFO - Epoch [9][80/120] lr: 3.092e-05, eta: 0:46:00, time: 0.503, data_time: 0.008, memory: 5067, loss_crf: 0.6668, loss: 0.6668, grad_norm: 41.4943 +2022-03-11 01:31:57,711 - davarocr - INFO - Epoch [9][85/120] lr: 3.107e-05, eta: 0:45:56, time: 0.504, data_time: 0.006, memory: 5067, loss_crf: 0.3051, loss: 0.3051, grad_norm: 35.6568 +2022-03-11 01:32:00,332 - davarocr - INFO - Epoch [9][90/120] lr: 3.122e-05, eta: 0:45:53, time: 0.525, data_time: 0.007, memory: 5067, loss_crf: 0.4007, loss: 0.4007, grad_norm: 21.8847 +2022-03-11 01:32:03,084 - davarocr - INFO - Epoch [9][95/120] lr: 3.137e-05, eta: 0:45:50, time: 0.550, data_time: 0.006, memory: 5067, loss_crf: 0.1395, loss: 0.1395, grad_norm: 15.8976 +2022-03-11 01:32:05,827 - davarocr - INFO - Epoch [9][100/120] lr: 3.152e-05, eta: 0:45:47, time: 0.548, data_time: 0.007, memory: 5067, loss_crf: 0.4511, loss: 0.4511, grad_norm: 27.2740 +2022-03-11 01:32:08,560 - davarocr - INFO - Epoch [9][105/120] lr: 3.167e-05, eta: 0:45:44, time: 0.547, data_time: 0.006, memory: 5067, loss_crf: 0.3816, loss: 0.3816, grad_norm: 50.5898 +2022-03-11 01:32:11,432 - davarocr - INFO - Epoch [9][110/120] lr: 3.182e-05, eta: 0:45:42, time: 0.575, data_time: 0.005, memory: 5067, loss_crf: 0.3772, loss: 0.3772, grad_norm: 40.2346 +2022-03-11 01:32:14,031 - davarocr - INFO - Epoch [9][115/120] lr: 3.196e-05, eta: 0:45:38, time: 0.519, data_time: 0.007, memory: 5067, loss_crf: 0.8063, loss: 0.8063, grad_norm: 69.2552 +2022-03-11 01:32:16,663 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:32:16,663 - davarocr - INFO - Epoch [9][120/120] lr: 3.211e-05, eta: 0:45:35, time: 0.526, data_time: 0.006, memory: 5067, loss_crf: 0.6302, loss: 0.6302, grad_norm: 41.5604 +2022-03-11 01:32:25,355 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:32:25,356 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:32:25,356 - davarocr - INFO - Epoch(val) [9][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9354838709677419, 'recall': 0.8787878787878788, 'f1-score': 0.90625}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9607843137254902, 'recall': 0.9520725388601037, 'f1-score': 0.956408588158751}, ORG: {'precision': 0.9295774647887324, 'recall': 0.9547920433996383, 'f1-score': 0.9420160570918822}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9553516819571866, 'recall': 0.9582822085889571, 'f1-score': 0.9568147013782542}, hmean: 0.9568 +2022-03-11 01:32:30,599 - davarocr - INFO - Epoch [10][5/120] lr: 3.115e-05, eta: 0:45:43, time: 1.043, data_time: 0.478, memory: 5067, loss_crf: 0.7691, loss: 0.7691, grad_norm: 53.3502 +2022-03-11 01:32:33,672 - davarocr - INFO - Epoch [10][10/120] lr: 3.129e-05, eta: 0:45:41, time: 0.615, data_time: 0.012, memory: 5067, loss_crf: 0.2245, loss: 0.2245, grad_norm: 39.0886 +2022-03-11 01:32:36,543 - davarocr - INFO - Epoch [10][15/120] lr: 3.144e-05, eta: 0:45:39, time: 0.575, data_time: 0.011, memory: 5067, loss_crf: 0.6999, loss: 0.6999, grad_norm: 45.1912 +2022-03-11 01:32:39,405 - davarocr - INFO - Epoch [10][20/120] lr: 3.158e-05, eta: 0:45:36, time: 0.572, data_time: 0.011, memory: 5067, loss_crf: 0.3902, loss: 0.3902, grad_norm: 64.7847 +2022-03-11 01:32:42,165 - davarocr - INFO - Epoch [10][25/120] lr: 3.172e-05, eta: 0:45:33, time: 0.552, data_time: 0.011, memory: 5067, loss_crf: 0.5301, loss: 0.5301, grad_norm: 73.3333 +2022-03-11 01:32:44,898 - davarocr - INFO - Epoch [10][30/120] lr: 3.187e-05, eta: 0:45:30, time: 0.548, data_time: 0.012, memory: 5067, loss_crf: 0.3496, loss: 0.3496, grad_norm: 71.7125 +2022-03-11 01:32:47,394 - davarocr - INFO - Epoch [10][35/120] lr: 3.201e-05, eta: 0:45:26, time: 0.502, data_time: 0.010, memory: 5067, loss_crf: 0.3525, loss: 0.3525, grad_norm: 34.9134 +2022-03-11 01:32:49,909 - davarocr - INFO - Epoch [10][40/120] lr: 3.216e-05, eta: 0:45:22, time: 0.503, data_time: 0.007, memory: 5067, loss_crf: 0.1514, loss: 0.1514, grad_norm: 27.6169 +2022-03-11 01:32:52,405 - davarocr - INFO - Epoch [10][45/120] lr: 3.230e-05, eta: 0:45:18, time: 0.499, data_time: 0.008, memory: 5067, loss_crf: 0.7036, loss: 0.7036, grad_norm: 72.6235 +2022-03-11 01:32:54,907 - davarocr - INFO - Epoch [10][50/120] lr: 3.244e-05, eta: 0:45:14, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 1.0972, loss: 1.0972, grad_norm: 75.0677 +2022-03-11 01:32:57,414 - davarocr - INFO - Epoch [10][55/120] lr: 3.259e-05, eta: 0:45:10, time: 0.500, data_time: 0.006, memory: 5067, loss_crf: 0.4467, loss: 0.4467, grad_norm: 38.7224 +2022-03-11 01:32:59,925 - davarocr - INFO - Epoch [10][60/120] lr: 3.273e-05, eta: 0:45:06, time: 0.504, data_time: 0.011, memory: 5067, loss_crf: 0.1819, loss: 0.1819, grad_norm: 30.2783 +2022-03-11 01:33:02,446 - davarocr - INFO - Epoch [10][65/120] lr: 3.287e-05, eta: 0:45:02, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.7897, loss: 0.7897, grad_norm: 62.7892 +2022-03-11 01:33:05,127 - davarocr - INFO - Epoch [10][70/120] lr: 3.302e-05, eta: 0:44:59, time: 0.536, data_time: 0.008, memory: 5067, loss_crf: 0.3769, loss: 0.3769, grad_norm: 71.7296 +2022-03-11 01:33:07,626 - davarocr - INFO - Epoch [10][75/120] lr: 3.316e-05, eta: 0:44:55, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.4967, loss: 0.4967, grad_norm: 52.6660 +2022-03-11 01:33:10,109 - davarocr - INFO - Epoch [10][80/120] lr: 3.330e-05, eta: 0:44:51, time: 0.496, data_time: 0.006, memory: 5067, loss_crf: 0.1623, loss: 0.1623, grad_norm: 28.2317 +2022-03-11 01:33:12,782 - davarocr - INFO - Epoch [10][85/120] lr: 3.345e-05, eta: 0:44:48, time: 0.535, data_time: 0.007, memory: 5067, loss_crf: 0.5734, loss: 0.5734, grad_norm: 82.9753 +2022-03-11 01:33:15,281 - davarocr - INFO - Epoch [10][90/120] lr: 3.359e-05, eta: 0:44:44, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.4277, loss: 0.4277, grad_norm: 49.2638 +2022-03-11 01:33:18,073 - davarocr - INFO - Epoch [10][95/120] lr: 3.374e-05, eta: 0:44:41, time: 0.558, data_time: 0.008, memory: 5067, loss_crf: 0.6448, loss: 0.6448, grad_norm: 86.9940 +2022-03-11 01:33:20,744 - davarocr - INFO - Epoch [10][100/120] lr: 3.388e-05, eta: 0:44:38, time: 0.533, data_time: 0.008, memory: 5067, loss_crf: 1.0343, loss: 1.0343, grad_norm: 44.8359 +2022-03-11 01:33:23,371 - davarocr - INFO - Epoch [10][105/120] lr: 3.402e-05, eta: 0:44:35, time: 0.526, data_time: 0.008, memory: 5067, loss_crf: 0.3126, loss: 0.3126, grad_norm: 36.2969 +2022-03-11 01:33:25,993 - davarocr - INFO - Epoch [10][110/120] lr: 3.417e-05, eta: 0:44:31, time: 0.524, data_time: 0.007, memory: 5067, loss_crf: 0.3289, loss: 0.3289, grad_norm: 45.8458 +2022-03-11 01:33:28,516 - davarocr - INFO - Epoch [10][115/120] lr: 3.431e-05, eta: 0:44:27, time: 0.505, data_time: 0.010, memory: 5067, loss_crf: 0.9356, loss: 0.9356, grad_norm: 71.2796 +2022-03-11 01:33:31,054 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:33:31,054 - davarocr - INFO - Epoch [10][120/120] lr: 3.445e-05, eta: 0:44:24, time: 0.508, data_time: 0.009, memory: 5067, loss_crf: 0.3851, loss: 0.3851, grad_norm: 64.2925 +2022-03-11 01:33:39,344 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:33:39,346 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:33:39,346 - davarocr - INFO - Epoch(val) [10][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9709379128137384, 'recall': 0.9520725388601037, 'f1-score': 0.9614126880313931}, ORG: {'precision': 0.9422382671480144, 'recall': 0.9439421338155516, 'f1-score': 0.9430894308943091}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9641754169240272, 'recall': 0.9576687116564417, 'f1-score': 0.9609110495537088}, hmean: 0.9609 +2022-03-11 01:33:44,299 - davarocr - INFO - Epoch [11][5/120] lr: 3.333e-05, eta: 0:44:30, time: 0.989, data_time: 0.470, memory: 5067, loss_crf: 0.1027, loss: 0.1027, grad_norm: 20.3307 +2022-03-11 01:33:47,050 - davarocr - INFO - Epoch [11][10/120] lr: 3.333e-05, eta: 0:44:27, time: 0.550, data_time: 0.008, memory: 5067, loss_crf: 0.7297, loss: 0.7297, grad_norm: 47.7864 +2022-03-11 01:33:49,811 - davarocr - INFO - Epoch [11][15/120] lr: 3.333e-05, eta: 0:44:24, time: 0.553, data_time: 0.008, memory: 5067, loss_crf: 0.2299, loss: 0.2299, grad_norm: 48.6027 +2022-03-11 01:33:52,590 - davarocr - INFO - Epoch [11][20/120] lr: 3.333e-05, eta: 0:44:21, time: 0.556, data_time: 0.009, memory: 5067, loss_crf: 0.0337, loss: 0.0337, grad_norm: 5.2801 +2022-03-11 01:33:55,446 - davarocr - INFO - Epoch [11][25/120] lr: 3.333e-05, eta: 0:44:18, time: 0.571, data_time: 0.010, memory: 5067, loss_crf: 0.2511, loss: 0.2511, grad_norm: 23.3177 +2022-03-11 01:33:58,198 - davarocr - INFO - Epoch [11][30/120] lr: 3.333e-05, eta: 0:44:16, time: 0.551, data_time: 0.010, memory: 5067, loss_crf: 0.0975, loss: 0.0975, grad_norm: 5.0798 +2022-03-11 01:34:00,962 - davarocr - INFO - Epoch [11][35/120] lr: 3.333e-05, eta: 0:44:13, time: 0.553, data_time: 0.008, memory: 5067, loss_crf: 0.0824, loss: 0.0824, grad_norm: 13.3209 +2022-03-11 01:34:03,725 - davarocr - INFO - Epoch [11][40/120] lr: 3.333e-05, eta: 0:44:10, time: 0.552, data_time: 0.007, memory: 5067, loss_crf: 0.0898, loss: 0.0898, grad_norm: 24.3031 +2022-03-11 01:34:06,627 - davarocr - INFO - Epoch [11][45/120] lr: 3.333e-05, eta: 0:44:08, time: 0.581, data_time: 0.010, memory: 5067, loss_crf: 0.6013, loss: 0.6013, grad_norm: 50.8841 +2022-03-11 01:34:09,381 - davarocr - INFO - Epoch [11][50/120] lr: 3.333e-05, eta: 0:44:05, time: 0.551, data_time: 0.011, memory: 5067, loss_crf: 0.5419, loss: 0.5419, grad_norm: 55.5324 +2022-03-11 01:34:12,254 - davarocr - INFO - Epoch [11][55/120] lr: 3.333e-05, eta: 0:44:02, time: 0.575, data_time: 0.009, memory: 5067, loss_crf: 0.5344, loss: 0.5344, grad_norm: 33.4178 +2022-03-11 01:34:15,322 - davarocr - INFO - Epoch [11][60/120] lr: 3.333e-05, eta: 0:44:00, time: 0.614, data_time: 0.010, memory: 5067, loss_crf: 0.2326, loss: 0.2326, grad_norm: 18.1232 +2022-03-11 01:34:18,345 - davarocr - INFO - Epoch [11][65/120] lr: 3.333e-05, eta: 0:43:59, time: 0.605, data_time: 0.008, memory: 5067, loss_crf: 0.3106, loss: 0.3106, grad_norm: 40.8410 +2022-03-11 01:34:21,230 - davarocr - INFO - Epoch [11][70/120] lr: 3.333e-05, eta: 0:43:56, time: 0.577, data_time: 0.009, memory: 5067, loss_crf: 0.1572, loss: 0.1572, grad_norm: 23.6606 +2022-03-11 01:34:24,003 - davarocr - INFO - Epoch [11][75/120] lr: 3.333e-05, eta: 0:43:53, time: 0.555, data_time: 0.011, memory: 5067, loss_crf: 0.1485, loss: 0.1485, grad_norm: 46.7743 +2022-03-11 01:34:26,737 - davarocr - INFO - Epoch [11][80/120] lr: 3.333e-05, eta: 0:43:50, time: 0.547, data_time: 0.009, memory: 5067, loss_crf: 0.1668, loss: 0.1668, grad_norm: 27.4370 +2022-03-11 01:34:29,515 - davarocr - INFO - Epoch [11][85/120] lr: 3.333e-05, eta: 0:43:47, time: 0.556, data_time: 0.009, memory: 5067, loss_crf: 0.4698, loss: 0.4698, grad_norm: 61.9384 +2022-03-11 01:34:32,289 - davarocr - INFO - Epoch [11][90/120] lr: 3.333e-05, eta: 0:43:45, time: 0.555, data_time: 0.008, memory: 5067, loss_crf: 0.2077, loss: 0.2077, grad_norm: 35.2820 +2022-03-11 01:34:35,036 - davarocr - INFO - Epoch [11][95/120] lr: 3.333e-05, eta: 0:43:42, time: 0.549, data_time: 0.007, memory: 5067, loss_crf: 0.4322, loss: 0.4322, grad_norm: 58.3975 +2022-03-11 01:34:37,777 - davarocr - INFO - Epoch [11][100/120] lr: 3.333e-05, eta: 0:43:39, time: 0.548, data_time: 0.009, memory: 5067, loss_crf: 0.8772, loss: 0.8772, grad_norm: 71.6077 +2022-03-11 01:34:40,500 - davarocr - INFO - Epoch [11][105/120] lr: 3.333e-05, eta: 0:43:36, time: 0.545, data_time: 0.008, memory: 5067, loss_crf: 0.2324, loss: 0.2324, grad_norm: 26.5652 +2022-03-11 01:34:43,258 - davarocr - INFO - Epoch [11][110/120] lr: 3.333e-05, eta: 0:43:33, time: 0.552, data_time: 0.007, memory: 5067, loss_crf: 0.7813, loss: 0.7813, grad_norm: 150.3056 +2022-03-11 01:34:45,995 - davarocr - INFO - Epoch [11][115/120] lr: 3.333e-05, eta: 0:43:30, time: 0.547, data_time: 0.009, memory: 5067, loss_crf: 0.2554, loss: 0.2554, grad_norm: 29.7316 +2022-03-11 01:34:48,844 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:34:48,844 - davarocr - INFO - Epoch [11][120/120] lr: 3.333e-05, eta: 0:43:27, time: 0.569, data_time: 0.008, memory: 5067, loss_crf: 0.6989, loss: 0.6989, grad_norm: 61.2684 +2022-03-11 01:34:57,462 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:34:57,463 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:34:57,463 - davarocr - INFO - Epoch(val) [11][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9906542056074766, 'recall': 0.9464285714285714, 'f1-score': 0.9680365296803651}, TITLE: {'precision': 0.9595300261096605, 'recall': 0.9520725388601037, 'f1-score': 0.9557867360208063}, ORG: {'precision': 0.9330985915492958, 'recall': 0.9584086799276673, 'f1-score': 0.9455842997323819}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.9559633027522936, 'recall': 0.9588957055214724, 'f1-score': 0.957427258805513}, hmean: 0.9574 +2022-03-11 01:35:02,715 - davarocr - INFO - Epoch [12][5/120] lr: 3.226e-05, eta: 0:43:33, time: 1.045, data_time: 0.474, memory: 5067, loss_crf: 0.6125, loss: 0.6125, grad_norm: 55.2833 +2022-03-11 01:35:05,312 - davarocr - INFO - Epoch [12][10/120] lr: 3.226e-05, eta: 0:43:30, time: 0.523, data_time: 0.011, memory: 5067, loss_crf: 0.1816, loss: 0.1816, grad_norm: 44.6766 +2022-03-11 01:35:07,985 - davarocr - INFO - Epoch [12][15/120] lr: 3.226e-05, eta: 0:43:27, time: 0.535, data_time: 0.008, memory: 5067, loss_crf: 0.0591, loss: 0.0591, grad_norm: 12.6875 +2022-03-11 01:35:10,888 - davarocr - INFO - Epoch [12][20/120] lr: 3.226e-05, eta: 0:43:24, time: 0.580, data_time: 0.010, memory: 5067, loss_crf: 0.6304, loss: 0.6304, grad_norm: 48.9171 +2022-03-11 01:35:13,887 - davarocr - INFO - Epoch [12][25/120] lr: 3.226e-05, eta: 0:43:22, time: 0.597, data_time: 0.008, memory: 5067, loss_crf: 0.0322, loss: 0.0322, grad_norm: 5.0023 +2022-03-11 01:35:16,554 - davarocr - INFO - Epoch [12][30/120] lr: 3.226e-05, eta: 0:43:19, time: 0.533, data_time: 0.011, memory: 5067, loss_crf: 0.2267, loss: 0.2267, grad_norm: 16.3099 +2022-03-11 01:35:19,065 - davarocr - INFO - Epoch [12][35/120] lr: 3.226e-05, eta: 0:43:15, time: 0.503, data_time: 0.010, memory: 5067, loss_crf: 0.0857, loss: 0.0857, grad_norm: 15.7085 +2022-03-11 01:35:21,562 - davarocr - INFO - Epoch [12][40/120] lr: 3.226e-05, eta: 0:43:11, time: 0.499, data_time: 0.009, memory: 5067, loss_crf: 0.5741, loss: 0.5741, grad_norm: 40.3031 +2022-03-11 01:35:24,080 - davarocr - INFO - Epoch [12][45/120] lr: 3.226e-05, eta: 0:43:07, time: 0.507, data_time: 0.012, memory: 5067, loss_crf: 0.2386, loss: 0.2386, grad_norm: 30.9326 +2022-03-11 01:35:26,591 - davarocr - INFO - Epoch [12][50/120] lr: 3.226e-05, eta: 0:43:04, time: 0.502, data_time: 0.008, memory: 5067, loss_crf: 0.3885, loss: 0.3885, grad_norm: 51.3105 +2022-03-11 01:35:29,094 - davarocr - INFO - Epoch [12][55/120] lr: 3.226e-05, eta: 0:43:00, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.1657, loss: 0.1657, grad_norm: 14.6283 +2022-03-11 01:35:31,593 - davarocr - INFO - Epoch [12][60/120] lr: 3.226e-05, eta: 0:42:56, time: 0.500, data_time: 0.007, memory: 5067, loss_crf: 0.1258, loss: 0.1258, grad_norm: 28.3223 +2022-03-11 01:35:34,106 - davarocr - INFO - Epoch [12][65/120] lr: 3.226e-05, eta: 0:42:52, time: 0.502, data_time: 0.005, memory: 5067, loss_crf: 0.2926, loss: 0.2926, grad_norm: 85.1677 +2022-03-11 01:35:36,739 - davarocr - INFO - Epoch [12][70/120] lr: 3.226e-05, eta: 0:42:49, time: 0.527, data_time: 0.006, memory: 5067, loss_crf: 0.3769, loss: 0.3769, grad_norm: 28.1033 +2022-03-11 01:35:39,258 - davarocr - INFO - Epoch [12][75/120] lr: 3.226e-05, eta: 0:42:46, time: 0.503, data_time: 0.007, memory: 5067, loss_crf: 0.2071, loss: 0.2071, grad_norm: 24.8545 +2022-03-11 01:35:41,932 - davarocr - INFO - Epoch [12][80/120] lr: 3.226e-05, eta: 0:42:42, time: 0.535, data_time: 0.007, memory: 5067, loss_crf: 0.1526, loss: 0.1526, grad_norm: 29.0703 +2022-03-11 01:35:44,464 - davarocr - INFO - Epoch [12][85/120] lr: 3.226e-05, eta: 0:42:39, time: 0.506, data_time: 0.011, memory: 5067, loss_crf: 0.0975, loss: 0.0975, grad_norm: 42.3342 +2022-03-11 01:35:46,974 - davarocr - INFO - Epoch [12][90/120] lr: 3.226e-05, eta: 0:42:35, time: 0.502, data_time: 0.006, memory: 5067, loss_crf: 0.2778, loss: 0.2778, grad_norm: 53.7708 +2022-03-11 01:35:49,621 - davarocr - INFO - Epoch [12][95/120] lr: 3.226e-05, eta: 0:42:32, time: 0.530, data_time: 0.007, memory: 5067, loss_crf: 0.3074, loss: 0.3074, grad_norm: 36.5453 +2022-03-11 01:35:52,274 - davarocr - INFO - Epoch [12][100/120] lr: 3.226e-05, eta: 0:42:29, time: 0.530, data_time: 0.008, memory: 5067, loss_crf: 0.1932, loss: 0.1932, grad_norm: 34.6271 +2022-03-11 01:35:54,941 - davarocr - INFO - Epoch [12][105/120] lr: 3.226e-05, eta: 0:42:25, time: 0.533, data_time: 0.006, memory: 5067, loss_crf: 0.0196, loss: 0.0196, grad_norm: 11.7767 +2022-03-11 01:35:57,593 - davarocr - INFO - Epoch [12][110/120] lr: 3.226e-05, eta: 0:42:22, time: 0.528, data_time: 0.009, memory: 5067, loss_crf: 0.1471, loss: 0.1471, grad_norm: 19.3544 +2022-03-11 01:36:00,680 - davarocr - INFO - Epoch [12][115/120] lr: 3.226e-05, eta: 0:42:20, time: 0.620, data_time: 0.010, memory: 5067, loss_crf: 0.4211, loss: 0.4211, grad_norm: 19.0787 +2022-03-11 01:36:03,696 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:36:03,697 - davarocr - INFO - Epoch [12][120/120] lr: 3.226e-05, eta: 0:42:18, time: 0.603, data_time: 0.007, memory: 5067, loss_crf: 0.0882, loss: 0.0882, grad_norm: 14.4566 +2022-03-11 01:36:11,427 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:36:11,428 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:36:11,428 - davarocr - INFO - Epoch(val) [12][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9604221635883905, 'recall': 0.9430051813471503, 'f1-score': 0.9516339869281046}, ORG: {'precision': 0.945750452079566, 'recall': 0.945750452079566, 'f1-score': 0.945750452079566}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9598765432098766, 'recall': 0.9539877300613497, 'f1-score': 0.9569230769230769}, hmean: 0.9569 +2022-03-11 01:36:16,682 - davarocr - INFO - Epoch [13][5/120] lr: 3.125e-05, eta: 0:42:23, time: 1.050, data_time: 0.483, memory: 5067, loss_crf: 0.0879, loss: 0.0879, grad_norm: 16.5289 +2022-03-11 01:36:19,600 - davarocr - INFO - Epoch [13][10/120] lr: 3.125e-05, eta: 0:42:21, time: 0.583, data_time: 0.012, memory: 5067, loss_crf: 0.1051, loss: 0.1051, grad_norm: 22.8242 +2022-03-11 01:36:22,478 - davarocr - INFO - Epoch [13][15/120] lr: 3.125e-05, eta: 0:42:18, time: 0.576, data_time: 0.011, memory: 5067, loss_crf: 0.2595, loss: 0.2595, grad_norm: 57.1907 +2022-03-11 01:36:25,274 - davarocr - INFO - Epoch [13][20/120] lr: 3.125e-05, eta: 0:42:16, time: 0.559, data_time: 0.007, memory: 5067, loss_crf: 0.6563, loss: 0.6563, grad_norm: 98.5083 +2022-03-11 01:36:27,756 - davarocr - INFO - Epoch [13][25/120] lr: 3.125e-05, eta: 0:42:12, time: 0.496, data_time: 0.006, memory: 5067, loss_crf: 0.2031, loss: 0.2031, grad_norm: 55.5862 +2022-03-11 01:36:30,266 - davarocr - INFO - Epoch [13][30/120] lr: 3.125e-05, eta: 0:42:08, time: 0.502, data_time: 0.006, memory: 5067, loss_crf: 0.1128, loss: 0.1128, grad_norm: 40.7031 +2022-03-11 01:36:32,766 - davarocr - INFO - Epoch [13][35/120] lr: 3.125e-05, eta: 0:42:05, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.1246, loss: 0.1246, grad_norm: 7.5641 +2022-03-11 01:36:35,474 - davarocr - INFO - Epoch [13][40/120] lr: 3.125e-05, eta: 0:42:02, time: 0.541, data_time: 0.008, memory: 5067, loss_crf: 0.0466, loss: 0.0466, grad_norm: 7.7288 +2022-03-11 01:36:38,050 - davarocr - INFO - Epoch [13][45/120] lr: 3.125e-05, eta: 0:41:58, time: 0.515, data_time: 0.008, memory: 5067, loss_crf: 0.2644, loss: 0.2644, grad_norm: 29.3379 +2022-03-11 01:36:40,922 - davarocr - INFO - Epoch [13][50/120] lr: 3.125e-05, eta: 0:41:56, time: 0.574, data_time: 0.010, memory: 5067, loss_crf: 0.0086, loss: 0.0086, grad_norm: 1.3785 +2022-03-11 01:36:43,770 - davarocr - INFO - Epoch [13][55/120] lr: 3.125e-05, eta: 0:41:53, time: 0.569, data_time: 0.006, memory: 5067, loss_crf: 0.1247, loss: 0.1247, grad_norm: 16.4830 +2022-03-11 01:36:46,775 - davarocr - INFO - Epoch [13][60/120] lr: 3.125e-05, eta: 0:41:51, time: 0.601, data_time: 0.008, memory: 5067, loss_crf: 0.9128, loss: 0.9128, grad_norm: 69.1342 +2022-03-11 01:36:49,960 - davarocr - INFO - Epoch [13][65/120] lr: 3.125e-05, eta: 0:41:49, time: 0.637, data_time: 0.008, memory: 5067, loss_crf: 0.1180, loss: 0.1180, grad_norm: 16.8422 +2022-03-11 01:36:52,956 - davarocr - INFO - Epoch [13][70/120] lr: 3.125e-05, eta: 0:41:47, time: 0.599, data_time: 0.006, memory: 5067, loss_crf: 0.1617, loss: 0.1617, grad_norm: 12.7174 +2022-03-11 01:36:56,153 - davarocr - INFO - Epoch [13][75/120] lr: 3.125e-05, eta: 0:41:45, time: 0.640, data_time: 0.013, memory: 5067, loss_crf: 0.2986, loss: 0.2986, grad_norm: 31.2547 +2022-03-11 01:36:59,191 - davarocr - INFO - Epoch [13][80/120] lr: 3.125e-05, eta: 0:41:43, time: 0.608, data_time: 0.008, memory: 5067, loss_crf: 0.7966, loss: 0.7966, grad_norm: 50.1750 +2022-03-11 01:37:02,053 - davarocr - INFO - Epoch [13][85/120] lr: 3.125e-05, eta: 0:41:41, time: 0.573, data_time: 0.008, memory: 5067, loss_crf: 0.0283, loss: 0.0283, grad_norm: 12.2861 +2022-03-11 01:37:04,940 - davarocr - INFO - Epoch [13][90/120] lr: 3.125e-05, eta: 0:41:38, time: 0.577, data_time: 0.008, memory: 5067, loss_crf: 0.6985, loss: 0.6985, grad_norm: 36.1277 +2022-03-11 01:37:07,906 - davarocr - INFO - Epoch [13][95/120] lr: 3.125e-05, eta: 0:41:36, time: 0.593, data_time: 0.009, memory: 5067, loss_crf: 0.3937, loss: 0.3937, grad_norm: 53.0756 +2022-03-11 01:37:10,831 - davarocr - INFO - Epoch [13][100/120] lr: 3.125e-05, eta: 0:41:34, time: 0.584, data_time: 0.009, memory: 5067, loss_crf: 0.2709, loss: 0.2709, grad_norm: 34.9419 +2022-03-11 01:37:13,770 - davarocr - INFO - Epoch [13][105/120] lr: 3.125e-05, eta: 0:41:31, time: 0.589, data_time: 0.011, memory: 5067, loss_crf: 0.0419, loss: 0.0419, grad_norm: 13.5228 +2022-03-11 01:37:16,706 - davarocr - INFO - Epoch [13][110/120] lr: 3.125e-05, eta: 0:41:29, time: 0.587, data_time: 0.006, memory: 5067, loss_crf: 0.0475, loss: 0.0475, grad_norm: 17.1405 +2022-03-11 01:37:19,621 - davarocr - INFO - Epoch [13][115/120] lr: 3.125e-05, eta: 0:41:26, time: 0.583, data_time: 0.007, memory: 5067, loss_crf: 0.1159, loss: 0.1159, grad_norm: 23.0151 +2022-03-11 01:37:22,537 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:37:22,537 - davarocr - INFO - Epoch [13][120/120] lr: 3.125e-05, eta: 0:41:24, time: 0.583, data_time: 0.006, memory: 5067, loss_crf: 0.0711, loss: 0.0711, grad_norm: 11.6823 +2022-03-11 01:37:30,405 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:37:30,405 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:37:30,405 - davarocr - INFO - Epoch(val) [13][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9606815203145478, 'recall': 0.9494818652849741, 'f1-score': 0.9550488599348533}, ORG: {'precision': 0.9375, 'recall': 0.9493670886075949, 'f1-score': 0.9433962264150944}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9571078431372549, 'recall': 0.9582822085889571, 'f1-score': 0.9576946658491723}, hmean: 0.9577 +2022-03-11 01:37:35,844 - davarocr - INFO - Epoch [14][5/120] lr: 3.030e-05, eta: 0:41:28, time: 1.087, data_time: 0.480, memory: 5067, loss_crf: 0.0097, loss: 0.0097, grad_norm: 1.1362 +2022-03-11 01:37:38,792 - davarocr - INFO - Epoch [14][10/120] lr: 3.030e-05, eta: 0:41:26, time: 0.589, data_time: 0.009, memory: 5067, loss_crf: 0.0167, loss: 0.0167, grad_norm: 3.1161 +2022-03-11 01:37:41,716 - davarocr - INFO - Epoch [14][15/120] lr: 3.030e-05, eta: 0:41:24, time: 0.585, data_time: 0.009, memory: 5067, loss_crf: 0.1064, loss: 0.1064, grad_norm: 22.4334 +2022-03-11 01:37:44,768 - davarocr - INFO - Epoch [14][20/120] lr: 3.030e-05, eta: 0:41:21, time: 0.611, data_time: 0.010, memory: 5067, loss_crf: 0.0501, loss: 0.0501, grad_norm: 11.5795 +2022-03-11 01:37:48,051 - davarocr - INFO - Epoch [14][25/120] lr: 3.030e-05, eta: 0:41:20, time: 0.656, data_time: 0.008, memory: 5067, loss_crf: 0.2112, loss: 0.2112, grad_norm: 23.5040 +2022-03-11 01:37:50,551 - davarocr - INFO - Epoch [14][30/120] lr: 3.030e-05, eta: 0:41:16, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.0371, loss: 0.0371, grad_norm: 3.4481 +2022-03-11 01:37:53,227 - davarocr - INFO - Epoch [14][35/120] lr: 3.030e-05, eta: 0:41:13, time: 0.536, data_time: 0.008, memory: 5067, loss_crf: 0.1025, loss: 0.1025, grad_norm: 20.7767 +2022-03-11 01:37:56,230 - davarocr - INFO - Epoch [14][40/120] lr: 3.030e-05, eta: 0:41:11, time: 0.600, data_time: 0.008, memory: 5067, loss_crf: 0.2633, loss: 0.2633, grad_norm: 57.4271 +2022-03-11 01:37:58,781 - davarocr - INFO - Epoch [14][45/120] lr: 3.030e-05, eta: 0:41:07, time: 0.510, data_time: 0.010, memory: 5067, loss_crf: 0.2154, loss: 0.2154, grad_norm: 65.2238 +2022-03-11 01:38:01,455 - davarocr - INFO - Epoch [14][50/120] lr: 3.030e-05, eta: 0:41:04, time: 0.533, data_time: 0.006, memory: 5067, loss_crf: 0.0144, loss: 0.0144, grad_norm: 11.5968 +2022-03-11 01:38:04,167 - davarocr - INFO - Epoch [14][55/120] lr: 3.030e-05, eta: 0:41:01, time: 0.544, data_time: 0.008, memory: 5067, loss_crf: 0.0438, loss: 0.0438, grad_norm: 7.5108 +2022-03-11 01:38:06,687 - davarocr - INFO - Epoch [14][60/120] lr: 3.030e-05, eta: 0:40:58, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.2065, loss: 0.2065, grad_norm: 25.4484 +2022-03-11 01:38:09,193 - davarocr - INFO - Epoch [14][65/120] lr: 3.030e-05, eta: 0:40:54, time: 0.501, data_time: 0.006, memory: 5067, loss_crf: 0.0479, loss: 0.0479, grad_norm: 11.2796 +2022-03-11 01:38:11,703 - davarocr - INFO - Epoch [14][70/120] lr: 3.030e-05, eta: 0:40:50, time: 0.502, data_time: 0.006, memory: 5067, loss_crf: 0.4316, loss: 0.4316, grad_norm: 37.5530 +2022-03-11 01:38:14,224 - davarocr - INFO - Epoch [14][75/120] lr: 3.030e-05, eta: 0:40:47, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 0.3837, loss: 0.3837, grad_norm: 97.6175 +2022-03-11 01:38:16,769 - davarocr - INFO - Epoch [14][80/120] lr: 3.030e-05, eta: 0:40:43, time: 0.509, data_time: 0.007, memory: 5067, loss_crf: 0.1380, loss: 0.1380, grad_norm: 8.2150 +2022-03-11 01:38:19,294 - davarocr - INFO - Epoch [14][85/120] lr: 3.030e-05, eta: 0:40:40, time: 0.505, data_time: 0.008, memory: 5067, loss_crf: 0.1395, loss: 0.1395, grad_norm: 28.9035 +2022-03-11 01:38:21,824 - davarocr - INFO - Epoch [14][90/120] lr: 3.030e-05, eta: 0:40:36, time: 0.506, data_time: 0.009, memory: 5067, loss_crf: 0.1941, loss: 0.1941, grad_norm: 8.6964 +2022-03-11 01:38:24,532 - davarocr - INFO - Epoch [14][95/120] lr: 3.030e-05, eta: 0:40:33, time: 0.541, data_time: 0.006, memory: 5067, loss_crf: 0.3963, loss: 0.3963, grad_norm: 33.1018 +2022-03-11 01:38:27,059 - davarocr - INFO - Epoch [14][100/120] lr: 3.030e-05, eta: 0:40:30, time: 0.506, data_time: 0.007, memory: 5067, loss_crf: 0.1134, loss: 0.1134, grad_norm: 66.8240 +2022-03-11 01:38:29,581 - davarocr - INFO - Epoch [14][105/120] lr: 3.030e-05, eta: 0:40:26, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 0.4773, loss: 0.4773, grad_norm: 78.0717 +2022-03-11 01:38:32,397 - davarocr - INFO - Epoch [14][110/120] lr: 3.030e-05, eta: 0:40:23, time: 0.563, data_time: 0.007, memory: 5067, loss_crf: 0.2318, loss: 0.2318, grad_norm: 52.7563 +2022-03-11 01:38:35,172 - davarocr - INFO - Epoch [14][115/120] lr: 3.030e-05, eta: 0:40:21, time: 0.555, data_time: 0.010, memory: 5067, loss_crf: 0.1223, loss: 0.1223, grad_norm: 29.8518 +2022-03-11 01:38:37,688 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:38:37,689 - davarocr - INFO - Epoch [14][120/120] lr: 3.030e-05, eta: 0:40:17, time: 0.503, data_time: 0.008, memory: 5067, loss_crf: 0.1781, loss: 0.1781, grad_norm: 17.8348 +2022-03-11 01:38:46,341 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:38:46,342 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:38:46,342 - davarocr - INFO - Epoch(val) [14][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9616908850726552, 'recall': 0.9430051813471503, 'f1-score': 0.9522563767168083}, ORG: {'precision': 0.9322638146167558, 'recall': 0.945750452079566, 'f1-score': 0.9389587073608617}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9557467732022127, 'recall': 0.9539877300613497, 'f1-score': 0.9548664415105926}, hmean: 0.9549 +2022-03-11 01:38:51,442 - davarocr - INFO - Epoch [15][5/120] lr: 2.941e-05, eta: 0:40:20, time: 1.019, data_time: 0.472, memory: 5067, loss_crf: 0.0438, loss: 0.0438, grad_norm: 13.9756 +2022-03-11 01:38:53,959 - davarocr - INFO - Epoch [15][10/120] lr: 2.941e-05, eta: 0:40:17, time: 0.503, data_time: 0.009, memory: 5067, loss_crf: 0.0443, loss: 0.0443, grad_norm: 7.6051 +2022-03-11 01:38:56,469 - davarocr - INFO - Epoch [15][15/120] lr: 2.941e-05, eta: 0:40:13, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 0.0317, loss: 0.0317, grad_norm: 15.7836 +2022-03-11 01:38:58,981 - davarocr - INFO - Epoch [15][20/120] lr: 2.941e-05, eta: 0:40:09, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 0.0086, loss: 0.0086, grad_norm: 1.8333 +2022-03-11 01:39:01,530 - davarocr - INFO - Epoch [15][25/120] lr: 2.941e-05, eta: 0:40:06, time: 0.510, data_time: 0.007, memory: 5067, loss_crf: 0.3236, loss: 0.3236, grad_norm: 68.6691 +2022-03-11 01:39:04,052 - davarocr - INFO - Epoch [15][30/120] lr: 2.941e-05, eta: 0:40:02, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.0281, loss: 0.0281, grad_norm: 18.7429 +2022-03-11 01:39:06,709 - davarocr - INFO - Epoch [15][35/120] lr: 2.941e-05, eta: 0:39:59, time: 0.530, data_time: 0.010, memory: 5067, loss_crf: 0.0285, loss: 0.0285, grad_norm: 14.7330 +2022-03-11 01:39:09,486 - davarocr - INFO - Epoch [15][40/120] lr: 2.941e-05, eta: 0:39:56, time: 0.554, data_time: 0.007, memory: 5067, loss_crf: 0.2785, loss: 0.2785, grad_norm: 48.1773 +2022-03-11 01:39:12,286 - davarocr - INFO - Epoch [15][45/120] lr: 2.941e-05, eta: 0:39:54, time: 0.561, data_time: 0.011, memory: 5067, loss_crf: 0.0242, loss: 0.0242, grad_norm: 13.2365 +2022-03-11 01:39:15,026 - davarocr - INFO - Epoch [15][50/120] lr: 2.941e-05, eta: 0:39:51, time: 0.549, data_time: 0.009, memory: 5067, loss_crf: 0.7389, loss: 0.7389, grad_norm: 77.3963 +2022-03-11 01:39:17,524 - davarocr - INFO - Epoch [15][55/120] lr: 2.941e-05, eta: 0:39:47, time: 0.500, data_time: 0.007, memory: 5067, loss_crf: 0.3849, loss: 0.3849, grad_norm: 40.9460 +2022-03-11 01:39:20,214 - davarocr - INFO - Epoch [15][60/120] lr: 2.941e-05, eta: 0:39:44, time: 0.538, data_time: 0.009, memory: 5067, loss_crf: 0.0585, loss: 0.0585, grad_norm: 48.0930 +2022-03-11 01:39:22,719 - davarocr - INFO - Epoch [15][65/120] lr: 2.941e-05, eta: 0:39:41, time: 0.501, data_time: 0.008, memory: 5067, loss_crf: 0.0108, loss: 0.0108, grad_norm: 1.1553 +2022-03-11 01:39:25,589 - davarocr - INFO - Epoch [15][70/120] lr: 2.941e-05, eta: 0:39:38, time: 0.574, data_time: 0.008, memory: 5067, loss_crf: 0.1877, loss: 0.1877, grad_norm: 88.1678 +2022-03-11 01:39:28,104 - davarocr - INFO - Epoch [15][75/120] lr: 2.941e-05, eta: 0:39:34, time: 0.503, data_time: 0.007, memory: 5067, loss_crf: 0.2672, loss: 0.2672, grad_norm: 26.1566 +2022-03-11 01:39:31,016 - davarocr - INFO - Epoch [15][80/120] lr: 2.941e-05, eta: 0:39:32, time: 0.583, data_time: 0.008, memory: 5067, loss_crf: 0.0578, loss: 0.0578, grad_norm: 29.1481 +2022-03-11 01:39:33,858 - davarocr - INFO - Epoch [15][85/120] lr: 2.941e-05, eta: 0:39:29, time: 0.568, data_time: 0.008, memory: 5067, loss_crf: 0.0105, loss: 0.0105, grad_norm: 7.5415 +2022-03-11 01:39:36,509 - davarocr - INFO - Epoch [15][90/120] lr: 2.941e-05, eta: 0:39:26, time: 0.529, data_time: 0.009, memory: 5067, loss_crf: 0.0758, loss: 0.0758, grad_norm: 9.0540 +2022-03-11 01:39:39,021 - davarocr - INFO - Epoch [15][95/120] lr: 2.941e-05, eta: 0:39:23, time: 0.503, data_time: 0.007, memory: 5067, loss_crf: 0.2351, loss: 0.2351, grad_norm: 33.6024 +2022-03-11 01:39:41,562 - davarocr - INFO - Epoch [15][100/120] lr: 2.941e-05, eta: 0:39:19, time: 0.508, data_time: 0.008, memory: 5067, loss_crf: 0.3535, loss: 0.3535, grad_norm: 79.9093 +2022-03-11 01:39:44,078 - davarocr - INFO - Epoch [15][105/120] lr: 2.941e-05, eta: 0:39:16, time: 0.503, data_time: 0.010, memory: 5067, loss_crf: 0.1536, loss: 0.1536, grad_norm: 18.8504 +2022-03-11 01:39:46,588 - davarocr - INFO - Epoch [15][110/120] lr: 2.941e-05, eta: 0:39:12, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 0.1670, loss: 0.1670, grad_norm: 31.7622 +2022-03-11 01:39:49,085 - davarocr - INFO - Epoch [15][115/120] lr: 2.941e-05, eta: 0:39:09, time: 0.499, data_time: 0.008, memory: 5067, loss_crf: 0.0321, loss: 0.0321, grad_norm: 3.2041 +2022-03-11 01:39:51,593 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:39:51,593 - davarocr - INFO - Epoch [15][120/120] lr: 2.941e-05, eta: 0:39:05, time: 0.501, data_time: 0.006, memory: 5067, loss_crf: 0.0695, loss: 0.0695, grad_norm: 22.7091 +2022-03-11 01:39:59,234 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:39:59,235 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:39:59,235 - davarocr - INFO - Epoch(val) [15][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9647519582245431, 'recall': 0.9572538860103627, 'f1-score': 0.9609882964889467}, ORG: {'precision': 0.9424460431654677, 'recall': 0.9475587703435805, 'f1-score': 0.9449954914337241}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.960171568627451, 'recall': 0.9613496932515337, 'f1-score': 0.9607602697731453}, hmean: 0.9608 +2022-03-11 01:40:04,102 - davarocr - INFO - Epoch [16][5/120] lr: 2.857e-05, eta: 0:39:07, time: 0.969, data_time: 0.474, memory: 5067, loss_crf: 0.1093, loss: 0.1093, grad_norm: 36.3094 +2022-03-11 01:40:06,603 - davarocr - INFO - Epoch [16][10/120] lr: 2.857e-05, eta: 0:39:04, time: 0.500, data_time: 0.012, memory: 5067, loss_crf: 0.4761, loss: 0.4761, grad_norm: 5.7779 +2022-03-11 01:40:09,093 - davarocr - INFO - Epoch [16][15/120] lr: 2.857e-05, eta: 0:39:00, time: 0.498, data_time: 0.010, memory: 5067, loss_crf: 0.0117, loss: 0.0117, grad_norm: 2.0971 +2022-03-11 01:40:11,787 - davarocr - INFO - Epoch [16][20/120] lr: 2.857e-05, eta: 0:38:57, time: 0.539, data_time: 0.010, memory: 5067, loss_crf: 0.2340, loss: 0.2340, grad_norm: 10.6881 +2022-03-11 01:40:14,286 - davarocr - INFO - Epoch [16][25/120] lr: 2.857e-05, eta: 0:38:54, time: 0.500, data_time: 0.012, memory: 5067, loss_crf: 0.1579, loss: 0.1579, grad_norm: 15.5238 +2022-03-11 01:40:16,960 - davarocr - INFO - Epoch [16][30/120] lr: 2.857e-05, eta: 0:38:51, time: 0.535, data_time: 0.011, memory: 5067, loss_crf: 0.1421, loss: 0.1421, grad_norm: 50.2120 +2022-03-11 01:40:19,636 - davarocr - INFO - Epoch [16][35/120] lr: 2.857e-05, eta: 0:38:48, time: 0.535, data_time: 0.011, memory: 5067, loss_crf: 0.0119, loss: 0.0119, grad_norm: 4.4367 +2022-03-11 01:40:22,488 - davarocr - INFO - Epoch [16][40/120] lr: 2.857e-05, eta: 0:38:45, time: 0.570, data_time: 0.010, memory: 5067, loss_crf: 0.0495, loss: 0.0495, grad_norm: 17.6035 +2022-03-11 01:40:25,168 - davarocr - INFO - Epoch [16][45/120] lr: 2.857e-05, eta: 0:38:42, time: 0.536, data_time: 0.011, memory: 5067, loss_crf: 0.1018, loss: 0.1018, grad_norm: 10.3091 +2022-03-11 01:40:27,668 - davarocr - INFO - Epoch [16][50/120] lr: 2.857e-05, eta: 0:38:39, time: 0.500, data_time: 0.010, memory: 5067, loss_crf: 0.1173, loss: 0.1173, grad_norm: 2.9657 +2022-03-11 01:40:30,351 - davarocr - INFO - Epoch [16][55/120] lr: 2.857e-05, eta: 0:38:35, time: 0.537, data_time: 0.010, memory: 5067, loss_crf: 0.0467, loss: 0.0467, grad_norm: 7.8450 +2022-03-11 01:40:32,864 - davarocr - INFO - Epoch [16][60/120] lr: 2.857e-05, eta: 0:38:32, time: 0.503, data_time: 0.011, memory: 5067, loss_crf: 0.0473, loss: 0.0473, grad_norm: 19.0221 +2022-03-11 01:40:35,437 - davarocr - INFO - Epoch [16][65/120] lr: 2.857e-05, eta: 0:38:29, time: 0.514, data_time: 0.009, memory: 5067, loss_crf: 0.1746, loss: 0.1746, grad_norm: 12.4578 +2022-03-11 01:40:37,938 - davarocr - INFO - Epoch [16][70/120] lr: 2.857e-05, eta: 0:38:25, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.0437, loss: 0.0437, grad_norm: 9.6735 +2022-03-11 01:40:40,436 - davarocr - INFO - Epoch [16][75/120] lr: 2.857e-05, eta: 0:38:22, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.0562, loss: 0.0562, grad_norm: 6.4772 +2022-03-11 01:40:42,943 - davarocr - INFO - Epoch [16][80/120] lr: 2.857e-05, eta: 0:38:19, time: 0.504, data_time: 0.012, memory: 5067, loss_crf: 0.0086, loss: 0.0086, grad_norm: 2.2921 +2022-03-11 01:40:45,479 - davarocr - INFO - Epoch [16][85/120] lr: 2.857e-05, eta: 0:38:15, time: 0.508, data_time: 0.007, memory: 5067, loss_crf: 0.2483, loss: 0.2483, grad_norm: 31.7915 +2022-03-11 01:40:47,984 - davarocr - INFO - Epoch [16][90/120] lr: 2.857e-05, eta: 0:38:12, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.0725, loss: 0.0725, grad_norm: 30.0939 +2022-03-11 01:40:50,502 - davarocr - INFO - Epoch [16][95/120] lr: 2.857e-05, eta: 0:38:08, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.1851, loss: 0.1851, grad_norm: 11.6621 +2022-03-11 01:40:52,986 - davarocr - INFO - Epoch [16][100/120] lr: 2.857e-05, eta: 0:38:05, time: 0.497, data_time: 0.007, memory: 5067, loss_crf: 0.0260, loss: 0.0260, grad_norm: 3.9826 +2022-03-11 01:40:55,489 - davarocr - INFO - Epoch [16][105/120] lr: 2.857e-05, eta: 0:38:02, time: 0.501, data_time: 0.010, memory: 5067, loss_crf: 0.2648, loss: 0.2648, grad_norm: 85.4854 +2022-03-11 01:40:58,129 - davarocr - INFO - Epoch [16][110/120] lr: 2.857e-05, eta: 0:37:58, time: 0.528, data_time: 0.008, memory: 5067, loss_crf: 0.1572, loss: 0.1572, grad_norm: 16.4367 +2022-03-11 01:41:00,638 - davarocr - INFO - Epoch [16][115/120] lr: 2.857e-05, eta: 0:37:55, time: 0.502, data_time: 0.008, memory: 5067, loss_crf: 0.0205, loss: 0.0205, grad_norm: 8.5168 +2022-03-11 01:41:03,443 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:41:03,444 - davarocr - INFO - Epoch [16][120/120] lr: 2.857e-05, eta: 0:37:52, time: 0.561, data_time: 0.007, memory: 5067, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.6171 +2022-03-11 01:41:11,582 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:41:11,583 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:41:11,583 - davarocr - INFO - Epoch(val) [16][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9671052631578947, 'recall': 0.9520725388601037, 'f1-score': 0.9595300261096605}, ORG: {'precision': 0.9389587073608617, 'recall': 0.945750452079566, 'f1-score': 0.9423423423423423}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9618226600985221, 'recall': 0.9582822085889571, 'f1-score': 0.9600491702519975}, hmean: 0.9600 +2022-03-11 01:41:16,900 - davarocr - INFO - Epoch [17][5/120] lr: 2.778e-05, eta: 0:37:55, time: 1.063, data_time: 0.462, memory: 5067, loss_crf: 0.0574, loss: 0.0574, grad_norm: 11.6161 +2022-03-11 01:41:19,726 - davarocr - INFO - Epoch [17][10/120] lr: 2.778e-05, eta: 0:37:52, time: 0.565, data_time: 0.009, memory: 5067, loss_crf: 0.0089, loss: 0.0089, grad_norm: 5.3097 +2022-03-11 01:41:22,624 - davarocr - INFO - Epoch [17][15/120] lr: 2.778e-05, eta: 0:37:50, time: 0.579, data_time: 0.008, memory: 5067, loss_crf: 0.0582, loss: 0.0582, grad_norm: 28.8177 +2022-03-11 01:41:25,443 - davarocr - INFO - Epoch [17][20/120] lr: 2.778e-05, eta: 0:37:47, time: 0.565, data_time: 0.008, memory: 5067, loss_crf: 0.0180, loss: 0.0180, grad_norm: 11.9644 +2022-03-11 01:41:28,207 - davarocr - INFO - Epoch [17][25/120] lr: 2.778e-05, eta: 0:37:44, time: 0.553, data_time: 0.006, memory: 5067, loss_crf: 0.0070, loss: 0.0070, grad_norm: 2.0068 +2022-03-11 01:41:30,969 - davarocr - INFO - Epoch [17][30/120] lr: 2.778e-05, eta: 0:37:41, time: 0.553, data_time: 0.006, memory: 5067, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.1494 +2022-03-11 01:41:33,745 - davarocr - INFO - Epoch [17][35/120] lr: 2.778e-05, eta: 0:37:38, time: 0.555, data_time: 0.009, memory: 5067, loss_crf: 0.0765, loss: 0.0765, grad_norm: 26.1903 +2022-03-11 01:41:36,287 - davarocr - INFO - Epoch [17][40/120] lr: 2.778e-05, eta: 0:37:35, time: 0.505, data_time: 0.009, memory: 5067, loss_crf: 0.0525, loss: 0.0525, grad_norm: 16.2746 +2022-03-11 01:41:38,780 - davarocr - INFO - Epoch [17][45/120] lr: 2.778e-05, eta: 0:37:32, time: 0.499, data_time: 0.011, memory: 5067, loss_crf: 0.0086, loss: 0.0086, grad_norm: 2.8044 +2022-03-11 01:41:41,252 - davarocr - INFO - Epoch [17][50/120] lr: 2.778e-05, eta: 0:37:28, time: 0.494, data_time: 0.010, memory: 5067, loss_crf: 0.0595, loss: 0.0595, grad_norm: 17.4204 +2022-03-11 01:41:43,735 - davarocr - INFO - Epoch [17][55/120] lr: 2.778e-05, eta: 0:37:25, time: 0.497, data_time: 0.012, memory: 5067, loss_crf: 0.1898, loss: 0.1898, grad_norm: 14.1500 +2022-03-11 01:41:46,205 - davarocr - INFO - Epoch [17][60/120] lr: 2.778e-05, eta: 0:37:21, time: 0.494, data_time: 0.014, memory: 5067, loss_crf: 0.0382, loss: 0.0382, grad_norm: 12.0647 +2022-03-11 01:41:48,695 - davarocr - INFO - Epoch [17][65/120] lr: 2.778e-05, eta: 0:37:18, time: 0.499, data_time: 0.012, memory: 5067, loss_crf: 0.4959, loss: 0.4959, grad_norm: 40.6325 +2022-03-11 01:41:51,361 - davarocr - INFO - Epoch [17][70/120] lr: 2.778e-05, eta: 0:37:15, time: 0.532, data_time: 0.009, memory: 5067, loss_crf: 0.0899, loss: 0.0899, grad_norm: 18.3649 +2022-03-11 01:41:53,862 - davarocr - INFO - Epoch [17][75/120] lr: 2.778e-05, eta: 0:37:12, time: 0.501, data_time: 0.011, memory: 5067, loss_crf: 0.0194, loss: 0.0194, grad_norm: 3.4775 +2022-03-11 01:41:56,328 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:41:56,328 - davarocr - INFO - Epoch [17][80/120] lr: 2.778e-05, eta: 0:37:08, time: 0.493, data_time: 0.013, memory: 5067, loss_crf: 0.0195, loss: 0.0195, grad_norm: 10.9268 +2022-03-11 01:41:59,152 - davarocr - INFO - Epoch [17][85/120] lr: 2.778e-05, eta: 0:37:05, time: 0.565, data_time: 0.011, memory: 5067, loss_crf: 0.1115, loss: 0.1115, grad_norm: 13.5556 +2022-03-11 01:42:01,772 - davarocr - INFO - Epoch [17][90/120] lr: 2.778e-05, eta: 0:37:02, time: 0.524, data_time: 0.009, memory: 5067, loss_crf: 0.2789, loss: 0.2789, grad_norm: 31.4533 +2022-03-11 01:42:04,410 - davarocr - INFO - Epoch [17][95/120] lr: 2.778e-05, eta: 0:36:59, time: 0.528, data_time: 0.008, memory: 5067, loss_crf: 0.0623, loss: 0.0623, grad_norm: 40.8936 +2022-03-11 01:42:06,885 - davarocr - INFO - Epoch [17][100/120] lr: 2.778e-05, eta: 0:36:56, time: 0.495, data_time: 0.010, memory: 5067, loss_crf: 0.2159, loss: 0.2159, grad_norm: 39.1359 +2022-03-11 01:42:09,511 - davarocr - INFO - Epoch [17][105/120] lr: 2.778e-05, eta: 0:36:53, time: 0.525, data_time: 0.010, memory: 5067, loss_crf: 0.0414, loss: 0.0414, grad_norm: 25.4715 +2022-03-11 01:42:11,992 - davarocr - INFO - Epoch [17][110/120] lr: 2.778e-05, eta: 0:36:49, time: 0.496, data_time: 0.012, memory: 5067, loss_crf: 0.2544, loss: 0.2544, grad_norm: 17.1661 +2022-03-11 01:42:14,480 - davarocr - INFO - Epoch [17][115/120] lr: 2.778e-05, eta: 0:36:46, time: 0.497, data_time: 0.009, memory: 5067, loss_crf: 0.0776, loss: 0.0776, grad_norm: 7.4549 +2022-03-11 01:42:16,966 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:42:16,966 - davarocr - INFO - Epoch [17][120/120] lr: 2.778e-05, eta: 0:36:43, time: 0.497, data_time: 0.013, memory: 5067, loss_crf: 0.0884, loss: 0.0884, grad_norm: 8.9981 +2022-03-11 01:42:24,816 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:42:24,816 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:42:24,816 - davarocr - INFO - Epoch(val) [17][120] NAME: {'precision': 1.0, 'recall': 0.9910714285714286, 'f1-score': 0.9955156950672646}, PRO: {'precision': 0.9411764705882353, 'recall': 0.9696969696969697, 'f1-score': 0.955223880597015}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9644736842105263, 'recall': 0.9494818652849741, 'f1-score': 0.9569190600522194}, ORG: {'precision': 0.9410714285714286, 'recall': 0.9529837251356239, 'f1-score': 0.9469901168014375}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9612307692307692, 'recall': 0.9582822085889571, 'f1-score': 0.9597542242703533}, hmean: 0.9598 +2022-03-11 01:42:29,888 - davarocr - INFO - Epoch [18][5/120] lr: 2.703e-05, eta: 0:36:44, time: 1.012, data_time: 0.480, memory: 5067, loss_crf: 0.0043, loss: 0.0043, grad_norm: 2.2391 +2022-03-11 01:42:32,624 - davarocr - INFO - Epoch [18][10/120] lr: 2.703e-05, eta: 0:36:41, time: 0.547, data_time: 0.009, memory: 5067, loss_crf: 0.0164, loss: 0.0164, grad_norm: 8.2295 +2022-03-11 01:42:35,432 - davarocr - INFO - Epoch [18][15/120] lr: 2.703e-05, eta: 0:36:39, time: 0.562, data_time: 0.008, memory: 5067, loss_crf: 0.0125, loss: 0.0125, grad_norm: 7.1959 +2022-03-11 01:42:38,184 - davarocr - INFO - Epoch [18][20/120] lr: 2.703e-05, eta: 0:36:36, time: 0.550, data_time: 0.006, memory: 5067, loss_crf: 0.0157, loss: 0.0157, grad_norm: 6.6674 +2022-03-11 01:42:41,049 - davarocr - INFO - Epoch [18][25/120] lr: 2.703e-05, eta: 0:36:33, time: 0.573, data_time: 0.009, memory: 5067, loss_crf: 0.3097, loss: 0.3097, grad_norm: 18.7289 +2022-03-11 01:42:43,750 - davarocr - INFO - Epoch [18][30/120] lr: 2.703e-05, eta: 0:36:30, time: 0.541, data_time: 0.007, memory: 5067, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.1364 +2022-03-11 01:42:46,257 - davarocr - INFO - Epoch [18][35/120] lr: 2.703e-05, eta: 0:36:27, time: 0.502, data_time: 0.006, memory: 5067, loss_crf: 0.0077, loss: 0.0077, grad_norm: 9.7386 +2022-03-11 01:42:48,780 - davarocr - INFO - Epoch [18][40/120] lr: 2.703e-05, eta: 0:36:24, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.0621, loss: 0.0621, grad_norm: 9.0647 +2022-03-11 01:42:51,290 - davarocr - INFO - Epoch [18][45/120] lr: 2.703e-05, eta: 0:36:20, time: 0.502, data_time: 0.010, memory: 5067, loss_crf: 0.1038, loss: 0.1038, grad_norm: 51.4754 +2022-03-11 01:42:54,155 - davarocr - INFO - Epoch [18][50/120] lr: 2.703e-05, eta: 0:36:18, time: 0.573, data_time: 0.006, memory: 5067, loss_crf: 0.0091, loss: 0.0091, grad_norm: 6.1649 +2022-03-11 01:42:56,848 - davarocr - INFO - Epoch [18][55/120] lr: 2.703e-05, eta: 0:36:15, time: 0.539, data_time: 0.006, memory: 5067, loss_crf: 0.0225, loss: 0.0225, grad_norm: 1.8389 +2022-03-11 01:42:59,348 - davarocr - INFO - Epoch [18][60/120] lr: 2.703e-05, eta: 0:36:11, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.3048, loss: 0.3048, grad_norm: 60.8977 +2022-03-11 01:43:02,012 - davarocr - INFO - Epoch [18][65/120] lr: 2.703e-05, eta: 0:36:08, time: 0.533, data_time: 0.006, memory: 5067, loss_crf: 0.1205, loss: 0.1205, grad_norm: 39.1616 +2022-03-11 01:43:04,532 - davarocr - INFO - Epoch [18][70/120] lr: 2.703e-05, eta: 0:36:05, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.0039, loss: 0.0039, grad_norm: 0.7171 +2022-03-11 01:43:07,298 - davarocr - INFO - Epoch [18][75/120] lr: 2.703e-05, eta: 0:36:02, time: 0.553, data_time: 0.007, memory: 5067, loss_crf: 0.0491, loss: 0.0491, grad_norm: 17.2848 +2022-03-11 01:43:09,926 - davarocr - INFO - Epoch [18][80/120] lr: 2.703e-05, eta: 0:35:59, time: 0.526, data_time: 0.008, memory: 5067, loss_crf: 0.0109, loss: 0.0109, grad_norm: 5.2368 +2022-03-11 01:43:12,710 - davarocr - INFO - Epoch [18][85/120] lr: 2.703e-05, eta: 0:35:56, time: 0.555, data_time: 0.008, memory: 5067, loss_crf: 0.0343, loss: 0.0343, grad_norm: 18.2000 +2022-03-11 01:43:15,337 - davarocr - INFO - Epoch [18][90/120] lr: 2.703e-05, eta: 0:35:53, time: 0.528, data_time: 0.009, memory: 5067, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.5165 +2022-03-11 01:43:18,115 - davarocr - INFO - Epoch [18][95/120] lr: 2.703e-05, eta: 0:35:51, time: 0.555, data_time: 0.010, memory: 5067, loss_crf: 0.0086, loss: 0.0086, grad_norm: 31.6306 +2022-03-11 01:43:20,639 - davarocr - INFO - Epoch [18][100/120] lr: 2.703e-05, eta: 0:35:47, time: 0.506, data_time: 0.009, memory: 5067, loss_crf: 0.0346, loss: 0.0346, grad_norm: 14.8293 +2022-03-11 01:43:23,156 - davarocr - INFO - Epoch [18][105/120] lr: 2.703e-05, eta: 0:35:44, time: 0.503, data_time: 0.009, memory: 5067, loss_crf: 0.0746, loss: 0.0746, grad_norm: 43.3110 +2022-03-11 01:43:25,714 - davarocr - INFO - Epoch [18][110/120] lr: 2.703e-05, eta: 0:35:41, time: 0.512, data_time: 0.007, memory: 5067, loss_crf: 0.3882, loss: 0.3882, grad_norm: 41.7227 +2022-03-11 01:43:28,379 - davarocr - INFO - Epoch [18][115/120] lr: 2.703e-05, eta: 0:35:38, time: 0.533, data_time: 0.008, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.5530 +2022-03-11 01:43:30,898 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:43:30,899 - davarocr - INFO - Epoch [18][120/120] lr: 2.703e-05, eta: 0:35:35, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.3854, loss: 0.3854, grad_norm: 43.6589 +2022-03-11 01:43:39,131 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:43:39,131 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:43:39,132 - davarocr - INFO - Epoch(val) [18][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9631093544137023, 'recall': 0.9468911917098446, 'f1-score': 0.9549314173742652}, ORG: {'precision': 0.9368421052631579, 'recall': 0.9656419529837251, 'f1-score': 0.9510240427426536}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9578754578754579, 'recall': 0.9625766871165644, 'f1-score': 0.9602203182374541}, hmean: 0.9602 +2022-03-11 01:43:44,329 - davarocr - INFO - Epoch [19][5/120] lr: 2.632e-05, eta: 0:35:36, time: 1.039, data_time: 0.470, memory: 5067, loss_crf: 0.0838, loss: 0.0838, grad_norm: 5.4513 +2022-03-11 01:43:47,302 - davarocr - INFO - Epoch [19][10/120] lr: 2.632e-05, eta: 0:35:34, time: 0.595, data_time: 0.005, memory: 5067, loss_crf: 0.1283, loss: 0.1283, grad_norm: 31.4679 +2022-03-11 01:43:50,296 - davarocr - INFO - Epoch [19][15/120] lr: 2.632e-05, eta: 0:35:31, time: 0.599, data_time: 0.006, memory: 5067, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.5700 +2022-03-11 01:43:53,162 - davarocr - INFO - Epoch [19][20/120] lr: 2.632e-05, eta: 0:35:29, time: 0.573, data_time: 0.007, memory: 5067, loss_crf: 0.0027, loss: 0.0027, grad_norm: 7.2302 +2022-03-11 01:43:56,025 - davarocr - INFO - Epoch [19][25/120] lr: 2.632e-05, eta: 0:35:26, time: 0.572, data_time: 0.007, memory: 5067, loss_crf: 0.0729, loss: 0.0729, grad_norm: 39.8865 +2022-03-11 01:43:58,771 - davarocr - INFO - Epoch [19][30/120] lr: 2.632e-05, eta: 0:35:23, time: 0.549, data_time: 0.007, memory: 5067, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5991 +2022-03-11 01:44:01,320 - davarocr - INFO - Epoch [19][35/120] lr: 2.632e-05, eta: 0:35:20, time: 0.509, data_time: 0.008, memory: 5067, loss_crf: 0.0120, loss: 0.0120, grad_norm: 3.5665 +2022-03-11 01:44:03,801 - davarocr - INFO - Epoch [19][40/120] lr: 2.632e-05, eta: 0:35:17, time: 0.496, data_time: 0.009, memory: 5067, loss_crf: 0.0591, loss: 0.0591, grad_norm: 21.8168 +2022-03-11 01:44:06,305 - davarocr - INFO - Epoch [19][45/120] lr: 2.632e-05, eta: 0:35:13, time: 0.501, data_time: 0.011, memory: 5067, loss_crf: 0.0453, loss: 0.0453, grad_norm: 17.2665 +2022-03-11 01:44:08,795 - davarocr - INFO - Epoch [19][50/120] lr: 2.632e-05, eta: 0:35:10, time: 0.498, data_time: 0.009, memory: 5067, loss_crf: 0.3036, loss: 0.3036, grad_norm: 43.8129 +2022-03-11 01:44:11,280 - davarocr - INFO - Epoch [19][55/120] lr: 2.632e-05, eta: 0:35:07, time: 0.497, data_time: 0.009, memory: 5067, loss_crf: 0.0208, loss: 0.0208, grad_norm: 6.2945 +2022-03-11 01:44:13,941 - davarocr - INFO - Epoch [19][60/120] lr: 2.632e-05, eta: 0:35:04, time: 0.531, data_time: 0.009, memory: 5067, loss_crf: 0.0042, loss: 0.0042, grad_norm: 2.4826 +2022-03-11 01:44:16,693 - davarocr - INFO - Epoch [19][65/120] lr: 2.632e-05, eta: 0:35:01, time: 0.550, data_time: 0.009, memory: 5067, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.1157 +2022-03-11 01:44:19,344 - davarocr - INFO - Epoch [19][70/120] lr: 2.632e-05, eta: 0:34:58, time: 0.531, data_time: 0.009, memory: 5067, loss_crf: 0.0036, loss: 0.0036, grad_norm: 1.3747 +2022-03-11 01:44:22,054 - davarocr - INFO - Epoch [19][75/120] lr: 2.632e-05, eta: 0:34:55, time: 0.542, data_time: 0.009, memory: 5067, loss_crf: 0.0066, loss: 0.0066, grad_norm: 3.0452 +2022-03-11 01:44:24,545 - davarocr - INFO - Epoch [19][80/120] lr: 2.632e-05, eta: 0:34:52, time: 0.498, data_time: 0.009, memory: 5067, loss_crf: 0.4414, loss: 0.4414, grad_norm: 3.7501 +2022-03-11 01:44:27,044 - davarocr - INFO - Epoch [19][85/120] lr: 2.632e-05, eta: 0:34:48, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.0104, loss: 0.0104, grad_norm: 2.6683 +2022-03-11 01:44:29,576 - davarocr - INFO - Epoch [19][90/120] lr: 2.632e-05, eta: 0:34:45, time: 0.506, data_time: 0.007, memory: 5067, loss_crf: 0.1400, loss: 0.1400, grad_norm: 44.2170 +2022-03-11 01:44:32,223 - davarocr - INFO - Epoch [19][95/120] lr: 2.632e-05, eta: 0:34:42, time: 0.530, data_time: 0.008, memory: 5067, loss_crf: 0.0090, loss: 0.0090, grad_norm: 1.0140 +2022-03-11 01:44:34,910 - davarocr - INFO - Epoch [19][100/120] lr: 2.632e-05, eta: 0:34:39, time: 0.537, data_time: 0.008, memory: 5067, loss_crf: 0.0268, loss: 0.0268, grad_norm: 16.8820 +2022-03-11 01:44:37,864 - davarocr - INFO - Epoch [19][105/120] lr: 2.632e-05, eta: 0:34:37, time: 0.588, data_time: 0.010, memory: 5067, loss_crf: 0.1490, loss: 0.1490, grad_norm: 40.5549 +2022-03-11 01:44:40,496 - davarocr - INFO - Epoch [19][110/120] lr: 2.632e-05, eta: 0:34:34, time: 0.527, data_time: 0.010, memory: 5067, loss_crf: 0.1977, loss: 0.1977, grad_norm: 15.3506 +2022-03-11 01:44:42,995 - davarocr - INFO - Epoch [19][115/120] lr: 2.632e-05, eta: 0:34:31, time: 0.500, data_time: 0.010, memory: 5067, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.5065 +2022-03-11 01:44:45,620 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:44:45,620 - davarocr - INFO - Epoch [19][120/120] lr: 2.632e-05, eta: 0:34:27, time: 0.524, data_time: 0.010, memory: 5067, loss_crf: 0.1355, loss: 0.1355, grad_norm: 31.3868 +2022-03-11 01:44:53,976 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:44:53,977 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:44:53,977 - davarocr - INFO - Epoch(val) [19][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9671484888304862, 'recall': 0.9533678756476683, 'f1-score': 0.9602087410306589}, ORG: {'precision': 0.9389587073608617, 'recall': 0.945750452079566, 'f1-score': 0.9423423423423423}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9618461538461538, 'recall': 0.9588957055214724, 'f1-score': 0.96036866359447}, hmean: 0.9604 +2022-03-11 01:44:59,076 - davarocr - INFO - Epoch [20][5/120] lr: 2.564e-05, eta: 0:34:28, time: 1.019, data_time: 0.467, memory: 5067, loss_crf: 0.0446, loss: 0.0446, grad_norm: 6.2034 +2022-03-11 01:45:01,588 - davarocr - INFO - Epoch [20][10/120] lr: 2.564e-05, eta: 0:34:25, time: 0.502, data_time: 0.008, memory: 5067, loss_crf: 0.0190, loss: 0.0190, grad_norm: 13.1689 +2022-03-11 01:45:04,096 - davarocr - INFO - Epoch [20][15/120] lr: 2.564e-05, eta: 0:34:22, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 0.0038, loss: 0.0038, grad_norm: 2.2445 +2022-03-11 01:45:06,617 - davarocr - INFO - Epoch [20][20/120] lr: 2.564e-05, eta: 0:34:19, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.1369, loss: 0.1369, grad_norm: 32.0599 +2022-03-11 01:45:09,166 - davarocr - INFO - Epoch [20][25/120] lr: 2.564e-05, eta: 0:34:16, time: 0.510, data_time: 0.011, memory: 5067, loss_crf: 0.0195, loss: 0.0195, grad_norm: 4.1315 +2022-03-11 01:45:12,002 - davarocr - INFO - Epoch [20][30/120] lr: 2.564e-05, eta: 0:34:13, time: 0.566, data_time: 0.009, memory: 5067, loss_crf: 0.0445, loss: 0.0445, grad_norm: 25.1894 +2022-03-11 01:45:14,732 - davarocr - INFO - Epoch [20][35/120] lr: 2.564e-05, eta: 0:34:10, time: 0.547, data_time: 0.009, memory: 5067, loss_crf: 0.0061, loss: 0.0061, grad_norm: 2.8308 +2022-03-11 01:45:17,231 - davarocr - INFO - Epoch [20][40/120] lr: 2.564e-05, eta: 0:34:07, time: 0.500, data_time: 0.007, memory: 5067, loss_crf: 0.2518, loss: 0.2518, grad_norm: 20.3607 +2022-03-11 01:45:19,749 - davarocr - INFO - Epoch [20][45/120] lr: 2.564e-05, eta: 0:34:04, time: 0.504, data_time: 0.010, memory: 5067, loss_crf: 0.0067, loss: 0.0067, grad_norm: 3.4893 +2022-03-11 01:45:22,244 - davarocr - INFO - Epoch [20][50/120] lr: 2.564e-05, eta: 0:34:00, time: 0.499, data_time: 0.009, memory: 5067, loss_crf: 0.1842, loss: 0.1842, grad_norm: 5.3471 +2022-03-11 01:45:25,057 - davarocr - INFO - Epoch [20][55/120] lr: 2.564e-05, eta: 0:33:58, time: 0.563, data_time: 0.009, memory: 5067, loss_crf: 0.0102, loss: 0.0102, grad_norm: 3.6597 +2022-03-11 01:45:27,931 - davarocr - INFO - Epoch [20][60/120] lr: 2.564e-05, eta: 0:33:55, time: 0.575, data_time: 0.009, memory: 5067, loss_crf: 0.0085, loss: 0.0085, grad_norm: 2.3657 +2022-03-11 01:45:30,970 - davarocr - INFO - Epoch [20][65/120] lr: 2.564e-05, eta: 0:33:53, time: 0.608, data_time: 0.008, memory: 5067, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.8891 +2022-03-11 01:45:33,870 - davarocr - INFO - Epoch [20][70/120] lr: 2.564e-05, eta: 0:33:50, time: 0.580, data_time: 0.007, memory: 5067, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.6613 +2022-03-11 01:45:36,745 - davarocr - INFO - Epoch [20][75/120] lr: 2.564e-05, eta: 0:33:47, time: 0.575, data_time: 0.006, memory: 5067, loss_crf: 0.0536, loss: 0.0536, grad_norm: 14.1124 +2022-03-11 01:45:39,498 - davarocr - INFO - Epoch [20][80/120] lr: 2.564e-05, eta: 0:33:45, time: 0.550, data_time: 0.008, memory: 5067, loss_crf: 0.0151, loss: 0.0151, grad_norm: 8.0427 +2022-03-11 01:45:42,260 - davarocr - INFO - Epoch [20][85/120] lr: 2.564e-05, eta: 0:33:42, time: 0.553, data_time: 0.008, memory: 5067, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.7929 +2022-03-11 01:45:45,032 - davarocr - INFO - Epoch [20][90/120] lr: 2.564e-05, eta: 0:33:39, time: 0.554, data_time: 0.010, memory: 5067, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.1576 +2022-03-11 01:45:47,549 - davarocr - INFO - Epoch [20][95/120] lr: 2.564e-05, eta: 0:33:36, time: 0.503, data_time: 0.007, memory: 5067, loss_crf: 0.0292, loss: 0.0292, grad_norm: 17.8322 +2022-03-11 01:45:50,069 - davarocr - INFO - Epoch [20][100/120] lr: 2.564e-05, eta: 0:33:33, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 0.0205, loss: 0.0205, grad_norm: 10.6064 +2022-03-11 01:45:52,549 - davarocr - INFO - Epoch [20][105/120] lr: 2.564e-05, eta: 0:33:29, time: 0.496, data_time: 0.010, memory: 5067, loss_crf: 0.0393, loss: 0.0393, grad_norm: 19.2057 +2022-03-11 01:45:55,041 - davarocr - INFO - Epoch [20][110/120] lr: 2.564e-05, eta: 0:33:26, time: 0.498, data_time: 0.012, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.7416 +2022-03-11 01:45:57,533 - davarocr - INFO - Epoch [20][115/120] lr: 2.564e-05, eta: 0:33:23, time: 0.499, data_time: 0.010, memory: 5067, loss_crf: 0.0744, loss: 0.0744, grad_norm: 15.6019 +2022-03-11 01:46:00,039 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:46:00,039 - davarocr - INFO - Epoch [20][120/120] lr: 2.564e-05, eta: 0:33:20, time: 0.501, data_time: 0.011, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.0411 +2022-03-11 01:46:08,854 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:46:08,854 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:46:08,855 - davarocr - INFO - Epoch(val) [20][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9682119205298013, 'recall': 0.9468911917098446, 'f1-score': 0.9574328749181402}, ORG: {'precision': 0.9422382671480144, 'recall': 0.9439421338155516, 'f1-score': 0.9430894308943091}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9622758194186766, 'recall': 0.9546012269938651, 'f1-score': 0.9584231598398522}, hmean: 0.9584 +2022-03-11 01:46:13,986 - davarocr - INFO - Epoch [21][5/120] lr: 2.500e-05, eta: 0:33:20, time: 1.026, data_time: 0.482, memory: 5067, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.4822 +2022-03-11 01:46:16,492 - davarocr - INFO - Epoch [21][10/120] lr: 2.500e-05, eta: 0:33:17, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 0.0176, loss: 0.0176, grad_norm: 6.0008 +2022-03-11 01:46:19,165 - davarocr - INFO - Epoch [21][15/120] lr: 2.500e-05, eta: 0:33:14, time: 0.534, data_time: 0.009, memory: 5067, loss_crf: 0.3117, loss: 0.3117, grad_norm: 58.6019 +2022-03-11 01:46:21,858 - davarocr - INFO - Epoch [21][20/120] lr: 2.500e-05, eta: 0:33:11, time: 0.539, data_time: 0.009, memory: 5067, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5530 +2022-03-11 01:46:24,707 - davarocr - INFO - Epoch [21][25/120] lr: 2.500e-05, eta: 0:33:09, time: 0.570, data_time: 0.010, memory: 5067, loss_crf: 0.0257, loss: 0.0257, grad_norm: 3.1598 +2022-03-11 01:46:27,384 - davarocr - INFO - Epoch [21][30/120] lr: 2.500e-05, eta: 0:33:06, time: 0.535, data_time: 0.009, memory: 5067, loss_crf: 0.0213, loss: 0.0213, grad_norm: 1.8715 +2022-03-11 01:46:30,243 - davarocr - INFO - Epoch [21][35/120] lr: 2.500e-05, eta: 0:33:03, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 0.0699, loss: 0.0699, grad_norm: 22.3220 +2022-03-11 01:46:32,787 - davarocr - INFO - Epoch [21][40/120] lr: 2.500e-05, eta: 0:33:00, time: 0.509, data_time: 0.009, memory: 5067, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.9303 +2022-03-11 01:46:35,347 - davarocr - INFO - Epoch [21][45/120] lr: 2.500e-05, eta: 0:32:57, time: 0.512, data_time: 0.012, memory: 5067, loss_crf: 0.0805, loss: 0.0805, grad_norm: 33.6177 +2022-03-11 01:46:37,901 - davarocr - INFO - Epoch [21][50/120] lr: 2.500e-05, eta: 0:32:54, time: 0.511, data_time: 0.012, memory: 5067, loss_crf: 0.0207, loss: 0.0207, grad_norm: 4.9928 +2022-03-11 01:46:40,657 - davarocr - INFO - Epoch [21][55/120] lr: 2.500e-05, eta: 0:32:51, time: 0.552, data_time: 0.009, memory: 5067, loss_crf: 0.0098, loss: 0.0098, grad_norm: 4.8933 +2022-03-11 01:46:43,194 - davarocr - INFO - Epoch [21][60/120] lr: 2.500e-05, eta: 0:32:48, time: 0.507, data_time: 0.012, memory: 5067, loss_crf: 0.0059, loss: 0.0059, grad_norm: 6.1698 +2022-03-11 01:46:45,726 - davarocr - INFO - Epoch [21][65/120] lr: 2.500e-05, eta: 0:32:45, time: 0.507, data_time: 0.007, memory: 5067, loss_crf: 0.0191, loss: 0.0191, grad_norm: 11.7589 +2022-03-11 01:46:48,232 - davarocr - INFO - Epoch [21][70/120] lr: 2.500e-05, eta: 0:32:42, time: 0.501, data_time: 0.008, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5065 +2022-03-11 01:46:50,774 - davarocr - INFO - Epoch [21][75/120] lr: 2.500e-05, eta: 0:32:38, time: 0.509, data_time: 0.007, memory: 5067, loss_crf: 0.0111, loss: 0.0111, grad_norm: 4.0339 +2022-03-11 01:46:53,284 - davarocr - INFO - Epoch [21][80/120] lr: 2.500e-05, eta: 0:32:35, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5692 +2022-03-11 01:46:55,969 - davarocr - INFO - Epoch [21][85/120] lr: 2.500e-05, eta: 0:32:32, time: 0.537, data_time: 0.005, memory: 5067, loss_crf: 0.0175, loss: 0.0175, grad_norm: 8.9649 +2022-03-11 01:46:58,500 - davarocr - INFO - Epoch [21][90/120] lr: 2.500e-05, eta: 0:32:29, time: 0.506, data_time: 0.008, memory: 5067, loss_crf: 0.0118, loss: 0.0118, grad_norm: 1.1290 +2022-03-11 01:47:01,047 - davarocr - INFO - Epoch [21][95/120] lr: 2.500e-05, eta: 0:32:26, time: 0.509, data_time: 0.011, memory: 5067, loss_crf: 0.0490, loss: 0.0490, grad_norm: 12.7811 +2022-03-11 01:47:03,750 - davarocr - INFO - Epoch [21][100/120] lr: 2.500e-05, eta: 0:32:23, time: 0.540, data_time: 0.006, memory: 5067, loss_crf: 0.0229, loss: 0.0229, grad_norm: 9.6038 +2022-03-11 01:47:06,595 - davarocr - INFO - Epoch [21][105/120] lr: 2.500e-05, eta: 0:32:21, time: 0.569, data_time: 0.007, memory: 5067, loss_crf: 0.0185, loss: 0.0185, grad_norm: 2.7051 +2022-03-11 01:47:09,484 - davarocr - INFO - Epoch [21][110/120] lr: 2.500e-05, eta: 0:32:18, time: 0.579, data_time: 0.007, memory: 5067, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.0300 +2022-03-11 01:47:12,256 - davarocr - INFO - Epoch [21][115/120] lr: 2.500e-05, eta: 0:32:15, time: 0.554, data_time: 0.006, memory: 5067, loss_crf: 0.1829, loss: 0.1829, grad_norm: 26.9540 +2022-03-11 01:47:14,889 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:47:14,889 - davarocr - INFO - Epoch [21][120/120] lr: 2.500e-05, eta: 0:32:12, time: 0.527, data_time: 0.007, memory: 5067, loss_crf: 0.2528, loss: 0.2528, grad_norm: 30.7437 +2022-03-11 01:47:23,018 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:47:23,019 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:47:23,019 - davarocr - INFO - Epoch(val) [21][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9672346002621232, 'recall': 0.9559585492227979, 'f1-score': 0.9615635179153094}, ORG: {'precision': 0.9431616341030196, 'recall': 0.9602169981916817, 'f1-score': 0.9516129032258065}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9638480392156863, 'recall': 0.9650306748466257, 'f1-score': 0.964438994481913}, hmean: 0.9644 +2022-03-11 01:47:27,988 - davarocr - INFO - Epoch [22][5/120] lr: 2.439e-05, eta: 0:32:12, time: 0.989, data_time: 0.486, memory: 5067, loss_crf: 0.0327, loss: 0.0327, grad_norm: 11.2300 +2022-03-11 01:47:30,517 - davarocr - INFO - Epoch [22][10/120] lr: 2.439e-05, eta: 0:32:09, time: 0.506, data_time: 0.011, memory: 5067, loss_crf: 0.0383, loss: 0.0383, grad_norm: 8.4243 +2022-03-11 01:47:33,038 - davarocr - INFO - Epoch [22][15/120] lr: 2.439e-05, eta: 0:32:06, time: 0.504, data_time: 0.011, memory: 5067, loss_crf: 0.0346, loss: 0.0346, grad_norm: 44.9002 +2022-03-11 01:47:35,854 - davarocr - INFO - Epoch [22][20/120] lr: 2.439e-05, eta: 0:32:03, time: 0.566, data_time: 0.016, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7579 +2022-03-11 01:47:38,695 - davarocr - INFO - Epoch [22][25/120] lr: 2.439e-05, eta: 0:32:01, time: 0.569, data_time: 0.008, memory: 5067, loss_crf: 0.0066, loss: 0.0066, grad_norm: 1.8027 +2022-03-11 01:47:41,546 - davarocr - INFO - Epoch [22][30/120] lr: 2.439e-05, eta: 0:31:58, time: 0.570, data_time: 0.007, memory: 5067, loss_crf: 0.3473, loss: 0.3473, grad_norm: 10.6124 +2022-03-11 01:47:44,413 - davarocr - INFO - Epoch [22][35/120] lr: 2.439e-05, eta: 0:31:55, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 0.0712, loss: 0.0712, grad_norm: 25.4112 +2022-03-11 01:47:47,424 - davarocr - INFO - Epoch [22][40/120] lr: 2.439e-05, eta: 0:31:53, time: 0.602, data_time: 0.011, memory: 5067, loss_crf: 0.0147, loss: 0.0147, grad_norm: 6.9807 +2022-03-11 01:47:50,281 - davarocr - INFO - Epoch [22][45/120] lr: 2.439e-05, eta: 0:31:50, time: 0.571, data_time: 0.009, memory: 5067, loss_crf: 0.0733, loss: 0.0733, grad_norm: 12.1573 +2022-03-11 01:47:53,124 - davarocr - INFO - Epoch [22][50/120] lr: 2.439e-05, eta: 0:31:48, time: 0.569, data_time: 0.012, memory: 5067, loss_crf: 0.0075, loss: 0.0075, grad_norm: 5.4375 +2022-03-11 01:47:55,970 - davarocr - INFO - Epoch [22][55/120] lr: 2.439e-05, eta: 0:31:45, time: 0.569, data_time: 0.010, memory: 5067, loss_crf: 0.0283, loss: 0.0283, grad_norm: 9.3298 +2022-03-11 01:47:58,851 - davarocr - INFO - Epoch [22][60/120] lr: 2.439e-05, eta: 0:31:42, time: 0.577, data_time: 0.009, memory: 5067, loss_crf: 0.0756, loss: 0.0756, grad_norm: 5.4859 +2022-03-11 01:48:01,937 - davarocr - INFO - Epoch [22][65/120] lr: 2.439e-05, eta: 0:31:40, time: 0.618, data_time: 0.010, memory: 5067, loss_crf: 0.0078, loss: 0.0078, grad_norm: 5.0588 +2022-03-11 01:48:05,288 - davarocr - INFO - Epoch [22][70/120] lr: 2.439e-05, eta: 0:31:38, time: 0.670, data_time: 0.011, memory: 5067, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7044 +2022-03-11 01:48:08,145 - davarocr - INFO - Epoch [22][75/120] lr: 2.439e-05, eta: 0:31:35, time: 0.573, data_time: 0.012, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5563 +2022-03-11 01:48:11,149 - davarocr - INFO - Epoch [22][80/120] lr: 2.439e-05, eta: 0:31:33, time: 0.600, data_time: 0.009, memory: 5067, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7339 +2022-03-11 01:48:14,182 - davarocr - INFO - Epoch [22][85/120] lr: 2.439e-05, eta: 0:31:30, time: 0.605, data_time: 0.008, memory: 5067, loss_crf: 0.0406, loss: 0.0406, grad_norm: 11.4176 +2022-03-11 01:48:17,026 - davarocr - INFO - Epoch [22][90/120] lr: 2.439e-05, eta: 0:31:27, time: 0.570, data_time: 0.008, memory: 5067, loss_crf: 0.2691, loss: 0.2691, grad_norm: 40.1331 +2022-03-11 01:48:19,898 - davarocr - INFO - Epoch [22][95/120] lr: 2.439e-05, eta: 0:31:25, time: 0.570, data_time: 0.008, memory: 5067, loss_crf: 0.0161, loss: 0.0161, grad_norm: 14.4160 +2022-03-11 01:48:22,725 - davarocr - INFO - Epoch [22][100/120] lr: 2.439e-05, eta: 0:31:22, time: 0.567, data_time: 0.012, memory: 5067, loss_crf: 0.2178, loss: 0.2178, grad_norm: 8.4590 +2022-03-11 01:48:25,587 - davarocr - INFO - Epoch [22][105/120] lr: 2.439e-05, eta: 0:31:19, time: 0.572, data_time: 0.008, memory: 5067, loss_crf: 0.0159, loss: 0.0159, grad_norm: 4.5330 +2022-03-11 01:48:28,431 - davarocr - INFO - Epoch [22][110/120] lr: 2.439e-05, eta: 0:31:17, time: 0.572, data_time: 0.014, memory: 5067, loss_crf: 0.0972, loss: 0.0972, grad_norm: 15.0254 +2022-03-11 01:48:31,264 - davarocr - INFO - Epoch [22][115/120] lr: 2.439e-05, eta: 0:31:14, time: 0.567, data_time: 0.009, memory: 5067, loss_crf: 0.2102, loss: 0.2102, grad_norm: 35.1347 +2022-03-11 01:48:34,111 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:48:34,111 - davarocr - INFO - Epoch [22][120/120] lr: 2.439e-05, eta: 0:31:11, time: 0.569, data_time: 0.010, memory: 5067, loss_crf: 0.0046, loss: 0.0046, grad_norm: 1.5568 +2022-03-11 01:48:42,055 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:48:42,056 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:48:42,056 - davarocr - INFO - Epoch(val) [22][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9657894736842105, 'recall': 0.9507772020725389, 'f1-score': 0.9582245430809401}, ORG: {'precision': 0.9378330373001776, 'recall': 0.9547920433996383, 'f1-score': 0.9462365591397849}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9601471489883507, 'recall': 0.9607361963190184, 'f1-score': 0.9604415823367065}, hmean: 0.9604 +2022-03-11 01:48:47,087 - davarocr - INFO - Epoch [23][5/120] lr: 2.381e-05, eta: 0:31:11, time: 1.005, data_time: 0.490, memory: 5067, loss_crf: 0.0064, loss: 0.0064, grad_norm: 3.6627 +2022-03-11 01:48:49,612 - davarocr - INFO - Epoch [23][10/120] lr: 2.381e-05, eta: 0:31:08, time: 0.505, data_time: 0.007, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 3.7001 +2022-03-11 01:48:52,224 - davarocr - INFO - Epoch [23][15/120] lr: 2.381e-05, eta: 0:31:05, time: 0.522, data_time: 0.009, memory: 5067, loss_crf: 0.0233, loss: 0.0233, grad_norm: 3.0129 +2022-03-11 01:48:54,918 - davarocr - INFO - Epoch [23][20/120] lr: 2.381e-05, eta: 0:31:02, time: 0.539, data_time: 0.011, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.4585 +2022-03-11 01:48:57,781 - davarocr - INFO - Epoch [23][25/120] lr: 2.381e-05, eta: 0:31:00, time: 0.573, data_time: 0.010, memory: 5067, loss_crf: 0.0099, loss: 0.0099, grad_norm: 6.1547 +2022-03-11 01:49:01,146 - davarocr - INFO - Epoch [23][30/120] lr: 2.381e-05, eta: 0:30:57, time: 0.673, data_time: 0.007, memory: 5067, loss_crf: 0.1446, loss: 0.1446, grad_norm: 32.9942 +2022-03-11 01:49:04,369 - davarocr - INFO - Epoch [23][35/120] lr: 2.381e-05, eta: 0:30:55, time: 0.644, data_time: 0.008, memory: 5067, loss_crf: 0.0193, loss: 0.0193, grad_norm: 10.1734 +2022-03-11 01:49:07,406 - davarocr - INFO - Epoch [23][40/120] lr: 2.381e-05, eta: 0:30:53, time: 0.607, data_time: 0.010, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7170 +2022-03-11 01:49:09,941 - davarocr - INFO - Epoch [23][45/120] lr: 2.381e-05, eta: 0:30:50, time: 0.508, data_time: 0.009, memory: 5067, loss_crf: 0.0540, loss: 0.0540, grad_norm: 33.5459 +2022-03-11 01:49:12,565 - davarocr - INFO - Epoch [23][50/120] lr: 2.381e-05, eta: 0:30:47, time: 0.523, data_time: 0.006, memory: 5067, loss_crf: 0.0686, loss: 0.0686, grad_norm: 5.0360 +2022-03-11 01:49:15,321 - davarocr - INFO - Epoch [23][55/120] lr: 2.381e-05, eta: 0:30:44, time: 0.553, data_time: 0.008, memory: 5067, loss_crf: 0.0084, loss: 0.0084, grad_norm: 2.9063 +2022-03-11 01:49:17,954 - davarocr - INFO - Epoch [23][60/120] lr: 2.381e-05, eta: 0:30:41, time: 0.527, data_time: 0.010, memory: 5067, loss_crf: 0.0067, loss: 0.0067, grad_norm: 1.6394 +2022-03-11 01:49:20,458 - davarocr - INFO - Epoch [23][65/120] lr: 2.381e-05, eta: 0:30:38, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 0.0069, loss: 0.0069, grad_norm: 3.8451 +2022-03-11 01:49:22,956 - davarocr - INFO - Epoch [23][70/120] lr: 2.381e-05, eta: 0:30:35, time: 0.499, data_time: 0.009, memory: 5067, loss_crf: 0.0390, loss: 0.0390, grad_norm: 16.7395 +2022-03-11 01:49:25,447 - davarocr - INFO - Epoch [23][75/120] lr: 2.381e-05, eta: 0:30:31, time: 0.498, data_time: 0.009, memory: 5067, loss_crf: 0.4621, loss: 0.4621, grad_norm: 106.1916 +2022-03-11 01:49:28,253 - davarocr - INFO - Epoch [23][80/120] lr: 2.381e-05, eta: 0:30:29, time: 0.561, data_time: 0.008, memory: 5067, loss_crf: 0.1821, loss: 0.1821, grad_norm: 8.4868 +2022-03-11 01:49:30,867 - davarocr - INFO - Epoch [23][85/120] lr: 2.381e-05, eta: 0:30:26, time: 0.524, data_time: 0.009, memory: 5067, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.0676 +2022-03-11 01:49:33,500 - davarocr - INFO - Epoch [23][90/120] lr: 2.381e-05, eta: 0:30:23, time: 0.526, data_time: 0.008, memory: 5067, loss_crf: 0.0259, loss: 0.0259, grad_norm: 13.3340 +2022-03-11 01:49:36,025 - davarocr - INFO - Epoch [23][95/120] lr: 2.381e-05, eta: 0:30:20, time: 0.501, data_time: 0.008, memory: 5067, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.7871 +2022-03-11 01:49:38,537 - davarocr - INFO - Epoch [23][100/120] lr: 2.381e-05, eta: 0:30:16, time: 0.503, data_time: 0.009, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6551 +2022-03-11 01:49:41,034 - davarocr - INFO - Epoch [23][105/120] lr: 2.381e-05, eta: 0:30:13, time: 0.499, data_time: 0.008, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6208 +2022-03-11 01:49:43,692 - davarocr - INFO - Epoch [23][110/120] lr: 2.381e-05, eta: 0:30:10, time: 0.531, data_time: 0.009, memory: 5067, loss_crf: 0.0875, loss: 0.0875, grad_norm: 30.7194 +2022-03-11 01:49:46,514 - davarocr - INFO - Epoch [23][115/120] lr: 2.381e-05, eta: 0:30:08, time: 0.565, data_time: 0.011, memory: 5067, loss_crf: 0.0140, loss: 0.0140, grad_norm: 2.7463 +2022-03-11 01:49:49,274 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:49:49,275 - davarocr - INFO - Epoch [23][120/120] lr: 2.381e-05, eta: 0:30:05, time: 0.555, data_time: 0.011, memory: 5067, loss_crf: 0.1329, loss: 0.1329, grad_norm: 39.6247 +2022-03-11 01:49:57,589 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:49:57,589 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:49:57,590 - davarocr - INFO - Epoch(val) [23][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9645669291338582, 'recall': 0.9520725388601037, 'f1-score': 0.9582790091264669}, ORG: {'precision': 0.9373881932021467, 'recall': 0.9475587703435805, 'f1-score': 0.9424460431654677}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9606637984019668, 'recall': 0.9588957055214724, 'f1-score': 0.959778937672705}, hmean: 0.9598 +2022-03-11 01:50:02,785 - davarocr - INFO - Epoch [24][5/120] lr: 2.326e-05, eta: 0:30:05, time: 1.038, data_time: 0.463, memory: 5067, loss_crf: 0.0056, loss: 0.0056, grad_norm: 9.4731 +2022-03-11 01:50:05,295 - davarocr - INFO - Epoch [24][10/120] lr: 2.326e-05, eta: 0:30:02, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 0.0735, loss: 0.0735, grad_norm: 2.3259 +2022-03-11 01:50:07,797 - davarocr - INFO - Epoch [24][15/120] lr: 2.326e-05, eta: 0:29:59, time: 0.501, data_time: 0.011, memory: 5067, loss_crf: 0.2982, loss: 0.2982, grad_norm: 37.6343 +2022-03-11 01:50:10,426 - davarocr - INFO - Epoch [24][20/120] lr: 2.326e-05, eta: 0:29:56, time: 0.526, data_time: 0.009, memory: 5067, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.2551 +2022-03-11 01:50:12,945 - davarocr - INFO - Epoch [24][25/120] lr: 2.326e-05, eta: 0:29:52, time: 0.504, data_time: 0.006, memory: 5067, loss_crf: 0.0400, loss: 0.0400, grad_norm: 4.9237 +2022-03-11 01:50:15,434 - davarocr - INFO - Epoch [24][30/120] lr: 2.326e-05, eta: 0:29:49, time: 0.498, data_time: 0.007, memory: 5067, loss_crf: 0.1003, loss: 0.1003, grad_norm: 11.3766 +2022-03-11 01:50:17,948 - davarocr - INFO - Epoch [24][35/120] lr: 2.326e-05, eta: 0:29:46, time: 0.503, data_time: 0.008, memory: 5067, loss_crf: 0.4442, loss: 0.4442, grad_norm: 124.3453 +2022-03-11 01:50:20,682 - davarocr - INFO - Epoch [24][40/120] lr: 2.326e-05, eta: 0:29:43, time: 0.547, data_time: 0.006, memory: 5067, loss_crf: 0.0438, loss: 0.0438, grad_norm: 6.1635 +2022-03-11 01:50:23,185 - davarocr - INFO - Epoch [24][45/120] lr: 2.326e-05, eta: 0:29:40, time: 0.500, data_time: 0.007, memory: 5067, loss_crf: 0.0033, loss: 0.0033, grad_norm: 3.9835 +2022-03-11 01:50:25,682 - davarocr - INFO - Epoch [24][50/120] lr: 2.326e-05, eta: 0:29:37, time: 0.499, data_time: 0.006, memory: 5067, loss_crf: 0.1477, loss: 0.1477, grad_norm: 6.2825 +2022-03-11 01:50:28,197 - davarocr - INFO - Epoch [24][55/120] lr: 2.326e-05, eta: 0:29:34, time: 0.504, data_time: 0.006, memory: 5067, loss_crf: 0.0219, loss: 0.0219, grad_norm: 22.1343 +2022-03-11 01:50:30,742 - davarocr - INFO - Epoch [24][60/120] lr: 2.326e-05, eta: 0:29:31, time: 0.508, data_time: 0.006, memory: 5067, loss_crf: 0.0177, loss: 0.0177, grad_norm: 11.2619 +2022-03-11 01:50:33,251 - davarocr - INFO - Epoch [24][65/120] lr: 2.326e-05, eta: 0:29:28, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 0.0434, loss: 0.0434, grad_norm: 14.1261 +2022-03-11 01:50:35,825 - davarocr - INFO - Epoch [24][70/120] lr: 2.326e-05, eta: 0:29:25, time: 0.514, data_time: 0.011, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.2795 +2022-03-11 01:50:38,517 - davarocr - INFO - Epoch [24][75/120] lr: 2.326e-05, eta: 0:29:22, time: 0.539, data_time: 0.007, memory: 5067, loss_crf: 0.0044, loss: 0.0044, grad_norm: 1.2909 +2022-03-11 01:50:41,263 - davarocr - INFO - Epoch [24][80/120] lr: 2.326e-05, eta: 0:29:19, time: 0.549, data_time: 0.007, memory: 5067, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.9775 +2022-03-11 01:50:44,124 - davarocr - INFO - Epoch [24][85/120] lr: 2.326e-05, eta: 0:29:16, time: 0.570, data_time: 0.008, memory: 5067, loss_crf: 0.0348, loss: 0.0348, grad_norm: 7.4558 +2022-03-11 01:50:46,765 - davarocr - INFO - Epoch [24][90/120] lr: 2.326e-05, eta: 0:29:14, time: 0.528, data_time: 0.008, memory: 5067, loss_crf: 0.0091, loss: 0.0091, grad_norm: 3.1028 +2022-03-11 01:50:49,394 - davarocr - INFO - Epoch [24][95/120] lr: 2.326e-05, eta: 0:29:11, time: 0.526, data_time: 0.008, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5396 +2022-03-11 01:50:51,903 - davarocr - INFO - Epoch [24][100/120] lr: 2.326e-05, eta: 0:29:07, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.8105 +2022-03-11 01:50:54,409 - davarocr - INFO - Epoch [24][105/120] lr: 2.326e-05, eta: 0:29:04, time: 0.501, data_time: 0.009, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.1537 +2022-03-11 01:50:57,178 - davarocr - INFO - Epoch [24][110/120] lr: 2.326e-05, eta: 0:29:02, time: 0.554, data_time: 0.009, memory: 5067, loss_crf: 0.0029, loss: 0.0029, grad_norm: 1.3369 +2022-03-11 01:51:00,036 - davarocr - INFO - Epoch [24][115/120] lr: 2.326e-05, eta: 0:28:59, time: 0.575, data_time: 0.010, memory: 5067, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7646 +2022-03-11 01:51:02,859 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:51:02,859 - davarocr - INFO - Epoch [24][120/120] lr: 2.326e-05, eta: 0:28:56, time: 0.565, data_time: 0.010, memory: 5067, loss_crf: 0.0396, loss: 0.0396, grad_norm: 7.8902 +2022-03-11 01:51:10,790 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:51:10,791 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:51:10,791 - davarocr - INFO - Epoch(val) [24][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9671052631578947, 'recall': 0.9520725388601037, 'f1-score': 0.9595300261096605}, ORG: {'precision': 0.9412811387900356, 'recall': 0.9566003616636528, 'f1-score': 0.9488789237668162}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9625537139349294, 'recall': 0.9619631901840491, 'f1-score': 0.9622583614605708}, hmean: 0.9623 +2022-03-11 01:51:16,001 - davarocr - INFO - Epoch [25][5/120] lr: 2.273e-05, eta: 0:28:56, time: 1.038, data_time: 0.475, memory: 5067, loss_crf: 0.0909, loss: 0.0909, grad_norm: 8.1059 +2022-03-11 01:51:18,834 - davarocr - INFO - Epoch [25][10/120] lr: 2.273e-05, eta: 0:28:53, time: 0.566, data_time: 0.010, memory: 5067, loss_crf: 0.0064, loss: 0.0064, grad_norm: 2.9743 +2022-03-11 01:51:21,757 - davarocr - INFO - Epoch [25][15/120] lr: 2.273e-05, eta: 0:28:51, time: 0.585, data_time: 0.009, memory: 5067, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5592 +2022-03-11 01:51:24,648 - davarocr - INFO - Epoch [25][20/120] lr: 2.273e-05, eta: 0:28:48, time: 0.578, data_time: 0.011, memory: 5067, loss_crf: 0.0076, loss: 0.0076, grad_norm: 1.2756 +2022-03-11 01:51:27,576 - davarocr - INFO - Epoch [25][25/120] lr: 2.273e-05, eta: 0:28:45, time: 0.586, data_time: 0.009, memory: 5067, loss_crf: 0.0164, loss: 0.0164, grad_norm: 3.3230 +2022-03-11 01:51:30,500 - davarocr - INFO - Epoch [25][30/120] lr: 2.273e-05, eta: 0:28:43, time: 0.583, data_time: 0.010, memory: 5067, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.0170 +2022-03-11 01:51:33,619 - davarocr - INFO - Epoch [25][35/120] lr: 2.273e-05, eta: 0:28:40, time: 0.628, data_time: 0.010, memory: 5067, loss_crf: 0.0052, loss: 0.0052, grad_norm: 4.3395 +2022-03-11 01:51:36,715 - davarocr - INFO - Epoch [25][40/120] lr: 2.273e-05, eta: 0:28:38, time: 0.619, data_time: 0.006, memory: 5067, loss_crf: 0.1013, loss: 0.1013, grad_norm: 19.6725 +2022-03-11 01:51:40,036 - davarocr - INFO - Epoch [25][45/120] lr: 2.273e-05, eta: 0:28:36, time: 0.664, data_time: 0.007, memory: 5067, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.6446 +2022-03-11 01:51:43,238 - davarocr - INFO - Epoch [25][50/120] lr: 2.273e-05, eta: 0:28:33, time: 0.640, data_time: 0.009, memory: 5067, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.5783 +2022-03-11 01:51:46,138 - davarocr - INFO - Epoch [25][55/120] lr: 2.273e-05, eta: 0:28:31, time: 0.580, data_time: 0.007, memory: 5067, loss_crf: 0.0181, loss: 0.0181, grad_norm: 13.3901 +2022-03-11 01:51:49,215 - davarocr - INFO - Epoch [25][60/120] lr: 2.273e-05, eta: 0:28:28, time: 0.615, data_time: 0.007, memory: 5067, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.9635 +2022-03-11 01:51:52,148 - davarocr - INFO - Epoch [25][65/120] lr: 2.273e-05, eta: 0:28:25, time: 0.587, data_time: 0.008, memory: 5067, loss_crf: 0.1008, loss: 0.1008, grad_norm: 52.1069 +2022-03-11 01:51:54,971 - davarocr - INFO - Epoch [25][70/120] lr: 2.273e-05, eta: 0:28:23, time: 0.565, data_time: 0.007, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5516 +2022-03-11 01:51:57,824 - davarocr - INFO - Epoch [25][75/120] lr: 2.273e-05, eta: 0:28:20, time: 0.571, data_time: 0.006, memory: 5067, loss_crf: 0.0085, loss: 0.0085, grad_norm: 2.8155 +2022-03-11 01:52:00,688 - davarocr - INFO - Epoch [25][80/120] lr: 2.273e-05, eta: 0:28:17, time: 0.570, data_time: 0.006, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6249 +2022-03-11 01:52:03,685 - davarocr - INFO - Epoch [25][85/120] lr: 2.273e-05, eta: 0:28:15, time: 0.600, data_time: 0.011, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7311 +2022-03-11 01:52:06,525 - davarocr - INFO - Epoch [25][90/120] lr: 2.273e-05, eta: 0:28:12, time: 0.568, data_time: 0.011, memory: 5067, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7526 +2022-03-11 01:52:09,354 - davarocr - INFO - Epoch [25][95/120] lr: 2.273e-05, eta: 0:28:09, time: 0.566, data_time: 0.009, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.1383 +2022-03-11 01:52:12,187 - davarocr - INFO - Epoch [25][100/120] lr: 2.273e-05, eta: 0:28:06, time: 0.567, data_time: 0.011, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7279 +2022-03-11 01:52:15,027 - davarocr - INFO - Epoch [25][105/120] lr: 2.273e-05, eta: 0:28:04, time: 0.568, data_time: 0.010, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6849 +2022-03-11 01:52:17,863 - davarocr - INFO - Epoch [25][110/120] lr: 2.273e-05, eta: 0:28:01, time: 0.567, data_time: 0.011, memory: 5067, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.2488 +2022-03-11 01:52:20,719 - davarocr - INFO - Epoch [25][115/120] lr: 2.273e-05, eta: 0:27:58, time: 0.571, data_time: 0.010, memory: 5067, loss_crf: 0.0113, loss: 0.0113, grad_norm: 3.7851 +2022-03-11 01:52:23,534 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:52:23,534 - davarocr - INFO - Epoch [25][120/120] lr: 2.273e-05, eta: 0:27:55, time: 0.563, data_time: 0.009, memory: 5067, loss_crf: 0.0361, loss: 0.0361, grad_norm: 15.7197 +2022-03-11 01:52:32,533 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:52:32,534 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:52:32,535 - davarocr - INFO - Epoch(val) [25][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9671916010498688, 'recall': 0.9546632124352331, 'f1-score': 0.9608865710560626}, ORG: {'precision': 0.9358288770053476, 'recall': 0.9493670886075949, 'f1-score': 0.9425493716337522}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9613259668508287, 'recall': 0.9607361963190184, 'f1-score': 0.9610309911015649}, hmean: 0.9610 +2022-03-11 01:52:38,017 - davarocr - INFO - Epoch [26][5/120] lr: 2.222e-05, eta: 0:27:55, time: 1.095, data_time: 0.487, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.6270 +2022-03-11 01:52:41,285 - davarocr - INFO - Epoch [26][10/120] lr: 2.222e-05, eta: 0:27:53, time: 0.653, data_time: 0.011, memory: 5067, loss_crf: 0.0060, loss: 0.0060, grad_norm: 3.2609 +2022-03-11 01:52:44,230 - davarocr - INFO - Epoch [26][15/120] lr: 2.222e-05, eta: 0:27:50, time: 0.589, data_time: 0.008, memory: 5067, loss_crf: 0.0211, loss: 0.0211, grad_norm: 2.6553 +2022-03-11 01:52:47,307 - davarocr - INFO - Epoch [26][20/120] lr: 2.222e-05, eta: 0:27:48, time: 0.616, data_time: 0.006, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.7155 +2022-03-11 01:52:50,154 - davarocr - INFO - Epoch [26][25/120] lr: 2.222e-05, eta: 0:27:45, time: 0.570, data_time: 0.008, memory: 5067, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.9814 +2022-03-11 01:52:53,006 - davarocr - INFO - Epoch [26][30/120] lr: 2.222e-05, eta: 0:27:42, time: 0.571, data_time: 0.006, memory: 5067, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.1437 +2022-03-11 01:52:55,845 - davarocr - INFO - Epoch [26][35/120] lr: 2.222e-05, eta: 0:27:39, time: 0.567, data_time: 0.006, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6836 +2022-03-11 01:52:58,944 - davarocr - INFO - Epoch [26][40/120] lr: 2.222e-05, eta: 0:27:37, time: 0.620, data_time: 0.011, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6841 +2022-03-11 01:53:01,906 - davarocr - INFO - Epoch [26][45/120] lr: 2.222e-05, eta: 0:27:34, time: 0.592, data_time: 0.009, memory: 5067, loss_crf: 0.0462, loss: 0.0462, grad_norm: 46.4944 +2022-03-11 01:53:04,857 - davarocr - INFO - Epoch [26][50/120] lr: 2.222e-05, eta: 0:27:32, time: 0.591, data_time: 0.007, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.0679 +2022-03-11 01:53:07,806 - davarocr - INFO - Epoch [26][55/120] lr: 2.222e-05, eta: 0:27:29, time: 0.590, data_time: 0.009, memory: 5067, loss_crf: 0.1419, loss: 0.1419, grad_norm: 3.7403 +2022-03-11 01:53:10,772 - davarocr - INFO - Epoch [26][60/120] lr: 2.222e-05, eta: 0:27:26, time: 0.593, data_time: 0.007, memory: 5067, loss_crf: 0.0580, loss: 0.0580, grad_norm: 5.2657 +2022-03-11 01:53:13,686 - davarocr - INFO - Epoch [26][65/120] lr: 2.222e-05, eta: 0:27:24, time: 0.583, data_time: 0.007, memory: 5067, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.5908 +2022-03-11 01:53:16,541 - davarocr - INFO - Epoch [26][70/120] lr: 2.222e-05, eta: 0:27:21, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7804 +2022-03-11 01:53:19,410 - davarocr - INFO - Epoch [26][75/120] lr: 2.222e-05, eta: 0:27:18, time: 0.574, data_time: 0.008, memory: 5067, loss_crf: 0.1148, loss: 0.1148, grad_norm: 8.8344 +2022-03-11 01:53:22,291 - davarocr - INFO - Epoch [26][80/120] lr: 2.222e-05, eta: 0:27:15, time: 0.576, data_time: 0.008, memory: 5067, loss_crf: 0.0842, loss: 0.0842, grad_norm: 8.0902 +2022-03-11 01:53:25,315 - davarocr - INFO - Epoch [26][85/120] lr: 2.222e-05, eta: 0:27:13, time: 0.605, data_time: 0.006, memory: 5067, loss_crf: 0.0415, loss: 0.0415, grad_norm: 15.3728 +2022-03-11 01:53:28,491 - davarocr - INFO - Epoch [26][90/120] lr: 2.222e-05, eta: 0:27:10, time: 0.635, data_time: 0.009, memory: 5067, loss_crf: 0.0103, loss: 0.0103, grad_norm: 1.8477 +2022-03-11 01:53:31,619 - davarocr - INFO - Epoch [26][95/120] lr: 2.222e-05, eta: 0:27:08, time: 0.625, data_time: 0.006, memory: 5067, loss_crf: 0.0029, loss: 0.0029, grad_norm: 1.9819 +2022-03-11 01:53:34,681 - davarocr - INFO - Epoch [26][100/120] lr: 2.222e-05, eta: 0:27:05, time: 0.612, data_time: 0.009, memory: 5067, loss_crf: 0.4031, loss: 0.4031, grad_norm: 32.4328 +2022-03-11 01:53:37,569 - davarocr - INFO - Epoch [26][105/120] lr: 2.222e-05, eta: 0:27:03, time: 0.577, data_time: 0.005, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.4794 +2022-03-11 01:53:40,525 - davarocr - INFO - Epoch [26][110/120] lr: 2.222e-05, eta: 0:27:00, time: 0.591, data_time: 0.010, memory: 5067, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.6825 +2022-03-11 01:53:43,026 - davarocr - INFO - Epoch [26][115/120] lr: 2.222e-05, eta: 0:26:57, time: 0.500, data_time: 0.010, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7986 +2022-03-11 01:53:45,522 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:53:45,522 - davarocr - INFO - Epoch [26][120/120] lr: 2.222e-05, eta: 0:26:54, time: 0.499, data_time: 0.006, memory: 5067, loss_crf: 0.0406, loss: 0.0406, grad_norm: 26.2710 +2022-03-11 01:53:53,139 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:53:53,140 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:53:53,140 - davarocr - INFO - Epoch(val) [26][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9581151832460733, 'recall': 0.9481865284974094, 'f1-score': 0.953125}, ORG: {'precision': 0.9294532627865961, 'recall': 0.9529837251356239, 'f1-score': 0.9410714285714286}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9542124542124543, 'recall': 0.9588957055214724, 'f1-score': 0.956548347613219}, hmean: 0.9565 +2022-03-11 01:53:58,428 - davarocr - INFO - Epoch [27][5/120] lr: 2.174e-05, eta: 0:26:53, time: 1.057, data_time: 0.476, memory: 5067, loss_crf: 0.0185, loss: 0.0185, grad_norm: 13.6557 +2022-03-11 01:54:01,171 - davarocr - INFO - Epoch [27][10/120] lr: 2.174e-05, eta: 0:26:50, time: 0.547, data_time: 0.007, memory: 5067, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.0487 +2022-03-11 01:54:03,696 - davarocr - INFO - Epoch [27][15/120] lr: 2.174e-05, eta: 0:26:47, time: 0.506, data_time: 0.008, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6533 +2022-03-11 01:54:06,219 - davarocr - INFO - Epoch [27][20/120] lr: 2.174e-05, eta: 0:26:44, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6129 +2022-03-11 01:54:08,724 - davarocr - INFO - Epoch [27][25/120] lr: 2.174e-05, eta: 0:26:41, time: 0.501, data_time: 0.009, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6127 +2022-03-11 01:54:11,228 - davarocr - INFO - Epoch [27][30/120] lr: 2.174e-05, eta: 0:26:38, time: 0.501, data_time: 0.008, memory: 5067, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.1826 +2022-03-11 01:54:13,735 - davarocr - INFO - Epoch [27][35/120] lr: 2.174e-05, eta: 0:26:35, time: 0.501, data_time: 0.008, memory: 5067, loss_crf: 0.0643, loss: 0.0643, grad_norm: 8.4390 +2022-03-11 01:54:16,233 - davarocr - INFO - Epoch [27][40/120] lr: 2.174e-05, eta: 0:26:32, time: 0.499, data_time: 0.010, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.9670 +2022-03-11 01:54:19,139 - davarocr - INFO - Epoch [27][45/120] lr: 2.174e-05, eta: 0:26:29, time: 0.580, data_time: 0.006, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5277 +2022-03-11 01:54:22,294 - davarocr - INFO - Epoch [27][50/120] lr: 2.174e-05, eta: 0:26:27, time: 0.628, data_time: 0.010, memory: 5067, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.7132 +2022-03-11 01:54:25,047 - davarocr - INFO - Epoch [27][55/120] lr: 2.174e-05, eta: 0:26:24, time: 0.551, data_time: 0.012, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5293 +2022-03-11 01:54:27,972 - davarocr - INFO - Epoch [27][60/120] lr: 2.174e-05, eta: 0:26:21, time: 0.585, data_time: 0.012, memory: 5067, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.6167 +2022-03-11 01:54:30,735 - davarocr - INFO - Epoch [27][65/120] lr: 2.174e-05, eta: 0:26:18, time: 0.553, data_time: 0.012, memory: 5067, loss_crf: 0.0523, loss: 0.0523, grad_norm: 33.8388 +2022-03-11 01:54:33,635 - davarocr - INFO - Epoch [27][70/120] lr: 2.174e-05, eta: 0:26:16, time: 0.580, data_time: 0.011, memory: 5067, loss_crf: 0.0284, loss: 0.0284, grad_norm: 7.8816 +2022-03-11 01:54:36,443 - davarocr - INFO - Epoch [27][75/120] lr: 2.174e-05, eta: 0:26:13, time: 0.566, data_time: 0.014, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5844 +2022-03-11 01:54:39,353 - davarocr - INFO - Epoch [27][80/120] lr: 2.174e-05, eta: 0:26:10, time: 0.582, data_time: 0.007, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6192 +2022-03-11 01:54:42,262 - davarocr - INFO - Epoch [27][85/120] lr: 2.174e-05, eta: 0:26:07, time: 0.581, data_time: 0.007, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8924 +2022-03-11 01:54:45,160 - davarocr - INFO - Epoch [27][90/120] lr: 2.174e-05, eta: 0:26:05, time: 0.580, data_time: 0.008, memory: 5067, loss_crf: 0.0041, loss: 0.0041, grad_norm: 2.1012 +2022-03-11 01:54:48,137 - davarocr - INFO - Epoch [27][95/120] lr: 2.174e-05, eta: 0:26:02, time: 0.595, data_time: 0.008, memory: 5067, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.4023 +2022-03-11 01:54:50,960 - davarocr - INFO - Epoch [27][100/120] lr: 2.174e-05, eta: 0:25:59, time: 0.565, data_time: 0.007, memory: 5067, loss_crf: 0.2671, loss: 0.2671, grad_norm: 54.3126 +2022-03-11 01:54:53,797 - davarocr - INFO - Epoch [27][105/120] lr: 2.174e-05, eta: 0:25:56, time: 0.567, data_time: 0.007, memory: 5067, loss_crf: 0.0039, loss: 0.0039, grad_norm: 3.0279 +2022-03-11 01:54:56,648 - davarocr - INFO - Epoch [27][110/120] lr: 2.174e-05, eta: 0:25:54, time: 0.571, data_time: 0.007, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6138 +2022-03-11 01:54:59,513 - davarocr - INFO - Epoch [27][115/120] lr: 2.174e-05, eta: 0:25:51, time: 0.573, data_time: 0.007, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6098 +2022-03-11 01:55:02,346 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:55:02,346 - davarocr - INFO - Epoch [27][120/120] lr: 2.174e-05, eta: 0:25:48, time: 0.567, data_time: 0.008, memory: 5067, loss_crf: 0.0485, loss: 0.0485, grad_norm: 6.0912 +2022-03-11 01:55:10,310 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:55:10,311 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:55:10,311 - davarocr - INFO - Epoch(val) [27][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9670184696569921, 'recall': 0.9494818652849741, 'f1-score': 0.9581699346405229}, ORG: {'precision': 0.9376114081996435, 'recall': 0.9511754068716094, 'f1-score': 0.9443447037701975}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9618461538461538, 'recall': 0.9588957055214724, 'f1-score': 0.96036866359447}, hmean: 0.9604 +2022-03-11 01:55:15,568 - davarocr - INFO - Epoch [28][5/120] lr: 2.128e-05, eta: 0:25:47, time: 1.048, data_time: 0.475, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.8281 +2022-03-11 01:55:18,894 - davarocr - INFO - Epoch [28][10/120] lr: 2.128e-05, eta: 0:25:45, time: 0.665, data_time: 0.008, memory: 5067, loss_crf: 0.4469, loss: 0.4469, grad_norm: 16.5773 +2022-03-11 01:55:21,934 - davarocr - INFO - Epoch [28][15/120] lr: 2.128e-05, eta: 0:25:42, time: 0.607, data_time: 0.008, memory: 5067, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.1782 +2022-03-11 01:55:24,989 - davarocr - INFO - Epoch [28][20/120] lr: 2.128e-05, eta: 0:25:40, time: 0.611, data_time: 0.009, memory: 5067, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.6164 +2022-03-11 01:55:27,970 - davarocr - INFO - Epoch [28][25/120] lr: 2.128e-05, eta: 0:25:37, time: 0.596, data_time: 0.009, memory: 5067, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.7284 +2022-03-11 01:55:30,969 - davarocr - INFO - Epoch [28][30/120] lr: 2.128e-05, eta: 0:25:35, time: 0.600, data_time: 0.012, memory: 5067, loss_crf: 0.0593, loss: 0.0593, grad_norm: 3.1307 +2022-03-11 01:55:33,818 - davarocr - INFO - Epoch [28][35/120] lr: 2.128e-05, eta: 0:25:32, time: 0.572, data_time: 0.014, memory: 5067, loss_crf: 0.0696, loss: 0.0696, grad_norm: 11.0256 +2022-03-11 01:55:36,742 - davarocr - INFO - Epoch [28][40/120] lr: 2.128e-05, eta: 0:25:29, time: 0.586, data_time: 0.011, memory: 5067, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.1456 +2022-03-11 01:55:39,681 - davarocr - INFO - Epoch [28][45/120] lr: 2.128e-05, eta: 0:25:26, time: 0.586, data_time: 0.009, memory: 5067, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.8609 +2022-03-11 01:55:42,766 - davarocr - INFO - Epoch [28][50/120] lr: 2.128e-05, eta: 0:25:24, time: 0.619, data_time: 0.013, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.8867 +2022-03-11 01:55:45,683 - davarocr - INFO - Epoch [28][55/120] lr: 2.128e-05, eta: 0:25:21, time: 0.583, data_time: 0.009, memory: 5067, loss_crf: 0.0294, loss: 0.0294, grad_norm: 19.3232 +2022-03-11 01:55:48,489 - davarocr - INFO - Epoch [28][60/120] lr: 2.128e-05, eta: 0:25:18, time: 0.561, data_time: 0.008, memory: 5067, loss_crf: 0.0413, loss: 0.0413, grad_norm: 25.0342 +2022-03-11 01:55:51,323 - davarocr - INFO - Epoch [28][65/120] lr: 2.128e-05, eta: 0:25:15, time: 0.567, data_time: 0.010, memory: 5067, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.5070 +2022-03-11 01:55:54,165 - davarocr - INFO - Epoch [28][70/120] lr: 2.128e-05, eta: 0:25:13, time: 0.568, data_time: 0.010, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6269 +2022-03-11 01:55:57,026 - davarocr - INFO - Epoch [28][75/120] lr: 2.128e-05, eta: 0:25:10, time: 0.572, data_time: 0.010, memory: 5067, loss_crf: 0.1610, loss: 0.1610, grad_norm: 26.0549 +2022-03-11 01:55:59,868 - davarocr - INFO - Epoch [28][80/120] lr: 2.128e-05, eta: 0:25:07, time: 0.568, data_time: 0.007, memory: 5067, loss_crf: 0.0032, loss: 0.0032, grad_norm: 2.1171 +2022-03-11 01:56:02,682 - davarocr - INFO - Epoch [28][85/120] lr: 2.128e-05, eta: 0:25:04, time: 0.564, data_time: 0.011, memory: 5067, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.1577 +2022-03-11 01:56:05,529 - davarocr - INFO - Epoch [28][90/120] lr: 2.128e-05, eta: 0:25:01, time: 0.569, data_time: 0.009, memory: 5067, loss_crf: 0.0783, loss: 0.0783, grad_norm: 8.8349 +2022-03-11 01:56:08,522 - davarocr - INFO - Epoch [28][95/120] lr: 2.128e-05, eta: 0:24:59, time: 0.599, data_time: 0.008, memory: 5067, loss_crf: 0.0069, loss: 0.0069, grad_norm: 3.2484 +2022-03-11 01:56:11,662 - davarocr - INFO - Epoch [28][100/120] lr: 2.128e-05, eta: 0:24:56, time: 0.628, data_time: 0.009, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.9475 +2022-03-11 01:56:14,652 - davarocr - INFO - Epoch [28][105/120] lr: 2.128e-05, eta: 0:24:54, time: 0.598, data_time: 0.009, memory: 5067, loss_crf: 0.0189, loss: 0.0189, grad_norm: 12.3860 +2022-03-11 01:56:17,747 - davarocr - INFO - Epoch [28][110/120] lr: 2.128e-05, eta: 0:24:51, time: 0.619, data_time: 0.010, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5785 +2022-03-11 01:56:20,603 - davarocr - INFO - Epoch [28][115/120] lr: 2.128e-05, eta: 0:24:48, time: 0.572, data_time: 0.008, memory: 5067, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.2537 +2022-03-11 01:56:23,602 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:56:23,602 - davarocr - INFO - Epoch [28][120/120] lr: 2.128e-05, eta: 0:24:45, time: 0.597, data_time: 0.008, memory: 5067, loss_crf: 0.1325, loss: 0.1325, grad_norm: 76.9030 +2022-03-11 01:56:31,444 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:56:31,445 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:56:31,445 - davarocr - INFO - Epoch(val) [28][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9117647058823529, 'recall': 0.9393939393939394, 'f1-score': 0.9253731343283583}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9683377308707124, 'recall': 0.9507772020725389, 'f1-score': 0.9594771241830066}, ORG: {'precision': 0.9309734513274336, 'recall': 0.9511754068716094, 'f1-score': 0.9409660107334527}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9588704726826274, 'recall': 0.9582822085889571, 'f1-score': 0.9585762503835532}, hmean: 0.9586 +2022-03-11 01:56:36,880 - davarocr - INFO - Epoch [29][5/120] lr: 2.083e-05, eta: 0:24:45, time: 1.086, data_time: 0.477, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7492 +2022-03-11 01:56:39,715 - davarocr - INFO - Epoch [29][10/120] lr: 2.083e-05, eta: 0:24:42, time: 0.567, data_time: 0.006, memory: 5067, loss_crf: 0.4006, loss: 0.4006, grad_norm: 12.4556 +2022-03-11 01:56:42,561 - davarocr - INFO - Epoch [29][15/120] lr: 2.083e-05, eta: 0:24:39, time: 0.569, data_time: 0.009, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5253 +2022-03-11 01:56:45,416 - davarocr - INFO - Epoch [29][20/120] lr: 2.083e-05, eta: 0:24:36, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5240 +2022-03-11 01:56:48,265 - davarocr - INFO - Epoch [29][25/120] lr: 2.083e-05, eta: 0:24:34, time: 0.570, data_time: 0.007, memory: 5067, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.2717 +2022-03-11 01:56:51,118 - davarocr - INFO - Epoch [29][30/120] lr: 2.083e-05, eta: 0:24:31, time: 0.571, data_time: 0.007, memory: 5067, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.0079 +2022-03-11 01:56:53,946 - davarocr - INFO - Epoch [29][35/120] lr: 2.083e-05, eta: 0:24:28, time: 0.565, data_time: 0.007, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.8199 +2022-03-11 01:56:56,804 - davarocr - INFO - Epoch [29][40/120] lr: 2.083e-05, eta: 0:24:25, time: 0.572, data_time: 0.007, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6325 +2022-03-11 01:56:59,766 - davarocr - INFO - Epoch [29][45/120] lr: 2.083e-05, eta: 0:24:22, time: 0.592, data_time: 0.008, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6190 +2022-03-11 01:57:02,693 - davarocr - INFO - Epoch [29][50/120] lr: 2.083e-05, eta: 0:24:20, time: 0.586, data_time: 0.008, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6240 +2022-03-11 01:57:05,627 - davarocr - INFO - Epoch [29][55/120] lr: 2.083e-05, eta: 0:24:17, time: 0.587, data_time: 0.007, memory: 5067, loss_crf: 0.0388, loss: 0.0388, grad_norm: 6.2882 +2022-03-11 01:57:09,146 - davarocr - INFO - Epoch [29][60/120] lr: 2.083e-05, eta: 0:24:15, time: 0.704, data_time: 0.010, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6397 +2022-03-11 01:57:12,010 - davarocr - INFO - Epoch [29][65/120] lr: 2.083e-05, eta: 0:24:12, time: 0.573, data_time: 0.007, memory: 5067, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.7369 +2022-03-11 01:57:15,189 - davarocr - INFO - Epoch [29][70/120] lr: 2.083e-05, eta: 0:24:09, time: 0.636, data_time: 0.007, memory: 5067, loss_crf: 0.0511, loss: 0.0511, grad_norm: 12.7677 +2022-03-11 01:57:18,021 - davarocr - INFO - Epoch [29][75/120] lr: 2.083e-05, eta: 0:24:07, time: 0.566, data_time: 0.006, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5701 +2022-03-11 01:57:21,042 - davarocr - INFO - Epoch [29][80/120] lr: 2.083e-05, eta: 0:24:04, time: 0.604, data_time: 0.006, memory: 5067, loss_crf: 0.0218, loss: 0.0218, grad_norm: 13.1895 +2022-03-11 01:57:23,875 - davarocr - INFO - Epoch [29][85/120] lr: 2.083e-05, eta: 0:24:01, time: 0.566, data_time: 0.008, memory: 5067, loss_crf: 0.0207, loss: 0.0207, grad_norm: 6.6821 +2022-03-11 01:57:26,717 - davarocr - INFO - Epoch [29][90/120] lr: 2.083e-05, eta: 0:23:58, time: 0.569, data_time: 0.009, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6109 +2022-03-11 01:57:29,697 - davarocr - INFO - Epoch [29][95/120] lr: 2.083e-05, eta: 0:23:56, time: 0.597, data_time: 0.008, memory: 5067, loss_crf: 0.0215, loss: 0.0215, grad_norm: 15.5462 +2022-03-11 01:57:32,532 - davarocr - INFO - Epoch [29][100/120] lr: 2.083e-05, eta: 0:23:53, time: 0.567, data_time: 0.009, memory: 5067, loss_crf: 0.0456, loss: 0.0456, grad_norm: 30.7978 +2022-03-11 01:57:35,414 - davarocr - INFO - Epoch [29][105/120] lr: 2.083e-05, eta: 0:23:50, time: 0.576, data_time: 0.010, memory: 5067, loss_crf: 0.0055, loss: 0.0055, grad_norm: 2.1719 +2022-03-11 01:57:38,258 - davarocr - INFO - Epoch [29][110/120] lr: 2.083e-05, eta: 0:23:47, time: 0.569, data_time: 0.009, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7319 +2022-03-11 01:57:41,122 - davarocr - INFO - Epoch [29][115/120] lr: 2.083e-05, eta: 0:23:44, time: 0.573, data_time: 0.010, memory: 5067, loss_crf: 0.0034, loss: 0.0034, grad_norm: 4.4779 +2022-03-11 01:57:43,847 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:57:43,847 - davarocr - INFO - Epoch [29][120/120] lr: 2.083e-05, eta: 0:23:41, time: 0.543, data_time: 0.009, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7796 +2022-03-11 01:57:51,639 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:57:51,640 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:57:51,640 - davarocr - INFO - Epoch(val) [29][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8888888888888888, 'recall': 0.9696969696969697, 'f1-score': 0.927536231884058}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9724047306176085, 'recall': 0.9585492227979274, 'f1-score': 0.9654272667971298}, ORG: {'precision': 0.9414893617021277, 'recall': 0.9602169981916817, 'f1-score': 0.9507609668755596}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9638480392156863, 'recall': 0.9650306748466257, 'f1-score': 0.964438994481913}, hmean: 0.9644 +2022-03-11 01:57:56,993 - davarocr - INFO - Epoch [30][5/120] lr: 2.041e-05, eta: 0:23:40, time: 1.069, data_time: 0.477, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6107 +2022-03-11 01:57:59,969 - davarocr - INFO - Epoch [30][10/120] lr: 2.041e-05, eta: 0:23:38, time: 0.592, data_time: 0.012, memory: 5067, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.8380 +2022-03-11 01:58:02,932 - davarocr - INFO - Epoch [30][15/120] lr: 2.041e-05, eta: 0:23:35, time: 0.593, data_time: 0.011, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6457 +2022-03-11 01:58:06,302 - davarocr - INFO - Epoch [30][20/120] lr: 2.041e-05, eta: 0:23:33, time: 0.674, data_time: 0.010, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6389 +2022-03-11 01:58:09,267 - davarocr - INFO - Epoch [30][25/120] lr: 2.041e-05, eta: 0:23:30, time: 0.593, data_time: 0.010, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.8209 +2022-03-11 01:58:12,560 - davarocr - INFO - Epoch [30][30/120] lr: 2.041e-05, eta: 0:23:27, time: 0.659, data_time: 0.009, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6352 +2022-03-11 01:58:15,438 - davarocr - INFO - Epoch [30][35/120] lr: 2.041e-05, eta: 0:23:25, time: 0.575, data_time: 0.010, memory: 5067, loss_crf: 0.0029, loss: 0.0029, grad_norm: 1.1704 +2022-03-11 01:58:18,525 - davarocr - INFO - Epoch [30][40/120] lr: 2.041e-05, eta: 0:23:22, time: 0.618, data_time: 0.010, memory: 5067, loss_crf: 0.0326, loss: 0.0326, grad_norm: 6.5209 +2022-03-11 01:58:21,265 - davarocr - INFO - Epoch [30][45/120] lr: 2.041e-05, eta: 0:23:19, time: 0.547, data_time: 0.010, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6284 +2022-03-11 01:58:23,785 - davarocr - INFO - Epoch [30][50/120] lr: 2.041e-05, eta: 0:23:16, time: 0.505, data_time: 0.010, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6182 +2022-03-11 01:58:26,461 - davarocr - INFO - Epoch [30][55/120] lr: 2.041e-05, eta: 0:23:13, time: 0.535, data_time: 0.012, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6228 +2022-03-11 01:58:29,121 - davarocr - INFO - Epoch [30][60/120] lr: 2.041e-05, eta: 0:23:10, time: 0.532, data_time: 0.010, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6165 +2022-03-11 01:58:31,630 - davarocr - INFO - Epoch [30][65/120] lr: 2.041e-05, eta: 0:23:07, time: 0.502, data_time: 0.010, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6143 +2022-03-11 01:58:34,154 - davarocr - INFO - Epoch [30][70/120] lr: 2.041e-05, eta: 0:23:04, time: 0.505, data_time: 0.012, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6290 +2022-03-11 01:58:36,714 - davarocr - INFO - Epoch [30][75/120] lr: 2.041e-05, eta: 0:23:01, time: 0.512, data_time: 0.009, memory: 5067, loss_crf: 0.0018, loss: 0.0018, grad_norm: 2.2815 +2022-03-11 01:58:39,296 - davarocr - INFO - Epoch [30][80/120] lr: 2.041e-05, eta: 0:22:58, time: 0.517, data_time: 0.009, memory: 5067, loss_crf: 0.0681, loss: 0.0681, grad_norm: 20.4544 +2022-03-11 01:58:41,836 - davarocr - INFO - Epoch [30][85/120] lr: 2.041e-05, eta: 0:22:55, time: 0.508, data_time: 0.010, memory: 5067, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.1658 +2022-03-11 01:58:44,339 - davarocr - INFO - Epoch [30][90/120] lr: 2.041e-05, eta: 0:22:52, time: 0.501, data_time: 0.010, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6272 +2022-03-11 01:58:47,074 - davarocr - INFO - Epoch [30][95/120] lr: 2.041e-05, eta: 0:22:49, time: 0.547, data_time: 0.011, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6201 +2022-03-11 01:58:49,585 - davarocr - INFO - Epoch [30][100/120] lr: 2.041e-05, eta: 0:22:46, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.9206 +2022-03-11 01:58:52,463 - davarocr - INFO - Epoch [30][105/120] lr: 2.041e-05, eta: 0:22:43, time: 0.574, data_time: 0.009, memory: 5067, loss_crf: 0.0089, loss: 0.0089, grad_norm: 8.1796 +2022-03-11 01:58:55,391 - davarocr - INFO - Epoch [30][110/120] lr: 2.041e-05, eta: 0:22:40, time: 0.586, data_time: 0.012, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5896 +2022-03-11 01:58:58,112 - davarocr - INFO - Epoch [30][115/120] lr: 2.041e-05, eta: 0:22:38, time: 0.544, data_time: 0.013, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5749 +2022-03-11 01:59:00,989 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:59:00,989 - davarocr - INFO - Epoch [30][120/120] lr: 2.041e-05, eta: 0:22:35, time: 0.575, data_time: 0.011, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5312 +2022-03-11 01:59:09,926 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 01:59:09,927 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 01:59:09,928 - davarocr - INFO - Epoch(val) [30][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.868421052631579, 'recall': 1.0, 'f1-score': 0.9295774647887324}, EDU: {'precision': 0.9823008849557522, 'recall': 0.9910714285714286, 'f1-score': 0.9866666666666667}, TITLE: {'precision': 0.9658344283837057, 'recall': 0.9520725388601037, 'f1-score': 0.9589041095890412}, ORG: {'precision': 0.9343971631205674, 'recall': 0.9529837251356239, 'f1-score': 0.9435989256938228}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9572127139364304, 'recall': 0.9607361963190184, 'f1-score': 0.9589712186160441}, hmean: 0.9590 +2022-03-11 01:59:15,185 - davarocr - INFO - Epoch [31][5/120] lr: 2.000e-05, eta: 0:22:34, time: 1.049, data_time: 0.464, memory: 5067, loss_crf: 0.0251, loss: 0.0251, grad_norm: 6.8789 +2022-03-11 01:59:17,997 - davarocr - INFO - Epoch [31][10/120] lr: 2.000e-05, eta: 0:22:31, time: 0.563, data_time: 0.009, memory: 5067, loss_crf: 0.0258, loss: 0.0258, grad_norm: 9.4167 +2022-03-11 01:59:20,534 - davarocr - INFO - Epoch [31][15/120] lr: 2.000e-05, eta: 0:22:28, time: 0.508, data_time: 0.010, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5487 +2022-03-11 01:59:23,067 - davarocr - INFO - Epoch [31][20/120] lr: 2.000e-05, eta: 0:22:25, time: 0.506, data_time: 0.009, memory: 5067, loss_crf: 0.0186, loss: 0.0186, grad_norm: 5.3308 +2022-03-11 01:59:25,571 - davarocr - INFO - Epoch [31][25/120] lr: 2.000e-05, eta: 0:22:22, time: 0.501, data_time: 0.008, memory: 5067, loss_crf: 0.0135, loss: 0.0135, grad_norm: 8.8679 +2022-03-11 01:59:28,067 - davarocr - INFO - Epoch [31][30/120] lr: 2.000e-05, eta: 0:22:19, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6860 +2022-03-11 01:59:30,584 - davarocr - INFO - Epoch [31][35/120] lr: 2.000e-05, eta: 0:22:16, time: 0.503, data_time: 0.009, memory: 5067, loss_crf: 0.1197, loss: 0.1197, grad_norm: 17.2230 +2022-03-11 01:59:33,110 - davarocr - INFO - Epoch [31][40/120] lr: 2.000e-05, eta: 0:22:13, time: 0.505, data_time: 0.010, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.6739 +2022-03-11 01:59:35,625 - davarocr - INFO - Epoch [31][45/120] lr: 2.000e-05, eta: 0:22:10, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.3373 +2022-03-11 01:59:38,129 - davarocr - INFO - Epoch [31][50/120] lr: 2.000e-05, eta: 0:22:07, time: 0.500, data_time: 0.007, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7809 +2022-03-11 01:59:40,624 - davarocr - INFO - Epoch [31][55/120] lr: 2.000e-05, eta: 0:22:04, time: 0.499, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7882 +2022-03-11 01:59:43,247 - davarocr - INFO - Epoch [31][60/120] lr: 2.000e-05, eta: 0:22:01, time: 0.524, data_time: 0.009, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.1145 +2022-03-11 01:59:46,130 - davarocr - INFO - Epoch [31][65/120] lr: 2.000e-05, eta: 0:21:58, time: 0.577, data_time: 0.010, memory: 5067, loss_crf: 0.0180, loss: 0.0180, grad_norm: 9.0627 +2022-03-11 01:59:49,013 - davarocr - INFO - Epoch [31][70/120] lr: 2.000e-05, eta: 0:21:55, time: 0.577, data_time: 0.010, memory: 5067, loss_crf: 0.1649, loss: 0.1649, grad_norm: 60.3150 +2022-03-11 01:59:51,978 - davarocr - INFO - Epoch [31][75/120] lr: 2.000e-05, eta: 0:21:52, time: 0.593, data_time: 0.009, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4536 +2022-03-11 01:59:54,745 - davarocr - INFO - Epoch [31][80/120] lr: 2.000e-05, eta: 0:21:49, time: 0.553, data_time: 0.011, memory: 5067, loss_crf: 0.1660, loss: 0.1660, grad_norm: 80.5865 +2022-03-11 01:59:57,666 - davarocr - INFO - Epoch [31][85/120] lr: 2.000e-05, eta: 0:21:47, time: 0.584, data_time: 0.009, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.5040 +2022-03-11 02:00:00,491 - davarocr - INFO - Epoch [31][90/120] lr: 2.000e-05, eta: 0:21:44, time: 0.565, data_time: 0.009, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6756 +2022-03-11 02:00:03,245 - davarocr - INFO - Epoch [31][95/120] lr: 2.000e-05, eta: 0:21:41, time: 0.551, data_time: 0.010, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6741 +2022-03-11 02:00:06,076 - davarocr - INFO - Epoch [31][100/120] lr: 2.000e-05, eta: 0:21:38, time: 0.566, data_time: 0.009, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6910 +2022-03-11 02:00:08,830 - davarocr - INFO - Epoch [31][105/120] lr: 2.000e-05, eta: 0:21:35, time: 0.551, data_time: 0.010, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6986 +2022-03-11 02:00:11,582 - davarocr - INFO - Epoch [31][110/120] lr: 2.000e-05, eta: 0:21:32, time: 0.548, data_time: 0.009, memory: 5067, loss_crf: 0.0859, loss: 0.0859, grad_norm: 6.3399 +2022-03-11 02:00:14,326 - davarocr - INFO - Epoch [31][115/120] lr: 2.000e-05, eta: 0:21:30, time: 0.551, data_time: 0.010, memory: 5067, loss_crf: 0.2906, loss: 0.2906, grad_norm: 21.1825 +2022-03-11 02:00:17,080 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:00:17,080 - davarocr - INFO - Epoch [31][120/120] lr: 2.000e-05, eta: 0:21:27, time: 0.551, data_time: 0.010, memory: 5067, loss_crf: 0.2061, loss: 0.2061, grad_norm: 64.3490 +2022-03-11 02:00:24,900 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:00:24,900 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:00:24,901 - davarocr - INFO - Epoch(val) [31][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9606815203145478, 'recall': 0.9494818652849741, 'f1-score': 0.9550488599348533}, ORG: {'precision': 0.9414893617021277, 'recall': 0.9602169981916817, 'f1-score': 0.9507609668755596}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9590214067278288, 'recall': 0.9619631901840491, 'f1-score': 0.960490045941807}, hmean: 0.9605 +2022-03-11 02:00:29,964 - davarocr - INFO - Epoch [32][5/120] lr: 1.961e-05, eta: 0:21:25, time: 1.007, data_time: 0.464, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.9875 +2022-03-11 02:00:32,504 - davarocr - INFO - Epoch [32][10/120] lr: 1.961e-05, eta: 0:21:22, time: 0.509, data_time: 0.016, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5424 +2022-03-11 02:00:35,041 - davarocr - INFO - Epoch [32][15/120] lr: 1.961e-05, eta: 0:21:19, time: 0.507, data_time: 0.012, memory: 5067, loss_crf: 0.0238, loss: 0.0238, grad_norm: 13.4262 +2022-03-11 02:00:37,533 - davarocr - INFO - Epoch [32][20/120] lr: 1.961e-05, eta: 0:21:16, time: 0.498, data_time: 0.012, memory: 5067, loss_crf: 0.0573, loss: 0.0573, grad_norm: 19.0181 +2022-03-11 02:00:40,199 - davarocr - INFO - Epoch [32][25/120] lr: 1.961e-05, eta: 0:21:13, time: 0.533, data_time: 0.011, memory: 5067, loss_crf: 0.0076, loss: 0.0076, grad_norm: 6.1340 +2022-03-11 02:00:42,865 - davarocr - INFO - Epoch [32][30/120] lr: 1.961e-05, eta: 0:21:10, time: 0.533, data_time: 0.013, memory: 5067, loss_crf: 0.0041, loss: 0.0041, grad_norm: 3.6659 +2022-03-11 02:00:45,697 - davarocr - INFO - Epoch [32][35/120] lr: 1.961e-05, eta: 0:21:08, time: 0.566, data_time: 0.010, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4842 +2022-03-11 02:00:48,356 - davarocr - INFO - Epoch [32][40/120] lr: 1.961e-05, eta: 0:21:05, time: 0.532, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4867 +2022-03-11 02:00:51,286 - davarocr - INFO - Epoch [32][45/120] lr: 1.961e-05, eta: 0:21:02, time: 0.586, data_time: 0.011, memory: 5067, loss_crf: 0.0044, loss: 0.0044, grad_norm: 2.9179 +2022-03-11 02:00:54,136 - davarocr - INFO - Epoch [32][50/120] lr: 1.961e-05, eta: 0:20:59, time: 0.570, data_time: 0.010, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6807 +2022-03-11 02:00:57,171 - davarocr - INFO - Epoch [32][55/120] lr: 1.961e-05, eta: 0:20:56, time: 0.607, data_time: 0.009, memory: 5067, loss_crf: 0.0029, loss: 0.0029, grad_norm: 1.5701 +2022-03-11 02:01:00,219 - davarocr - INFO - Epoch [32][60/120] lr: 1.961e-05, eta: 0:20:54, time: 0.610, data_time: 0.011, memory: 5067, loss_crf: 0.0189, loss: 0.0189, grad_norm: 14.1770 +2022-03-11 02:01:03,064 - davarocr - INFO - Epoch [32][65/120] lr: 1.961e-05, eta: 0:20:51, time: 0.569, data_time: 0.011, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5202 +2022-03-11 02:01:05,896 - davarocr - INFO - Epoch [32][70/120] lr: 1.961e-05, eta: 0:20:48, time: 0.566, data_time: 0.010, memory: 5067, loss_crf: 0.5241, loss: 0.5241, grad_norm: 43.4488 +2022-03-11 02:01:08,746 - davarocr - INFO - Epoch [32][75/120] lr: 1.961e-05, eta: 0:20:45, time: 0.570, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5556 +2022-03-11 02:01:11,621 - davarocr - INFO - Epoch [32][80/120] lr: 1.961e-05, eta: 0:20:42, time: 0.575, data_time: 0.010, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6790 +2022-03-11 02:01:14,454 - davarocr - INFO - Epoch [32][85/120] lr: 1.961e-05, eta: 0:20:40, time: 0.567, data_time: 0.009, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7975 +2022-03-11 02:01:17,299 - davarocr - INFO - Epoch [32][90/120] lr: 1.961e-05, eta: 0:20:37, time: 0.569, data_time: 0.008, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6330 +2022-03-11 02:01:20,147 - davarocr - INFO - Epoch [32][95/120] lr: 1.961e-05, eta: 0:20:34, time: 0.569, data_time: 0.009, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6114 +2022-03-11 02:01:22,977 - davarocr - INFO - Epoch [32][100/120] lr: 1.961e-05, eta: 0:20:31, time: 0.566, data_time: 0.009, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5658 +2022-03-11 02:01:25,831 - davarocr - INFO - Epoch [32][105/120] lr: 1.961e-05, eta: 0:20:28, time: 0.571, data_time: 0.010, memory: 5067, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.3981 +2022-03-11 02:01:28,675 - davarocr - INFO - Epoch [32][110/120] lr: 1.961e-05, eta: 0:20:26, time: 0.569, data_time: 0.010, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6583 +2022-03-11 02:01:31,690 - davarocr - INFO - Epoch [32][115/120] lr: 1.961e-05, eta: 0:20:23, time: 0.603, data_time: 0.009, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6721 +2022-03-11 02:01:34,817 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:01:34,817 - davarocr - INFO - Epoch [32][120/120] lr: 1.961e-05, eta: 0:20:20, time: 0.625, data_time: 0.010, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6709 +2022-03-11 02:01:43,636 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:01:43,637 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:01:43,637 - davarocr - INFO - Epoch(val) [32][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9411764705882353, 'recall': 0.9696969696969697, 'f1-score': 0.955223880597015}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.963302752293578, 'recall': 0.9520725388601037, 'f1-score': 0.9576547231270359}, ORG: {'precision': 0.9413854351687388, 'recall': 0.9584086799276673, 'f1-score': 0.9498207885304659}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9607843137254902, 'recall': 0.9619631901840491, 'f1-score': 0.9613733905579399}, hmean: 0.9614 +2022-03-11 02:01:49,055 - davarocr - INFO - Epoch [33][5/120] lr: 1.923e-05, eta: 0:20:19, time: 1.082, data_time: 0.467, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6854 +2022-03-11 02:01:51,881 - davarocr - INFO - Epoch [33][10/120] lr: 1.923e-05, eta: 0:20:16, time: 0.565, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6699 +2022-03-11 02:01:54,630 - davarocr - INFO - Epoch [33][15/120] lr: 1.923e-05, eta: 0:20:13, time: 0.549, data_time: 0.006, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6665 +2022-03-11 02:01:57,634 - davarocr - INFO - Epoch [33][20/120] lr: 1.923e-05, eta: 0:20:10, time: 0.601, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6703 +2022-03-11 02:02:00,174 - davarocr - INFO - Epoch [33][25/120] lr: 1.923e-05, eta: 0:20:07, time: 0.509, data_time: 0.009, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7818 +2022-03-11 02:02:02,717 - davarocr - INFO - Epoch [33][30/120] lr: 1.923e-05, eta: 0:20:04, time: 0.508, data_time: 0.006, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7118 +2022-03-11 02:02:05,227 - davarocr - INFO - Epoch [33][35/120] lr: 1.923e-05, eta: 0:20:01, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.0503 +2022-03-11 02:02:07,738 - davarocr - INFO - Epoch [33][40/120] lr: 1.923e-05, eta: 0:19:58, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7202 +2022-03-11 02:02:10,271 - davarocr - INFO - Epoch [33][45/120] lr: 1.923e-05, eta: 0:19:55, time: 0.506, data_time: 0.006, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7142 +2022-03-11 02:02:12,998 - davarocr - INFO - Epoch [33][50/120] lr: 1.923e-05, eta: 0:19:52, time: 0.545, data_time: 0.009, memory: 5067, loss_crf: 0.0955, loss: 0.0955, grad_norm: 2.9392 +2022-03-11 02:02:15,717 - davarocr - INFO - Epoch [33][55/120] lr: 1.923e-05, eta: 0:19:50, time: 0.545, data_time: 0.009, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8557 +2022-03-11 02:02:18,231 - davarocr - INFO - Epoch [33][60/120] lr: 1.923e-05, eta: 0:19:47, time: 0.503, data_time: 0.008, memory: 5067, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.8794 +2022-03-11 02:02:20,750 - davarocr - INFO - Epoch [33][65/120] lr: 1.923e-05, eta: 0:19:44, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.8574 +2022-03-11 02:02:23,252 - davarocr - INFO - Epoch [33][70/120] lr: 1.923e-05, eta: 0:19:41, time: 0.500, data_time: 0.006, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8428 +2022-03-11 02:02:25,960 - davarocr - INFO - Epoch [33][75/120] lr: 1.923e-05, eta: 0:19:38, time: 0.541, data_time: 0.006, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8395 +2022-03-11 02:02:28,502 - davarocr - INFO - Epoch [33][80/120] lr: 1.923e-05, eta: 0:19:35, time: 0.508, data_time: 0.007, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8532 +2022-03-11 02:02:31,617 - davarocr - INFO - Epoch [33][85/120] lr: 1.923e-05, eta: 0:19:32, time: 0.623, data_time: 0.008, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8422 +2022-03-11 02:02:34,329 - davarocr - INFO - Epoch [33][90/120] lr: 1.923e-05, eta: 0:19:29, time: 0.543, data_time: 0.009, memory: 5067, loss_crf: 0.0511, loss: 0.0511, grad_norm: 8.1481 +2022-03-11 02:02:36,989 - davarocr - INFO - Epoch [33][95/120] lr: 1.923e-05, eta: 0:19:26, time: 0.532, data_time: 0.008, memory: 5067, loss_crf: 0.0025, loss: 0.0025, grad_norm: 2.7176 +2022-03-11 02:02:39,501 - davarocr - INFO - Epoch [33][100/120] lr: 1.923e-05, eta: 0:19:23, time: 0.503, data_time: 0.008, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.2466 +2022-03-11 02:02:42,167 - davarocr - INFO - Epoch [33][105/120] lr: 1.923e-05, eta: 0:19:20, time: 0.533, data_time: 0.007, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.0630 +2022-03-11 02:02:44,835 - davarocr - INFO - Epoch [33][110/120] lr: 1.923e-05, eta: 0:19:17, time: 0.533, data_time: 0.007, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7585 +2022-03-11 02:02:47,360 - davarocr - INFO - Epoch [33][115/120] lr: 1.923e-05, eta: 0:19:14, time: 0.505, data_time: 0.008, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6853 +2022-03-11 02:02:49,872 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:02:49,872 - davarocr - INFO - Epoch [33][120/120] lr: 1.923e-05, eta: 0:19:11, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6850 +2022-03-11 02:02:57,845 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:02:57,846 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:02:57,846 - davarocr - INFO - Epoch(val) [33][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9659239842726082, 'recall': 0.9546632124352331, 'f1-score': 0.9602605863192182}, ORG: {'precision': 0.9378330373001776, 'recall': 0.9547920433996383, 'f1-score': 0.9462365591397849}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9608083282302511, 'recall': 0.9625766871165644, 'f1-score': 0.9616916947594238}, hmean: 0.9617 +2022-03-11 02:03:03,024 - davarocr - INFO - Epoch [34][5/120] lr: 1.887e-05, eta: 0:19:10, time: 1.034, data_time: 0.496, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.9976 +2022-03-11 02:03:05,786 - davarocr - INFO - Epoch [34][10/120] lr: 1.887e-05, eta: 0:19:07, time: 0.552, data_time: 0.008, memory: 5067, loss_crf: 0.0890, loss: 0.0890, grad_norm: 8.1531 +2022-03-11 02:03:08,560 - davarocr - INFO - Epoch [34][15/120] lr: 1.887e-05, eta: 0:19:04, time: 0.552, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5411 +2022-03-11 02:03:11,108 - davarocr - INFO - Epoch [34][20/120] lr: 1.887e-05, eta: 0:19:01, time: 0.510, data_time: 0.011, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.0762 +2022-03-11 02:03:13,812 - davarocr - INFO - Epoch [34][25/120] lr: 1.887e-05, eta: 0:18:58, time: 0.541, data_time: 0.009, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.6107 +2022-03-11 02:03:16,604 - davarocr - INFO - Epoch [34][30/120] lr: 1.887e-05, eta: 0:18:55, time: 0.558, data_time: 0.011, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5900 +2022-03-11 02:03:19,394 - davarocr - INFO - Epoch [34][35/120] lr: 1.887e-05, eta: 0:18:53, time: 0.559, data_time: 0.014, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5826 +2022-03-11 02:03:22,086 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:03:22,087 - davarocr - INFO - Epoch [34][40/120] lr: 1.887e-05, eta: 0:18:50, time: 0.539, data_time: 0.010, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5956 +2022-03-11 02:03:24,953 - davarocr - INFO - Epoch [34][45/120] lr: 1.887e-05, eta: 0:18:47, time: 0.573, data_time: 0.011, memory: 5067, loss_crf: 0.0271, loss: 0.0271, grad_norm: 14.7189 +2022-03-11 02:03:27,477 - davarocr - INFO - Epoch [34][50/120] lr: 1.887e-05, eta: 0:18:44, time: 0.504, data_time: 0.010, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5228 +2022-03-11 02:03:30,177 - davarocr - INFO - Epoch [34][55/120] lr: 1.887e-05, eta: 0:18:41, time: 0.540, data_time: 0.010, memory: 5067, loss_crf: 0.0877, loss: 0.0877, grad_norm: 6.0199 +2022-03-11 02:03:32,676 - davarocr - INFO - Epoch [34][60/120] lr: 1.887e-05, eta: 0:18:38, time: 0.500, data_time: 0.010, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5358 +2022-03-11 02:03:35,200 - davarocr - INFO - Epoch [34][65/120] lr: 1.887e-05, eta: 0:18:35, time: 0.505, data_time: 0.009, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5407 +2022-03-11 02:03:38,228 - davarocr - INFO - Epoch [34][70/120] lr: 1.887e-05, eta: 0:18:32, time: 0.605, data_time: 0.008, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.9278 +2022-03-11 02:03:41,000 - davarocr - INFO - Epoch [34][75/120] lr: 1.887e-05, eta: 0:18:30, time: 0.554, data_time: 0.009, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6530 +2022-03-11 02:03:43,755 - davarocr - INFO - Epoch [34][80/120] lr: 1.887e-05, eta: 0:18:27, time: 0.551, data_time: 0.009, memory: 5067, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.9782 +2022-03-11 02:03:46,517 - davarocr - INFO - Epoch [34][85/120] lr: 1.887e-05, eta: 0:18:24, time: 0.552, data_time: 0.009, memory: 5067, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.2846 +2022-03-11 02:03:49,265 - davarocr - INFO - Epoch [34][90/120] lr: 1.887e-05, eta: 0:18:21, time: 0.550, data_time: 0.011, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7190 +2022-03-11 02:03:51,809 - davarocr - INFO - Epoch [34][95/120] lr: 1.887e-05, eta: 0:18:18, time: 0.510, data_time: 0.011, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.9733 +2022-03-11 02:03:54,298 - davarocr - INFO - Epoch [34][100/120] lr: 1.887e-05, eta: 0:18:15, time: 0.498, data_time: 0.008, memory: 5067, loss_crf: 0.0025, loss: 0.0025, grad_norm: 4.6615 +2022-03-11 02:03:56,818 - davarocr - INFO - Epoch [34][105/120] lr: 1.887e-05, eta: 0:18:12, time: 0.504, data_time: 0.010, memory: 5067, loss_crf: 0.2174, loss: 0.2174, grad_norm: 49.2826 +2022-03-11 02:03:59,350 - davarocr - INFO - Epoch [34][110/120] lr: 1.887e-05, eta: 0:18:09, time: 0.506, data_time: 0.009, memory: 5067, loss_crf: 0.0019, loss: 0.0019, grad_norm: 2.5403 +2022-03-11 02:04:01,896 - davarocr - INFO - Epoch [34][115/120] lr: 1.887e-05, eta: 0:18:06, time: 0.509, data_time: 0.010, memory: 5067, loss_crf: 0.0379, loss: 0.0379, grad_norm: 9.2459 +2022-03-11 02:04:04,432 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:04:04,432 - davarocr - INFO - Epoch [34][120/120] lr: 1.887e-05, eta: 0:18:03, time: 0.507, data_time: 0.010, memory: 5067, loss_crf: 0.0434, loss: 0.0434, grad_norm: 13.3500 +2022-03-11 02:04:12,343 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:04:12,343 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:04:12,344 - davarocr - INFO - Epoch(val) [34][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9560723514211886, 'recall': 0.9585492227979274, 'f1-score': 0.9573091849935316}, ORG: {'precision': 0.9481216457960644, 'recall': 0.9584086799276673, 'f1-score': 0.9532374100719425}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9597560975609756, 'recall': 0.9656441717791411, 'f1-score': 0.9626911314984709}, hmean: 0.9627 +2022-03-11 02:04:17,557 - davarocr - INFO - Epoch [35][5/120] lr: 1.852e-05, eta: 0:18:01, time: 1.041, data_time: 0.472, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6473 +2022-03-11 02:04:20,450 - davarocr - INFO - Epoch [35][10/120] lr: 1.852e-05, eta: 0:17:59, time: 0.579, data_time: 0.007, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5488 +2022-03-11 02:04:23,341 - davarocr - INFO - Epoch [35][15/120] lr: 1.852e-05, eta: 0:17:56, time: 0.579, data_time: 0.009, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4937 +2022-03-11 02:04:25,860 - davarocr - INFO - Epoch [35][20/120] lr: 1.852e-05, eta: 0:17:53, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.1172, loss: 0.1172, grad_norm: 30.7248 +2022-03-11 02:04:28,393 - davarocr - INFO - Epoch [35][25/120] lr: 1.852e-05, eta: 0:17:50, time: 0.506, data_time: 0.007, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.9282 +2022-03-11 02:04:31,072 - davarocr - INFO - Epoch [35][30/120] lr: 1.852e-05, eta: 0:17:47, time: 0.536, data_time: 0.006, memory: 5067, loss_crf: 0.1030, loss: 0.1030, grad_norm: 9.4948 +2022-03-11 02:04:33,759 - davarocr - INFO - Epoch [35][35/120] lr: 1.852e-05, eta: 0:17:44, time: 0.537, data_time: 0.006, memory: 5067, loss_crf: 0.0060, loss: 0.0060, grad_norm: 5.7130 +2022-03-11 02:04:36,261 - davarocr - INFO - Epoch [35][40/120] lr: 1.852e-05, eta: 0:17:41, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.0212, loss: 0.0212, grad_norm: 5.3316 +2022-03-11 02:04:38,822 - davarocr - INFO - Epoch [35][45/120] lr: 1.852e-05, eta: 0:17:38, time: 0.512, data_time: 0.008, memory: 5067, loss_crf: 0.0075, loss: 0.0075, grad_norm: 5.6362 +2022-03-11 02:04:41,705 - davarocr - INFO - Epoch [35][50/120] lr: 1.852e-05, eta: 0:17:35, time: 0.577, data_time: 0.010, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.3990 +2022-03-11 02:04:44,567 - davarocr - INFO - Epoch [35][55/120] lr: 1.852e-05, eta: 0:17:33, time: 0.572, data_time: 0.008, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8191 +2022-03-11 02:04:47,417 - davarocr - INFO - Epoch [35][60/120] lr: 1.852e-05, eta: 0:17:30, time: 0.570, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8066 +2022-03-11 02:04:50,256 - davarocr - INFO - Epoch [35][65/120] lr: 1.852e-05, eta: 0:17:27, time: 0.567, data_time: 0.006, memory: 5067, loss_crf: 0.0288, loss: 0.0288, grad_norm: 12.5243 +2022-03-11 02:04:53,105 - davarocr - INFO - Epoch [35][70/120] lr: 1.852e-05, eta: 0:17:24, time: 0.570, data_time: 0.010, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5331 +2022-03-11 02:04:55,952 - davarocr - INFO - Epoch [35][75/120] lr: 1.852e-05, eta: 0:17:21, time: 0.569, data_time: 0.007, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5579 +2022-03-11 02:04:58,792 - davarocr - INFO - Epoch [35][80/120] lr: 1.852e-05, eta: 0:17:19, time: 0.569, data_time: 0.007, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5361 +2022-03-11 02:05:01,825 - davarocr - INFO - Epoch [35][85/120] lr: 1.852e-05, eta: 0:17:16, time: 0.607, data_time: 0.010, memory: 5067, loss_crf: 0.0554, loss: 0.0554, grad_norm: 17.2067 +2022-03-11 02:05:04,836 - davarocr - INFO - Epoch [35][90/120] lr: 1.852e-05, eta: 0:17:13, time: 0.602, data_time: 0.009, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5819 +2022-03-11 02:05:07,962 - davarocr - INFO - Epoch [35][95/120] lr: 1.852e-05, eta: 0:17:10, time: 0.625, data_time: 0.008, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4810 +2022-03-11 02:05:10,826 - davarocr - INFO - Epoch [35][100/120] lr: 1.852e-05, eta: 0:17:08, time: 0.573, data_time: 0.009, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6721 +2022-03-11 02:05:13,626 - davarocr - INFO - Epoch [35][105/120] lr: 1.852e-05, eta: 0:17:05, time: 0.560, data_time: 0.009, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5166 +2022-03-11 02:05:16,140 - davarocr - INFO - Epoch [35][110/120] lr: 1.852e-05, eta: 0:17:02, time: 0.503, data_time: 0.007, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7157 +2022-03-11 02:05:18,636 - davarocr - INFO - Epoch [35][115/120] lr: 1.852e-05, eta: 0:16:59, time: 0.499, data_time: 0.007, memory: 5067, loss_crf: 0.0035, loss: 0.0035, grad_norm: 7.0020 +2022-03-11 02:05:21,410 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:05:21,411 - davarocr - INFO - Epoch [35][120/120] lr: 1.852e-05, eta: 0:16:56, time: 0.555, data_time: 0.007, memory: 5067, loss_crf: 0.0151, loss: 0.0151, grad_norm: 17.3366 +2022-03-11 02:05:29,160 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:05:29,161 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:05:29,161 - davarocr - INFO - Epoch(val) [35][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9647519582245431, 'recall': 0.9572538860103627, 'f1-score': 0.9609882964889467}, ORG: {'precision': 0.9381625441696113, 'recall': 0.9602169981916817, 'f1-score': 0.9490616621983914}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9591712370505789, 'recall': 0.9656441717791411, 'f1-score': 0.9623968205441761}, hmean: 0.9624 +2022-03-11 02:05:34,074 - davarocr - INFO - Epoch [36][5/120] lr: 1.818e-05, eta: 0:16:54, time: 0.981, data_time: 0.476, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4721 +2022-03-11 02:05:36,595 - davarocr - INFO - Epoch [36][10/120] lr: 1.818e-05, eta: 0:16:51, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 0.0336, loss: 0.0336, grad_norm: 33.8265 +2022-03-11 02:05:39,116 - davarocr - INFO - Epoch [36][15/120] lr: 1.818e-05, eta: 0:16:48, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5711 +2022-03-11 02:05:41,617 - davarocr - INFO - Epoch [36][20/120] lr: 1.818e-05, eta: 0:16:45, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6330 +2022-03-11 02:05:44,123 - davarocr - INFO - Epoch [36][25/120] lr: 1.818e-05, eta: 0:16:42, time: 0.502, data_time: 0.007, memory: 5067, loss_crf: 0.0900, loss: 0.0900, grad_norm: 14.5700 +2022-03-11 02:05:46,811 - davarocr - INFO - Epoch [36][30/120] lr: 1.818e-05, eta: 0:16:39, time: 0.537, data_time: 0.008, memory: 5067, loss_crf: 0.1019, loss: 0.1019, grad_norm: 94.9044 +2022-03-11 02:05:49,537 - davarocr - INFO - Epoch [36][35/120] lr: 1.818e-05, eta: 0:16:36, time: 0.545, data_time: 0.006, memory: 5067, loss_crf: 0.0212, loss: 0.0212, grad_norm: 4.2594 +2022-03-11 02:05:52,304 - davarocr - INFO - Epoch [36][40/120] lr: 1.818e-05, eta: 0:16:34, time: 0.553, data_time: 0.009, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5429 +2022-03-11 02:05:55,028 - davarocr - INFO - Epoch [36][45/120] lr: 1.818e-05, eta: 0:16:31, time: 0.545, data_time: 0.009, memory: 5067, loss_crf: 0.9304, loss: 0.9304, grad_norm: 42.9609 +2022-03-11 02:05:57,993 - davarocr - INFO - Epoch [36][50/120] lr: 1.818e-05, eta: 0:16:28, time: 0.593, data_time: 0.009, memory: 5067, loss_crf: 0.5416, loss: 0.5416, grad_norm: 5.3038 +2022-03-11 02:06:00,895 - davarocr - INFO - Epoch [36][55/120] lr: 1.818e-05, eta: 0:16:25, time: 0.580, data_time: 0.008, memory: 5067, loss_crf: 0.0102, loss: 0.0102, grad_norm: 0.8469 +2022-03-11 02:06:03,629 - davarocr - INFO - Epoch [36][60/120] lr: 1.818e-05, eta: 0:16:22, time: 0.547, data_time: 0.009, memory: 5067, loss_crf: 0.0068, loss: 0.0068, grad_norm: 3.1807 +2022-03-11 02:06:06,494 - davarocr - INFO - Epoch [36][65/120] lr: 1.818e-05, eta: 0:16:20, time: 0.573, data_time: 0.010, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5881 +2022-03-11 02:06:09,320 - davarocr - INFO - Epoch [36][70/120] lr: 1.818e-05, eta: 0:16:17, time: 0.565, data_time: 0.009, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8432 +2022-03-11 02:06:12,134 - davarocr - INFO - Epoch [36][75/120] lr: 1.818e-05, eta: 0:16:14, time: 0.563, data_time: 0.008, memory: 5067, loss_crf: 0.0582, loss: 0.0582, grad_norm: 11.6406 +2022-03-11 02:06:15,008 - davarocr - INFO - Epoch [36][80/120] lr: 1.818e-05, eta: 0:16:11, time: 0.575, data_time: 0.008, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.8477 +2022-03-11 02:06:17,900 - davarocr - INFO - Epoch [36][85/120] lr: 1.818e-05, eta: 0:16:08, time: 0.579, data_time: 0.008, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 1.0838 +2022-03-11 02:06:20,639 - davarocr - INFO - Epoch [36][90/120] lr: 1.818e-05, eta: 0:16:05, time: 0.548, data_time: 0.008, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6292 +2022-03-11 02:06:23,192 - davarocr - INFO - Epoch [36][95/120] lr: 1.818e-05, eta: 0:16:03, time: 0.511, data_time: 0.008, memory: 5067, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.5330 +2022-03-11 02:06:25,672 - davarocr - INFO - Epoch [36][100/120] lr: 1.818e-05, eta: 0:16:00, time: 0.496, data_time: 0.005, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7825 +2022-03-11 02:06:28,161 - davarocr - INFO - Epoch [36][105/120] lr: 1.818e-05, eta: 0:15:57, time: 0.496, data_time: 0.006, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 1.2616 +2022-03-11 02:06:30,671 - davarocr - INFO - Epoch [36][110/120] lr: 1.818e-05, eta: 0:15:54, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.0956 +2022-03-11 02:06:33,176 - davarocr - INFO - Epoch [36][115/120] lr: 1.818e-05, eta: 0:15:51, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8165 +2022-03-11 02:06:35,711 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:06:35,711 - davarocr - INFO - Epoch [36][120/120] lr: 1.818e-05, eta: 0:15:48, time: 0.504, data_time: 0.010, memory: 5067, loss_crf: 0.0066, loss: 0.0066, grad_norm: 3.4686 +2022-03-11 02:06:43,657 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:06:43,657 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:06:43,657 - davarocr - INFO - Epoch(val) [36][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9647058823529412, 'recall': 0.9559585492227979, 'f1-score': 0.9603122966818477}, ORG: {'precision': 0.9363957597173145, 'recall': 0.9584086799276673, 'f1-score': 0.9472743521000894}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9585365853658536, 'recall': 0.9644171779141104, 'f1-score': 0.9614678899082569}, hmean: 0.9615 +2022-03-11 02:06:48,968 - davarocr - INFO - Epoch [37][5/120] lr: 1.786e-05, eta: 0:15:46, time: 1.059, data_time: 0.482, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6547 +2022-03-11 02:06:51,725 - davarocr - INFO - Epoch [37][10/120] lr: 1.786e-05, eta: 0:15:43, time: 0.553, data_time: 0.009, memory: 5067, loss_crf: 0.0043, loss: 0.0043, grad_norm: 3.2622 +2022-03-11 02:06:54,743 - davarocr - INFO - Epoch [37][15/120] lr: 1.786e-05, eta: 0:15:40, time: 0.604, data_time: 0.009, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.8467 +2022-03-11 02:06:57,603 - davarocr - INFO - Epoch [37][20/120] lr: 1.786e-05, eta: 0:15:37, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6288 +2022-03-11 02:07:00,498 - davarocr - INFO - Epoch [37][25/120] lr: 1.786e-05, eta: 0:15:35, time: 0.579, data_time: 0.010, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6165 +2022-03-11 02:07:03,197 - davarocr - INFO - Epoch [37][30/120] lr: 1.786e-05, eta: 0:15:32, time: 0.540, data_time: 0.010, memory: 5067, loss_crf: 0.0168, loss: 0.0168, grad_norm: 8.5048 +2022-03-11 02:07:05,715 - davarocr - INFO - Epoch [37][35/120] lr: 1.786e-05, eta: 0:15:29, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.0127, loss: 0.0127, grad_norm: 14.4008 +2022-03-11 02:07:08,397 - davarocr - INFO - Epoch [37][40/120] lr: 1.786e-05, eta: 0:15:26, time: 0.536, data_time: 0.007, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5286 +2022-03-11 02:07:11,079 - davarocr - INFO - Epoch [37][45/120] lr: 1.786e-05, eta: 0:15:23, time: 0.536, data_time: 0.008, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5733 +2022-03-11 02:07:13,593 - davarocr - INFO - Epoch [37][50/120] lr: 1.786e-05, eta: 0:15:20, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 0.0588, loss: 0.0588, grad_norm: 16.2786 +2022-03-11 02:07:16,112 - davarocr - INFO - Epoch [37][55/120] lr: 1.786e-05, eta: 0:15:17, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5090 +2022-03-11 02:07:18,637 - davarocr - INFO - Epoch [37][60/120] lr: 1.786e-05, eta: 0:15:14, time: 0.504, data_time: 0.010, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5079 +2022-03-11 02:07:21,171 - davarocr - INFO - Epoch [37][65/120] lr: 1.786e-05, eta: 0:15:11, time: 0.507, data_time: 0.008, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.2099 +2022-03-11 02:07:23,677 - davarocr - INFO - Epoch [37][70/120] lr: 1.786e-05, eta: 0:15:08, time: 0.501, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6629 +2022-03-11 02:07:26,191 - davarocr - INFO - Epoch [37][75/120] lr: 1.786e-05, eta: 0:15:05, time: 0.503, data_time: 0.008, memory: 5067, loss_crf: 0.0650, loss: 0.0650, grad_norm: 14.8298 +2022-03-11 02:07:28,684 - davarocr - INFO - Epoch [37][80/120] lr: 1.786e-05, eta: 0:15:03, time: 0.498, data_time: 0.010, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4821 +2022-03-11 02:07:31,194 - davarocr - INFO - Epoch [37][85/120] lr: 1.786e-05, eta: 0:15:00, time: 0.502, data_time: 0.009, memory: 5067, loss_crf: 0.0028, loss: 0.0028, grad_norm: 3.2013 +2022-03-11 02:07:33,743 - davarocr - INFO - Epoch [37][90/120] lr: 1.786e-05, eta: 0:14:57, time: 0.510, data_time: 0.008, memory: 5067, loss_crf: 0.0373, loss: 0.0373, grad_norm: 40.0188 +2022-03-11 02:07:36,389 - davarocr - INFO - Epoch [37][95/120] lr: 1.786e-05, eta: 0:14:54, time: 0.529, data_time: 0.010, memory: 5067, loss_crf: 0.0371, loss: 0.0371, grad_norm: 8.2604 +2022-03-11 02:07:39,032 - davarocr - INFO - Epoch [37][100/120] lr: 1.786e-05, eta: 0:14:51, time: 0.529, data_time: 0.008, memory: 5067, loss_crf: 0.0485, loss: 0.0485, grad_norm: 24.9813 +2022-03-11 02:07:41,684 - davarocr - INFO - Epoch [37][105/120] lr: 1.786e-05, eta: 0:14:48, time: 0.530, data_time: 0.008, memory: 5067, loss_crf: 0.0142, loss: 0.0142, grad_norm: 4.8900 +2022-03-11 02:07:44,322 - davarocr - INFO - Epoch [37][110/120] lr: 1.786e-05, eta: 0:14:45, time: 0.528, data_time: 0.008, memory: 5067, loss_crf: 0.0133, loss: 0.0133, grad_norm: 7.6534 +2022-03-11 02:07:46,974 - davarocr - INFO - Epoch [37][115/120] lr: 1.786e-05, eta: 0:14:42, time: 0.530, data_time: 0.010, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5460 +2022-03-11 02:07:49,587 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:07:49,587 - davarocr - INFO - Epoch [37][120/120] lr: 1.786e-05, eta: 0:14:39, time: 0.522, data_time: 0.009, memory: 5067, loss_crf: 0.2485, loss: 0.2485, grad_norm: 18.9521 +2022-03-11 02:07:58,414 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:07:58,415 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:07:58,415 - davarocr - INFO - Epoch(val) [37][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9354838709677419, 'recall': 0.8787878787878788, 'f1-score': 0.90625}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9569190600522193, 'recall': 0.9494818652849741, 'f1-score': 0.953185955786736}, ORG: {'precision': 0.9327433628318584, 'recall': 0.9529837251356239, 'f1-score': 0.9427549194991056}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9547123623011016, 'recall': 0.9570552147239264, 'f1-score': 0.9558823529411765}, hmean: 0.9559 +2022-03-11 02:08:04,059 - davarocr - INFO - Epoch [38][5/120] lr: 1.754e-05, eta: 0:14:38, time: 1.127, data_time: 0.567, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.7132 +2022-03-11 02:08:06,718 - davarocr - INFO - Epoch [38][10/120] lr: 1.754e-05, eta: 0:14:35, time: 0.533, data_time: 0.007, memory: 5067, loss_crf: 0.0826, loss: 0.0826, grad_norm: 19.6706 +2022-03-11 02:08:09,364 - davarocr - INFO - Epoch [38][15/120] lr: 1.754e-05, eta: 0:14:32, time: 0.528, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5492 +2022-03-11 02:08:12,104 - davarocr - INFO - Epoch [38][20/120] lr: 1.754e-05, eta: 0:14:29, time: 0.548, data_time: 0.009, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5205 +2022-03-11 02:08:14,744 - davarocr - INFO - Epoch [38][25/120] lr: 1.754e-05, eta: 0:14:26, time: 0.529, data_time: 0.012, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.8351 +2022-03-11 02:08:17,649 - davarocr - INFO - Epoch [38][30/120] lr: 1.754e-05, eta: 0:14:23, time: 0.581, data_time: 0.012, memory: 5067, loss_crf: 0.0947, loss: 0.0947, grad_norm: 53.6062 +2022-03-11 02:08:20,521 - davarocr - INFO - Epoch [38][35/120] lr: 1.754e-05, eta: 0:14:20, time: 0.575, data_time: 0.008, memory: 5067, loss_crf: 0.0203, loss: 0.0203, grad_norm: 24.4783 +2022-03-11 02:08:23,385 - davarocr - INFO - Epoch [38][40/120] lr: 1.754e-05, eta: 0:14:18, time: 0.570, data_time: 0.006, memory: 5067, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.5737 +2022-03-11 02:08:26,281 - davarocr - INFO - Epoch [38][45/120] lr: 1.754e-05, eta: 0:14:15, time: 0.582, data_time: 0.009, memory: 5067, loss_crf: 0.1897, loss: 0.1897, grad_norm: 50.1931 +2022-03-11 02:08:29,137 - davarocr - INFO - Epoch [38][50/120] lr: 1.754e-05, eta: 0:14:12, time: 0.571, data_time: 0.006, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5905 +2022-03-11 02:08:32,171 - davarocr - INFO - Epoch [38][55/120] lr: 1.754e-05, eta: 0:14:09, time: 0.607, data_time: 0.008, memory: 5067, loss_crf: 0.0075, loss: 0.0075, grad_norm: 1.9219 +2022-03-11 02:08:35,048 - davarocr - INFO - Epoch [38][60/120] lr: 1.754e-05, eta: 0:14:06, time: 0.575, data_time: 0.008, memory: 5067, loss_crf: 0.1000, loss: 0.1000, grad_norm: 34.2546 +2022-03-11 02:08:38,245 - davarocr - INFO - Epoch [38][65/120] lr: 1.754e-05, eta: 0:14:04, time: 0.639, data_time: 0.009, memory: 5067, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.2933 +2022-03-11 02:08:41,311 - davarocr - INFO - Epoch [38][70/120] lr: 1.754e-05, eta: 0:14:01, time: 0.613, data_time: 0.007, memory: 5067, loss_crf: 0.0031, loss: 0.0031, grad_norm: 1.2560 +2022-03-11 02:08:44,156 - davarocr - INFO - Epoch [38][75/120] lr: 1.754e-05, eta: 0:13:58, time: 0.569, data_time: 0.007, memory: 5067, loss_crf: 0.3601, loss: 0.3601, grad_norm: 96.0116 +2022-03-11 02:08:47,364 - davarocr - INFO - Epoch [38][80/120] lr: 1.754e-05, eta: 0:13:56, time: 0.642, data_time: 0.007, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7563 +2022-03-11 02:08:50,233 - davarocr - INFO - Epoch [38][85/120] lr: 1.754e-05, eta: 0:13:53, time: 0.574, data_time: 0.007, memory: 5067, loss_crf: 0.0086, loss: 0.0086, grad_norm: 4.6279 +2022-03-11 02:08:53,263 - davarocr - INFO - Epoch [38][90/120] lr: 1.754e-05, eta: 0:13:50, time: 0.606, data_time: 0.006, memory: 5067, loss_crf: 0.1103, loss: 0.1103, grad_norm: 6.3883 +2022-03-11 02:08:56,235 - davarocr - INFO - Epoch [38][95/120] lr: 1.754e-05, eta: 0:13:47, time: 0.595, data_time: 0.008, memory: 5067, loss_crf: 0.0888, loss: 0.0888, grad_norm: 10.8702 +2022-03-11 02:08:59,114 - davarocr - INFO - Epoch [38][100/120] lr: 1.754e-05, eta: 0:13:44, time: 0.576, data_time: 0.007, memory: 5067, loss_crf: 0.0081, loss: 0.0081, grad_norm: 3.5110 +2022-03-11 02:09:01,977 - davarocr - INFO - Epoch [38][105/120] lr: 1.754e-05, eta: 0:13:42, time: 0.573, data_time: 0.008, memory: 5067, loss_crf: 0.0470, loss: 0.0470, grad_norm: 8.1147 +2022-03-11 02:09:04,834 - davarocr - INFO - Epoch [38][110/120] lr: 1.754e-05, eta: 0:13:39, time: 0.571, data_time: 0.006, memory: 5067, loss_crf: 0.0151, loss: 0.0151, grad_norm: 10.8166 +2022-03-11 02:09:07,699 - davarocr - INFO - Epoch [38][115/120] lr: 1.754e-05, eta: 0:13:36, time: 0.573, data_time: 0.005, memory: 5067, loss_crf: 0.0036, loss: 0.0036, grad_norm: 2.6429 +2022-03-11 02:09:10,571 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:09:10,571 - davarocr - INFO - Epoch [38][120/120] lr: 1.754e-05, eta: 0:13:33, time: 0.574, data_time: 0.006, memory: 5067, loss_crf: 0.0027, loss: 0.0027, grad_norm: 2.9256 +2022-03-11 02:09:18,238 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:09:18,239 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:09:18,239 - davarocr - INFO - Epoch(val) [38][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9142857142857143, 'recall': 0.9696969696969697, 'f1-score': 0.9411764705882354}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9658344283837057, 'recall': 0.9520725388601037, 'f1-score': 0.9589041095890412}, ORG: {'precision': 0.9399293286219081, 'recall': 0.9620253164556962, 'f1-score': 0.9508489722966935}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9608323133414932, 'recall': 0.9631901840490797, 'f1-score': 0.9620098039215685}, hmean: 0.9620 +2022-03-11 02:09:23,524 - davarocr - INFO - Epoch [39][5/120] lr: 1.724e-05, eta: 0:13:31, time: 1.056, data_time: 0.476, memory: 5067, loss_crf: 0.1140, loss: 0.1140, grad_norm: 57.5711 +2022-03-11 02:09:26,379 - davarocr - INFO - Epoch [39][10/120] lr: 1.724e-05, eta: 0:13:28, time: 0.571, data_time: 0.012, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5951 +2022-03-11 02:09:29,429 - davarocr - INFO - Epoch [39][15/120] lr: 1.724e-05, eta: 0:13:25, time: 0.610, data_time: 0.013, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5706 +2022-03-11 02:09:32,286 - davarocr - INFO - Epoch [39][20/120] lr: 1.724e-05, eta: 0:13:23, time: 0.572, data_time: 0.009, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.4871 +2022-03-11 02:09:35,365 - davarocr - INFO - Epoch [39][25/120] lr: 1.724e-05, eta: 0:13:20, time: 0.616, data_time: 0.009, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5011 +2022-03-11 02:09:38,550 - davarocr - INFO - Epoch [39][30/120] lr: 1.724e-05, eta: 0:13:17, time: 0.637, data_time: 0.008, memory: 5067, loss_crf: 0.3646, loss: 0.3646, grad_norm: 75.4164 +2022-03-11 02:09:41,375 - davarocr - INFO - Epoch [39][35/120] lr: 1.724e-05, eta: 0:13:14, time: 0.565, data_time: 0.007, memory: 5067, loss_crf: 0.0751, loss: 0.0751, grad_norm: 27.5065 +2022-03-11 02:09:44,407 - davarocr - INFO - Epoch [39][40/120] lr: 1.724e-05, eta: 0:13:12, time: 0.607, data_time: 0.007, memory: 5067, loss_crf: 0.1602, loss: 0.1602, grad_norm: 40.9334 +2022-03-11 02:09:47,607 - davarocr - INFO - Epoch [39][45/120] lr: 1.724e-05, eta: 0:13:09, time: 0.640, data_time: 0.011, memory: 5067, loss_crf: 0.5269, loss: 0.5269, grad_norm: 51.7001 +2022-03-11 02:09:50,514 - davarocr - INFO - Epoch [39][50/120] lr: 1.724e-05, eta: 0:13:06, time: 0.581, data_time: 0.008, memory: 5067, loss_crf: 0.0056, loss: 0.0056, grad_norm: 1.7468 +2022-03-11 02:09:53,613 - davarocr - INFO - Epoch [39][55/120] lr: 1.724e-05, eta: 0:13:03, time: 0.620, data_time: 0.007, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7899 +2022-03-11 02:09:56,562 - davarocr - INFO - Epoch [39][60/120] lr: 1.724e-05, eta: 0:13:01, time: 0.590, data_time: 0.008, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.9369 +2022-03-11 02:09:59,525 - davarocr - INFO - Epoch [39][65/120] lr: 1.724e-05, eta: 0:12:58, time: 0.593, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7690 +2022-03-11 02:10:02,412 - davarocr - INFO - Epoch [39][70/120] lr: 1.724e-05, eta: 0:12:55, time: 0.577, data_time: 0.007, memory: 5067, loss_crf: 0.0027, loss: 0.0027, grad_norm: 4.7793 +2022-03-11 02:10:05,337 - davarocr - INFO - Epoch [39][75/120] lr: 1.724e-05, eta: 0:12:52, time: 0.585, data_time: 0.008, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4771 +2022-03-11 02:10:08,202 - davarocr - INFO - Epoch [39][80/120] lr: 1.724e-05, eta: 0:12:49, time: 0.573, data_time: 0.009, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4667 +2022-03-11 02:10:11,065 - davarocr - INFO - Epoch [39][85/120] lr: 1.724e-05, eta: 0:12:46, time: 0.572, data_time: 0.008, memory: 5067, loss_crf: 0.0987, loss: 0.0987, grad_norm: 23.4193 +2022-03-11 02:10:13,930 - davarocr - INFO - Epoch [39][90/120] lr: 1.724e-05, eta: 0:12:44, time: 0.573, data_time: 0.009, memory: 5067, loss_crf: 0.0033, loss: 0.0033, grad_norm: 2.5139 +2022-03-11 02:10:16,781 - davarocr - INFO - Epoch [39][95/120] lr: 1.724e-05, eta: 0:12:41, time: 0.570, data_time: 0.008, memory: 5067, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.9769 +2022-03-11 02:10:19,648 - davarocr - INFO - Epoch [39][100/120] lr: 1.724e-05, eta: 0:12:38, time: 0.574, data_time: 0.008, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8538 +2022-03-11 02:10:22,489 - davarocr - INFO - Epoch [39][105/120] lr: 1.724e-05, eta: 0:12:35, time: 0.568, data_time: 0.007, memory: 5067, loss_crf: 0.0065, loss: 0.0065, grad_norm: 2.5888 +2022-03-11 02:10:25,484 - davarocr - INFO - Epoch [39][110/120] lr: 1.724e-05, eta: 0:12:32, time: 0.599, data_time: 0.007, memory: 5067, loss_crf: 0.0710, loss: 0.0710, grad_norm: 38.6857 +2022-03-11 02:10:28,748 - davarocr - INFO - Epoch [39][115/120] lr: 1.724e-05, eta: 0:12:30, time: 0.653, data_time: 0.008, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7103 +2022-03-11 02:10:31,595 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:10:31,599 - davarocr - INFO - Epoch [39][120/120] lr: 1.724e-05, eta: 0:12:27, time: 0.570, data_time: 0.006, memory: 5067, loss_crf: 0.0292, loss: 0.0292, grad_norm: 19.8849 +2022-03-11 02:10:39,667 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:10:39,668 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:10:39,668 - davarocr - INFO - Epoch(val) [39][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8421052631578947, 'recall': 0.9696969696969697, 'f1-score': 0.9014084507042254}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.968421052631579, 'recall': 0.9533678756476683, 'f1-score': 0.9608355091383811}, ORG: {'precision': 0.9444444444444444, 'recall': 0.9529837251356239, 'f1-score': 0.9486948694869487}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.961916461916462, 'recall': 0.9607361963190184, 'f1-score': 0.9613259668508287}, hmean: 0.9613 +2022-03-11 02:10:44,844 - davarocr - INFO - Epoch [40][5/120] lr: 1.695e-05, eta: 0:12:25, time: 1.033, data_time: 0.469, memory: 5067, loss_crf: 0.0906, loss: 0.0906, grad_norm: 11.1315 +2022-03-11 02:10:47,558 - davarocr - INFO - Epoch [40][10/120] lr: 1.695e-05, eta: 0:12:22, time: 0.543, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6192 +2022-03-11 02:10:50,333 - davarocr - INFO - Epoch [40][15/120] lr: 1.695e-05, eta: 0:12:19, time: 0.555, data_time: 0.007, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5571 +2022-03-11 02:10:53,214 - davarocr - INFO - Epoch [40][20/120] lr: 1.695e-05, eta: 0:12:16, time: 0.577, data_time: 0.007, memory: 5067, loss_crf: 0.0616, loss: 0.0616, grad_norm: 9.9367 +2022-03-11 02:10:55,960 - davarocr - INFO - Epoch [40][25/120] lr: 1.695e-05, eta: 0:12:13, time: 0.549, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4460 +2022-03-11 02:10:58,692 - davarocr - INFO - Epoch [40][30/120] lr: 1.695e-05, eta: 0:12:10, time: 0.547, data_time: 0.008, memory: 5067, loss_crf: 0.0023, loss: 0.0023, grad_norm: 3.5303 +2022-03-11 02:11:01,446 - davarocr - INFO - Epoch [40][35/120] lr: 1.695e-05, eta: 0:12:08, time: 0.551, data_time: 0.010, memory: 5067, loss_crf: 0.0507, loss: 0.0507, grad_norm: 60.9672 +2022-03-11 02:11:04,202 - davarocr - INFO - Epoch [40][40/120] lr: 1.695e-05, eta: 0:12:05, time: 0.551, data_time: 0.007, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.4442 +2022-03-11 02:11:07,207 - davarocr - INFO - Epoch [40][45/120] lr: 1.695e-05, eta: 0:12:02, time: 0.602, data_time: 0.008, memory: 5067, loss_crf: 0.1292, loss: 0.1292, grad_norm: 15.0122 +2022-03-11 02:11:10,123 - davarocr - INFO - Epoch [40][50/120] lr: 1.695e-05, eta: 0:11:59, time: 0.583, data_time: 0.009, memory: 5067, loss_crf: 0.0278, loss: 0.0278, grad_norm: 27.4978 +2022-03-11 02:11:13,045 - davarocr - INFO - Epoch [40][55/120] lr: 1.695e-05, eta: 0:11:56, time: 0.585, data_time: 0.007, memory: 5067, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.6201 +2022-03-11 02:11:15,961 - davarocr - INFO - Epoch [40][60/120] lr: 1.695e-05, eta: 0:11:54, time: 0.583, data_time: 0.008, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6399 +2022-03-11 02:11:19,025 - davarocr - INFO - Epoch [40][65/120] lr: 1.695e-05, eta: 0:11:51, time: 0.613, data_time: 0.006, memory: 5067, loss_crf: 0.0103, loss: 0.0103, grad_norm: 3.2127 +2022-03-11 02:11:21,962 - davarocr - INFO - Epoch [40][70/120] lr: 1.695e-05, eta: 0:11:48, time: 0.587, data_time: 0.010, memory: 5067, loss_crf: 0.0548, loss: 0.0548, grad_norm: 25.6501 +2022-03-11 02:11:25,147 - davarocr - INFO - Epoch [40][75/120] lr: 1.695e-05, eta: 0:11:45, time: 0.637, data_time: 0.006, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5597 +2022-03-11 02:11:28,177 - davarocr - INFO - Epoch [40][80/120] lr: 1.695e-05, eta: 0:11:42, time: 0.606, data_time: 0.010, memory: 5067, loss_crf: 0.0056, loss: 0.0056, grad_norm: 3.2981 +2022-03-11 02:11:31,213 - davarocr - INFO - Epoch [40][85/120] lr: 1.695e-05, eta: 0:11:40, time: 0.607, data_time: 0.007, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.8276 +2022-03-11 02:11:34,284 - davarocr - INFO - Epoch [40][90/120] lr: 1.695e-05, eta: 0:11:37, time: 0.614, data_time: 0.008, memory: 5067, loss_crf: 0.1469, loss: 0.1469, grad_norm: 41.3043 +2022-03-11 02:11:37,294 - davarocr - INFO - Epoch [40][95/120] lr: 1.695e-05, eta: 0:11:34, time: 0.602, data_time: 0.008, memory: 5067, loss_crf: 0.2872, loss: 0.2872, grad_norm: 36.8923 +2022-03-11 02:11:40,144 - davarocr - INFO - Epoch [40][100/120] lr: 1.695e-05, eta: 0:11:31, time: 0.570, data_time: 0.007, memory: 5067, loss_crf: 0.0278, loss: 0.0278, grad_norm: 8.5432 +2022-03-11 02:11:43,139 - davarocr - INFO - Epoch [40][105/120] lr: 1.695e-05, eta: 0:11:28, time: 0.599, data_time: 0.008, memory: 5067, loss_crf: 0.0186, loss: 0.0186, grad_norm: 6.1177 +2022-03-11 02:11:45,983 - davarocr - INFO - Epoch [40][110/120] lr: 1.695e-05, eta: 0:11:26, time: 0.569, data_time: 0.007, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6257 +2022-03-11 02:11:48,848 - davarocr - INFO - Epoch [40][115/120] lr: 1.695e-05, eta: 0:11:23, time: 0.572, data_time: 0.009, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 4.2509 +2022-03-11 02:11:51,700 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:11:51,701 - davarocr - INFO - Epoch [40][120/120] lr: 1.695e-05, eta: 0:11:20, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 0.0050, loss: 0.0050, grad_norm: 2.8390 +2022-03-11 02:12:00,123 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:12:00,124 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:12:00,124 - davarocr - INFO - Epoch(val) [40][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9411764705882353, 'recall': 0.9696969696969697, 'f1-score': 0.955223880597015}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9696969696969697, 'recall': 0.9533678756476683, 'f1-score': 0.9614630960156761}, ORG: {'precision': 0.9410714285714286, 'recall': 0.9529837251356239, 'f1-score': 0.9469901168014375}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9636699507389163, 'recall': 0.9601226993865031, 'f1-score': 0.9618930547019053}, hmean: 0.9619 +2022-03-11 02:12:05,161 - davarocr - INFO - Epoch [41][5/120] lr: 1.667e-05, eta: 0:11:18, time: 1.007, data_time: 0.461, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6197 +2022-03-11 02:12:07,916 - davarocr - INFO - Epoch [41][10/120] lr: 1.667e-05, eta: 0:11:15, time: 0.550, data_time: 0.006, memory: 5067, loss_crf: 0.0099, loss: 0.0099, grad_norm: 3.1950 +2022-03-11 02:12:10,669 - davarocr - INFO - Epoch [41][15/120] lr: 1.667e-05, eta: 0:11:12, time: 0.552, data_time: 0.009, memory: 5067, loss_crf: 0.1222, loss: 0.1222, grad_norm: 37.1415 +2022-03-11 02:12:13,411 - davarocr - INFO - Epoch [41][20/120] lr: 1.667e-05, eta: 0:11:09, time: 0.548, data_time: 0.009, memory: 5067, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.8315 +2022-03-11 02:12:15,909 - davarocr - INFO - Epoch [41][25/120] lr: 1.667e-05, eta: 0:11:06, time: 0.500, data_time: 0.006, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6428 +2022-03-11 02:12:18,591 - davarocr - INFO - Epoch [41][30/120] lr: 1.667e-05, eta: 0:11:03, time: 0.536, data_time: 0.007, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6970 +2022-03-11 02:12:21,456 - davarocr - INFO - Epoch [41][35/120] lr: 1.667e-05, eta: 0:11:00, time: 0.573, data_time: 0.007, memory: 5067, loss_crf: 0.0444, loss: 0.0444, grad_norm: 10.9602 +2022-03-11 02:12:23,968 - davarocr - INFO - Epoch [41][40/120] lr: 1.667e-05, eta: 0:10:58, time: 0.502, data_time: 0.010, memory: 5067, loss_crf: 0.0251, loss: 0.0251, grad_norm: 29.8464 +2022-03-11 02:12:26,652 - davarocr - INFO - Epoch [41][45/120] lr: 1.667e-05, eta: 0:10:55, time: 0.536, data_time: 0.010, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5355 +2022-03-11 02:12:29,491 - davarocr - INFO - Epoch [41][50/120] lr: 1.667e-05, eta: 0:10:52, time: 0.568, data_time: 0.008, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.0547 +2022-03-11 02:12:32,370 - davarocr - INFO - Epoch [41][55/120] lr: 1.667e-05, eta: 0:10:49, time: 0.576, data_time: 0.007, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6379 +2022-03-11 02:12:35,457 - davarocr - INFO - Epoch [41][60/120] lr: 1.667e-05, eta: 0:10:46, time: 0.618, data_time: 0.007, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6067 +2022-03-11 02:12:38,522 - davarocr - INFO - Epoch [41][65/120] lr: 1.667e-05, eta: 0:10:43, time: 0.613, data_time: 0.008, memory: 5067, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.4345 +2022-03-11 02:12:41,425 - davarocr - INFO - Epoch [41][70/120] lr: 1.667e-05, eta: 0:10:41, time: 0.580, data_time: 0.007, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8733 +2022-03-11 02:12:44,289 - davarocr - INFO - Epoch [41][75/120] lr: 1.667e-05, eta: 0:10:38, time: 0.573, data_time: 0.008, memory: 5067, loss_crf: 0.0506, loss: 0.0506, grad_norm: 25.0961 +2022-03-11 02:12:47,092 - davarocr - INFO - Epoch [41][80/120] lr: 1.667e-05, eta: 0:10:35, time: 0.560, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5096 +2022-03-11 02:12:49,817 - davarocr - INFO - Epoch [41][85/120] lr: 1.667e-05, eta: 0:10:32, time: 0.546, data_time: 0.007, memory: 5067, loss_crf: 0.0039, loss: 0.0039, grad_norm: 2.0168 +2022-03-11 02:12:52,313 - davarocr - INFO - Epoch [41][90/120] lr: 1.667e-05, eta: 0:10:29, time: 0.499, data_time: 0.009, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7712 +2022-03-11 02:12:54,812 - davarocr - INFO - Epoch [41][95/120] lr: 1.667e-05, eta: 0:10:26, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8133 +2022-03-11 02:12:57,302 - davarocr - INFO - Epoch [41][100/120] lr: 1.667e-05, eta: 0:10:23, time: 0.498, data_time: 0.008, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7736 +2022-03-11 02:12:59,805 - davarocr - INFO - Epoch [41][105/120] lr: 1.667e-05, eta: 0:10:20, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8079 +2022-03-11 02:13:02,335 - davarocr - INFO - Epoch [41][110/120] lr: 1.667e-05, eta: 0:10:18, time: 0.506, data_time: 0.009, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7803 +2022-03-11 02:13:05,004 - davarocr - INFO - Epoch [41][115/120] lr: 1.667e-05, eta: 0:10:15, time: 0.534, data_time: 0.008, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7764 +2022-03-11 02:13:07,667 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:13:07,668 - davarocr - INFO - Epoch [41][120/120] lr: 1.667e-05, eta: 0:10:12, time: 0.533, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7969 +2022-03-11 02:13:16,098 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:13:16,098 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:13:16,098 - davarocr - INFO - Epoch(val) [41][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9090909090909091, 'recall': 0.9090909090909091, 'f1-score': 0.9090909090909091}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9660130718954248, 'recall': 0.9572538860103627, 'f1-score': 0.9616135328562134}, ORG: {'precision': 0.9366197183098591, 'recall': 0.9620253164556962, 'f1-score': 0.9491525423728814}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9597069597069597, 'recall': 0.9644171779141104, 'f1-score': 0.9620563035495717}, hmean: 0.9621 +2022-03-11 02:13:21,369 - davarocr - INFO - Epoch [42][5/120] lr: 1.639e-05, eta: 0:10:09, time: 1.053, data_time: 0.481, memory: 5067, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.4668 +2022-03-11 02:13:24,411 - davarocr - INFO - Epoch [42][10/120] lr: 1.639e-05, eta: 0:10:07, time: 0.609, data_time: 0.008, memory: 5067, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.9706 +2022-03-11 02:13:27,259 - davarocr - INFO - Epoch [42][15/120] lr: 1.639e-05, eta: 0:10:04, time: 0.569, data_time: 0.005, memory: 5067, loss_crf: 0.0025, loss: 0.0025, grad_norm: 3.9373 +2022-03-11 02:13:30,327 - davarocr - INFO - Epoch [42][20/120] lr: 1.639e-05, eta: 0:10:01, time: 0.613, data_time: 0.007, memory: 5067, loss_crf: 0.0992, loss: 0.0992, grad_norm: 13.5833 +2022-03-11 02:13:33,200 - davarocr - INFO - Epoch [42][25/120] lr: 1.639e-05, eta: 0:09:58, time: 0.575, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6876 +2022-03-11 02:13:36,288 - davarocr - INFO - Epoch [42][30/120] lr: 1.639e-05, eta: 0:09:55, time: 0.618, data_time: 0.008, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5860 +2022-03-11 02:13:39,153 - davarocr - INFO - Epoch [42][35/120] lr: 1.639e-05, eta: 0:09:53, time: 0.573, data_time: 0.008, memory: 5067, loss_crf: 0.0309, loss: 0.0309, grad_norm: 14.7597 +2022-03-11 02:13:42,041 - davarocr - INFO - Epoch [42][40/120] lr: 1.639e-05, eta: 0:09:50, time: 0.577, data_time: 0.007, memory: 5067, loss_crf: 0.0224, loss: 0.0224, grad_norm: 6.0933 +2022-03-11 02:13:44,937 - davarocr - INFO - Epoch [42][45/120] lr: 1.639e-05, eta: 0:09:47, time: 0.579, data_time: 0.007, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5355 +2022-03-11 02:13:47,792 - davarocr - INFO - Epoch [42][50/120] lr: 1.639e-05, eta: 0:09:44, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4913 +2022-03-11 02:13:50,669 - davarocr - INFO - Epoch [42][55/120] lr: 1.639e-05, eta: 0:09:41, time: 0.574, data_time: 0.008, memory: 5067, loss_crf: 0.0590, loss: 0.0590, grad_norm: 4.9677 +2022-03-11 02:13:53,526 - davarocr - INFO - Epoch [42][60/120] lr: 1.639e-05, eta: 0:09:38, time: 0.573, data_time: 0.010, memory: 5067, loss_crf: 0.1039, loss: 0.1039, grad_norm: 36.5500 +2022-03-11 02:13:56,401 - davarocr - INFO - Epoch [42][65/120] lr: 1.639e-05, eta: 0:09:36, time: 0.575, data_time: 0.008, memory: 5067, loss_crf: 0.0151, loss: 0.0151, grad_norm: 20.3522 +2022-03-11 02:13:59,236 - davarocr - INFO - Epoch [42][70/120] lr: 1.639e-05, eta: 0:09:33, time: 0.567, data_time: 0.007, memory: 5067, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.8684 +2022-03-11 02:14:02,291 - davarocr - INFO - Epoch [42][75/120] lr: 1.639e-05, eta: 0:09:30, time: 0.607, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4723 +2022-03-11 02:14:05,145 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:14:05,145 - davarocr - INFO - Epoch [42][80/120] lr: 1.639e-05, eta: 0:09:27, time: 0.575, data_time: 0.011, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4736 +2022-03-11 02:14:08,379 - davarocr - INFO - Epoch [42][85/120] lr: 1.639e-05, eta: 0:09:24, time: 0.647, data_time: 0.007, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5065 +2022-03-11 02:14:11,222 - davarocr - INFO - Epoch [42][90/120] lr: 1.639e-05, eta: 0:09:22, time: 0.568, data_time: 0.007, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5276 +2022-03-11 02:14:14,240 - davarocr - INFO - Epoch [42][95/120] lr: 1.639e-05, eta: 0:09:19, time: 0.604, data_time: 0.006, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4888 +2022-03-11 02:14:17,096 - davarocr - INFO - Epoch [42][100/120] lr: 1.639e-05, eta: 0:09:16, time: 0.571, data_time: 0.007, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4927 +2022-03-11 02:14:20,070 - davarocr - INFO - Epoch [42][105/120] lr: 1.639e-05, eta: 0:09:13, time: 0.595, data_time: 0.007, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.9327 +2022-03-11 02:14:22,924 - davarocr - INFO - Epoch [42][110/120] lr: 1.639e-05, eta: 0:09:10, time: 0.571, data_time: 0.008, memory: 5067, loss_crf: 0.0044, loss: 0.0044, grad_norm: 3.6941 +2022-03-11 02:14:25,765 - davarocr - INFO - Epoch [42][115/120] lr: 1.639e-05, eta: 0:09:07, time: 0.568, data_time: 0.007, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4897 +2022-03-11 02:14:28,756 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:14:28,756 - davarocr - INFO - Epoch [42][120/120] lr: 1.639e-05, eta: 0:09:05, time: 0.597, data_time: 0.006, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 3.2201 +2022-03-11 02:14:36,379 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:14:36,379 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:14:36,379 - davarocr - INFO - Epoch(val) [42][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8857142857142857, 'recall': 0.9393939393939394, 'f1-score': 0.9117647058823529}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9686274509803922, 'recall': 0.9598445595854922, 'f1-score': 0.9642160052049447}, ORG: {'precision': 0.9397163120567376, 'recall': 0.9584086799276673, 'f1-score': 0.9489704565801254}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9614914425427873, 'recall': 0.9650306748466257, 'f1-score': 0.9632578077158602}, hmean: 0.9633 +2022-03-11 02:14:41,639 - davarocr - INFO - Epoch [43][5/120] lr: 1.613e-05, eta: 0:09:02, time: 1.051, data_time: 0.468, memory: 5067, loss_crf: 0.0093, loss: 0.0093, grad_norm: 33.1764 +2022-03-11 02:14:44,489 - davarocr - INFO - Epoch [43][10/120] lr: 1.613e-05, eta: 0:08:59, time: 0.570, data_time: 0.008, memory: 5067, loss_crf: 0.0358, loss: 0.0358, grad_norm: 9.3530 +2022-03-11 02:14:47,350 - davarocr - INFO - Epoch [43][15/120] lr: 1.613e-05, eta: 0:08:57, time: 0.571, data_time: 0.006, memory: 5067, loss_crf: 0.0227, loss: 0.0227, grad_norm: 11.6488 +2022-03-11 02:14:50,202 - davarocr - INFO - Epoch [43][20/120] lr: 1.613e-05, eta: 0:08:54, time: 0.571, data_time: 0.007, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5153 +2022-03-11 02:14:53,056 - davarocr - INFO - Epoch [43][25/120] lr: 1.613e-05, eta: 0:08:51, time: 0.572, data_time: 0.008, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5033 +2022-03-11 02:14:55,899 - davarocr - INFO - Epoch [43][30/120] lr: 1.613e-05, eta: 0:08:48, time: 0.568, data_time: 0.005, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5164 +2022-03-11 02:14:58,942 - davarocr - INFO - Epoch [43][35/120] lr: 1.613e-05, eta: 0:08:45, time: 0.609, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5025 +2022-03-11 02:15:02,007 - davarocr - INFO - Epoch [43][40/120] lr: 1.613e-05, eta: 0:08:42, time: 0.613, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5027 +2022-03-11 02:15:04,779 - davarocr - INFO - Epoch [43][45/120] lr: 1.613e-05, eta: 0:08:40, time: 0.554, data_time: 0.007, memory: 5067, loss_crf: 0.0017, loss: 0.0017, grad_norm: 2.5859 +2022-03-11 02:15:07,535 - davarocr - INFO - Epoch [43][50/120] lr: 1.613e-05, eta: 0:08:37, time: 0.551, data_time: 0.009, memory: 5067, loss_crf: 0.0246, loss: 0.0246, grad_norm: 31.0491 +2022-03-11 02:15:10,544 - davarocr - INFO - Epoch [43][55/120] lr: 1.613e-05, eta: 0:08:34, time: 0.601, data_time: 0.007, memory: 5067, loss_crf: 0.1747, loss: 0.1747, grad_norm: 49.4262 +2022-03-11 02:15:13,385 - davarocr - INFO - Epoch [43][60/120] lr: 1.613e-05, eta: 0:08:31, time: 0.569, data_time: 0.009, memory: 5067, loss_crf: 0.0036, loss: 0.0036, grad_norm: 3.8257 +2022-03-11 02:15:16,372 - davarocr - INFO - Epoch [43][65/120] lr: 1.613e-05, eta: 0:08:28, time: 0.597, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5526 +2022-03-11 02:15:19,231 - davarocr - INFO - Epoch [43][70/120] lr: 1.613e-05, eta: 0:08:25, time: 0.572, data_time: 0.007, memory: 5067, loss_crf: 0.1245, loss: 0.1245, grad_norm: 39.7830 +2022-03-11 02:15:22,087 - davarocr - INFO - Epoch [43][75/120] lr: 1.613e-05, eta: 0:08:23, time: 0.571, data_time: 0.007, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4520 +2022-03-11 02:15:25,106 - davarocr - INFO - Epoch [43][80/120] lr: 1.613e-05, eta: 0:08:20, time: 0.604, data_time: 0.006, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4572 +2022-03-11 02:15:27,957 - davarocr - INFO - Epoch [43][85/120] lr: 1.613e-05, eta: 0:08:17, time: 0.570, data_time: 0.007, memory: 5067, loss_crf: 0.0156, loss: 0.0156, grad_norm: 13.7941 +2022-03-11 02:15:30,812 - davarocr - INFO - Epoch [43][90/120] lr: 1.613e-05, eta: 0:08:14, time: 0.571, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4513 +2022-03-11 02:15:33,655 - davarocr - INFO - Epoch [43][95/120] lr: 1.613e-05, eta: 0:08:11, time: 0.569, data_time: 0.008, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7891 +2022-03-11 02:15:36,489 - davarocr - INFO - Epoch [43][100/120] lr: 1.613e-05, eta: 0:08:08, time: 0.567, data_time: 0.006, memory: 5067, loss_crf: 0.0020, loss: 0.0020, grad_norm: 2.6467 +2022-03-11 02:15:39,307 - davarocr - INFO - Epoch [43][105/120] lr: 1.613e-05, eta: 0:08:06, time: 0.563, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6527 +2022-03-11 02:15:41,817 - davarocr - INFO - Epoch [43][110/120] lr: 1.613e-05, eta: 0:08:03, time: 0.502, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6152 +2022-03-11 02:15:44,329 - davarocr - INFO - Epoch [43][115/120] lr: 1.613e-05, eta: 0:08:00, time: 0.503, data_time: 0.008, memory: 5067, loss_crf: 0.0092, loss: 0.0092, grad_norm: 69.0008 +2022-03-11 02:15:46,833 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:15:46,834 - davarocr - INFO - Epoch [43][120/120] lr: 1.613e-05, eta: 0:07:57, time: 0.500, data_time: 0.009, memory: 5067, loss_crf: 0.3566, loss: 0.3566, grad_norm: 5.3404 +2022-03-11 02:15:54,505 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:15:54,506 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:15:54,506 - davarocr - INFO - Epoch(val) [43][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9142857142857143, 'recall': 0.9696969696969697, 'f1-score': 0.9411764705882354}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9583333333333334, 'recall': 0.9533678756476683, 'f1-score': 0.9558441558441558}, ORG: {'precision': 0.9423423423423424, 'recall': 0.945750452079566, 'f1-score': 0.9440433212996391}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9582822085889571, 'recall': 0.9582822085889571, 'f1-score': 0.9582822085889571}, hmean: 0.9583 +2022-03-11 02:15:59,797 - davarocr - INFO - Epoch [44][5/120] lr: 1.587e-05, eta: 0:07:54, time: 1.054, data_time: 0.481, memory: 5067, loss_crf: 0.1276, loss: 0.1276, grad_norm: 40.5916 +2022-03-11 02:16:02,434 - davarocr - INFO - Epoch [44][10/120] lr: 1.587e-05, eta: 0:07:52, time: 0.527, data_time: 0.010, memory: 5067, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.5053 +2022-03-11 02:16:05,092 - davarocr - INFO - Epoch [44][15/120] lr: 1.587e-05, eta: 0:07:49, time: 0.532, data_time: 0.009, memory: 5067, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.4989 +2022-03-11 02:16:07,604 - davarocr - INFO - Epoch [44][20/120] lr: 1.587e-05, eta: 0:07:46, time: 0.503, data_time: 0.011, memory: 5067, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.8700 +2022-03-11 02:16:10,154 - davarocr - INFO - Epoch [44][25/120] lr: 1.587e-05, eta: 0:07:43, time: 0.513, data_time: 0.012, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.8360 +2022-03-11 02:16:12,845 - davarocr - INFO - Epoch [44][30/120] lr: 1.587e-05, eta: 0:07:40, time: 0.538, data_time: 0.008, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5849 +2022-03-11 02:16:15,366 - davarocr - INFO - Epoch [44][35/120] lr: 1.587e-05, eta: 0:07:37, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.0033, loss: 0.0033, grad_norm: 2.2558 +2022-03-11 02:16:18,039 - davarocr - INFO - Epoch [44][40/120] lr: 1.587e-05, eta: 0:07:34, time: 0.534, data_time: 0.007, memory: 5067, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8475 +2022-03-11 02:16:20,692 - davarocr - INFO - Epoch [44][45/120] lr: 1.587e-05, eta: 0:07:31, time: 0.531, data_time: 0.009, memory: 5067, loss_crf: 0.1177, loss: 0.1177, grad_norm: 29.0883 +2022-03-11 02:16:23,445 - davarocr - INFO - Epoch [44][50/120] lr: 1.587e-05, eta: 0:07:29, time: 0.551, data_time: 0.007, memory: 5067, loss_crf: 0.0044, loss: 0.0044, grad_norm: 2.4875 +2022-03-11 02:16:26,165 - davarocr - INFO - Epoch [44][55/120] lr: 1.587e-05, eta: 0:07:26, time: 0.544, data_time: 0.005, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5969 +2022-03-11 02:16:28,896 - davarocr - INFO - Epoch [44][60/120] lr: 1.587e-05, eta: 0:07:23, time: 0.546, data_time: 0.006, memory: 5067, loss_crf: 0.0073, loss: 0.0073, grad_norm: 3.9638 +2022-03-11 02:16:31,667 - davarocr - INFO - Epoch [44][65/120] lr: 1.587e-05, eta: 0:07:20, time: 0.554, data_time: 0.010, memory: 5067, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.9855 +2022-03-11 02:16:34,345 - davarocr - INFO - Epoch [44][70/120] lr: 1.587e-05, eta: 0:07:17, time: 0.535, data_time: 0.008, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6737 +2022-03-11 02:16:36,888 - davarocr - INFO - Epoch [44][75/120] lr: 1.587e-05, eta: 0:07:14, time: 0.509, data_time: 0.010, memory: 5067, loss_crf: 0.0167, loss: 0.0167, grad_norm: 4.6604 +2022-03-11 02:16:39,409 - davarocr - INFO - Epoch [44][80/120] lr: 1.587e-05, eta: 0:07:11, time: 0.504, data_time: 0.009, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6356 +2022-03-11 02:16:41,931 - davarocr - INFO - Epoch [44][85/120] lr: 1.587e-05, eta: 0:07:08, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7406 +2022-03-11 02:16:44,774 - davarocr - INFO - Epoch [44][90/120] lr: 1.587e-05, eta: 0:07:06, time: 0.569, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6296 +2022-03-11 02:16:47,562 - davarocr - INFO - Epoch [44][95/120] lr: 1.587e-05, eta: 0:07:03, time: 0.557, data_time: 0.008, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6348 +2022-03-11 02:16:50,207 - davarocr - INFO - Epoch [44][100/120] lr: 1.587e-05, eta: 0:07:00, time: 0.530, data_time: 0.008, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.8578 +2022-03-11 02:16:52,874 - davarocr - INFO - Epoch [44][105/120] lr: 1.587e-05, eta: 0:06:57, time: 0.533, data_time: 0.007, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7098 +2022-03-11 02:16:55,426 - davarocr - INFO - Epoch [44][110/120] lr: 1.587e-05, eta: 0:06:54, time: 0.510, data_time: 0.010, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6518 +2022-03-11 02:16:58,085 - davarocr - INFO - Epoch [44][115/120] lr: 1.587e-05, eta: 0:06:51, time: 0.532, data_time: 0.009, memory: 5067, loss_crf: 0.0357, loss: 0.0357, grad_norm: 5.4735 +2022-03-11 02:17:00,618 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:17:00,618 - davarocr - INFO - Epoch [44][120/120] lr: 1.587e-05, eta: 0:06:48, time: 0.506, data_time: 0.010, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7062 +2022-03-11 02:17:09,176 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:17:09,177 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:17:09,177 - davarocr - INFO - Epoch(val) [44][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.961892247043364, 'recall': 0.9481865284974094, 'f1-score': 0.9549902152641879}, ORG: {'precision': 0.9442446043165468, 'recall': 0.9493670886075949, 'f1-score': 0.9467989179440938}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9600246002460024, 'recall': 0.9576687116564417, 'f1-score': 0.9588452088452089}, hmean: 0.9588 +2022-03-11 02:17:14,468 - davarocr - INFO - Epoch [45][5/120] lr: 1.563e-05, eta: 0:06:46, time: 1.056, data_time: 0.487, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5286 +2022-03-11 02:17:17,087 - davarocr - INFO - Epoch [45][10/120] lr: 1.563e-05, eta: 0:06:43, time: 0.525, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5213 +2022-03-11 02:17:19,928 - davarocr - INFO - Epoch [45][15/120] lr: 1.563e-05, eta: 0:06:40, time: 0.569, data_time: 0.006, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7661 +2022-03-11 02:17:22,793 - davarocr - INFO - Epoch [45][20/120] lr: 1.563e-05, eta: 0:06:37, time: 0.573, data_time: 0.006, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5403 +2022-03-11 02:17:25,634 - davarocr - INFO - Epoch [45][25/120] lr: 1.563e-05, eta: 0:06:34, time: 0.569, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5402 +2022-03-11 02:17:28,499 - davarocr - INFO - Epoch [45][30/120] lr: 1.563e-05, eta: 0:06:32, time: 0.573, data_time: 0.006, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5406 +2022-03-11 02:17:31,405 - davarocr - INFO - Epoch [45][35/120] lr: 1.563e-05, eta: 0:06:29, time: 0.581, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5408 +2022-03-11 02:17:34,321 - davarocr - INFO - Epoch [45][40/120] lr: 1.563e-05, eta: 0:06:26, time: 0.583, data_time: 0.007, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5583 +2022-03-11 02:17:37,250 - davarocr - INFO - Epoch [45][45/120] lr: 1.563e-05, eta: 0:06:23, time: 0.585, data_time: 0.007, memory: 5067, loss_crf: 0.0131, loss: 0.0131, grad_norm: 21.7911 +2022-03-11 02:17:40,093 - davarocr - INFO - Epoch [45][50/120] lr: 1.563e-05, eta: 0:06:20, time: 0.569, data_time: 0.008, memory: 5067, loss_crf: 0.0061, loss: 0.0061, grad_norm: 9.5962 +2022-03-11 02:17:42,978 - davarocr - INFO - Epoch [45][55/120] lr: 1.563e-05, eta: 0:06:17, time: 0.577, data_time: 0.007, memory: 5067, loss_crf: 0.0094, loss: 0.0094, grad_norm: 6.9521 +2022-03-11 02:17:46,054 - davarocr - INFO - Epoch [45][60/120] lr: 1.563e-05, eta: 0:06:15, time: 0.615, data_time: 0.006, memory: 5067, loss_crf: 0.0085, loss: 0.0085, grad_norm: 6.1396 +2022-03-11 02:17:48,838 - davarocr - INFO - Epoch [45][65/120] lr: 1.563e-05, eta: 0:06:12, time: 0.557, data_time: 0.007, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5320 +2022-03-11 02:17:51,761 - davarocr - INFO - Epoch [45][70/120] lr: 1.563e-05, eta: 0:06:09, time: 0.584, data_time: 0.008, memory: 5067, loss_crf: 0.0867, loss: 0.0867, grad_norm: 4.7290 +2022-03-11 02:17:54,540 - davarocr - INFO - Epoch [45][75/120] lr: 1.563e-05, eta: 0:06:06, time: 0.556, data_time: 0.008, memory: 5067, loss_crf: 0.0080, loss: 0.0080, grad_norm: 1.7899 +2022-03-11 02:17:57,427 - davarocr - INFO - Epoch [45][80/120] lr: 1.563e-05, eta: 0:06:03, time: 0.574, data_time: 0.008, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 1.0523 +2022-03-11 02:18:00,233 - davarocr - INFO - Epoch [45][85/120] lr: 1.563e-05, eta: 0:06:00, time: 0.564, data_time: 0.012, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8250 +2022-03-11 02:18:02,910 - davarocr - INFO - Epoch [45][90/120] lr: 1.563e-05, eta: 0:05:58, time: 0.536, data_time: 0.008, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.8248 +2022-03-11 02:18:05,427 - davarocr - INFO - Epoch [45][95/120] lr: 1.563e-05, eta: 0:05:55, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.8235 +2022-03-11 02:18:08,047 - davarocr - INFO - Epoch [45][100/120] lr: 1.563e-05, eta: 0:05:52, time: 0.523, data_time: 0.008, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.9667 +2022-03-11 02:18:10,788 - davarocr - INFO - Epoch [45][105/120] lr: 1.563e-05, eta: 0:05:49, time: 0.548, data_time: 0.009, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.9288 +2022-03-11 02:18:13,514 - davarocr - INFO - Epoch [45][110/120] lr: 1.563e-05, eta: 0:05:46, time: 0.545, data_time: 0.008, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.8100 +2022-03-11 02:18:16,247 - davarocr - INFO - Epoch [45][115/120] lr: 1.563e-05, eta: 0:05:43, time: 0.547, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8090 +2022-03-11 02:18:19,000 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:18:19,001 - davarocr - INFO - Epoch [45][120/120] lr: 1.563e-05, eta: 0:05:40, time: 0.551, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8085 +2022-03-11 02:18:26,808 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:18:26,808 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:18:26,808 - davarocr - INFO - Epoch(val) [45][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8888888888888888, 'recall': 0.9696969696969697, 'f1-score': 0.927536231884058}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9658344283837057, 'recall': 0.9520725388601037, 'f1-score': 0.9589041095890412}, ORG: {'precision': 0.9360568383658969, 'recall': 0.9529837251356239, 'f1-score': 0.9444444444444444}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9589460784313726, 'recall': 0.9601226993865031, 'f1-score': 0.959534028203556}, hmean: 0.9595 +2022-03-11 02:18:31,956 - davarocr - INFO - Epoch [46][5/120] lr: 1.538e-05, eta: 0:05:38, time: 1.028, data_time: 0.483, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.8074 +2022-03-11 02:18:34,884 - davarocr - INFO - Epoch [46][10/120] lr: 1.538e-05, eta: 0:05:35, time: 0.586, data_time: 0.010, memory: 5067, loss_crf: 0.0273, loss: 0.0273, grad_norm: 21.4247 +2022-03-11 02:18:37,403 - davarocr - INFO - Epoch [46][15/120] lr: 1.538e-05, eta: 0:05:32, time: 0.503, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4694 +2022-03-11 02:18:40,123 - davarocr - INFO - Epoch [46][20/120] lr: 1.538e-05, eta: 0:05:29, time: 0.544, data_time: 0.010, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4897 +2022-03-11 02:18:42,989 - davarocr - INFO - Epoch [46][25/120] lr: 1.538e-05, eta: 0:05:26, time: 0.573, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4717 +2022-03-11 02:18:45,522 - davarocr - INFO - Epoch [46][30/120] lr: 1.538e-05, eta: 0:05:24, time: 0.504, data_time: 0.013, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4835 +2022-03-11 02:18:48,022 - davarocr - INFO - Epoch [46][35/120] lr: 1.538e-05, eta: 0:05:21, time: 0.503, data_time: 0.012, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4775 +2022-03-11 02:18:50,700 - davarocr - INFO - Epoch [46][40/120] lr: 1.538e-05, eta: 0:05:18, time: 0.535, data_time: 0.011, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5076 +2022-03-11 02:18:53,581 - davarocr - INFO - Epoch [46][45/120] lr: 1.538e-05, eta: 0:05:15, time: 0.576, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4807 +2022-03-11 02:18:56,274 - davarocr - INFO - Epoch [46][50/120] lr: 1.538e-05, eta: 0:05:12, time: 0.538, data_time: 0.011, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4815 +2022-03-11 02:18:59,166 - davarocr - INFO - Epoch [46][55/120] lr: 1.538e-05, eta: 0:05:09, time: 0.579, data_time: 0.007, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4843 +2022-03-11 02:19:01,948 - davarocr - INFO - Epoch [46][60/120] lr: 1.538e-05, eta: 0:05:06, time: 0.556, data_time: 0.011, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4802 +2022-03-11 02:19:04,692 - davarocr - INFO - Epoch [46][65/120] lr: 1.538e-05, eta: 0:05:04, time: 0.549, data_time: 0.008, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4790 +2022-03-11 02:19:07,240 - davarocr - INFO - Epoch [46][70/120] lr: 1.538e-05, eta: 0:05:01, time: 0.510, data_time: 0.009, memory: 5067, loss_crf: 0.0464, loss: 0.0464, grad_norm: 6.9736 +2022-03-11 02:19:09,742 - davarocr - INFO - Epoch [46][75/120] lr: 1.538e-05, eta: 0:04:58, time: 0.500, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4818 +2022-03-11 02:19:12,265 - davarocr - INFO - Epoch [46][80/120] lr: 1.538e-05, eta: 0:04:55, time: 0.505, data_time: 0.007, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4809 +2022-03-11 02:19:14,803 - davarocr - INFO - Epoch [46][85/120] lr: 1.538e-05, eta: 0:04:52, time: 0.507, data_time: 0.010, memory: 5067, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.0666 +2022-03-11 02:19:17,308 - davarocr - INFO - Epoch [46][90/120] lr: 1.538e-05, eta: 0:04:49, time: 0.501, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5578 +2022-03-11 02:19:19,957 - davarocr - INFO - Epoch [46][95/120] lr: 1.538e-05, eta: 0:04:46, time: 0.529, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5516 +2022-03-11 02:19:22,741 - davarocr - INFO - Epoch [46][100/120] lr: 1.538e-05, eta: 0:04:44, time: 0.557, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5555 +2022-03-11 02:19:25,306 - davarocr - INFO - Epoch [46][105/120] lr: 1.538e-05, eta: 0:04:41, time: 0.512, data_time: 0.009, memory: 5067, loss_crf: 0.0608, loss: 0.0608, grad_norm: 63.7358 +2022-03-11 02:19:28,148 - davarocr - INFO - Epoch [46][110/120] lr: 1.538e-05, eta: 0:04:38, time: 0.569, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6001 +2022-03-11 02:19:31,147 - davarocr - INFO - Epoch [46][115/120] lr: 1.538e-05, eta: 0:04:35, time: 0.600, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6004 +2022-03-11 02:19:33,928 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:19:33,928 - davarocr - INFO - Epoch [46][120/120] lr: 1.538e-05, eta: 0:04:32, time: 0.556, data_time: 0.007, memory: 5067, loss_crf: 0.0130, loss: 0.0130, grad_norm: 12.5295 +2022-03-11 02:19:41,551 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:19:41,552 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:19:41,553 - davarocr - INFO - Epoch(val) [46][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8461538461538461, 'recall': 1.0, 'f1-score': 0.9166666666666666}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9673202614379085, 'recall': 0.9585492227979274, 'f1-score': 0.962914769030579}, ORG: {'precision': 0.9366197183098591, 'recall': 0.9620253164556962, 'f1-score': 0.9491525423728814}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9586374695863747, 'recall': 0.9668711656441717, 'f1-score': 0.9627367135003053}, hmean: 0.9627 +2022-03-11 02:19:46,800 - davarocr - INFO - Epoch [47][5/120] lr: 1.515e-05, eta: 0:04:30, time: 1.049, data_time: 0.478, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5084 +2022-03-11 02:19:49,554 - davarocr - INFO - Epoch [47][10/120] lr: 1.515e-05, eta: 0:04:27, time: 0.551, data_time: 0.005, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.8503 +2022-03-11 02:19:52,409 - davarocr - INFO - Epoch [47][15/120] lr: 1.515e-05, eta: 0:04:24, time: 0.571, data_time: 0.005, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5367 +2022-03-11 02:19:55,151 - davarocr - INFO - Epoch [47][20/120] lr: 1.515e-05, eta: 0:04:21, time: 0.549, data_time: 0.005, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6467 +2022-03-11 02:19:57,887 - davarocr - INFO - Epoch [47][25/120] lr: 1.515e-05, eta: 0:04:18, time: 0.547, data_time: 0.005, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5608 +2022-03-11 02:20:00,640 - davarocr - INFO - Epoch [47][30/120] lr: 1.515e-05, eta: 0:04:15, time: 0.551, data_time: 0.006, memory: 5067, loss_crf: 0.0049, loss: 0.0049, grad_norm: 4.9324 +2022-03-11 02:20:03,363 - davarocr - INFO - Epoch [47][35/120] lr: 1.515e-05, eta: 0:04:12, time: 0.544, data_time: 0.006, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6246 +2022-03-11 02:20:05,883 - davarocr - INFO - Epoch [47][40/120] lr: 1.515e-05, eta: 0:04:10, time: 0.504, data_time: 0.008, memory: 5067, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.8690 +2022-03-11 02:20:08,401 - davarocr - INFO - Epoch [47][45/120] lr: 1.515e-05, eta: 0:04:07, time: 0.504, data_time: 0.007, memory: 5067, loss_crf: 0.0006, loss: 0.0006, grad_norm: 1.1013 +2022-03-11 02:20:10,911 - davarocr - INFO - Epoch [47][50/120] lr: 1.515e-05, eta: 0:04:04, time: 0.502, data_time: 0.006, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6884 +2022-03-11 02:20:13,753 - davarocr - INFO - Epoch [47][55/120] lr: 1.515e-05, eta: 0:04:01, time: 0.568, data_time: 0.007, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6883 +2022-03-11 02:20:16,291 - davarocr - INFO - Epoch [47][60/120] lr: 1.515e-05, eta: 0:03:58, time: 0.507, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6889 +2022-03-11 02:20:19,155 - davarocr - INFO - Epoch [47][65/120] lr: 1.515e-05, eta: 0:03:55, time: 0.573, data_time: 0.010, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6886 +2022-03-11 02:20:21,990 - davarocr - INFO - Epoch [47][70/120] lr: 1.515e-05, eta: 0:03:52, time: 0.567, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6885 +2022-03-11 02:20:25,084 - davarocr - INFO - Epoch [47][75/120] lr: 1.515e-05, eta: 0:03:50, time: 0.619, data_time: 0.011, memory: 5067, loss_crf: 0.0119, loss: 0.0119, grad_norm: 4.7337 +2022-03-11 02:20:27,816 - davarocr - INFO - Epoch [47][80/120] lr: 1.515e-05, eta: 0:03:47, time: 0.546, data_time: 0.008, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 1.5410 +2022-03-11 02:20:30,575 - davarocr - INFO - Epoch [47][85/120] lr: 1.515e-05, eta: 0:03:44, time: 0.552, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6935 +2022-03-11 02:20:33,330 - davarocr - INFO - Epoch [47][90/120] lr: 1.515e-05, eta: 0:03:41, time: 0.551, data_time: 0.006, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7314 +2022-03-11 02:20:36,037 - davarocr - INFO - Epoch [47][95/120] lr: 1.515e-05, eta: 0:03:38, time: 0.542, data_time: 0.007, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 1.0828 +2022-03-11 02:20:38,565 - davarocr - INFO - Epoch [47][100/120] lr: 1.515e-05, eta: 0:03:35, time: 0.506, data_time: 0.006, memory: 5067, loss_crf: 0.0010, loss: 0.0010, grad_norm: 1.3681 +2022-03-11 02:20:41,225 - davarocr - INFO - Epoch [47][105/120] lr: 1.515e-05, eta: 0:03:33, time: 0.532, data_time: 0.006, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.9906 +2022-03-11 02:20:43,754 - davarocr - INFO - Epoch [47][110/120] lr: 1.515e-05, eta: 0:03:30, time: 0.506, data_time: 0.006, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7771 +2022-03-11 02:20:46,297 - davarocr - INFO - Epoch [47][115/120] lr: 1.515e-05, eta: 0:03:27, time: 0.508, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7853 +2022-03-11 02:20:48,823 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:20:48,824 - davarocr - INFO - Epoch [47][120/120] lr: 1.515e-05, eta: 0:03:24, time: 0.506, data_time: 0.007, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7738 +2022-03-11 02:20:57,771 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:20:57,772 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:20:57,773 - davarocr - INFO - Epoch(val) [47][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.968421052631579, 'recall': 0.9533678756476683, 'f1-score': 0.9608355091383811}, ORG: {'precision': 0.9410714285714286, 'recall': 0.9529837251356239, 'f1-score': 0.9469901168014375}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9625307125307125, 'recall': 0.9613496932515337, 'f1-score': 0.961939840392879}, hmean: 0.9619 +2022-03-11 02:21:03,084 - davarocr - INFO - Epoch [48][5/120] lr: 1.493e-05, eta: 0:03:21, time: 1.061, data_time: 0.508, memory: 5067, loss_crf: 0.0120, loss: 0.0120, grad_norm: 6.7849 +2022-03-11 02:21:05,831 - davarocr - INFO - Epoch [48][10/120] lr: 1.493e-05, eta: 0:03:18, time: 0.550, data_time: 0.006, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5036 +2022-03-11 02:21:08,721 - davarocr - INFO - Epoch [48][15/120] lr: 1.493e-05, eta: 0:03:16, time: 0.578, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5032 +2022-03-11 02:21:11,670 - davarocr - INFO - Epoch [48][20/120] lr: 1.493e-05, eta: 0:03:13, time: 0.590, data_time: 0.006, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5029 +2022-03-11 02:21:14,427 - davarocr - INFO - Epoch [48][25/120] lr: 1.493e-05, eta: 0:03:10, time: 0.550, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5030 +2022-03-11 02:21:17,443 - davarocr - INFO - Epoch [48][30/120] lr: 1.493e-05, eta: 0:03:07, time: 0.603, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5028 +2022-03-11 02:21:20,197 - davarocr - INFO - Epoch [48][35/120] lr: 1.493e-05, eta: 0:03:04, time: 0.551, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5017 +2022-03-11 02:21:23,273 - davarocr - INFO - Epoch [48][40/120] lr: 1.493e-05, eta: 0:03:01, time: 0.615, data_time: 0.009, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5644 +2022-03-11 02:21:26,056 - davarocr - INFO - Epoch [48][45/120] lr: 1.493e-05, eta: 0:02:59, time: 0.557, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5028 +2022-03-11 02:21:28,932 - davarocr - INFO - Epoch [48][50/120] lr: 1.493e-05, eta: 0:02:56, time: 0.575, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5022 +2022-03-11 02:21:31,715 - davarocr - INFO - Epoch [48][55/120] lr: 1.493e-05, eta: 0:02:53, time: 0.557, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5020 +2022-03-11 02:21:34,294 - davarocr - INFO - Epoch [48][60/120] lr: 1.493e-05, eta: 0:02:50, time: 0.517, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5016 +2022-03-11 02:21:36,968 - davarocr - INFO - Epoch [48][65/120] lr: 1.493e-05, eta: 0:02:47, time: 0.535, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5013 +2022-03-11 02:21:39,499 - davarocr - INFO - Epoch [48][70/120] lr: 1.493e-05, eta: 0:02:44, time: 0.506, data_time: 0.007, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5068 +2022-03-11 02:21:42,030 - davarocr - INFO - Epoch [48][75/120] lr: 1.493e-05, eta: 0:02:41, time: 0.506, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4995 +2022-03-11 02:21:44,549 - davarocr - INFO - Epoch [48][80/120] lr: 1.493e-05, eta: 0:02:39, time: 0.503, data_time: 0.006, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5093 +2022-03-11 02:21:47,064 - davarocr - INFO - Epoch [48][85/120] lr: 1.493e-05, eta: 0:02:36, time: 0.504, data_time: 0.010, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5024 +2022-03-11 02:21:49,596 - davarocr - INFO - Epoch [48][90/120] lr: 1.493e-05, eta: 0:02:33, time: 0.506, data_time: 0.006, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5018 +2022-03-11 02:21:52,137 - davarocr - INFO - Epoch [48][95/120] lr: 1.493e-05, eta: 0:02:30, time: 0.508, data_time: 0.012, memory: 5067, loss_crf: 0.0742, loss: 0.0742, grad_norm: 17.1025 +2022-03-11 02:21:54,797 - davarocr - INFO - Epoch [48][100/120] lr: 1.493e-05, eta: 0:02:27, time: 0.532, data_time: 0.006, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5045 +2022-03-11 02:21:57,345 - davarocr - INFO - Epoch [48][105/120] lr: 1.493e-05, eta: 0:02:24, time: 0.509, data_time: 0.008, memory: 5067, loss_crf: 0.0012, loss: 0.0012, grad_norm: 2.7997 +2022-03-11 02:22:00,037 - davarocr - INFO - Epoch [48][110/120] lr: 1.493e-05, eta: 0:02:21, time: 0.539, data_time: 0.010, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5541 +2022-03-11 02:22:02,567 - davarocr - INFO - Epoch [48][115/120] lr: 1.493e-05, eta: 0:02:19, time: 0.506, data_time: 0.011, memory: 5067, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7774 +2022-03-11 02:22:05,381 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:22:05,381 - davarocr - INFO - Epoch [48][120/120] lr: 1.493e-05, eta: 0:02:16, time: 0.563, data_time: 0.011, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5862 +2022-03-11 02:22:13,055 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:22:13,056 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:22:13,056 - davarocr - INFO - Epoch(val) [48][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9142857142857143, 'recall': 0.9696969696969697, 'f1-score': 0.9411764705882354}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9605781865965834, 'recall': 0.9468911917098446, 'f1-score': 0.9536855838225701}, ORG: {'precision': 0.9361702127659575, 'recall': 0.9547920433996383, 'f1-score': 0.9453894359892568}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9571078431372549, 'recall': 0.9582822085889571, 'f1-score': 0.9576946658491723}, hmean: 0.9577 +2022-03-11 02:22:18,331 - davarocr - INFO - Epoch [49][5/120] lr: 1.471e-05, eta: 0:02:13, time: 1.054, data_time: 0.470, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5860 +2022-03-11 02:22:21,180 - davarocr - INFO - Epoch [49][10/120] lr: 1.471e-05, eta: 0:02:10, time: 0.569, data_time: 0.007, memory: 5067, loss_crf: 0.0072, loss: 0.0072, grad_norm: 8.7649 +2022-03-11 02:22:23,708 - davarocr - INFO - Epoch [49][15/120] lr: 1.471e-05, eta: 0:02:07, time: 0.506, data_time: 0.010, memory: 5067, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7548 +2022-03-11 02:22:26,284 - davarocr - INFO - Epoch [49][20/120] lr: 1.471e-05, eta: 0:02:04, time: 0.515, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4859 +2022-03-11 02:22:28,830 - davarocr - INFO - Epoch [49][25/120] lr: 1.471e-05, eta: 0:02:02, time: 0.510, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4831 +2022-03-11 02:22:31,542 - davarocr - INFO - Epoch [49][30/120] lr: 1.471e-05, eta: 0:01:59, time: 0.543, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4833 +2022-03-11 02:22:34,113 - davarocr - INFO - Epoch [49][35/120] lr: 1.471e-05, eta: 0:01:56, time: 0.514, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4818 +2022-03-11 02:22:36,716 - davarocr - INFO - Epoch [49][40/120] lr: 1.471e-05, eta: 0:01:53, time: 0.520, data_time: 0.007, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4833 +2022-03-11 02:22:39,259 - davarocr - INFO - Epoch [49][45/120] lr: 1.471e-05, eta: 0:01:50, time: 0.509, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5133 +2022-03-11 02:22:41,789 - davarocr - INFO - Epoch [49][50/120] lr: 1.471e-05, eta: 0:01:47, time: 0.506, data_time: 0.006, memory: 5067, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4732 +2022-03-11 02:22:44,340 - davarocr - INFO - Epoch [49][55/120] lr: 1.471e-05, eta: 0:01:45, time: 0.510, data_time: 0.006, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4730 +2022-03-11 02:22:46,871 - davarocr - INFO - Epoch [49][60/120] lr: 1.471e-05, eta: 0:01:42, time: 0.505, data_time: 0.007, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4731 +2022-03-11 02:22:49,595 - davarocr - INFO - Epoch [49][65/120] lr: 1.471e-05, eta: 0:01:39, time: 0.545, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4727 +2022-03-11 02:22:52,315 - davarocr - INFO - Epoch [49][70/120] lr: 1.471e-05, eta: 0:01:36, time: 0.544, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4726 +2022-03-11 02:22:54,851 - davarocr - INFO - Epoch [49][75/120] lr: 1.471e-05, eta: 0:01:33, time: 0.507, data_time: 0.009, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5104 +2022-03-11 02:22:57,806 - davarocr - INFO - Epoch [49][80/120] lr: 1.471e-05, eta: 0:01:30, time: 0.591, data_time: 0.012, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4719 +2022-03-11 02:23:00,728 - davarocr - INFO - Epoch [49][85/120] lr: 1.471e-05, eta: 0:01:27, time: 0.584, data_time: 0.009, memory: 5067, loss_crf: 0.0026, loss: 0.0026, grad_norm: 2.5259 +2022-03-11 02:23:03,652 - davarocr - INFO - Epoch [49][90/120] lr: 1.471e-05, eta: 0:01:25, time: 0.585, data_time: 0.009, memory: 5067, loss_crf: 0.0279, loss: 0.0279, grad_norm: 38.9630 +2022-03-11 02:23:06,406 - davarocr - INFO - Epoch [49][95/120] lr: 1.471e-05, eta: 0:01:22, time: 0.551, data_time: 0.011, memory: 5067, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8003 +2022-03-11 02:23:09,257 - davarocr - INFO - Epoch [49][100/120] lr: 1.471e-05, eta: 0:01:19, time: 0.570, data_time: 0.009, memory: 5067, loss_crf: 0.0219, loss: 0.0219, grad_norm: 15.2774 +2022-03-11 02:23:12,024 - davarocr - INFO - Epoch [49][105/120] lr: 1.471e-05, eta: 0:01:16, time: 0.553, data_time: 0.008, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4916 +2022-03-11 02:23:14,790 - davarocr - INFO - Epoch [49][110/120] lr: 1.471e-05, eta: 0:01:13, time: 0.553, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4877 +2022-03-11 02:23:17,631 - davarocr - INFO - Epoch [49][115/120] lr: 1.471e-05, eta: 0:01:10, time: 0.568, data_time: 0.010, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4881 +2022-03-11 02:23:20,377 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:23:20,378 - davarocr - INFO - Epoch [49][120/120] lr: 1.471e-05, eta: 0:01:08, time: 0.549, data_time: 0.009, memory: 5067, loss_crf: 0.0031, loss: 0.0031, grad_norm: 3.8983 +2022-03-11 02:23:28,125 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:23:28,126 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:23:28,126 - davarocr - INFO - Epoch(val) [49][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.868421052631579, 'recall': 1.0, 'f1-score': 0.9295774647887324}, EDU: {'precision': 0.9823008849557522, 'recall': 0.9910714285714286, 'f1-score': 0.9866666666666667}, TITLE: {'precision': 0.9683377308707124, 'recall': 0.9507772020725389, 'f1-score': 0.9594771241830066}, ORG: {'precision': 0.9342806394316163, 'recall': 0.9511754068716094, 'f1-score': 0.942652329749104}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9583333333333334, 'recall': 0.9595092024539877, 'f1-score': 0.9589209074187617}, hmean: 0.9589 +2022-03-11 02:23:33,197 - davarocr - INFO - Epoch [50][5/120] lr: 1.449e-05, eta: 0:01:05, time: 1.012, data_time: 0.472, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5126 +2022-03-11 02:23:35,979 - davarocr - INFO - Epoch [50][10/120] lr: 1.449e-05, eta: 0:01:02, time: 0.557, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5105 +2022-03-11 02:23:38,707 - davarocr - INFO - Epoch [50][15/120] lr: 1.449e-05, eta: 0:00:59, time: 0.545, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5132 +2022-03-11 02:23:41,439 - davarocr - INFO - Epoch [50][20/120] lr: 1.449e-05, eta: 0:00:56, time: 0.546, data_time: 0.006, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5124 +2022-03-11 02:23:44,172 - davarocr - INFO - Epoch [50][25/120] lr: 1.449e-05, eta: 0:00:53, time: 0.547, data_time: 0.009, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5122 +2022-03-11 02:23:47,166 - davarocr - INFO - Epoch [50][30/120] lr: 1.449e-05, eta: 0:00:51, time: 0.599, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5122 +2022-03-11 02:23:49,919 - davarocr - INFO - Epoch [50][35/120] lr: 1.449e-05, eta: 0:00:48, time: 0.551, data_time: 0.010, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5125 +2022-03-11 02:23:52,566 - davarocr - INFO - Epoch [50][40/120] lr: 1.449e-05, eta: 0:00:45, time: 0.530, data_time: 0.014, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5149 +2022-03-11 02:23:55,252 - davarocr - INFO - Epoch [50][45/120] lr: 1.449e-05, eta: 0:00:42, time: 0.535, data_time: 0.009, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5141 +2022-03-11 02:23:57,934 - davarocr - INFO - Epoch [50][50/120] lr: 1.449e-05, eta: 0:00:39, time: 0.536, data_time: 0.010, memory: 5067, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5141 +2022-03-11 02:24:00,622 - davarocr - INFO - Epoch [50][55/120] lr: 1.449e-05, eta: 0:00:36, time: 0.537, data_time: 0.010, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5146 +2022-03-11 02:24:03,336 - davarocr - INFO - Epoch [50][60/120] lr: 1.449e-05, eta: 0:00:34, time: 0.543, data_time: 0.008, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5158 +2022-03-11 02:24:05,866 - davarocr - INFO - Epoch [50][65/120] lr: 1.449e-05, eta: 0:00:31, time: 0.505, data_time: 0.013, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5159 +2022-03-11 02:24:08,365 - davarocr - INFO - Epoch [50][70/120] lr: 1.449e-05, eta: 0:00:28, time: 0.500, data_time: 0.012, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5147 +2022-03-11 02:24:11,054 - davarocr - INFO - Epoch [50][75/120] lr: 1.449e-05, eta: 0:00:25, time: 0.538, data_time: 0.010, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5132 +2022-03-11 02:24:13,566 - davarocr - INFO - Epoch [50][80/120] lr: 1.449e-05, eta: 0:00:22, time: 0.502, data_time: 0.013, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5151 +2022-03-11 02:24:16,055 - davarocr - INFO - Epoch [50][85/120] lr: 1.449e-05, eta: 0:00:19, time: 0.498, data_time: 0.012, memory: 5067, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7053 +2022-03-11 02:24:18,551 - davarocr - INFO - Epoch [50][90/120] lr: 1.449e-05, eta: 0:00:17, time: 0.499, data_time: 0.010, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5230 +2022-03-11 02:24:21,054 - davarocr - INFO - Epoch [50][95/120] lr: 1.449e-05, eta: 0:00:14, time: 0.501, data_time: 0.011, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5236 +2022-03-11 02:24:23,756 - davarocr - INFO - Epoch [50][100/120] lr: 1.449e-05, eta: 0:00:11, time: 0.543, data_time: 0.016, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5235 +2022-03-11 02:24:26,265 - davarocr - INFO - Epoch [50][105/120] lr: 1.449e-05, eta: 0:00:08, time: 0.502, data_time: 0.008, memory: 5067, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.9168 +2022-03-11 02:24:28,804 - davarocr - INFO - Epoch [50][110/120] lr: 1.449e-05, eta: 0:00:05, time: 0.508, data_time: 0.006, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5545 +2022-03-11 02:24:31,465 - davarocr - INFO - Epoch [50][115/120] lr: 1.449e-05, eta: 0:00:02, time: 0.532, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5545 +2022-03-11 02:24:34,156 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:24:34,156 - davarocr - INFO - Epoch [50][120/120] lr: 1.449e-05, eta: 0:00:00, time: 0.538, data_time: 0.007, memory: 5067, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5595 +2022-03-11 02:24:42,220 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9665841584158416 +2022-03-11 02:24:42,220 - davarocr - INFO - Exp name: bert_crf_resume.py +2022-03-11 02:24:42,221 - davarocr - INFO - Epoch(val) [50][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9823008849557522, 'recall': 0.9910714285714286, 'f1-score': 0.9866666666666667}, TITLE: {'precision': 0.9710144927536232, 'recall': 0.9546632124352331, 'f1-score': 0.9627694317439581}, ORG: {'precision': 0.9448398576512456, 'recall': 0.9602169981916817, 'f1-score': 0.9524663677130044}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9638258736971184, 'recall': 0.9644171779141104, 'f1-score': 0.9641214351425943}, hmean: 0.9641 diff --git a/demo/ner/BERT/logs/bert_crf_coll2003/20220310_165239.log b/demo/ner/BERT/logs/bert_crf_coll2003/20220310_165239.log new file mode 100644 index 0000000..78a94d2 --- /dev/null +++ b/demo/ner/BERT/logs/bert_crf_coll2003/20220310_165239.log @@ -0,0 +1,5849 @@ +2022-03-10 16:52:39,949 - davarocr - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] +CUDA available: True +GPU 0,1,2,3,4,5,6,7: NVIDIA Tesla V100-SXM2-32GB +CUDA_HOME: /usr/local/cuda +NVCC: Build cuda_11.3.r11.3/compiler.29745058_0 +GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 +PyTorch: 1.10.0+cu113 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX512 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.11.1+cu113 +OpenCV: 4.5.5 +MMCV: 1.3.4 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.3 +DAVAROCR: 0.4.0+unknown +------------------------------------------------------------ + +2022-03-10 16:52:40,872 - davarocr - INFO - Distributed training: True +2022-03-10 16:52:41,678 - davarocr - INFO - Config: +checkpoint_config = dict( + interval=1, + type='DavarCheckpointHook', + save_mode='lightweight', + metric='hmean', + filename_tmpl='bert_e{}.pth', + save_last=False) +log_config = dict(interval=5, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +dataset_name = 'conll2003' +test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +train_ann_file = [ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' +] +val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +label_list = ['ORG', 'MISC', 'PER', 'LOC'] +model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' +do_lower_case = False +work_dir = './work_dirs/conll2003' +max_len = 256 +loader = dict(type='NerLoader', truncation=False, stride=254, max_len=254) +ner_convertor = dict( + type='TransformersConvertor', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False) +test_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +train_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +dataset_type = 'NerDataset' +train = dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False) +val = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +test = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +data = dict( + samples_per_gpu=4, + workers_per_gpu=2, + train=dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False), + val=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True), + test=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True)) +type = 'NER' +model = dict( + type='BaseNer', + encoder=dict( + type='TransformersEncoder', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased'), + decoder=dict( + type='CRFDecoder', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False))) +test_cfg = None +optimizer = dict( + type='AdamW', lr=5e-05, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +lr_config = dict( + policy='inv', + warmup='linear', + warmup_iters=10, + warmup_ratio=1e-05, + warmup_by_epoch=True, + gamma=0.05) +total_epochs = 50 +find_unused_parameters = True +evaluation = dict(interval=1, metric='f1-score', save_best='hmean') +gpu_ids = range(0, 8) + +2022-03-10 16:52:41,679 - davarocr - INFO - Set random seed to 0, deterministic: False +2022-03-10 16:52:50,612 - davarocr - INFO - Start running, host: root@train-conll2003-0, work_dir: /data1/davar-nlp1/demo/text_ner/work_dirs/conll2003 +2022-03-10 16:52:50,612 - davarocr - INFO - workflow: [('train', 1)], max: 50 epochs +2022-03-10 16:52:56,523 - davarocr - INFO - Epoch [1][5/541] lr: 3.747e-08, eta: 8:51:55, time: 1.180, data_time: 0.486, memory: 5179, loss_crf: 58.3340, loss: 58.3340, grad_norm: 175.9061 +2022-03-10 16:52:59,342 - davarocr - INFO - Epoch [1][10/541] lr: 8.368e-08, eta: 6:32:55, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 58.8674, loss: 58.8674, grad_norm: 169.5944 +2022-03-10 16:53:02,205 - davarocr - INFO - Epoch [1][15/541] lr: 1.299e-07, eta: 5:47:55, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 64.5396, loss: 64.5396, grad_norm: 195.7291 +2022-03-10 16:53:05,072 - davarocr - INFO - Epoch [1][20/541] lr: 1.761e-07, eta: 5:25:26, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 67.5617, loss: 67.5617, grad_norm: 198.4049 +2022-03-10 16:53:07,911 - davarocr - INFO - Epoch [1][25/541] lr: 2.223e-07, eta: 5:11:26, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 59.2756, loss: 59.2756, grad_norm: 179.7580 +2022-03-10 16:53:10,766 - davarocr - INFO - Epoch [1][30/541] lr: 2.685e-07, eta: 5:02:22, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 60.2663, loss: 60.2663, grad_norm: 182.9370 +2022-03-10 16:53:13,587 - davarocr - INFO - Epoch [1][35/541] lr: 3.147e-07, eta: 4:55:22, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 54.1377, loss: 54.1377, grad_norm: 157.7518 +2022-03-10 16:53:16,412 - davarocr - INFO - Epoch [1][40/541] lr: 3.609e-07, eta: 4:50:13, time: 0.566, data_time: 0.010, memory: 5179, loss_crf: 66.5253, loss: 66.5253, grad_norm: 198.7396 +2022-03-10 16:53:19,227 - davarocr - INFO - Epoch [1][45/541] lr: 4.072e-07, eta: 4:46:06, time: 0.563, data_time: 0.008, memory: 5179, loss_crf: 62.0822, loss: 62.0822, grad_norm: 182.5642 +2022-03-10 16:53:22,064 - davarocr - INFO - Epoch [1][50/541] lr: 4.534e-07, eta: 4:42:58, time: 0.567, data_time: 0.006, memory: 5179, loss_crf: 59.1247, loss: 59.1247, grad_norm: 184.5309 +2022-03-10 16:53:24,892 - davarocr - INFO - Epoch [1][55/541] lr: 4.996e-07, eta: 4:40:20, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 54.5690, loss: 54.5690, grad_norm: 171.0870 +2022-03-10 16:53:27,721 - davarocr - INFO - Epoch [1][60/541] lr: 5.458e-07, eta: 4:38:07, time: 0.565, data_time: 0.008, memory: 5179, loss_crf: 56.9862, loss: 56.9862, grad_norm: 177.0515 +2022-03-10 16:53:30,539 - davarocr - INFO - Epoch [1][65/541] lr: 5.920e-07, eta: 4:36:10, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 61.0600, loss: 61.0600, grad_norm: 191.5265 +2022-03-10 16:53:33,338 - davarocr - INFO - Epoch [1][70/541] lr: 6.382e-07, eta: 4:34:24, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 59.6768, loss: 59.6768, grad_norm: 188.6807 +2022-03-10 16:53:36,168 - davarocr - INFO - Epoch [1][75/541] lr: 6.844e-07, eta: 4:33:00, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 53.2483, loss: 53.2483, grad_norm: 164.5335 +2022-03-10 16:53:38,998 - davarocr - INFO - Epoch [1][80/541] lr: 7.306e-07, eta: 4:31:48, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 56.0810, loss: 56.0810, grad_norm: 186.9583 +2022-03-10 16:53:41,809 - davarocr - INFO - Epoch [1][85/541] lr: 7.768e-07, eta: 4:30:38, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 50.7869, loss: 50.7869, grad_norm: 166.1037 +2022-03-10 16:53:44,618 - davarocr - INFO - Epoch [1][90/541] lr: 8.230e-07, eta: 4:29:34, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 54.8348, loss: 54.8348, grad_norm: 189.4293 +2022-03-10 16:53:47,647 - davarocr - INFO - Epoch [1][95/541] lr: 8.693e-07, eta: 4:29:39, time: 0.606, data_time: 0.008, memory: 5179, loss_crf: 53.7259, loss: 53.7259, grad_norm: 184.5093 +2022-03-10 16:53:50,581 - davarocr - INFO - Epoch [1][100/541] lr: 9.155e-07, eta: 4:29:18, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 51.7907, loss: 51.7907, grad_norm: 176.7742 +2022-03-10 16:53:53,403 - davarocr - INFO - Epoch [1][105/541] lr: 9.617e-07, eta: 4:28:30, time: 0.564, data_time: 0.009, memory: 5179, loss_crf: 49.2791, loss: 49.2791, grad_norm: 172.3816 +2022-03-10 16:53:56,202 - davarocr - INFO - Epoch [1][110/541] lr: 1.008e-06, eta: 4:27:40, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 46.1974, loss: 46.1974, grad_norm: 168.0626 +2022-03-10 16:53:59,031 - davarocr - INFO - Epoch [1][115/541] lr: 1.054e-06, eta: 4:27:01, time: 0.565, data_time: 0.008, memory: 5179, loss_crf: 43.9649, loss: 43.9649, grad_norm: 165.6946 +2022-03-10 16:54:01,851 - davarocr - INFO - Epoch [1][120/541] lr: 1.100e-06, eta: 4:26:24, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 44.1978, loss: 44.1978, grad_norm: 172.9163 +2022-03-10 16:54:04,781 - davarocr - INFO - Epoch [1][125/541] lr: 1.147e-06, eta: 4:26:14, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 43.5242, loss: 43.5242, grad_norm: 178.3998 +2022-03-10 16:54:07,677 - davarocr - INFO - Epoch [1][130/541] lr: 1.193e-06, eta: 4:25:56, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 40.8264, loss: 40.8264, grad_norm: 164.0874 +2022-03-10 16:54:10,585 - davarocr - INFO - Epoch [1][135/541] lr: 1.239e-06, eta: 4:25:42, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 39.9316, loss: 39.9316, grad_norm: 177.6522 +2022-03-10 16:54:13,588 - davarocr - INFO - Epoch [1][140/541] lr: 1.285e-06, eta: 4:25:47, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 37.2489, loss: 37.2489, grad_norm: 174.2794 +2022-03-10 16:54:16,479 - davarocr - INFO - Epoch [1][145/541] lr: 1.331e-06, eta: 4:25:31, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 33.4333, loss: 33.4333, grad_norm: 172.6854 +2022-03-10 16:54:19,366 - davarocr - INFO - Epoch [1][150/541] lr: 1.378e-06, eta: 4:25:15, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 34.5036, loss: 34.5036, grad_norm: 164.4446 +2022-03-10 16:54:22,265 - davarocr - INFO - Epoch [1][155/541] lr: 1.424e-06, eta: 4:25:02, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 31.8947, loss: 31.8947, grad_norm: 134.9423 +2022-03-10 16:54:25,157 - davarocr - INFO - Epoch [1][160/541] lr: 1.470e-06, eta: 4:24:48, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 27.9516, loss: 27.9516, grad_norm: 108.4276 +2022-03-10 16:54:27,705 - davarocr - INFO - Epoch [1][165/541] lr: 1.516e-06, eta: 4:23:38, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 25.9609, loss: 25.9609, grad_norm: 96.3702 +2022-03-10 16:54:30,279 - davarocr - INFO - Epoch [1][170/541] lr: 1.562e-06, eta: 4:22:37, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 26.1236, loss: 26.1236, grad_norm: 76.9303 +2022-03-10 16:54:32,852 - davarocr - INFO - Epoch [1][175/541] lr: 1.609e-06, eta: 4:21:39, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 23.3538, loss: 23.3538, grad_norm: 56.1313 +2022-03-10 16:54:35,620 - davarocr - INFO - Epoch [1][180/541] lr: 1.655e-06, eta: 4:21:13, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 25.3825, loss: 25.3825, grad_norm: 44.2643 +2022-03-10 16:54:38,493 - davarocr - INFO - Epoch [1][185/541] lr: 1.701e-06, eta: 4:21:03, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 24.3407, loss: 24.3407, grad_norm: 42.9908 +2022-03-10 16:54:41,387 - davarocr - INFO - Epoch [1][190/541] lr: 1.747e-06, eta: 4:20:58, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 20.7907, loss: 20.7907, grad_norm: 36.8764 +2022-03-10 16:54:44,273 - davarocr - INFO - Epoch [1][195/541] lr: 1.793e-06, eta: 4:20:51, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 21.5773, loss: 21.5773, grad_norm: 36.8803 +2022-03-10 16:54:47,502 - davarocr - INFO - Epoch [1][200/541] lr: 1.840e-06, eta: 4:21:31, time: 0.646, data_time: 0.007, memory: 5179, loss_crf: 24.5679, loss: 24.5679, grad_norm: 41.8799 +2022-03-10 16:54:50,367 - davarocr - INFO - Epoch [1][205/541] lr: 1.886e-06, eta: 4:21:20, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 16.4255, loss: 16.4255, grad_norm: 31.7441 +2022-03-10 16:54:53,104 - davarocr - INFO - Epoch [1][210/541] lr: 1.932e-06, eta: 4:20:54, time: 0.548, data_time: 0.008, memory: 5179, loss_crf: 21.9329, loss: 21.9329, grad_norm: 37.3699 +2022-03-10 16:54:55,674 - davarocr - INFO - Epoch [1][215/541] lr: 1.978e-06, eta: 4:20:08, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 18.3815, loss: 18.3815, grad_norm: 32.2626 +2022-03-10 16:54:58,561 - davarocr - INFO - Epoch [1][220/541] lr: 2.025e-06, eta: 4:20:03, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 19.5896, loss: 19.5896, grad_norm: 35.2624 +2022-03-10 16:55:01,467 - davarocr - INFO - Epoch [1][225/541] lr: 2.071e-06, eta: 4:19:59, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 16.3583, loss: 16.3583, grad_norm: 34.7554 +2022-03-10 16:55:04,378 - davarocr - INFO - Epoch [1][230/541] lr: 2.117e-06, eta: 4:19:57, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 15.8173, loss: 15.8173, grad_norm: 30.6615 +2022-03-10 16:55:07,267 - davarocr - INFO - Epoch [1][235/541] lr: 2.163e-06, eta: 4:19:52, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 15.9251, loss: 15.9251, grad_norm: 33.3383 +2022-03-10 16:55:10,171 - davarocr - INFO - Epoch [1][240/541] lr: 2.209e-06, eta: 4:19:48, time: 0.580, data_time: 0.005, memory: 5179, loss_crf: 15.5873, loss: 15.5873, grad_norm: 29.4310 +2022-03-10 16:55:13,075 - davarocr - INFO - Epoch [1][245/541] lr: 2.256e-06, eta: 4:19:45, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 15.0974, loss: 15.0974, grad_norm: 30.0463 +2022-03-10 16:55:15,965 - davarocr - INFO - Epoch [1][250/541] lr: 2.302e-06, eta: 4:19:40, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 13.2377, loss: 13.2377, grad_norm: 29.2911 +2022-03-10 16:55:18,597 - davarocr - INFO - Epoch [1][255/541] lr: 2.348e-06, eta: 4:19:09, time: 0.527, data_time: 0.006, memory: 5179, loss_crf: 14.7023, loss: 14.7023, grad_norm: 31.1501 +2022-03-10 16:55:21,156 - davarocr - INFO - Epoch [1][260/541] lr: 2.394e-06, eta: 4:18:31, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 13.7533, loss: 13.7533, grad_norm: 29.3226 +2022-03-10 16:55:23,718 - davarocr - INFO - Epoch [1][265/541] lr: 2.440e-06, eta: 4:17:53, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 13.4200, loss: 13.4200, grad_norm: 30.1948 +2022-03-10 16:55:26,289 - davarocr - INFO - Epoch [1][270/541] lr: 2.487e-06, eta: 4:17:20, time: 0.516, data_time: 0.008, memory: 5179, loss_crf: 12.1940, loss: 12.1940, grad_norm: 31.2829 +2022-03-10 16:55:28,888 - davarocr - INFO - Epoch [1][275/541] lr: 2.533e-06, eta: 4:16:49, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 11.4284, loss: 11.4284, grad_norm: 32.2631 +2022-03-10 16:55:31,665 - davarocr - INFO - Epoch [1][280/541] lr: 2.579e-06, eta: 4:16:36, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 11.9022, loss: 11.9022, grad_norm: 33.8174 +2022-03-10 16:55:34,561 - davarocr - INFO - Epoch [1][285/541] lr: 2.625e-06, eta: 4:16:36, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 11.6414, loss: 11.6414, grad_norm: 36.9443 +2022-03-10 16:55:37,464 - davarocr - INFO - Epoch [1][290/541] lr: 2.671e-06, eta: 4:16:35, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 11.4203, loss: 11.4203, grad_norm: 33.4989 +2022-03-10 16:55:40,352 - davarocr - INFO - Epoch [1][295/541] lr: 2.718e-06, eta: 4:16:33, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 9.9549, loss: 9.9549, grad_norm: 29.5645 +2022-03-10 16:55:43,175 - davarocr - INFO - Epoch [1][300/541] lr: 2.764e-06, eta: 4:16:26, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 10.8963, loss: 10.8963, grad_norm: 31.1031 +2022-03-10 16:55:46,402 - davarocr - INFO - Epoch [1][305/541] lr: 2.810e-06, eta: 4:16:54, time: 0.645, data_time: 0.006, memory: 5179, loss_crf: 10.8396, loss: 10.8396, grad_norm: 33.7836 +2022-03-10 16:55:49,472 - davarocr - INFO - Epoch [1][310/541] lr: 2.856e-06, eta: 4:17:07, time: 0.614, data_time: 0.005, memory: 5179, loss_crf: 9.7774, loss: 9.7774, grad_norm: 34.6982 +2022-03-10 16:55:52,359 - davarocr - INFO - Epoch [1][315/541] lr: 2.903e-06, eta: 4:17:04, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 9.9332, loss: 9.9332, grad_norm: 39.1169 +2022-03-10 16:55:55,195 - davarocr - INFO - Epoch [1][320/541] lr: 2.949e-06, eta: 4:16:57, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 9.1989, loss: 9.1989, grad_norm: 36.2531 +2022-03-10 16:55:58,029 - davarocr - INFO - Epoch [1][325/541] lr: 2.995e-06, eta: 4:16:50, time: 0.567, data_time: 0.005, memory: 5179, loss_crf: 9.4404, loss: 9.4404, grad_norm: 34.6181 +2022-03-10 16:56:00,924 - davarocr - INFO - Epoch [1][330/541] lr: 3.041e-06, eta: 4:16:48, time: 0.578, data_time: 0.005, memory: 5179, loss_crf: 9.3840, loss: 9.3840, grad_norm: 36.7119 +2022-03-10 16:56:03,804 - davarocr - INFO - Epoch [1][335/541] lr: 3.087e-06, eta: 4:16:45, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 7.6750, loss: 7.6750, grad_norm: 40.3499 +2022-03-10 16:56:06,697 - davarocr - INFO - Epoch [1][340/541] lr: 3.134e-06, eta: 4:16:42, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 8.8453, loss: 8.8453, grad_norm: 43.5381 +2022-03-10 16:56:09,372 - davarocr - INFO - Epoch [1][345/541] lr: 3.180e-06, eta: 4:16:24, time: 0.536, data_time: 0.008, memory: 5179, loss_crf: 8.3075, loss: 8.3075, grad_norm: 41.5833 +2022-03-10 16:56:11,899 - davarocr - INFO - Epoch [1][350/541] lr: 3.226e-06, eta: 4:15:54, time: 0.505, data_time: 0.008, memory: 5179, loss_crf: 7.5058, loss: 7.5058, grad_norm: 37.7081 +2022-03-10 16:56:14,424 - davarocr - INFO - Epoch [1][355/541] lr: 3.272e-06, eta: 4:15:25, time: 0.505, data_time: 0.008, memory: 5179, loss_crf: 7.5805, loss: 7.5805, grad_norm: 39.9508 +2022-03-10 16:56:17,009 - davarocr - INFO - Epoch [1][360/541] lr: 3.318e-06, eta: 4:15:01, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 7.4243, loss: 7.4243, grad_norm: 39.4191 +2022-03-10 16:56:19,566 - davarocr - INFO - Epoch [1][365/541] lr: 3.365e-06, eta: 4:14:35, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 6.8237, loss: 6.8237, grad_norm: 36.7418 +2022-03-10 16:56:22,161 - davarocr - INFO - Epoch [1][370/541] lr: 3.411e-06, eta: 4:14:13, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 7.2696, loss: 7.2696, grad_norm: 31.0027 +2022-03-10 16:56:24,691 - davarocr - INFO - Epoch [1][375/541] lr: 3.457e-06, eta: 4:13:47, time: 0.507, data_time: 0.007, memory: 5179, loss_crf: 7.6551, loss: 7.6551, grad_norm: 44.7184 +2022-03-10 16:56:27,223 - davarocr - INFO - Epoch [1][380/541] lr: 3.503e-06, eta: 4:13:21, time: 0.503, data_time: 0.007, memory: 5179, loss_crf: 5.9638, loss: 5.9638, grad_norm: 41.4743 +2022-03-10 16:56:29,876 - davarocr - INFO - Epoch [1][385/541] lr: 3.549e-06, eta: 4:13:05, time: 0.533, data_time: 0.010, memory: 5179, loss_crf: 6.0392, loss: 6.0392, grad_norm: 45.6657 +2022-03-10 16:56:32,675 - davarocr - INFO - Epoch [1][390/541] lr: 3.596e-06, eta: 4:12:59, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 6.6620, loss: 6.6620, grad_norm: 47.2721 +2022-03-10 16:56:35,595 - davarocr - INFO - Epoch [1][395/541] lr: 3.642e-06, eta: 4:13:01, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 5.9040, loss: 5.9040, grad_norm: 40.2970 +2022-03-10 16:56:38,582 - davarocr - INFO - Epoch [1][400/541] lr: 3.688e-06, eta: 4:13:07, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 6.2879, loss: 6.2879, grad_norm: 40.0691 +2022-03-10 16:56:41,668 - davarocr - INFO - Epoch [1][405/541] lr: 3.734e-06, eta: 4:13:20, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 5.4176, loss: 5.4176, grad_norm: 40.1387 +2022-03-10 16:56:44,840 - davarocr - INFO - Epoch [1][410/541] lr: 3.780e-06, eta: 4:13:38, time: 0.635, data_time: 0.009, memory: 5179, loss_crf: 5.6115, loss: 5.6115, grad_norm: 42.8288 +2022-03-10 16:56:47,733 - davarocr - INFO - Epoch [1][415/541] lr: 3.827e-06, eta: 4:13:37, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 6.4930, loss: 6.4930, grad_norm: 50.1163 +2022-03-10 16:56:50,638 - davarocr - INFO - Epoch [1][420/541] lr: 3.873e-06, eta: 4:13:38, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 5.8967, loss: 5.8967, grad_norm: 38.8684 +2022-03-10 16:56:53,519 - davarocr - INFO - Epoch [1][425/541] lr: 3.919e-06, eta: 4:13:36, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 5.6937, loss: 5.6937, grad_norm: 62.1812 +2022-03-10 16:56:56,312 - davarocr - INFO - Epoch [1][430/541] lr: 3.965e-06, eta: 4:13:29, time: 0.559, data_time: 0.008, memory: 5179, loss_crf: 4.8836, loss: 4.8836, grad_norm: 40.1127 +2022-03-10 16:56:59,144 - davarocr - INFO - Epoch [1][435/541] lr: 4.012e-06, eta: 4:13:24, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 5.6924, loss: 5.6924, grad_norm: 55.4314 +2022-03-10 16:57:02,024 - davarocr - INFO - Epoch [1][440/541] lr: 4.058e-06, eta: 4:13:24, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 3.9681, loss: 3.9681, grad_norm: 42.4835 +2022-03-10 16:57:04,825 - davarocr - INFO - Epoch [1][445/541] lr: 4.104e-06, eta: 4:13:18, time: 0.560, data_time: 0.005, memory: 5179, loss_crf: 4.9572, loss: 4.9572, grad_norm: 43.3193 +2022-03-10 16:57:07,694 - davarocr - INFO - Epoch [1][450/541] lr: 4.150e-06, eta: 4:13:15, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 4.9997, loss: 4.9997, grad_norm: 50.7477 +2022-03-10 16:57:10,657 - davarocr - INFO - Epoch [1][455/541] lr: 4.196e-06, eta: 4:13:19, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 4.5372, loss: 4.5372, grad_norm: 59.0030 +2022-03-10 16:57:13,505 - davarocr - INFO - Epoch [1][460/541] lr: 4.243e-06, eta: 4:13:15, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 5.2164, loss: 5.2164, grad_norm: 45.0070 +2022-03-10 16:57:16,416 - davarocr - INFO - Epoch [1][465/541] lr: 4.289e-06, eta: 4:13:15, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 4.5859, loss: 4.5859, grad_norm: 37.6917 +2022-03-10 16:57:19,289 - davarocr - INFO - Epoch [1][470/541] lr: 4.335e-06, eta: 4:13:14, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 5.3858, loss: 5.3858, grad_norm: 50.1719 +2022-03-10 16:57:22,173 - davarocr - INFO - Epoch [1][475/541] lr: 4.381e-06, eta: 4:13:12, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 5.2213, loss: 5.2213, grad_norm: 60.8559 +2022-03-10 16:57:25,061 - davarocr - INFO - Epoch [1][480/541] lr: 4.427e-06, eta: 4:13:11, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 3.7645, loss: 3.7645, grad_norm: 31.0253 +2022-03-10 16:57:27,950 - davarocr - INFO - Epoch [1][485/541] lr: 4.474e-06, eta: 4:13:10, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 4.2762, loss: 4.2762, grad_norm: 46.2783 +2022-03-10 16:57:30,812 - davarocr - INFO - Epoch [1][490/541] lr: 4.520e-06, eta: 4:13:07, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 4.1494, loss: 4.1494, grad_norm: 39.9608 +2022-03-10 16:57:33,717 - davarocr - INFO - Epoch [1][495/541] lr: 4.566e-06, eta: 4:13:07, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 4.0182, loss: 4.0182, grad_norm: 40.7635 +2022-03-10 16:57:36,600 - davarocr - INFO - Epoch [1][500/541] lr: 4.612e-06, eta: 4:13:05, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 4.6609, loss: 4.6609, grad_norm: 60.7775 +2022-03-10 16:57:39,370 - davarocr - INFO - Epoch [1][505/541] lr: 4.658e-06, eta: 4:12:57, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 4.1918, loss: 4.1918, grad_norm: 62.6322 +2022-03-10 16:57:42,088 - davarocr - INFO - Epoch [1][510/541] lr: 4.705e-06, eta: 4:12:47, time: 0.544, data_time: 0.005, memory: 5179, loss_crf: 3.1199, loss: 3.1199, grad_norm: 42.1352 +2022-03-10 16:57:44,785 - davarocr - INFO - Epoch [1][515/541] lr: 4.751e-06, eta: 4:12:36, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 4.3075, loss: 4.3075, grad_norm: 52.9099 +2022-03-10 16:57:47,353 - davarocr - INFO - Epoch [1][520/541] lr: 4.797e-06, eta: 4:12:18, time: 0.514, data_time: 0.005, memory: 5179, loss_crf: 3.9613, loss: 3.9613, grad_norm: 66.6865 +2022-03-10 16:57:49,941 - davarocr - INFO - Epoch [1][525/541] lr: 4.843e-06, eta: 4:12:02, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 2.9871, loss: 2.9871, grad_norm: 43.1802 +2022-03-10 16:57:52,514 - davarocr - INFO - Epoch [1][530/541] lr: 4.890e-06, eta: 4:11:46, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 3.8760, loss: 3.8760, grad_norm: 46.5785 +2022-03-10 16:57:55,208 - davarocr - INFO - Epoch [1][535/541] lr: 4.936e-06, eta: 4:11:35, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 3.0287, loss: 3.0287, grad_norm: 35.4554 +2022-03-10 16:57:57,768 - davarocr - INFO - Epoch [1][540/541] lr: 4.982e-06, eta: 4:11:18, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 4.4165, loss: 4.4165, grad_norm: 55.0106 +2022-03-10 16:58:36,531 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.85280784531409 +2022-03-10 16:58:36,532 - davarocr - INFO - current_metric 0.85280784531409 is much better than previous best_metric 0, saving best model ! +2022-03-10 16:58:36,532 - davarocr - INFO - Saving checkpoint at epoch_1.pth +2022-03-10 16:58:38,412 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 16:58:38,412 - davarocr - INFO - Epoch(val) [1][541] LOC: {'precision': 0.8927899686520376, 'recall': 0.8537170263788969, 'f1-score': 0.8728164266012872}, PER: {'precision': 0.9681063122923588, 'recall': 0.9010513296227582, 'f1-score': 0.9333760409993593}, MISC: {'precision': 0.88, 'recall': 0.5641025641025641, 'f1-score': 0.6875}, ORG: {'precision': 0.8268156424581006, 'recall': 0.8019265502709211, 'f1-score': 0.8141809290953546}, all: {'precision': 0.8930439837240844, 'recall': 0.8160410764872521, 'f1-score': 0.85280784531409}, hmean: 0.8528 +2022-03-10 16:58:43,616 - davarocr - INFO - Epoch [2][5/541] lr: 4.798e-06, eta: 4:12:41, time: 1.038, data_time: 0.465, memory: 5179, loss_crf: 3.3351, loss: 3.3351, grad_norm: 46.3130 +2022-03-10 16:58:46,689 - davarocr - INFO - Epoch [2][10/541] lr: 4.842e-06, eta: 4:12:49, time: 0.616, data_time: 0.008, memory: 5179, loss_crf: 3.7668, loss: 3.7668, grad_norm: 43.1434 +2022-03-10 16:58:49,582 - davarocr - INFO - Epoch [2][15/541] lr: 4.886e-06, eta: 4:12:47, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 3.9332, loss: 3.9332, grad_norm: 53.9167 +2022-03-10 16:58:52,245 - davarocr - INFO - Epoch [2][20/541] lr: 4.930e-06, eta: 4:12:35, time: 0.533, data_time: 0.006, memory: 5179, loss_crf: 2.6038, loss: 2.6038, grad_norm: 53.7097 +2022-03-10 16:58:55,117 - davarocr - INFO - Epoch [2][25/541] lr: 4.974e-06, eta: 4:12:32, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 3.8935, loss: 3.8935, grad_norm: 53.6965 +2022-03-10 16:58:58,424 - davarocr - INFO - Epoch [2][30/541] lr: 5.018e-06, eta: 4:12:50, time: 0.659, data_time: 0.008, memory: 5179, loss_crf: 3.3159, loss: 3.3159, grad_norm: 57.9479 +2022-03-10 16:59:01,297 - davarocr - INFO - Epoch [2][35/541] lr: 5.062e-06, eta: 4:12:48, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 3.4155, loss: 3.4155, grad_norm: 54.1434 +2022-03-10 16:59:04,367 - davarocr - INFO - Epoch [2][40/541] lr: 5.106e-06, eta: 4:12:54, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 3.0612, loss: 3.0612, grad_norm: 42.0756 +2022-03-10 16:59:07,259 - davarocr - INFO - Epoch [2][45/541] lr: 5.150e-06, eta: 4:12:53, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 2.4072, loss: 2.4072, grad_norm: 51.5069 +2022-03-10 16:59:09,858 - davarocr - INFO - Epoch [2][50/541] lr: 5.194e-06, eta: 4:12:37, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 2.0709, loss: 2.0709, grad_norm: 41.7249 +2022-03-10 16:59:12,413 - davarocr - INFO - Epoch [2][55/541] lr: 5.238e-06, eta: 4:12:21, time: 0.514, data_time: 0.009, memory: 5179, loss_crf: 2.7491, loss: 2.7491, grad_norm: 42.8001 +2022-03-10 16:59:15,037 - davarocr - INFO - Epoch [2][60/541] lr: 5.282e-06, eta: 4:12:08, time: 0.525, data_time: 0.006, memory: 5179, loss_crf: 3.9373, loss: 3.9373, grad_norm: 52.2800 +2022-03-10 16:59:17,787 - davarocr - INFO - Epoch [2][65/541] lr: 5.326e-06, eta: 4:12:00, time: 0.550, data_time: 0.006, memory: 5179, loss_crf: 2.8541, loss: 2.8541, grad_norm: 56.7897 +2022-03-10 16:59:20,414 - davarocr - INFO - Epoch [2][70/541] lr: 5.370e-06, eta: 4:11:47, time: 0.522, data_time: 0.008, memory: 5179, loss_crf: 2.3470, loss: 2.3470, grad_norm: 45.1957 +2022-03-10 16:59:23,000 - davarocr - INFO - Epoch [2][75/541] lr: 5.414e-06, eta: 4:11:32, time: 0.518, data_time: 0.009, memory: 5179, loss_crf: 2.3620, loss: 2.3620, grad_norm: 33.7626 +2022-03-10 16:59:25,534 - davarocr - INFO - Epoch [2][80/541] lr: 5.458e-06, eta: 4:11:16, time: 0.506, data_time: 0.008, memory: 5179, loss_crf: 3.0031, loss: 3.0031, grad_norm: 58.1132 +2022-03-10 16:59:28,070 - davarocr - INFO - Epoch [2][85/541] lr: 5.502e-06, eta: 4:11:00, time: 0.508, data_time: 0.009, memory: 5179, loss_crf: 2.6897, loss: 2.6897, grad_norm: 46.3314 +2022-03-10 16:59:30,613 - davarocr - INFO - Epoch [2][90/541] lr: 5.546e-06, eta: 4:10:44, time: 0.511, data_time: 0.008, memory: 5179, loss_crf: 2.6522, loss: 2.6522, grad_norm: 53.1181 +2022-03-10 16:59:33,298 - davarocr - INFO - Epoch [2][95/541] lr: 5.590e-06, eta: 4:10:35, time: 0.537, data_time: 0.006, memory: 5179, loss_crf: 2.9405, loss: 2.9405, grad_norm: 67.2361 +2022-03-10 16:59:35,827 - davarocr - INFO - Epoch [2][100/541] lr: 5.634e-06, eta: 4:10:18, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 2.3520, loss: 2.3520, grad_norm: 56.3413 +2022-03-10 16:59:38,390 - davarocr - INFO - Epoch [2][105/541] lr: 5.678e-06, eta: 4:10:05, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 2.5782, loss: 2.5782, grad_norm: 47.0921 +2022-03-10 16:59:40,934 - davarocr - INFO - Epoch [2][110/541] lr: 5.722e-06, eta: 4:09:50, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 2.9255, loss: 2.9255, grad_norm: 55.4719 +2022-03-10 16:59:43,644 - davarocr - INFO - Epoch [2][115/541] lr: 5.766e-06, eta: 4:09:42, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 2.6592, loss: 2.6592, grad_norm: 52.3055 +2022-03-10 16:59:46,228 - davarocr - INFO - Epoch [2][120/541] lr: 5.810e-06, eta: 4:09:29, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 3.3584, loss: 3.3584, grad_norm: 84.4928 +2022-03-10 16:59:48,815 - davarocr - INFO - Epoch [2][125/541] lr: 5.854e-06, eta: 4:09:16, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 2.3792, loss: 2.3792, grad_norm: 45.8441 +2022-03-10 16:59:52,018 - davarocr - INFO - Epoch [2][130/541] lr: 5.898e-06, eta: 4:09:28, time: 0.641, data_time: 0.008, memory: 5179, loss_crf: 2.9832, loss: 2.9832, grad_norm: 54.5287 +2022-03-10 16:59:55,079 - davarocr - INFO - Epoch [2][135/541] lr: 5.942e-06, eta: 4:09:33, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 2.7216, loss: 2.7216, grad_norm: 57.5731 +2022-03-10 16:59:57,990 - davarocr - INFO - Epoch [2][140/541] lr: 5.986e-06, eta: 4:09:33, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 3.0398, loss: 3.0398, grad_norm: 52.6577 +2022-03-10 17:00:00,917 - davarocr - INFO - Epoch [2][145/541] lr: 6.030e-06, eta: 4:09:33, time: 0.585, data_time: 0.010, memory: 5179, loss_crf: 2.4544, loss: 2.4544, grad_norm: 59.0958 +2022-03-10 17:00:03,887 - davarocr - INFO - Epoch [2][150/541] lr: 6.074e-06, eta: 4:09:36, time: 0.595, data_time: 0.009, memory: 5179, loss_crf: 1.8979, loss: 1.8979, grad_norm: 46.2126 +2022-03-10 17:00:06,484 - davarocr - INFO - Epoch [2][155/541] lr: 6.118e-06, eta: 4:09:24, time: 0.522, data_time: 0.011, memory: 5179, loss_crf: 1.9638, loss: 1.9638, grad_norm: 47.9502 +2022-03-10 17:00:09,185 - davarocr - INFO - Epoch [2][160/541] lr: 6.162e-06, eta: 4:09:16, time: 0.540, data_time: 0.005, memory: 5179, loss_crf: 2.4657, loss: 2.4657, grad_norm: 45.1981 +2022-03-10 17:00:12,070 - davarocr - INFO - Epoch [2][165/541] lr: 6.206e-06, eta: 4:09:15, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 2.3213, loss: 2.3213, grad_norm: 52.2306 +2022-03-10 17:00:15,022 - davarocr - INFO - Epoch [2][170/541] lr: 6.250e-06, eta: 4:09:16, time: 0.590, data_time: 0.006, memory: 5179, loss_crf: 2.4772, loss: 2.4772, grad_norm: 47.5558 +2022-03-10 17:00:17,941 - davarocr - INFO - Epoch [2][175/541] lr: 6.294e-06, eta: 4:09:16, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 2.7723, loss: 2.7723, grad_norm: 64.5468 +2022-03-10 17:00:20,559 - davarocr - INFO - Epoch [2][180/541] lr: 6.338e-06, eta: 4:09:05, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 2.4101, loss: 2.4101, grad_norm: 45.5974 +2022-03-10 17:00:23,426 - davarocr - INFO - Epoch [2][185/541] lr: 6.382e-06, eta: 4:09:04, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 3.1157, loss: 3.1157, grad_norm: 47.7726 +2022-03-10 17:00:26,128 - davarocr - INFO - Epoch [2][190/541] lr: 6.426e-06, eta: 4:08:56, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 1.9875, loss: 1.9875, grad_norm: 51.9616 +2022-03-10 17:00:28,701 - davarocr - INFO - Epoch [2][195/541] lr: 6.470e-06, eta: 4:08:44, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 3.1904, loss: 3.1904, grad_norm: 64.3144 +2022-03-10 17:00:31,282 - davarocr - INFO - Epoch [2][200/541] lr: 6.514e-06, eta: 4:08:32, time: 0.516, data_time: 0.008, memory: 5179, loss_crf: 2.3433, loss: 2.3433, grad_norm: 42.5657 +2022-03-10 17:00:33,845 - davarocr - INFO - Epoch [2][205/541] lr: 6.558e-06, eta: 4:08:19, time: 0.513, data_time: 0.008, memory: 5179, loss_crf: 2.2588, loss: 2.2588, grad_norm: 46.3796 +2022-03-10 17:00:36,446 - davarocr - INFO - Epoch [2][210/541] lr: 6.602e-06, eta: 4:08:08, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 2.2420, loss: 2.2420, grad_norm: 45.1870 +2022-03-10 17:00:39,255 - davarocr - INFO - Epoch [2][215/541] lr: 6.646e-06, eta: 4:08:05, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 2.9111, loss: 2.9111, grad_norm: 53.2600 +2022-03-10 17:00:42,164 - davarocr - INFO - Epoch [2][220/541] lr: 6.690e-06, eta: 4:08:05, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 2.7272, loss: 2.7272, grad_norm: 55.2670 +2022-03-10 17:00:45,030 - davarocr - INFO - Epoch [2][225/541] lr: 6.734e-06, eta: 4:08:03, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 2.0865, loss: 2.0865, grad_norm: 48.4471 +2022-03-10 17:00:48,078 - davarocr - INFO - Epoch [2][230/541] lr: 6.778e-06, eta: 4:08:08, time: 0.610, data_time: 0.008, memory: 5179, loss_crf: 2.9445, loss: 2.9445, grad_norm: 57.1924 +2022-03-10 17:00:51,076 - davarocr - INFO - Epoch [2][235/541] lr: 6.822e-06, eta: 4:08:10, time: 0.599, data_time: 0.006, memory: 5179, loss_crf: 2.0919, loss: 2.0919, grad_norm: 51.1422 +2022-03-10 17:00:53,757 - davarocr - INFO - Epoch [2][240/541] lr: 6.866e-06, eta: 4:08:02, time: 0.536, data_time: 0.008, memory: 5179, loss_crf: 2.1155, loss: 2.1155, grad_norm: 50.7802 +2022-03-10 17:00:56,332 - davarocr - INFO - Epoch [2][245/541] lr: 6.910e-06, eta: 4:07:51, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 2.2755, loss: 2.2755, grad_norm: 60.9817 +2022-03-10 17:00:58,948 - davarocr - INFO - Epoch [2][250/541] lr: 6.954e-06, eta: 4:07:41, time: 0.523, data_time: 0.006, memory: 5179, loss_crf: 1.9025, loss: 1.9025, grad_norm: 35.4315 +2022-03-10 17:01:01,543 - davarocr - INFO - Epoch [2][255/541] lr: 6.998e-06, eta: 4:07:30, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 2.4425, loss: 2.4425, grad_norm: 45.0813 +2022-03-10 17:01:04,370 - davarocr - INFO - Epoch [2][260/541] lr: 7.042e-06, eta: 4:07:27, time: 0.565, data_time: 0.008, memory: 5179, loss_crf: 1.9103, loss: 1.9103, grad_norm: 33.9589 +2022-03-10 17:01:07,263 - davarocr - INFO - Epoch [2][265/541] lr: 7.086e-06, eta: 4:07:27, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 1.9330, loss: 1.9330, grad_norm: 38.3163 +2022-03-10 17:01:09,906 - davarocr - INFO - Epoch [2][270/541] lr: 7.130e-06, eta: 4:07:18, time: 0.529, data_time: 0.007, memory: 5179, loss_crf: 1.8871, loss: 1.8871, grad_norm: 45.8238 +2022-03-10 17:01:12,444 - davarocr - INFO - Epoch [2][275/541] lr: 7.174e-06, eta: 4:07:06, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 2.3756, loss: 2.3756, grad_norm: 52.0071 +2022-03-10 17:01:14,993 - davarocr - INFO - Epoch [2][280/541] lr: 7.218e-06, eta: 4:06:54, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 2.2556, loss: 2.2556, grad_norm: 47.6995 +2022-03-10 17:01:17,550 - davarocr - INFO - Epoch [2][285/541] lr: 7.262e-06, eta: 4:06:43, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 1.6601, loss: 1.6601, grad_norm: 36.1825 +2022-03-10 17:01:20,317 - davarocr - INFO - Epoch [2][290/541] lr: 7.306e-06, eta: 4:06:38, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 2.6632, loss: 2.6632, grad_norm: 68.7096 +2022-03-10 17:01:23,217 - davarocr - INFO - Epoch [2][295/541] lr: 7.350e-06, eta: 4:06:38, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 2.0016, loss: 2.0016, grad_norm: 37.7528 +2022-03-10 17:01:26,134 - davarocr - INFO - Epoch [2][300/541] lr: 7.394e-06, eta: 4:06:38, time: 0.583, data_time: 0.009, memory: 5179, loss_crf: 3.0216, loss: 3.0216, grad_norm: 59.8736 +2022-03-10 17:01:28,964 - davarocr - INFO - Epoch [2][305/541] lr: 7.438e-06, eta: 4:06:35, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 2.2002, loss: 2.2002, grad_norm: 43.6570 +2022-03-10 17:01:31,791 - davarocr - INFO - Epoch [2][310/541] lr: 7.482e-06, eta: 4:06:33, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 3.3076, loss: 3.3076, grad_norm: 56.1780 +2022-03-10 17:01:34,685 - davarocr - INFO - Epoch [2][315/541] lr: 7.526e-06, eta: 4:06:32, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 1.7062, loss: 1.7062, grad_norm: 35.4614 +2022-03-10 17:01:37,735 - davarocr - INFO - Epoch [2][320/541] lr: 7.570e-06, eta: 4:06:36, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 2.3120, loss: 2.3120, grad_norm: 54.9940 +2022-03-10 17:01:40,629 - davarocr - INFO - Epoch [2][325/541] lr: 7.614e-06, eta: 4:06:35, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 1.6812, loss: 1.6812, grad_norm: 48.1234 +2022-03-10 17:01:43,669 - davarocr - INFO - Epoch [2][330/541] lr: 7.658e-06, eta: 4:06:39, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 1.6317, loss: 1.6317, grad_norm: 40.4191 +2022-03-10 17:01:46,713 - davarocr - INFO - Epoch [2][335/541] lr: 7.702e-06, eta: 4:06:43, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 1.7279, loss: 1.7279, grad_norm: 53.9638 +2022-03-10 17:01:49,470 - davarocr - INFO - Epoch [2][340/541] lr: 7.746e-06, eta: 4:06:38, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 2.0543, loss: 2.0543, grad_norm: 50.1902 +2022-03-10 17:01:52,046 - davarocr - INFO - Epoch [2][345/541] lr: 7.790e-06, eta: 4:06:27, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 1.8055, loss: 1.8055, grad_norm: 72.1452 +2022-03-10 17:01:54,637 - davarocr - INFO - Epoch [2][350/541] lr: 7.834e-06, eta: 4:06:18, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 1.9774, loss: 1.9774, grad_norm: 41.2448 +2022-03-10 17:01:57,210 - davarocr - INFO - Epoch [2][355/541] lr: 7.878e-06, eta: 4:06:08, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 1.7922, loss: 1.7922, grad_norm: 46.1519 +2022-03-10 17:01:59,810 - davarocr - INFO - Epoch [2][360/541] lr: 7.922e-06, eta: 4:05:58, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 2.3625, loss: 2.3625, grad_norm: 46.5560 +2022-03-10 17:02:02,336 - davarocr - INFO - Epoch [2][365/541] lr: 7.966e-06, eta: 4:05:47, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 2.1384, loss: 2.1384, grad_norm: 56.6225 +2022-03-10 17:02:04,859 - davarocr - INFO - Epoch [2][370/541] lr: 8.010e-06, eta: 4:05:36, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 1.5621, loss: 1.5621, grad_norm: 32.4999 +2022-03-10 17:02:07,392 - davarocr - INFO - Epoch [2][375/541] lr: 8.054e-06, eta: 4:05:25, time: 0.506, data_time: 0.006, memory: 5179, loss_crf: 1.8863, loss: 1.8863, grad_norm: 42.6092 +2022-03-10 17:02:10,139 - davarocr - INFO - Epoch [2][380/541] lr: 8.098e-06, eta: 4:05:20, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 2.1632, loss: 2.1632, grad_norm: 39.6829 +2022-03-10 17:02:12,955 - davarocr - INFO - Epoch [2][385/541] lr: 8.142e-06, eta: 4:05:17, time: 0.563, data_time: 0.008, memory: 5179, loss_crf: 2.1441, loss: 2.1441, grad_norm: 61.0984 +2022-03-10 17:02:15,766 - davarocr - INFO - Epoch [2][390/541] lr: 8.186e-06, eta: 4:05:14, time: 0.562, data_time: 0.006, memory: 5179, loss_crf: 2.7580, loss: 2.7580, grad_norm: 63.7590 +2022-03-10 17:02:18,610 - davarocr - INFO - Epoch [2][395/541] lr: 8.230e-06, eta: 4:05:12, time: 0.569, data_time: 0.008, memory: 5179, loss_crf: 2.7323, loss: 2.7323, grad_norm: 53.3479 +2022-03-10 17:02:21,472 - davarocr - INFO - Epoch [2][400/541] lr: 8.274e-06, eta: 4:05:10, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 1.4966, loss: 1.4966, grad_norm: 49.3227 +2022-03-10 17:02:24,096 - davarocr - INFO - Epoch [2][405/541] lr: 8.318e-06, eta: 4:05:02, time: 0.525, data_time: 0.006, memory: 5179, loss_crf: 1.8910, loss: 1.8910, grad_norm: 47.8491 +2022-03-10 17:02:26,654 - davarocr - INFO - Epoch [2][410/541] lr: 8.362e-06, eta: 4:04:52, time: 0.511, data_time: 0.008, memory: 5179, loss_crf: 2.5660, loss: 2.5660, grad_norm: 53.6511 +2022-03-10 17:02:29,176 - davarocr - INFO - Epoch [2][415/541] lr: 8.406e-06, eta: 4:04:41, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 1.4569, loss: 1.4569, grad_norm: 32.4688 +2022-03-10 17:02:31,881 - davarocr - INFO - Epoch [2][420/541] lr: 8.450e-06, eta: 4:04:36, time: 0.540, data_time: 0.006, memory: 5179, loss_crf: 1.8633, loss: 1.8633, grad_norm: 46.6323 +2022-03-10 17:02:34,445 - davarocr - INFO - Epoch [2][425/541] lr: 8.494e-06, eta: 4:04:26, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 2.3424, loss: 2.3424, grad_norm: 60.2267 +2022-03-10 17:02:37,219 - davarocr - INFO - Epoch [2][430/541] lr: 8.538e-06, eta: 4:04:22, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 1.3353, loss: 1.3353, grad_norm: 46.1435 +2022-03-10 17:02:40,077 - davarocr - INFO - Epoch [2][435/541] lr: 8.582e-06, eta: 4:04:21, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 2.3660, loss: 2.3660, grad_norm: 56.6400 +2022-03-10 17:02:43,007 - davarocr - INFO - Epoch [2][440/541] lr: 8.626e-06, eta: 4:04:21, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 1.1214, loss: 1.1214, grad_norm: 41.5594 +2022-03-10 17:02:45,937 - davarocr - INFO - Epoch [2][445/541] lr: 8.670e-06, eta: 4:04:21, time: 0.586, data_time: 0.009, memory: 5179, loss_crf: 1.8515, loss: 1.8515, grad_norm: 43.8518 +2022-03-10 17:02:48,847 - davarocr - INFO - Epoch [2][450/541] lr: 8.714e-06, eta: 4:04:21, time: 0.584, data_time: 0.011, memory: 5179, loss_crf: 1.1283, loss: 1.1283, grad_norm: 34.6402 +2022-03-10 17:02:51,769 - davarocr - INFO - Epoch [2][455/541] lr: 8.758e-06, eta: 4:04:21, time: 0.584, data_time: 0.009, memory: 5179, loss_crf: 1.3873, loss: 1.3873, grad_norm: 54.1103 +2022-03-10 17:02:54,677 - davarocr - INFO - Epoch [2][460/541] lr: 8.802e-06, eta: 4:04:21, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 2.5749, loss: 2.5749, grad_norm: 54.2844 +2022-03-10 17:02:57,577 - davarocr - INFO - Epoch [2][465/541] lr: 8.846e-06, eta: 4:04:20, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 1.1217, loss: 1.1217, grad_norm: 32.0168 +2022-03-10 17:03:00,472 - davarocr - INFO - Epoch [2][470/541] lr: 8.890e-06, eta: 4:04:20, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 1.7170, loss: 1.7170, grad_norm: 53.2253 +2022-03-10 17:03:03,364 - davarocr - INFO - Epoch [2][475/541] lr: 8.934e-06, eta: 4:04:19, time: 0.578, data_time: 0.005, memory: 5179, loss_crf: 2.2055, loss: 2.2055, grad_norm: 50.5247 +2022-03-10 17:03:06,293 - davarocr - INFO - Epoch [2][480/541] lr: 8.978e-06, eta: 4:04:19, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 1.7552, loss: 1.7552, grad_norm: 45.9314 +2022-03-10 17:03:09,195 - davarocr - INFO - Epoch [2][485/541] lr: 9.022e-06, eta: 4:04:18, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 1.5333, loss: 1.5333, grad_norm: 51.4214 +2022-03-10 17:03:12,008 - davarocr - INFO - Epoch [2][490/541] lr: 9.066e-06, eta: 4:04:15, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 1.3367, loss: 1.3367, grad_norm: 35.9551 +2022-03-10 17:03:14,887 - davarocr - INFO - Epoch [2][495/541] lr: 9.110e-06, eta: 4:04:14, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 1.9327, loss: 1.9327, grad_norm: 52.3569 +2022-03-10 17:03:17,794 - davarocr - INFO - Epoch [2][500/541] lr: 9.155e-06, eta: 4:04:13, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 1.7926, loss: 1.7926, grad_norm: 52.6502 +2022-03-10 17:03:20,669 - davarocr - INFO - Epoch [2][505/541] lr: 9.199e-06, eta: 4:04:12, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 1.8211, loss: 1.8211, grad_norm: 61.0805 +2022-03-10 17:03:23,565 - davarocr - INFO - Epoch [2][510/541] lr: 9.243e-06, eta: 4:04:11, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 1.8531, loss: 1.8531, grad_norm: 51.3326 +2022-03-10 17:03:26,440 - davarocr - INFO - Epoch [2][515/541] lr: 9.287e-06, eta: 4:04:10, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 3.1256, loss: 3.1256, grad_norm: 67.8766 +2022-03-10 17:03:29,471 - davarocr - INFO - Epoch [2][520/541] lr: 9.331e-06, eta: 4:04:12, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 2.5585, loss: 2.5585, grad_norm: 58.2221 +2022-03-10 17:03:32,343 - davarocr - INFO - Epoch [2][525/541] lr: 9.375e-06, eta: 4:04:11, time: 0.574, data_time: 0.005, memory: 5179, loss_crf: 2.2901, loss: 2.2901, grad_norm: 59.0677 +2022-03-10 17:03:35,222 - davarocr - INFO - Epoch [2][530/541] lr: 9.419e-06, eta: 4:04:09, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 1.4043, loss: 1.4043, grad_norm: 36.4189 +2022-03-10 17:03:38,256 - davarocr - INFO - Epoch [2][535/541] lr: 9.463e-06, eta: 4:04:12, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.8800, loss: 0.8800, grad_norm: 34.1297 +2022-03-10 17:03:41,110 - davarocr - INFO - Epoch [2][540/541] lr: 9.507e-06, eta: 4:04:10, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 1.7116, loss: 1.7116, grad_norm: 45.8961 +2022-03-10 17:04:18,673 - davarocr - INFO - Now best checkpoint is epoch_2.pth. Best hmean is 0.9027765378091243 +2022-03-10 17:04:18,674 - davarocr - INFO - current_metric 0.9027765378091243 is much better than previous best_metric 0.85280784531409, saving best model ! +2022-03-10 17:04:18,674 - davarocr - INFO - Saving checkpoint at epoch_2.pth +2022-03-10 17:04:20,416 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:04:20,416 - davarocr - INFO - Epoch(val) [2][541] LOC: {'precision': 0.918429003021148, 'recall': 0.9112709832134293, 'f1-score': 0.9148359915738791}, PER: {'precision': 0.9631480324797002, 'recall': 0.9536178107606679, 'f1-score': 0.9583592293349906}, MISC: {'precision': 0.839622641509434, 'recall': 0.7606837606837606, 'f1-score': 0.7982062780269058}, ORG: {'precision': 0.8789885611077664, 'recall': 0.8789885611077664, 'f1-score': 0.8789885611077664}, all: {'precision': 0.9104988294615524, 'recall': 0.8951841359773371, 'f1-score': 0.9027765378091243}, hmean: 0.9028 +2022-03-10 17:04:25,698 - davarocr - INFO - Epoch [3][5/541] lr: 9.125e-06, eta: 4:04:51, time: 1.051, data_time: 0.473, memory: 5179, loss_crf: 1.0998, loss: 1.0998, grad_norm: 31.5163 +2022-03-10 17:04:28,608 - davarocr - INFO - Epoch [3][10/541] lr: 9.167e-06, eta: 4:04:50, time: 0.585, data_time: 0.012, memory: 5179, loss_crf: 1.3729, loss: 1.3729, grad_norm: 48.9639 +2022-03-10 17:04:31,546 - davarocr - INFO - Epoch [3][15/541] lr: 9.209e-06, eta: 4:04:50, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 1.6547, loss: 1.6547, grad_norm: 48.0147 +2022-03-10 17:04:34,730 - davarocr - INFO - Epoch [3][20/541] lr: 9.251e-06, eta: 4:04:56, time: 0.637, data_time: 0.007, memory: 5179, loss_crf: 0.8850, loss: 0.8850, grad_norm: 37.4182 +2022-03-10 17:04:37,728 - davarocr - INFO - Epoch [3][25/541] lr: 9.293e-06, eta: 4:04:57, time: 0.599, data_time: 0.007, memory: 5179, loss_crf: 1.0486, loss: 1.0486, grad_norm: 35.7727 +2022-03-10 17:04:40,553 - davarocr - INFO - Epoch [3][30/541] lr: 9.335e-06, eta: 4:04:54, time: 0.565, data_time: 0.009, memory: 5179, loss_crf: 2.2022, loss: 2.2022, grad_norm: 50.3753 +2022-03-10 17:04:43,440 - davarocr - INFO - Epoch [3][35/541] lr: 9.377e-06, eta: 4:04:52, time: 0.578, data_time: 0.010, memory: 5179, loss_crf: 2.2296, loss: 2.2296, grad_norm: 51.4649 +2022-03-10 17:04:46,345 - davarocr - INFO - Epoch [3][40/541] lr: 9.419e-06, eta: 4:04:51, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 1.7644, loss: 1.7644, grad_norm: 47.7469 +2022-03-10 17:04:49,216 - davarocr - INFO - Epoch [3][45/541] lr: 9.461e-06, eta: 4:04:49, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 1.8229, loss: 1.8229, grad_norm: 73.5923 +2022-03-10 17:04:52,403 - davarocr - INFO - Epoch [3][50/541] lr: 9.503e-06, eta: 4:04:54, time: 0.637, data_time: 0.006, memory: 5179, loss_crf: 1.2741, loss: 1.2741, grad_norm: 32.6211 +2022-03-10 17:04:55,682 - davarocr - INFO - Epoch [3][55/541] lr: 9.545e-06, eta: 4:05:01, time: 0.655, data_time: 0.008, memory: 5179, loss_crf: 1.2512, loss: 1.2512, grad_norm: 34.7251 +2022-03-10 17:04:58,276 - davarocr - INFO - Epoch [3][60/541] lr: 9.587e-06, eta: 4:04:53, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 1.1287, loss: 1.1287, grad_norm: 36.9645 +2022-03-10 17:05:00,847 - davarocr - INFO - Epoch [3][65/541] lr: 9.629e-06, eta: 4:04:44, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.8406, loss: 0.8406, grad_norm: 27.7440 +2022-03-10 17:05:03,416 - davarocr - INFO - Epoch [3][70/541] lr: 9.671e-06, eta: 4:04:36, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 1.1026, loss: 1.1026, grad_norm: 29.6061 +2022-03-10 17:05:05,975 - davarocr - INFO - Epoch [3][75/541] lr: 9.713e-06, eta: 4:04:27, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 1.0708, loss: 1.0708, grad_norm: 30.4885 +2022-03-10 17:05:08,547 - davarocr - INFO - Epoch [3][80/541] lr: 9.755e-06, eta: 4:04:18, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 1.2022, loss: 1.2022, grad_norm: 33.2044 +2022-03-10 17:05:11,129 - davarocr - INFO - Epoch [3][85/541] lr: 9.797e-06, eta: 4:04:10, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 1.3701, loss: 1.3701, grad_norm: 40.8091 +2022-03-10 17:05:13,716 - davarocr - INFO - Epoch [3][90/541] lr: 9.839e-06, eta: 4:04:01, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 1.4229, loss: 1.4229, grad_norm: 34.4253 +2022-03-10 17:05:16,229 - davarocr - INFO - Epoch [3][95/541] lr: 9.881e-06, eta: 4:03:52, time: 0.502, data_time: 0.007, memory: 5179, loss_crf: 2.3968, loss: 2.3968, grad_norm: 54.2839 +2022-03-10 17:05:18,791 - davarocr - INFO - Epoch [3][100/541] lr: 9.923e-06, eta: 4:03:43, time: 0.510, data_time: 0.009, memory: 5179, loss_crf: 2.0434, loss: 2.0434, grad_norm: 58.7825 +2022-03-10 17:05:21,395 - davarocr - INFO - Epoch [3][105/541] lr: 9.965e-06, eta: 4:03:35, time: 0.520, data_time: 0.010, memory: 5179, loss_crf: 1.2424, loss: 1.2424, grad_norm: 36.6405 +2022-03-10 17:05:24,189 - davarocr - INFO - Epoch [3][110/541] lr: 1.001e-05, eta: 4:03:32, time: 0.561, data_time: 0.009, memory: 5179, loss_crf: 1.3180, loss: 1.3180, grad_norm: 37.0317 +2022-03-10 17:05:26,996 - davarocr - INFO - Epoch [3][115/541] lr: 1.005e-05, eta: 4:03:28, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.9622, loss: 0.9622, grad_norm: 31.1430 +2022-03-10 17:05:29,922 - davarocr - INFO - Epoch [3][120/541] lr: 1.009e-05, eta: 4:03:28, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 1.4104, loss: 1.4104, grad_norm: 51.6791 +2022-03-10 17:05:32,991 - davarocr - INFO - Epoch [3][125/541] lr: 1.013e-05, eta: 4:03:30, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 1.2758, loss: 1.2758, grad_norm: 46.7853 +2022-03-10 17:05:35,841 - davarocr - INFO - Epoch [3][130/541] lr: 1.018e-05, eta: 4:03:28, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 1.3190, loss: 1.3190, grad_norm: 37.7156 +2022-03-10 17:05:38,602 - davarocr - INFO - Epoch [3][135/541] lr: 1.022e-05, eta: 4:03:24, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.8382, loss: 0.8382, grad_norm: 46.8621 +2022-03-10 17:05:41,157 - davarocr - INFO - Epoch [3][140/541] lr: 1.026e-05, eta: 4:03:15, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.7073, loss: 0.7073, grad_norm: 22.8403 +2022-03-10 17:05:43,808 - davarocr - INFO - Epoch [3][145/541] lr: 1.030e-05, eta: 4:03:09, time: 0.530, data_time: 0.006, memory: 5179, loss_crf: 1.5294, loss: 1.5294, grad_norm: 50.1205 +2022-03-10 17:05:46,832 - davarocr - INFO - Epoch [3][150/541] lr: 1.034e-05, eta: 4:03:10, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.8988, loss: 0.8988, grad_norm: 22.8903 +2022-03-10 17:05:50,143 - davarocr - INFO - Epoch [3][155/541] lr: 1.039e-05, eta: 4:03:17, time: 0.663, data_time: 0.007, memory: 5179, loss_crf: 1.6213, loss: 1.6213, grad_norm: 43.2536 +2022-03-10 17:05:53,316 - davarocr - INFO - Epoch [3][160/541] lr: 1.043e-05, eta: 4:03:22, time: 0.634, data_time: 0.006, memory: 5179, loss_crf: 1.1166, loss: 1.1166, grad_norm: 40.6842 +2022-03-10 17:05:56,089 - davarocr - INFO - Epoch [3][165/541] lr: 1.047e-05, eta: 4:03:18, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.7983, loss: 0.7983, grad_norm: 29.1600 +2022-03-10 17:05:58,882 - davarocr - INFO - Epoch [3][170/541] lr: 1.051e-05, eta: 4:03:14, time: 0.558, data_time: 0.008, memory: 5179, loss_crf: 2.4211, loss: 2.4211, grad_norm: 60.8852 +2022-03-10 17:06:01,703 - davarocr - INFO - Epoch [3][175/541] lr: 1.055e-05, eta: 4:03:11, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 1.5658, loss: 1.5658, grad_norm: 53.5798 +2022-03-10 17:06:04,619 - davarocr - INFO - Epoch [3][180/541] lr: 1.060e-05, eta: 4:03:10, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 1.2749, loss: 1.2749, grad_norm: 32.5237 +2022-03-10 17:06:07,520 - davarocr - INFO - Epoch [3][185/541] lr: 1.064e-05, eta: 4:03:09, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.6202, loss: 0.6202, grad_norm: 27.6602 +2022-03-10 17:06:10,413 - davarocr - INFO - Epoch [3][190/541] lr: 1.068e-05, eta: 4:03:07, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.7386, loss: 0.7386, grad_norm: 29.5142 +2022-03-10 17:06:13,332 - davarocr - INFO - Epoch [3][195/541] lr: 1.072e-05, eta: 4:03:06, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.7908, loss: 0.7908, grad_norm: 46.2672 +2022-03-10 17:06:16,238 - davarocr - INFO - Epoch [3][200/541] lr: 1.076e-05, eta: 4:03:05, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.8170, loss: 0.8170, grad_norm: 32.8821 +2022-03-10 17:06:19,082 - davarocr - INFO - Epoch [3][205/541] lr: 1.081e-05, eta: 4:03:02, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 1.3810, loss: 1.3810, grad_norm: 55.9899 +2022-03-10 17:06:21,894 - davarocr - INFO - Epoch [3][210/541] lr: 1.085e-05, eta: 4:02:59, time: 0.563, data_time: 0.008, memory: 5179, loss_crf: 1.1369, loss: 1.1369, grad_norm: 40.9981 +2022-03-10 17:06:24,716 - davarocr - INFO - Epoch [3][215/541] lr: 1.089e-05, eta: 4:02:56, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.9851, loss: 0.9851, grad_norm: 45.3713 +2022-03-10 17:06:27,566 - davarocr - INFO - Epoch [3][220/541] lr: 1.093e-05, eta: 4:02:54, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 1.1536, loss: 1.1536, grad_norm: 38.7463 +2022-03-10 17:06:30,403 - davarocr - INFO - Epoch [3][225/541] lr: 1.097e-05, eta: 4:02:51, time: 0.567, data_time: 0.009, memory: 5179, loss_crf: 1.1322, loss: 1.1322, grad_norm: 43.9542 +2022-03-10 17:06:33,321 - davarocr - INFO - Epoch [3][230/541] lr: 1.102e-05, eta: 4:02:50, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 1.1156, loss: 1.1156, grad_norm: 55.4363 +2022-03-10 17:06:36,095 - davarocr - INFO - Epoch [3][235/541] lr: 1.106e-05, eta: 4:02:46, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 1.1519, loss: 1.1519, grad_norm: 45.1754 +2022-03-10 17:06:38,753 - davarocr - INFO - Epoch [3][240/541] lr: 1.110e-05, eta: 4:02:40, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 1.1943, loss: 1.1943, grad_norm: 37.3457 +2022-03-10 17:06:41,295 - davarocr - INFO - Epoch [3][245/541] lr: 1.114e-05, eta: 4:02:31, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 1.2962, loss: 1.2962, grad_norm: 43.0223 +2022-03-10 17:06:43,969 - davarocr - INFO - Epoch [3][250/541] lr: 1.118e-05, eta: 4:02:26, time: 0.535, data_time: 0.006, memory: 5179, loss_crf: 1.2054, loss: 1.2054, grad_norm: 41.1419 +2022-03-10 17:06:46,707 - davarocr - INFO - Epoch [3][255/541] lr: 1.123e-05, eta: 4:02:21, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.8961, loss: 0.8961, grad_norm: 25.2489 +2022-03-10 17:06:49,864 - davarocr - INFO - Epoch [3][260/541] lr: 1.127e-05, eta: 4:02:24, time: 0.632, data_time: 0.006, memory: 5179, loss_crf: 0.9326, loss: 0.9326, grad_norm: 41.3410 +2022-03-10 17:06:52,769 - davarocr - INFO - Epoch [3][265/541] lr: 1.131e-05, eta: 4:02:23, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 1.4947, loss: 1.4947, grad_norm: 66.2650 +2022-03-10 17:06:55,408 - davarocr - INFO - Epoch [3][270/541] lr: 1.135e-05, eta: 4:02:17, time: 0.528, data_time: 0.007, memory: 5179, loss_crf: 1.3075, loss: 1.3075, grad_norm: 48.5426 +2022-03-10 17:06:58,022 - davarocr - INFO - Epoch [3][275/541] lr: 1.139e-05, eta: 4:02:10, time: 0.523, data_time: 0.008, memory: 5179, loss_crf: 1.1644, loss: 1.1644, grad_norm: 47.9144 +2022-03-10 17:07:00,828 - davarocr - INFO - Epoch [3][280/541] lr: 1.144e-05, eta: 4:02:06, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.9793, loss: 0.9793, grad_norm: 47.4817 +2022-03-10 17:07:03,718 - davarocr - INFO - Epoch [3][285/541] lr: 1.148e-05, eta: 4:02:05, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 1.2146, loss: 1.2146, grad_norm: 43.4810 +2022-03-10 17:07:06,430 - davarocr - INFO - Epoch [3][290/541] lr: 1.152e-05, eta: 4:02:00, time: 0.542, data_time: 0.009, memory: 5179, loss_crf: 1.3402, loss: 1.3402, grad_norm: 57.6374 +2022-03-10 17:07:09,031 - davarocr - INFO - Epoch [3][295/541] lr: 1.156e-05, eta: 4:01:53, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 1.2394, loss: 1.2394, grad_norm: 38.0214 +2022-03-10 17:07:11,625 - davarocr - INFO - Epoch [3][300/541] lr: 1.160e-05, eta: 4:01:46, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 0.9102, loss: 0.9102, grad_norm: 30.0360 +2022-03-10 17:07:14,221 - davarocr - INFO - Epoch [3][305/541] lr: 1.165e-05, eta: 4:01:39, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 1.5578, loss: 1.5578, grad_norm: 54.2845 +2022-03-10 17:07:16,824 - davarocr - INFO - Epoch [3][310/541] lr: 1.169e-05, eta: 4:01:32, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.9723, loss: 0.9723, grad_norm: 55.0328 +2022-03-10 17:07:19,429 - davarocr - INFO - Epoch [3][315/541] lr: 1.173e-05, eta: 4:01:25, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 1.3106, loss: 1.3106, grad_norm: 38.4515 +2022-03-10 17:07:22,015 - davarocr - INFO - Epoch [3][320/541] lr: 1.177e-05, eta: 4:01:18, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 1.2110, loss: 1.2110, grad_norm: 27.2450 +2022-03-10 17:07:24,624 - davarocr - INFO - Epoch [3][325/541] lr: 1.181e-05, eta: 4:01:11, time: 0.522, data_time: 0.008, memory: 5179, loss_crf: 0.7755, loss: 0.7755, grad_norm: 25.2556 +2022-03-10 17:07:27,383 - davarocr - INFO - Epoch [3][330/541] lr: 1.186e-05, eta: 4:01:07, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.7323, loss: 0.7323, grad_norm: 33.7223 +2022-03-10 17:07:29,966 - davarocr - INFO - Epoch [3][335/541] lr: 1.190e-05, eta: 4:01:00, time: 0.516, data_time: 0.008, memory: 5179, loss_crf: 1.1724, loss: 1.1724, grad_norm: 49.3598 +2022-03-10 17:07:32,566 - davarocr - INFO - Epoch [3][340/541] lr: 1.194e-05, eta: 4:00:53, time: 0.520, data_time: 0.006, memory: 5179, loss_crf: 1.1722, loss: 1.1722, grad_norm: 39.6421 +2022-03-10 17:07:35,160 - davarocr - INFO - Epoch [3][345/541] lr: 1.198e-05, eta: 4:00:46, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 1.2920, loss: 1.2920, grad_norm: 45.7933 +2022-03-10 17:07:37,908 - davarocr - INFO - Epoch [3][350/541] lr: 1.202e-05, eta: 4:00:42, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 1.0230, loss: 1.0230, grad_norm: 53.8246 +2022-03-10 17:07:40,671 - davarocr - INFO - Epoch [3][355/541] lr: 1.207e-05, eta: 4:00:38, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 1.6389, loss: 1.6389, grad_norm: 46.6354 +2022-03-10 17:07:43,427 - davarocr - INFO - Epoch [3][360/541] lr: 1.211e-05, eta: 4:00:34, time: 0.551, data_time: 0.007, memory: 5179, loss_crf: 1.0139, loss: 1.0139, grad_norm: 33.2597 +2022-03-10 17:07:46,494 - davarocr - INFO - Epoch [3][365/541] lr: 1.215e-05, eta: 4:00:36, time: 0.613, data_time: 0.006, memory: 5179, loss_crf: 1.1418, loss: 1.1418, grad_norm: 36.6486 +2022-03-10 17:07:49,092 - davarocr - INFO - Epoch [3][370/541] lr: 1.219e-05, eta: 4:00:29, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 1.5155, loss: 1.5155, grad_norm: 49.1317 +2022-03-10 17:07:51,868 - davarocr - INFO - Epoch [3][375/541] lr: 1.223e-05, eta: 4:00:26, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 1.1817, loss: 1.1817, grad_norm: 27.1356 +2022-03-10 17:07:54,721 - davarocr - INFO - Epoch [3][380/541] lr: 1.228e-05, eta: 4:00:23, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 1.2649, loss: 1.2649, grad_norm: 61.9123 +2022-03-10 17:07:57,562 - davarocr - INFO - Epoch [3][385/541] lr: 1.232e-05, eta: 4:00:21, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 1.4464, loss: 1.4464, grad_norm: 37.9420 +2022-03-10 17:08:00,411 - davarocr - INFO - Epoch [3][390/541] lr: 1.236e-05, eta: 4:00:19, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.9043, loss: 0.9043, grad_norm: 36.6073 +2022-03-10 17:08:03,228 - davarocr - INFO - Epoch [3][395/541] lr: 1.240e-05, eta: 4:00:16, time: 0.561, data_time: 0.006, memory: 5179, loss_crf: 0.9578, loss: 0.9578, grad_norm: 35.8197 +2022-03-10 17:08:05,873 - davarocr - INFO - Epoch [3][400/541] lr: 1.244e-05, eta: 4:00:10, time: 0.530, data_time: 0.010, memory: 5179, loss_crf: 0.9777, loss: 0.9777, grad_norm: 40.2745 +2022-03-10 17:08:08,486 - davarocr - INFO - Epoch [3][405/541] lr: 1.249e-05, eta: 4:00:03, time: 0.522, data_time: 0.010, memory: 5179, loss_crf: 0.9963, loss: 0.9963, grad_norm: 33.0476 +2022-03-10 17:08:11,093 - davarocr - INFO - Epoch [3][410/541] lr: 1.253e-05, eta: 3:59:57, time: 0.522, data_time: 0.009, memory: 5179, loss_crf: 1.3247, loss: 1.3247, grad_norm: 57.2415 +2022-03-10 17:08:13,707 - davarocr - INFO - Epoch [3][415/541] lr: 1.257e-05, eta: 3:59:51, time: 0.523, data_time: 0.010, memory: 5179, loss_crf: 1.2659, loss: 1.2659, grad_norm: 53.7808 +2022-03-10 17:08:16,306 - davarocr - INFO - Epoch [3][420/541] lr: 1.261e-05, eta: 3:59:44, time: 0.520, data_time: 0.008, memory: 5179, loss_crf: 1.2772, loss: 1.2772, grad_norm: 54.7401 +2022-03-10 17:08:18,895 - davarocr - INFO - Epoch [3][425/541] lr: 1.265e-05, eta: 3:59:38, time: 0.518, data_time: 0.009, memory: 5179, loss_crf: 0.8584, loss: 0.8584, grad_norm: 27.9585 +2022-03-10 17:08:21,632 - davarocr - INFO - Epoch [3][430/541] lr: 1.270e-05, eta: 3:59:33, time: 0.548, data_time: 0.009, memory: 5179, loss_crf: 1.2615, loss: 1.2615, grad_norm: 33.7802 +2022-03-10 17:08:24,246 - davarocr - INFO - Epoch [3][435/541] lr: 1.274e-05, eta: 3:59:27, time: 0.522, data_time: 0.010, memory: 5179, loss_crf: 1.7309, loss: 1.7309, grad_norm: 55.6613 +2022-03-10 17:08:26,850 - davarocr - INFO - Epoch [3][440/541] lr: 1.278e-05, eta: 3:59:21, time: 0.521, data_time: 0.010, memory: 5179, loss_crf: 1.9084, loss: 1.9084, grad_norm: 51.5171 +2022-03-10 17:08:29,441 - davarocr - INFO - Epoch [3][445/541] lr: 1.282e-05, eta: 3:59:14, time: 0.518, data_time: 0.010, memory: 5179, loss_crf: 1.3722, loss: 1.3722, grad_norm: 56.3716 +2022-03-10 17:08:32,153 - davarocr - INFO - Epoch [3][450/541] lr: 1.286e-05, eta: 3:59:10, time: 0.542, data_time: 0.009, memory: 5179, loss_crf: 0.9214, loss: 0.9214, grad_norm: 43.5299 +2022-03-10 17:08:34,909 - davarocr - INFO - Epoch [3][455/541] lr: 1.291e-05, eta: 3:59:06, time: 0.551, data_time: 0.009, memory: 5179, loss_crf: 0.7937, loss: 0.7937, grad_norm: 23.6715 +2022-03-10 17:08:37,921 - davarocr - INFO - Epoch [3][460/541] lr: 1.295e-05, eta: 3:59:07, time: 0.602, data_time: 0.009, memory: 5179, loss_crf: 1.0372, loss: 1.0372, grad_norm: 37.7520 +2022-03-10 17:08:41,049 - davarocr - INFO - Epoch [3][465/541] lr: 1.299e-05, eta: 3:59:09, time: 0.626, data_time: 0.010, memory: 5179, loss_crf: 1.1866, loss: 1.1866, grad_norm: 48.4672 +2022-03-10 17:08:43,895 - davarocr - INFO - Epoch [3][470/541] lr: 1.303e-05, eta: 3:59:07, time: 0.569, data_time: 0.009, memory: 5179, loss_crf: 1.2207, loss: 1.2207, grad_norm: 49.5933 +2022-03-10 17:08:46,745 - davarocr - INFO - Epoch [3][475/541] lr: 1.307e-05, eta: 3:59:05, time: 0.570, data_time: 0.010, memory: 5179, loss_crf: 1.4687, loss: 1.4687, grad_norm: 28.9907 +2022-03-10 17:08:49,584 - davarocr - INFO - Epoch [3][480/541] lr: 1.312e-05, eta: 3:59:02, time: 0.568, data_time: 0.011, memory: 5179, loss_crf: 1.0508, loss: 1.0508, grad_norm: 34.0998 +2022-03-10 17:08:52,435 - davarocr - INFO - Epoch [3][485/541] lr: 1.316e-05, eta: 3:59:00, time: 0.571, data_time: 0.010, memory: 5179, loss_crf: 0.9789, loss: 0.9789, grad_norm: 39.5043 +2022-03-10 17:08:55,298 - davarocr - INFO - Epoch [3][490/541] lr: 1.320e-05, eta: 3:58:58, time: 0.572, data_time: 0.010, memory: 5179, loss_crf: 1.1890, loss: 1.1890, grad_norm: 44.1769 +2022-03-10 17:08:58,134 - davarocr - INFO - Epoch [3][495/541] lr: 1.324e-05, eta: 3:58:55, time: 0.568, data_time: 0.011, memory: 5179, loss_crf: 2.4604, loss: 2.4604, grad_norm: 64.5237 +2022-03-10 17:09:00,973 - davarocr - INFO - Epoch [3][500/541] lr: 1.328e-05, eta: 3:58:53, time: 0.568, data_time: 0.010, memory: 5179, loss_crf: 1.7137, loss: 1.7137, grad_norm: 54.9824 +2022-03-10 17:09:03,811 - davarocr - INFO - Epoch [3][505/541] lr: 1.333e-05, eta: 3:58:51, time: 0.568, data_time: 0.009, memory: 5179, loss_crf: 1.3334, loss: 1.3334, grad_norm: 35.1316 +2022-03-10 17:09:06,668 - davarocr - INFO - Epoch [3][510/541] lr: 1.337e-05, eta: 3:58:48, time: 0.571, data_time: 0.010, memory: 5179, loss_crf: 1.1489, loss: 1.1489, grad_norm: 49.5354 +2022-03-10 17:09:09,512 - davarocr - INFO - Epoch [3][515/541] lr: 1.341e-05, eta: 3:58:46, time: 0.569, data_time: 0.012, memory: 5179, loss_crf: 1.5431, loss: 1.5431, grad_norm: 51.0214 +2022-03-10 17:09:12,356 - davarocr - INFO - Epoch [3][520/541] lr: 1.345e-05, eta: 3:58:44, time: 0.569, data_time: 0.010, memory: 5179, loss_crf: 1.1305, loss: 1.1305, grad_norm: 32.0224 +2022-03-10 17:09:15,197 - davarocr - INFO - Epoch [3][525/541] lr: 1.349e-05, eta: 3:58:42, time: 0.570, data_time: 0.010, memory: 5179, loss_crf: 0.8666, loss: 0.8666, grad_norm: 33.6870 +2022-03-10 17:09:18,103 - davarocr - INFO - Epoch [3][530/541] lr: 1.354e-05, eta: 3:58:40, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 1.3630, loss: 1.3630, grad_norm: 49.0700 +2022-03-10 17:09:20,941 - davarocr - INFO - Epoch [3][535/541] lr: 1.358e-05, eta: 3:58:38, time: 0.568, data_time: 0.008, memory: 5179, loss_crf: 1.1957, loss: 1.1957, grad_norm: 33.1844 +2022-03-10 17:09:23,803 - davarocr - INFO - Epoch [3][540/541] lr: 1.362e-05, eta: 3:58:36, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 1.1971, loss: 1.1971, grad_norm: 35.3870 +2022-03-10 17:10:01,159 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9099839257010179 +2022-03-10 17:10:01,160 - davarocr - INFO - current_metric 0.9099839257010179 is much better than previous best_metric 0.9027765378091243, saving best model ! +2022-03-10 17:10:01,160 - davarocr - INFO - Saving checkpoint at epoch_3.pth +2022-03-10 17:10:03,046 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:10:03,047 - davarocr - INFO - Epoch(val) [3][541] LOC: {'precision': 0.9266826923076923, 'recall': 0.9244604316546763, 'f1-score': 0.9255702280912365}, PER: {'precision': 0.9734177215189873, 'recall': 0.9511440940012369, 'f1-score': 0.9621520175164217}, MISC: {'precision': 0.7958620689655173, 'recall': 0.8219373219373219, 'f1-score': 0.8086895585143657}, ORG: {'precision': 0.90955091714105, 'recall': 0.8657435279951836, 'f1-score': 0.8871067242442936}, all: {'precision': 0.918018018018018, 'recall': 0.9020892351274787, 'f1-score': 0.9099839257010179}, hmean: 0.9100 +2022-03-10 17:10:08,140 - davarocr - INFO - Epoch [4][5/541] lr: 1.308e-05, eta: 3:58:59, time: 1.016, data_time: 0.462, memory: 5179, loss_crf: 0.8872, loss: 0.8872, grad_norm: 27.6963 +2022-03-10 17:10:10,740 - davarocr - INFO - Epoch [4][10/541] lr: 1.312e-05, eta: 3:58:53, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.4865, loss: 0.4865, grad_norm: 27.9667 +2022-03-10 17:10:13,345 - davarocr - INFO - Epoch [4][15/541] lr: 1.316e-05, eta: 3:58:47, time: 0.521, data_time: 0.009, memory: 5179, loss_crf: 0.7624, loss: 0.7624, grad_norm: 34.4212 +2022-03-10 17:10:15,929 - davarocr - INFO - Epoch [4][20/541] lr: 1.320e-05, eta: 3:58:40, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.8844, loss: 0.8844, grad_norm: 49.4896 +2022-03-10 17:10:18,510 - davarocr - INFO - Epoch [4][25/541] lr: 1.324e-05, eta: 3:58:34, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.8676, loss: 0.8676, grad_norm: 28.6847 +2022-03-10 17:10:21,267 - davarocr - INFO - Epoch [4][30/541] lr: 1.328e-05, eta: 3:58:30, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.7219, loss: 0.7219, grad_norm: 24.4920 +2022-03-10 17:10:23,854 - davarocr - INFO - Epoch [4][35/541] lr: 1.332e-05, eta: 3:58:24, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.3477, loss: 0.3477, grad_norm: 38.9532 +2022-03-10 17:10:26,447 - davarocr - INFO - Epoch [4][40/541] lr: 1.336e-05, eta: 3:58:17, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 1.6027, loss: 1.6027, grad_norm: 42.4536 +2022-03-10 17:10:29,041 - davarocr - INFO - Epoch [4][45/541] lr: 1.340e-05, eta: 3:58:11, time: 0.519, data_time: 0.009, memory: 5179, loss_crf: 0.5936, loss: 0.5936, grad_norm: 30.7987 +2022-03-10 17:10:31,620 - davarocr - INFO - Epoch [4][50/541] lr: 1.344e-05, eta: 3:58:05, time: 0.516, data_time: 0.005, memory: 5179, loss_crf: 0.3936, loss: 0.3936, grad_norm: 38.9881 +2022-03-10 17:10:34,205 - davarocr - INFO - Epoch [4][55/541] lr: 1.348e-05, eta: 3:57:59, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.8439, loss: 0.8439, grad_norm: 40.9854 +2022-03-10 17:10:36,780 - davarocr - INFO - Epoch [4][60/541] lr: 1.352e-05, eta: 3:57:52, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.4819, loss: 0.4819, grad_norm: 29.3946 +2022-03-10 17:10:39,350 - davarocr - INFO - Epoch [4][65/541] lr: 1.356e-05, eta: 3:57:46, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.7684, loss: 0.7684, grad_norm: 35.0451 +2022-03-10 17:10:41,929 - davarocr - INFO - Epoch [4][70/541] lr: 1.360e-05, eta: 3:57:39, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.5659, loss: 0.5659, grad_norm: 34.0201 +2022-03-10 17:10:44,703 - davarocr - INFO - Epoch [4][75/541] lr: 1.364e-05, eta: 3:57:36, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.7867, loss: 0.7867, grad_norm: 35.9845 +2022-03-10 17:10:47,661 - davarocr - INFO - Epoch [4][80/541] lr: 1.368e-05, eta: 3:57:35, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.8665, loss: 0.8665, grad_norm: 50.5490 +2022-03-10 17:10:50,581 - davarocr - INFO - Epoch [4][85/541] lr: 1.372e-05, eta: 3:57:34, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.7730, loss: 0.7730, grad_norm: 26.8016 +2022-03-10 17:10:53,151 - davarocr - INFO - Epoch [4][90/541] lr: 1.376e-05, eta: 3:57:28, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.4684, loss: 0.4684, grad_norm: 24.4007 +2022-03-10 17:10:55,722 - davarocr - INFO - Epoch [4][95/541] lr: 1.380e-05, eta: 3:57:21, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.5821, loss: 0.5821, grad_norm: 26.4097 +2022-03-10 17:10:58,302 - davarocr - INFO - Epoch [4][100/541] lr: 1.384e-05, eta: 3:57:15, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.4398, loss: 0.4398, grad_norm: 25.6575 +2022-03-10 17:11:00,886 - davarocr - INFO - Epoch [4][105/541] lr: 1.388e-05, eta: 3:57:09, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.2686, loss: 0.2686, grad_norm: 24.3461 +2022-03-10 17:11:03,467 - davarocr - INFO - Epoch [4][110/541] lr: 1.392e-05, eta: 3:57:03, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 1.1795, loss: 1.1795, grad_norm: 45.2116 +2022-03-10 17:11:06,058 - davarocr - INFO - Epoch [4][115/541] lr: 1.396e-05, eta: 3:56:57, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.6251, loss: 0.6251, grad_norm: 52.6607 +2022-03-10 17:11:08,657 - davarocr - INFO - Epoch [4][120/541] lr: 1.400e-05, eta: 3:56:51, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.7769, loss: 0.7769, grad_norm: 23.2092 +2022-03-10 17:11:11,242 - davarocr - INFO - Epoch [4][125/541] lr: 1.404e-05, eta: 3:56:45, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 1.0022, loss: 1.0022, grad_norm: 46.8918 +2022-03-10 17:11:13,979 - davarocr - INFO - Epoch [4][130/541] lr: 1.408e-05, eta: 3:56:41, time: 0.547, data_time: 0.007, memory: 5179, loss_crf: 0.4788, loss: 0.4788, grad_norm: 19.2726 +2022-03-10 17:11:16,557 - davarocr - INFO - Epoch [4][135/541] lr: 1.412e-05, eta: 3:56:35, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 1.0750, loss: 1.0750, grad_norm: 54.2066 +2022-03-10 17:11:19,141 - davarocr - INFO - Epoch [4][140/541] lr: 1.416e-05, eta: 3:56:29, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 1.8763, loss: 1.8763, grad_norm: 68.9542 +2022-03-10 17:11:21,707 - davarocr - INFO - Epoch [4][145/541] lr: 1.420e-05, eta: 3:56:23, time: 0.513, data_time: 0.005, memory: 5179, loss_crf: 0.7989, loss: 0.7989, grad_norm: 60.0453 +2022-03-10 17:11:24,292 - davarocr - INFO - Epoch [4][150/541] lr: 1.424e-05, eta: 3:56:17, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.8570, loss: 0.8570, grad_norm: 29.0911 +2022-03-10 17:11:26,876 - davarocr - INFO - Epoch [4][155/541] lr: 1.428e-05, eta: 3:56:11, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 1.2201, loss: 1.2201, grad_norm: 46.0609 +2022-03-10 17:11:29,458 - davarocr - INFO - Epoch [4][160/541] lr: 1.432e-05, eta: 3:56:05, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.7731, loss: 0.7731, grad_norm: 40.8066 +2022-03-10 17:11:32,033 - davarocr - INFO - Epoch [4][165/541] lr: 1.436e-05, eta: 3:55:59, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.5834, loss: 0.5834, grad_norm: 31.3157 +2022-03-10 17:11:34,613 - davarocr - INFO - Epoch [4][170/541] lr: 1.440e-05, eta: 3:55:53, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 1.0171, loss: 1.0171, grad_norm: 54.1494 +2022-03-10 17:11:37,345 - davarocr - INFO - Epoch [4][175/541] lr: 1.444e-05, eta: 3:55:49, time: 0.546, data_time: 0.005, memory: 5179, loss_crf: 1.0022, loss: 1.0022, grad_norm: 44.5318 +2022-03-10 17:11:40,243 - davarocr - INFO - Epoch [4][180/541] lr: 1.448e-05, eta: 3:55:48, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.4662, loss: 0.4662, grad_norm: 25.9978 +2022-03-10 17:11:43,083 - davarocr - INFO - Epoch [4][185/541] lr: 1.452e-05, eta: 3:55:45, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.8533, loss: 0.8533, grad_norm: 29.4385 +2022-03-10 17:11:45,792 - davarocr - INFO - Epoch [4][190/541] lr: 1.456e-05, eta: 3:55:41, time: 0.543, data_time: 0.007, memory: 5179, loss_crf: 1.0863, loss: 1.0863, grad_norm: 55.1102 +2022-03-10 17:11:48,328 - davarocr - INFO - Epoch [4][195/541] lr: 1.460e-05, eta: 3:55:35, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.6611, loss: 0.6611, grad_norm: 46.2103 +2022-03-10 17:11:50,856 - davarocr - INFO - Epoch [4][200/541] lr: 1.464e-05, eta: 3:55:28, time: 0.506, data_time: 0.006, memory: 5179, loss_crf: 0.9874, loss: 0.9874, grad_norm: 48.8569 +2022-03-10 17:11:53,357 - davarocr - INFO - Epoch [4][205/541] lr: 1.468e-05, eta: 3:55:21, time: 0.500, data_time: 0.006, memory: 5179, loss_crf: 1.4167, loss: 1.4167, grad_norm: 56.0825 +2022-03-10 17:11:55,870 - davarocr - INFO - Epoch [4][210/541] lr: 1.472e-05, eta: 3:55:15, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 0.5374, loss: 0.5374, grad_norm: 23.2541 +2022-03-10 17:11:58,393 - davarocr - INFO - Epoch [4][215/541] lr: 1.476e-05, eta: 3:55:08, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 1.3937, loss: 1.3937, grad_norm: 39.7338 +2022-03-10 17:12:00,898 - davarocr - INFO - Epoch [4][220/541] lr: 1.480e-05, eta: 3:55:01, time: 0.501, data_time: 0.006, memory: 5179, loss_crf: 0.7182, loss: 0.7182, grad_norm: 29.4303 +2022-03-10 17:12:03,411 - davarocr - INFO - Epoch [4][225/541] lr: 1.484e-05, eta: 3:54:55, time: 0.502, data_time: 0.007, memory: 5179, loss_crf: 0.5730, loss: 0.5730, grad_norm: 25.4514 +2022-03-10 17:12:05,924 - davarocr - INFO - Epoch [4][230/541] lr: 1.488e-05, eta: 3:54:48, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 0.7741, loss: 0.7741, grad_norm: 29.2988 +2022-03-10 17:12:08,420 - davarocr - INFO - Epoch [4][235/541] lr: 1.492e-05, eta: 3:54:41, time: 0.499, data_time: 0.006, memory: 5179, loss_crf: 0.8074, loss: 0.8074, grad_norm: 47.1337 +2022-03-10 17:12:11,038 - davarocr - INFO - Epoch [4][240/541] lr: 1.496e-05, eta: 3:54:36, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 1.1003, loss: 1.1003, grad_norm: 58.4464 +2022-03-10 17:12:13,544 - davarocr - INFO - Epoch [4][245/541] lr: 1.500e-05, eta: 3:54:29, time: 0.501, data_time: 0.007, memory: 5179, loss_crf: 0.4033, loss: 0.4033, grad_norm: 23.6535 +2022-03-10 17:12:16,062 - davarocr - INFO - Epoch [4][250/541] lr: 1.504e-05, eta: 3:54:23, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 0.5506, loss: 0.5506, grad_norm: 26.6145 +2022-03-10 17:12:18,574 - davarocr - INFO - Epoch [4][255/541] lr: 1.509e-05, eta: 3:54:16, time: 0.503, data_time: 0.007, memory: 5179, loss_crf: 1.0104, loss: 1.0104, grad_norm: 34.6095 +2022-03-10 17:12:21,113 - davarocr - INFO - Epoch [4][260/541] lr: 1.513e-05, eta: 3:54:10, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 1.4791, loss: 1.4791, grad_norm: 26.7686 +2022-03-10 17:12:23,646 - davarocr - INFO - Epoch [4][265/541] lr: 1.517e-05, eta: 3:54:04, time: 0.507, data_time: 0.007, memory: 5179, loss_crf: 0.4850, loss: 0.4850, grad_norm: 34.1925 +2022-03-10 17:12:26,164 - davarocr - INFO - Epoch [4][270/541] lr: 1.521e-05, eta: 3:53:57, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 0.7455, loss: 0.7455, grad_norm: 44.2494 +2022-03-10 17:12:28,814 - davarocr - INFO - Epoch [4][275/541] lr: 1.525e-05, eta: 3:53:53, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.5639, loss: 0.5639, grad_norm: 18.9018 +2022-03-10 17:12:31,522 - davarocr - INFO - Epoch [4][280/541] lr: 1.529e-05, eta: 3:53:49, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 1.1786, loss: 1.1786, grad_norm: 34.5180 +2022-03-10 17:12:34,369 - davarocr - INFO - Epoch [4][285/541] lr: 1.533e-05, eta: 3:53:47, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.5483, loss: 0.5483, grad_norm: 30.2516 +2022-03-10 17:12:37,227 - davarocr - INFO - Epoch [4][290/541] lr: 1.537e-05, eta: 3:53:45, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.5297, loss: 0.5297, grad_norm: 15.7301 +2022-03-10 17:12:39,801 - davarocr - INFO - Epoch [4][295/541] lr: 1.541e-05, eta: 3:53:39, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.6971, loss: 0.6971, grad_norm: 24.7824 +2022-03-10 17:12:42,371 - davarocr - INFO - Epoch [4][300/541] lr: 1.545e-05, eta: 3:53:34, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 1.0868, loss: 1.0868, grad_norm: 33.0110 +2022-03-10 17:12:44,939 - davarocr - INFO - Epoch [4][305/541] lr: 1.549e-05, eta: 3:53:28, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.7390, loss: 0.7390, grad_norm: 56.4428 +2022-03-10 17:12:47,525 - davarocr - INFO - Epoch [4][310/541] lr: 1.553e-05, eta: 3:53:23, time: 0.517, data_time: 0.010, memory: 5179, loss_crf: 1.1421, loss: 1.1421, grad_norm: 39.7905 +2022-03-10 17:12:50,110 - davarocr - INFO - Epoch [4][315/541] lr: 1.557e-05, eta: 3:53:17, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 1.0239, loss: 1.0239, grad_norm: 41.3474 +2022-03-10 17:12:52,690 - davarocr - INFO - Epoch [4][320/541] lr: 1.561e-05, eta: 3:53:12, time: 0.516, data_time: 0.008, memory: 5179, loss_crf: 1.2857, loss: 1.2857, grad_norm: 43.0266 +2022-03-10 17:12:55,279 - davarocr - INFO - Epoch [4][325/541] lr: 1.565e-05, eta: 3:53:06, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.6249, loss: 0.6249, grad_norm: 22.3376 +2022-03-10 17:12:57,858 - davarocr - INFO - Epoch [4][330/541] lr: 1.569e-05, eta: 3:53:01, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.5374, loss: 0.5374, grad_norm: 31.4046 +2022-03-10 17:13:00,432 - davarocr - INFO - Epoch [4][335/541] lr: 1.573e-05, eta: 3:52:55, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.7009, loss: 0.7009, grad_norm: 51.4590 +2022-03-10 17:13:03,171 - davarocr - INFO - Epoch [4][340/541] lr: 1.577e-05, eta: 3:52:52, time: 0.548, data_time: 0.008, memory: 5179, loss_crf: 1.2347, loss: 1.2347, grad_norm: 41.2922 +2022-03-10 17:13:05,748 - davarocr - INFO - Epoch [4][345/541] lr: 1.581e-05, eta: 3:52:47, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.5560, loss: 0.5560, grad_norm: 36.9778 +2022-03-10 17:13:08,321 - davarocr - INFO - Epoch [4][350/541] lr: 1.585e-05, eta: 3:52:41, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 1.0416, loss: 1.0416, grad_norm: 57.9295 +2022-03-10 17:13:10,915 - davarocr - INFO - Epoch [4][355/541] lr: 1.589e-05, eta: 3:52:36, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.7925, loss: 0.7925, grad_norm: 37.3029 +2022-03-10 17:13:13,488 - davarocr - INFO - Epoch [4][360/541] lr: 1.593e-05, eta: 3:52:30, time: 0.514, data_time: 0.008, memory: 5179, loss_crf: 1.2008, loss: 1.2008, grad_norm: 48.5014 +2022-03-10 17:13:16,059 - davarocr - INFO - Epoch [4][365/541] lr: 1.597e-05, eta: 3:52:25, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 1.6625, loss: 1.6625, grad_norm: 47.2556 +2022-03-10 17:13:18,633 - davarocr - INFO - Epoch [4][370/541] lr: 1.601e-05, eta: 3:52:20, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.4242, loss: 0.4242, grad_norm: 18.1985 +2022-03-10 17:13:21,209 - davarocr - INFO - Epoch [4][375/541] lr: 1.605e-05, eta: 3:52:14, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.5448, loss: 0.5448, grad_norm: 17.7233 +2022-03-10 17:13:24,043 - davarocr - INFO - Epoch [4][380/541] lr: 1.609e-05, eta: 3:52:12, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.9873, loss: 0.9873, grad_norm: 25.8261 +2022-03-10 17:13:26,933 - davarocr - INFO - Epoch [4][385/541] lr: 1.613e-05, eta: 3:52:11, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.6804, loss: 0.6804, grad_norm: 51.2573 +2022-03-10 17:13:29,668 - davarocr - INFO - Epoch [4][390/541] lr: 1.617e-05, eta: 3:52:07, time: 0.547, data_time: 0.008, memory: 5179, loss_crf: 0.5400, loss: 0.5400, grad_norm: 28.8003 +2022-03-10 17:13:32,386 - davarocr - INFO - Epoch [4][395/541] lr: 1.621e-05, eta: 3:52:04, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 1.2235, loss: 1.2235, grad_norm: 57.2367 +2022-03-10 17:13:34,958 - davarocr - INFO - Epoch [4][400/541] lr: 1.625e-05, eta: 3:51:58, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.7330, loss: 0.7330, grad_norm: 41.7340 +2022-03-10 17:13:37,537 - davarocr - INFO - Epoch [4][405/541] lr: 1.629e-05, eta: 3:51:53, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.5407, loss: 0.5407, grad_norm: 24.8599 +2022-03-10 17:13:40,107 - davarocr - INFO - Epoch [4][410/541] lr: 1.633e-05, eta: 3:51:48, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 1.0388, loss: 1.0388, grad_norm: 41.3424 +2022-03-10 17:13:42,674 - davarocr - INFO - Epoch [4][415/541] lr: 1.637e-05, eta: 3:51:42, time: 0.513, data_time: 0.005, memory: 5179, loss_crf: 0.4579, loss: 0.4579, grad_norm: 21.6346 +2022-03-10 17:13:45,259 - davarocr - INFO - Epoch [4][420/541] lr: 1.641e-05, eta: 3:51:37, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.5443, loss: 0.5443, grad_norm: 28.4808 +2022-03-10 17:13:47,866 - davarocr - INFO - Epoch [4][425/541] lr: 1.645e-05, eta: 3:51:32, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.4745, loss: 0.4745, grad_norm: 25.1888 +2022-03-10 17:13:50,431 - davarocr - INFO - Epoch [4][430/541] lr: 1.649e-05, eta: 3:51:27, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 1.8210, loss: 1.8210, grad_norm: 44.4738 +2022-03-10 17:13:53,025 - davarocr - INFO - Epoch [4][435/541] lr: 1.653e-05, eta: 3:51:22, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.7254, loss: 0.7254, grad_norm: 43.0663 +2022-03-10 17:13:55,608 - davarocr - INFO - Epoch [4][440/541] lr: 1.657e-05, eta: 3:51:17, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.4225, loss: 0.4225, grad_norm: 23.1968 +2022-03-10 17:13:58,312 - davarocr - INFO - Epoch [4][445/541] lr: 1.661e-05, eta: 3:51:13, time: 0.540, data_time: 0.006, memory: 5179, loss_crf: 0.6572, loss: 0.6572, grad_norm: 23.0719 +2022-03-10 17:14:00,894 - davarocr - INFO - Epoch [4][450/541] lr: 1.665e-05, eta: 3:51:08, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.3297, loss: 0.3297, grad_norm: 25.1553 +2022-03-10 17:14:03,467 - davarocr - INFO - Epoch [4][455/541] lr: 1.669e-05, eta: 3:51:03, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.4470, loss: 0.4470, grad_norm: 18.1572 +2022-03-10 17:14:06,048 - davarocr - INFO - Epoch [4][460/541] lr: 1.673e-05, eta: 3:50:58, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.3287, loss: 0.3287, grad_norm: 29.7785 +2022-03-10 17:14:08,626 - davarocr - INFO - Epoch [4][465/541] lr: 1.677e-05, eta: 3:50:53, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 1.3999, loss: 1.3999, grad_norm: 65.0594 +2022-03-10 17:14:11,211 - davarocr - INFO - Epoch [4][470/541] lr: 1.681e-05, eta: 3:50:48, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.5345, loss: 0.5345, grad_norm: 29.3141 +2022-03-10 17:14:13,819 - davarocr - INFO - Epoch [4][475/541] lr: 1.685e-05, eta: 3:50:43, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.8615, loss: 0.8615, grad_norm: 31.9380 +2022-03-10 17:14:16,677 - davarocr - INFO - Epoch [4][480/541] lr: 1.689e-05, eta: 3:50:41, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.4874, loss: 0.4874, grad_norm: 25.0292 +2022-03-10 17:14:19,405 - davarocr - INFO - Epoch [4][485/541] lr: 1.693e-05, eta: 3:50:38, time: 0.545, data_time: 0.007, memory: 5179, loss_crf: 1.0565, loss: 1.0565, grad_norm: 45.5537 +2022-03-10 17:14:22,242 - davarocr - INFO - Epoch [4][490/541] lr: 1.697e-05, eta: 3:50:36, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 1.0180, loss: 1.0180, grad_norm: 49.8472 +2022-03-10 17:14:24,961 - davarocr - INFO - Epoch [4][495/541] lr: 1.701e-05, eta: 3:50:32, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.7495, loss: 0.7495, grad_norm: 34.1150 +2022-03-10 17:14:27,551 - davarocr - INFO - Epoch [4][500/541] lr: 1.705e-05, eta: 3:50:27, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.4676, loss: 0.4676, grad_norm: 18.5051 +2022-03-10 17:14:30,139 - davarocr - INFO - Epoch [4][505/541] lr: 1.709e-05, eta: 3:50:22, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.8378, loss: 0.8378, grad_norm: 25.5943 +2022-03-10 17:14:32,715 - davarocr - INFO - Epoch [4][510/541] lr: 1.713e-05, eta: 3:50:17, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.5221, loss: 0.5221, grad_norm: 26.8804 +2022-03-10 17:14:35,305 - davarocr - INFO - Epoch [4][515/541] lr: 1.717e-05, eta: 3:50:12, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 1.5184, loss: 1.5184, grad_norm: 35.6600 +2022-03-10 17:14:37,887 - davarocr - INFO - Epoch [4][520/541] lr: 1.721e-05, eta: 3:50:07, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 1.2483, loss: 1.2483, grad_norm: 33.7935 +2022-03-10 17:14:40,467 - davarocr - INFO - Epoch [4][525/541] lr: 1.725e-05, eta: 3:50:02, time: 0.516, data_time: 0.009, memory: 5179, loss_crf: 0.7770, loss: 0.7770, grad_norm: 35.2442 +2022-03-10 17:14:43,043 - davarocr - INFO - Epoch [4][530/541] lr: 1.730e-05, eta: 3:49:57, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.7033, loss: 0.7033, grad_norm: 23.8134 +2022-03-10 17:14:45,633 - davarocr - INFO - Epoch [4][535/541] lr: 1.734e-05, eta: 3:49:53, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.7926, loss: 0.7926, grad_norm: 27.3280 +2022-03-10 17:14:48,223 - davarocr - INFO - Epoch [4][540/541] lr: 1.738e-05, eta: 3:49:48, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.3859, loss: 0.3859, grad_norm: 22.2995 +2022-03-10 17:15:25,266 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9148560325030913 +2022-03-10 17:15:25,267 - davarocr - INFO - current_metric 0.9148560325030913 is much better than previous best_metric 0.9099839257010179, saving best model ! +2022-03-10 17:15:25,267 - davarocr - INFO - Saving checkpoint at epoch_4.pth +2022-03-10 17:15:27,018 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:15:27,018 - davarocr - INFO - Epoch(val) [4][541] LOC: {'precision': 0.9367469879518072, 'recall': 0.9322541966426858, 'f1-score': 0.9344951923076923}, PER: {'precision': 0.9614187927815806, 'recall': 0.9554730983302412, 'f1-score': 0.9584367245657569}, MISC: {'precision': 0.796448087431694, 'recall': 0.8304843304843305, 'f1-score': 0.8131101813110181}, ORG: {'precision': 0.8931343283582089, 'recall': 0.9006622516556292, 'f1-score': 0.8968824940047961}, all: {'precision': 0.9127599577017976, 'recall': 0.9169617563739377, 'f1-score': 0.9148560325030913}, hmean: 0.9149 +2022-03-10 17:15:32,472 - davarocr - INFO - Epoch [5][5/541] lr: 1.670e-05, eta: 3:50:09, time: 1.089, data_time: 0.462, memory: 5179, loss_crf: 0.8886, loss: 0.8886, grad_norm: 49.3830 +2022-03-10 17:15:35,073 - davarocr - INFO - Epoch [5][10/541] lr: 1.674e-05, eta: 3:50:04, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 1.1390, loss: 1.1390, grad_norm: 32.6431 +2022-03-10 17:15:37,840 - davarocr - INFO - Epoch [5][15/541] lr: 1.677e-05, eta: 3:50:01, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.7878, loss: 0.7878, grad_norm: 24.9523 +2022-03-10 17:15:40,405 - davarocr - INFO - Epoch [5][20/541] lr: 1.681e-05, eta: 3:49:56, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.4393, loss: 0.4393, grad_norm: 37.0354 +2022-03-10 17:15:42,964 - davarocr - INFO - Epoch [5][25/541] lr: 1.685e-05, eta: 3:49:51, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.4144, loss: 0.4144, grad_norm: 17.4216 +2022-03-10 17:15:45,551 - davarocr - INFO - Epoch [5][30/541] lr: 1.689e-05, eta: 3:49:46, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.4265, loss: 0.4265, grad_norm: 27.4381 +2022-03-10 17:15:48,140 - davarocr - INFO - Epoch [5][35/541] lr: 1.693e-05, eta: 3:49:41, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 0.6154, loss: 0.6154, grad_norm: 44.4831 +2022-03-10 17:15:50,720 - davarocr - INFO - Epoch [5][40/541] lr: 1.697e-05, eta: 3:49:36, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.5504, loss: 0.5504, grad_norm: 44.2625 +2022-03-10 17:15:53,469 - davarocr - INFO - Epoch [5][45/541] lr: 1.701e-05, eta: 3:49:33, time: 0.550, data_time: 0.006, memory: 5179, loss_crf: 0.4009, loss: 0.4009, grad_norm: 36.3980 +2022-03-10 17:15:56,054 - davarocr - INFO - Epoch [5][50/541] lr: 1.704e-05, eta: 3:49:28, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.5183, loss: 0.5183, grad_norm: 37.4139 +2022-03-10 17:15:58,653 - davarocr - INFO - Epoch [5][55/541] lr: 1.708e-05, eta: 3:49:23, time: 0.520, data_time: 0.008, memory: 5179, loss_crf: 0.7107, loss: 0.7107, grad_norm: 47.3510 +2022-03-10 17:16:01,229 - davarocr - INFO - Epoch [5][60/541] lr: 1.712e-05, eta: 3:49:18, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.2582, loss: 0.2582, grad_norm: 19.3442 +2022-03-10 17:16:03,857 - davarocr - INFO - Epoch [5][65/541] lr: 1.716e-05, eta: 3:49:14, time: 0.526, data_time: 0.006, memory: 5179, loss_crf: 0.4263, loss: 0.4263, grad_norm: 35.7044 +2022-03-10 17:16:06,432 - davarocr - INFO - Epoch [5][70/541] lr: 1.720e-05, eta: 3:49:09, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.6640, loss: 0.6640, grad_norm: 23.6420 +2022-03-10 17:16:09,006 - davarocr - INFO - Epoch [5][75/541] lr: 1.724e-05, eta: 3:49:04, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.8114, loss: 0.8114, grad_norm: 45.2433 +2022-03-10 17:16:11,580 - davarocr - INFO - Epoch [5][80/541] lr: 1.728e-05, eta: 3:48:59, time: 0.515, data_time: 0.005, memory: 5179, loss_crf: 0.5277, loss: 0.5277, grad_norm: 20.9001 +2022-03-10 17:16:14,169 - davarocr - INFO - Epoch [5][85/541] lr: 1.731e-05, eta: 3:48:54, time: 0.517, data_time: 0.005, memory: 5179, loss_crf: 0.8115, loss: 0.8115, grad_norm: 28.7565 +2022-03-10 17:16:16,744 - davarocr - INFO - Epoch [5][90/541] lr: 1.735e-05, eta: 3:48:50, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.4857, loss: 0.4857, grad_norm: 22.9233 +2022-03-10 17:16:19,335 - davarocr - INFO - Epoch [5][95/541] lr: 1.739e-05, eta: 3:48:45, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.3942, loss: 0.3942, grad_norm: 27.4723 +2022-03-10 17:16:21,916 - davarocr - INFO - Epoch [5][100/541] lr: 1.743e-05, eta: 3:48:40, time: 0.516, data_time: 0.008, memory: 5179, loss_crf: 0.6583, loss: 0.6583, grad_norm: 37.9704 +2022-03-10 17:16:25,299 - davarocr - INFO - Epoch [5][105/541] lr: 1.747e-05, eta: 3:48:44, time: 0.676, data_time: 0.006, memory: 5179, loss_crf: 0.5385, loss: 0.5385, grad_norm: 49.8647 +2022-03-10 17:16:28,027 - davarocr - INFO - Epoch [5][110/541] lr: 1.751e-05, eta: 3:48:41, time: 0.546, data_time: 0.006, memory: 5179, loss_crf: 0.7200, loss: 0.7200, grad_norm: 39.0269 +2022-03-10 17:16:30,787 - davarocr - INFO - Epoch [5][115/541] lr: 1.754e-05, eta: 3:48:38, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.5771, loss: 0.5771, grad_norm: 32.1215 +2022-03-10 17:16:33,385 - davarocr - INFO - Epoch [5][120/541] lr: 1.758e-05, eta: 3:48:33, time: 0.520, data_time: 0.005, memory: 5179, loss_crf: 0.2734, loss: 0.2734, grad_norm: 18.1054 +2022-03-10 17:16:36,020 - davarocr - INFO - Epoch [5][125/541] lr: 1.762e-05, eta: 3:48:29, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.2437, loss: 0.2437, grad_norm: 16.7727 +2022-03-10 17:16:38,581 - davarocr - INFO - Epoch [5][130/541] lr: 1.766e-05, eta: 3:48:24, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 1.0700, loss: 1.0700, grad_norm: 52.9767 +2022-03-10 17:16:41,100 - davarocr - INFO - Epoch [5][135/541] lr: 1.770e-05, eta: 3:48:19, time: 0.503, data_time: 0.008, memory: 5179, loss_crf: 0.3667, loss: 0.3667, grad_norm: 28.6384 +2022-03-10 17:16:43,606 - davarocr - INFO - Epoch [5][140/541] lr: 1.774e-05, eta: 3:48:13, time: 0.502, data_time: 0.008, memory: 5179, loss_crf: 0.2428, loss: 0.2428, grad_norm: 26.6199 +2022-03-10 17:16:46,272 - davarocr - INFO - Epoch [5][145/541] lr: 1.778e-05, eta: 3:48:09, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.8539, loss: 0.8539, grad_norm: 44.4115 +2022-03-10 17:16:48,802 - davarocr - INFO - Epoch [5][150/541] lr: 1.781e-05, eta: 3:48:04, time: 0.506, data_time: 0.008, memory: 5179, loss_crf: 0.2665, loss: 0.2665, grad_norm: 13.7862 +2022-03-10 17:16:51,322 - davarocr - INFO - Epoch [5][155/541] lr: 1.785e-05, eta: 3:47:58, time: 0.504, data_time: 0.008, memory: 5179, loss_crf: 0.6803, loss: 0.6803, grad_norm: 23.8433 +2022-03-10 17:16:53,832 - davarocr - INFO - Epoch [5][160/541] lr: 1.789e-05, eta: 3:47:53, time: 0.502, data_time: 0.008, memory: 5179, loss_crf: 0.8944, loss: 0.8944, grad_norm: 33.8497 +2022-03-10 17:16:56,364 - davarocr - INFO - Epoch [5][165/541] lr: 1.793e-05, eta: 3:47:48, time: 0.506, data_time: 0.006, memory: 5179, loss_crf: 0.7671, loss: 0.7671, grad_norm: 50.4240 +2022-03-10 17:16:58,880 - davarocr - INFO - Epoch [5][170/541] lr: 1.797e-05, eta: 3:47:42, time: 0.503, data_time: 0.007, memory: 5179, loss_crf: 0.5314, loss: 0.5314, grad_norm: 25.1464 +2022-03-10 17:17:01,397 - davarocr - INFO - Epoch [5][175/541] lr: 1.801e-05, eta: 3:47:37, time: 0.503, data_time: 0.008, memory: 5179, loss_crf: 0.3396, loss: 0.3396, grad_norm: 24.4289 +2022-03-10 17:17:03,940 - davarocr - INFO - Epoch [5][180/541] lr: 1.805e-05, eta: 3:47:32, time: 0.509, data_time: 0.008, memory: 5179, loss_crf: 0.6427, loss: 0.6427, grad_norm: 25.2620 +2022-03-10 17:17:06,448 - davarocr - INFO - Epoch [5][185/541] lr: 1.808e-05, eta: 3:47:26, time: 0.502, data_time: 0.007, memory: 5179, loss_crf: 0.3858, loss: 0.3858, grad_norm: 20.7329 +2022-03-10 17:17:08,964 - davarocr - INFO - Epoch [5][190/541] lr: 1.812e-05, eta: 3:47:21, time: 0.503, data_time: 0.008, memory: 5179, loss_crf: 0.3574, loss: 0.3574, grad_norm: 16.6841 +2022-03-10 17:17:11,483 - davarocr - INFO - Epoch [5][195/541] lr: 1.816e-05, eta: 3:47:16, time: 0.503, data_time: 0.008, memory: 5179, loss_crf: 0.3880, loss: 0.3880, grad_norm: 32.9059 +2022-03-10 17:17:14,011 - davarocr - INFO - Epoch [5][200/541] lr: 1.820e-05, eta: 3:47:11, time: 0.506, data_time: 0.007, memory: 5179, loss_crf: 0.1639, loss: 0.1639, grad_norm: 20.2733 +2022-03-10 17:17:17,118 - davarocr - INFO - Epoch [5][205/541] lr: 1.824e-05, eta: 3:47:11, time: 0.621, data_time: 0.007, memory: 5179, loss_crf: 0.4415, loss: 0.4415, grad_norm: 22.5059 +2022-03-10 17:17:20,235 - davarocr - INFO - Epoch [5][210/541] lr: 1.828e-05, eta: 3:47:12, time: 0.623, data_time: 0.008, memory: 5179, loss_crf: 0.2602, loss: 0.2602, grad_norm: 21.2742 +2022-03-10 17:17:23,166 - davarocr - INFO - Epoch [5][215/541] lr: 1.832e-05, eta: 3:47:11, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.4937, loss: 0.4937, grad_norm: 24.1553 +2022-03-10 17:17:26,145 - davarocr - INFO - Epoch [5][220/541] lr: 1.835e-05, eta: 3:47:11, time: 0.596, data_time: 0.008, memory: 5179, loss_crf: 0.5500, loss: 0.5500, grad_norm: 16.2456 +2022-03-10 17:17:29,049 - davarocr - INFO - Epoch [5][225/541] lr: 1.839e-05, eta: 3:47:10, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.7248, loss: 0.7248, grad_norm: 15.7236 +2022-03-10 17:17:31,935 - davarocr - INFO - Epoch [5][230/541] lr: 1.843e-05, eta: 3:47:08, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.5051, loss: 0.5051, grad_norm: 34.8793 +2022-03-10 17:17:34,828 - davarocr - INFO - Epoch [5][235/541] lr: 1.847e-05, eta: 3:47:07, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.2957, loss: 0.2957, grad_norm: 19.1897 +2022-03-10 17:17:37,714 - davarocr - INFO - Epoch [5][240/541] lr: 1.851e-05, eta: 3:47:05, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 1.0460, loss: 1.0460, grad_norm: 63.2349 +2022-03-10 17:17:40,576 - davarocr - INFO - Epoch [5][245/541] lr: 1.855e-05, eta: 3:47:03, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.3958, loss: 0.3958, grad_norm: 24.5867 +2022-03-10 17:17:43,493 - davarocr - INFO - Epoch [5][250/541] lr: 1.858e-05, eta: 3:47:02, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.6998, loss: 0.6998, grad_norm: 29.5738 +2022-03-10 17:17:46,348 - davarocr - INFO - Epoch [5][255/541] lr: 1.862e-05, eta: 3:47:00, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.6689, loss: 0.6689, grad_norm: 37.4718 +2022-03-10 17:17:49,080 - davarocr - INFO - Epoch [5][260/541] lr: 1.866e-05, eta: 3:46:57, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.4579, loss: 0.4579, grad_norm: 24.0804 +2022-03-10 17:17:51,909 - davarocr - INFO - Epoch [5][265/541] lr: 1.870e-05, eta: 3:46:55, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.2271, loss: 0.2271, grad_norm: 23.1919 +2022-03-10 17:17:54,794 - davarocr - INFO - Epoch [5][270/541] lr: 1.874e-05, eta: 3:46:54, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 1.1970, loss: 1.1970, grad_norm: 59.1438 +2022-03-10 17:17:57,715 - davarocr - INFO - Epoch [5][275/541] lr: 1.878e-05, eta: 3:46:52, time: 0.584, data_time: 0.009, memory: 5179, loss_crf: 0.6933, loss: 0.6933, grad_norm: 41.3624 +2022-03-10 17:18:00,606 - davarocr - INFO - Epoch [5][280/541] lr: 1.882e-05, eta: 3:46:51, time: 0.575, data_time: 0.009, memory: 5179, loss_crf: 0.4875, loss: 0.4875, grad_norm: 21.3046 +2022-03-10 17:18:03,506 - davarocr - INFO - Epoch [5][285/541] lr: 1.885e-05, eta: 3:46:49, time: 0.582, data_time: 0.010, memory: 5179, loss_crf: 0.6265, loss: 0.6265, grad_norm: 41.3191 +2022-03-10 17:18:06,396 - davarocr - INFO - Epoch [5][290/541] lr: 1.889e-05, eta: 3:46:48, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.3872, loss: 0.3872, grad_norm: 21.3047 +2022-03-10 17:18:09,291 - davarocr - INFO - Epoch [5][295/541] lr: 1.893e-05, eta: 3:46:46, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.4469, loss: 0.4469, grad_norm: 25.5390 +2022-03-10 17:18:12,175 - davarocr - INFO - Epoch [5][300/541] lr: 1.897e-05, eta: 3:46:45, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.2557, loss: 0.2557, grad_norm: 13.7312 +2022-03-10 17:18:15,491 - davarocr - INFO - Epoch [5][305/541] lr: 1.901e-05, eta: 3:46:47, time: 0.663, data_time: 0.006, memory: 5179, loss_crf: 0.2188, loss: 0.2188, grad_norm: 20.1815 +2022-03-10 17:18:18,528 - davarocr - INFO - Epoch [5][310/541] lr: 1.905e-05, eta: 3:46:47, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.7690, loss: 0.7690, grad_norm: 18.9058 +2022-03-10 17:18:21,552 - davarocr - INFO - Epoch [5][315/541] lr: 1.909e-05, eta: 3:46:47, time: 0.605, data_time: 0.005, memory: 5179, loss_crf: 0.4171, loss: 0.4171, grad_norm: 14.7610 +2022-03-10 17:18:24,680 - davarocr - INFO - Epoch [5][320/541] lr: 1.912e-05, eta: 3:46:48, time: 0.625, data_time: 0.006, memory: 5179, loss_crf: 0.7004, loss: 0.7004, grad_norm: 18.8837 +2022-03-10 17:18:27,556 - davarocr - INFO - Epoch [5][325/541] lr: 1.916e-05, eta: 3:46:46, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.8929, loss: 0.8929, grad_norm: 31.7504 +2022-03-10 17:18:30,480 - davarocr - INFO - Epoch [5][330/541] lr: 1.920e-05, eta: 3:46:45, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.7967, loss: 0.7967, grad_norm: 62.3320 +2022-03-10 17:18:33,356 - davarocr - INFO - Epoch [5][335/541] lr: 1.924e-05, eta: 3:46:43, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.6335, loss: 0.6335, grad_norm: 27.5298 +2022-03-10 17:18:36,215 - davarocr - INFO - Epoch [5][340/541] lr: 1.928e-05, eta: 3:46:41, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.3783, loss: 0.3783, grad_norm: 25.8722 +2022-03-10 17:18:39,085 - davarocr - INFO - Epoch [5][345/541] lr: 1.932e-05, eta: 3:46:40, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.3180, loss: 0.3180, grad_norm: 40.1388 +2022-03-10 17:18:42,107 - davarocr - INFO - Epoch [5][350/541] lr: 1.935e-05, eta: 3:46:39, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.4817, loss: 0.4817, grad_norm: 56.6065 +2022-03-10 17:18:44,984 - davarocr - INFO - Epoch [5][355/541] lr: 1.939e-05, eta: 3:46:37, time: 0.575, data_time: 0.009, memory: 5179, loss_crf: 0.2913, loss: 0.2913, grad_norm: 26.4250 +2022-03-10 17:18:47,866 - davarocr - INFO - Epoch [5][360/541] lr: 1.943e-05, eta: 3:46:36, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.3514, loss: 0.3514, grad_norm: 17.4023 +2022-03-10 17:18:50,791 - davarocr - INFO - Epoch [5][365/541] lr: 1.947e-05, eta: 3:46:34, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.6391, loss: 0.6391, grad_norm: 37.4198 +2022-03-10 17:18:53,662 - davarocr - INFO - Epoch [5][370/541] lr: 1.951e-05, eta: 3:46:33, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.4774, loss: 0.4774, grad_norm: 24.7382 +2022-03-10 17:18:56,552 - davarocr - INFO - Epoch [5][375/541] lr: 1.955e-05, eta: 3:46:31, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.6843, loss: 0.6843, grad_norm: 29.1953 +2022-03-10 17:18:59,429 - davarocr - INFO - Epoch [5][380/541] lr: 1.959e-05, eta: 3:46:29, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.3070, loss: 0.3070, grad_norm: 22.9605 +2022-03-10 17:19:02,299 - davarocr - INFO - Epoch [5][385/541] lr: 1.962e-05, eta: 3:46:27, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.4767, loss: 0.4767, grad_norm: 44.9609 +2022-03-10 17:19:05,159 - davarocr - INFO - Epoch [5][390/541] lr: 1.966e-05, eta: 3:46:25, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.5384, loss: 0.5384, grad_norm: 51.5097 +2022-03-10 17:19:08,072 - davarocr - INFO - Epoch [5][395/541] lr: 1.970e-05, eta: 3:46:24, time: 0.583, data_time: 0.009, memory: 5179, loss_crf: 0.2942, loss: 0.2942, grad_norm: 38.4118 +2022-03-10 17:19:10,778 - davarocr - INFO - Epoch [5][400/541] lr: 1.974e-05, eta: 3:46:21, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.8776, loss: 0.8776, grad_norm: 36.2714 +2022-03-10 17:19:13,835 - davarocr - INFO - Epoch [5][405/541] lr: 1.978e-05, eta: 3:46:21, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.7667, loss: 0.7667, grad_norm: 36.4789 +2022-03-10 17:19:17,038 - davarocr - INFO - Epoch [5][410/541] lr: 1.982e-05, eta: 3:46:22, time: 0.641, data_time: 0.006, memory: 5179, loss_crf: 0.6917, loss: 0.6917, grad_norm: 50.7215 +2022-03-10 17:19:20,047 - davarocr - INFO - Epoch [5][415/541] lr: 1.986e-05, eta: 3:46:21, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.6810, loss: 0.6810, grad_norm: 41.9058 +2022-03-10 17:19:23,243 - davarocr - INFO - Epoch [5][420/541] lr: 1.989e-05, eta: 3:46:23, time: 0.639, data_time: 0.007, memory: 5179, loss_crf: 0.7561, loss: 0.7561, grad_norm: 29.6641 +2022-03-10 17:19:26,126 - davarocr - INFO - Epoch [5][425/541] lr: 1.993e-05, eta: 3:46:21, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.7014, loss: 0.7014, grad_norm: 57.6410 +2022-03-10 17:19:28,991 - davarocr - INFO - Epoch [5][430/541] lr: 1.997e-05, eta: 3:46:19, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.6293, loss: 0.6293, grad_norm: 49.4025 +2022-03-10 17:19:31,869 - davarocr - INFO - Epoch [5][435/541] lr: 2.001e-05, eta: 3:46:17, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.5772, loss: 0.5772, grad_norm: 23.8558 +2022-03-10 17:19:34,749 - davarocr - INFO - Epoch [5][440/541] lr: 2.005e-05, eta: 3:46:15, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.6328, loss: 0.6328, grad_norm: 25.1697 +2022-03-10 17:19:37,634 - davarocr - INFO - Epoch [5][445/541] lr: 2.009e-05, eta: 3:46:13, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 1.0174, loss: 1.0174, grad_norm: 29.7339 +2022-03-10 17:19:40,545 - davarocr - INFO - Epoch [5][450/541] lr: 2.012e-05, eta: 3:46:12, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.3717, loss: 0.3717, grad_norm: 30.8589 +2022-03-10 17:19:43,122 - davarocr - INFO - Epoch [5][455/541] lr: 2.016e-05, eta: 3:46:07, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.3635, loss: 0.3635, grad_norm: 21.5153 +2022-03-10 17:19:45,703 - davarocr - INFO - Epoch [5][460/541] lr: 2.020e-05, eta: 3:46:03, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.5009, loss: 0.5009, grad_norm: 23.2527 +2022-03-10 17:19:48,314 - davarocr - INFO - Epoch [5][465/541] lr: 2.024e-05, eta: 3:45:58, time: 0.522, data_time: 0.008, memory: 5179, loss_crf: 0.4256, loss: 0.4256, grad_norm: 16.7770 +2022-03-10 17:19:50,954 - davarocr - INFO - Epoch [5][470/541] lr: 2.028e-05, eta: 3:45:54, time: 0.528, data_time: 0.008, memory: 5179, loss_crf: 0.4750, loss: 0.4750, grad_norm: 25.0725 +2022-03-10 17:19:53,549 - davarocr - INFO - Epoch [5][475/541] lr: 2.032e-05, eta: 3:45:50, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.7180, loss: 0.7180, grad_norm: 25.6328 +2022-03-10 17:19:56,103 - davarocr - INFO - Epoch [5][480/541] lr: 2.036e-05, eta: 3:45:45, time: 0.511, data_time: 0.008, memory: 5179, loss_crf: 0.5078, loss: 0.5078, grad_norm: 23.3796 +2022-03-10 17:19:58,703 - davarocr - INFO - Epoch [5][485/541] lr: 2.039e-05, eta: 3:45:41, time: 0.520, data_time: 0.006, memory: 5179, loss_crf: 0.5834, loss: 0.5834, grad_norm: 26.5037 +2022-03-10 17:20:01,299 - davarocr - INFO - Epoch [5][490/541] lr: 2.043e-05, eta: 3:45:36, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.5780, loss: 0.5780, grad_norm: 29.9644 +2022-03-10 17:20:03,906 - davarocr - INFO - Epoch [5][495/541] lr: 2.047e-05, eta: 3:45:32, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.4737, loss: 0.4737, grad_norm: 29.8002 +2022-03-10 17:20:06,541 - davarocr - INFO - Epoch [5][500/541] lr: 2.051e-05, eta: 3:45:28, time: 0.528, data_time: 0.008, memory: 5179, loss_crf: 0.3350, loss: 0.3350, grad_norm: 19.2843 +2022-03-10 17:20:09,305 - davarocr - INFO - Epoch [5][505/541] lr: 2.055e-05, eta: 3:45:25, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.5161, loss: 0.5161, grad_norm: 23.4753 +2022-03-10 17:20:12,385 - davarocr - INFO - Epoch [5][510/541] lr: 2.059e-05, eta: 3:45:25, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.3484, loss: 0.3484, grad_norm: 17.4699 +2022-03-10 17:20:15,153 - davarocr - INFO - Epoch [5][515/541] lr: 2.063e-05, eta: 3:45:22, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.6055, loss: 0.6055, grad_norm: 31.1024 +2022-03-10 17:20:18,021 - davarocr - INFO - Epoch [5][520/541] lr: 2.066e-05, eta: 3:45:20, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.4558, loss: 0.4558, grad_norm: 67.6856 +2022-03-10 17:20:20,627 - davarocr - INFO - Epoch [5][525/541] lr: 2.070e-05, eta: 3:45:16, time: 0.521, data_time: 0.006, memory: 5179, loss_crf: 0.4501, loss: 0.4501, grad_norm: 28.6086 +2022-03-10 17:20:23,264 - davarocr - INFO - Epoch [5][530/541] lr: 2.074e-05, eta: 3:45:12, time: 0.528, data_time: 0.013, memory: 5179, loss_crf: 0.4585, loss: 0.4585, grad_norm: 33.3042 +2022-03-10 17:20:25,875 - davarocr - INFO - Epoch [5][535/541] lr: 2.078e-05, eta: 3:45:08, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.3304, loss: 0.3304, grad_norm: 19.9506 +2022-03-10 17:20:28,486 - davarocr - INFO - Epoch [5][540/541] lr: 2.082e-05, eta: 3:45:03, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.3795, loss: 0.3795, grad_norm: 34.7498 +2022-03-10 17:21:12,368 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9148560325030913 +2022-03-10 17:21:12,369 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:21:12,369 - davarocr - INFO - Epoch(val) [5][541] LOC: {'precision': 0.9451970443349754, 'recall': 0.920263788968825, 'f1-score': 0.9325637910085056}, PER: {'precision': 0.9716859716859717, 'recall': 0.9338280766852195, 'f1-score': 0.9523809523809523}, MISC: {'precision': 0.8175287356321839, 'recall': 0.8105413105413105, 'f1-score': 0.8140200286123033}, ORG: {'precision': 0.8577052868391452, 'recall': 0.9181216134858519, 'f1-score': 0.8868857225937773}, all: {'precision': 0.9092356687898089, 'recall': 0.9098796033994334, 'f1-score': 0.9095575221238937}, hmean: 0.9096 +2022-03-10 17:21:17,775 - davarocr - INFO - Epoch [6][5/541] lr: 2.003e-05, eta: 3:45:19, time: 1.079, data_time: 0.482, memory: 5179, loss_crf: 0.1685, loss: 0.1685, grad_norm: 18.9511 +2022-03-10 17:21:20,642 - davarocr - INFO - Epoch [6][10/541] lr: 2.007e-05, eta: 3:45:17, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 0.1052, loss: 0.1052, grad_norm: 25.7078 +2022-03-10 17:21:23,250 - davarocr - INFO - Epoch [6][15/541] lr: 2.010e-05, eta: 3:45:13, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 0.2368, loss: 0.2368, grad_norm: 25.1914 +2022-03-10 17:21:25,889 - davarocr - INFO - Epoch [6][20/541] lr: 2.014e-05, eta: 3:45:08, time: 0.528, data_time: 0.006, memory: 5179, loss_crf: 0.3715, loss: 0.3715, grad_norm: 20.2457 +2022-03-10 17:21:28,840 - davarocr - INFO - Epoch [6][25/541] lr: 2.018e-05, eta: 3:45:07, time: 0.590, data_time: 0.006, memory: 5179, loss_crf: 0.2988, loss: 0.2988, grad_norm: 26.1324 +2022-03-10 17:21:31,982 - davarocr - INFO - Epoch [6][30/541] lr: 2.021e-05, eta: 3:45:08, time: 0.628, data_time: 0.006, memory: 5179, loss_crf: 0.2329, loss: 0.2329, grad_norm: 19.8602 +2022-03-10 17:21:34,588 - davarocr - INFO - Epoch [6][35/541] lr: 2.025e-05, eta: 3:45:03, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.5517, loss: 0.5517, grad_norm: 23.1279 +2022-03-10 17:21:37,521 - davarocr - INFO - Epoch [6][40/541] lr: 2.029e-05, eta: 3:45:02, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.0551, loss: 0.0551, grad_norm: 3.6917 +2022-03-10 17:21:40,113 - davarocr - INFO - Epoch [6][45/541] lr: 2.033e-05, eta: 3:44:58, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.2357, loss: 0.2357, grad_norm: 16.3792 +2022-03-10 17:21:42,885 - davarocr - INFO - Epoch [6][50/541] lr: 2.036e-05, eta: 3:44:55, time: 0.554, data_time: 0.006, memory: 5179, loss_crf: 0.2334, loss: 0.2334, grad_norm: 20.4677 +2022-03-10 17:21:45,492 - davarocr - INFO - Epoch [6][55/541] lr: 2.040e-05, eta: 3:44:51, time: 0.521, data_time: 0.009, memory: 5179, loss_crf: 0.7655, loss: 0.7655, grad_norm: 32.6089 +2022-03-10 17:21:48,075 - davarocr - INFO - Epoch [6][60/541] lr: 2.044e-05, eta: 3:44:46, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.6450, loss: 0.6450, grad_norm: 33.9842 +2022-03-10 17:21:50,729 - davarocr - INFO - Epoch [6][65/541] lr: 2.047e-05, eta: 3:44:42, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.2142, loss: 0.2142, grad_norm: 30.3226 +2022-03-10 17:21:53,309 - davarocr - INFO - Epoch [6][70/541] lr: 2.051e-05, eta: 3:44:38, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.4822, loss: 0.4822, grad_norm: 33.6158 +2022-03-10 17:21:55,882 - davarocr - INFO - Epoch [6][75/541] lr: 2.055e-05, eta: 3:44:33, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.2965, loss: 0.2965, grad_norm: 20.7375 +2022-03-10 17:21:58,461 - davarocr - INFO - Epoch [6][80/541] lr: 2.058e-05, eta: 3:44:29, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.3192, loss: 0.3192, grad_norm: 22.3029 +2022-03-10 17:22:01,031 - davarocr - INFO - Epoch [6][85/541] lr: 2.062e-05, eta: 3:44:24, time: 0.514, data_time: 0.008, memory: 5179, loss_crf: 0.4161, loss: 0.4161, grad_norm: 25.2314 +2022-03-10 17:22:03,626 - davarocr - INFO - Epoch [6][90/541] lr: 2.066e-05, eta: 3:44:20, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.2682, loss: 0.2682, grad_norm: 6.8301 +2022-03-10 17:22:06,208 - davarocr - INFO - Epoch [6][95/541] lr: 2.070e-05, eta: 3:44:15, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.2282, loss: 0.2282, grad_norm: 12.7562 +2022-03-10 17:22:08,830 - davarocr - INFO - Epoch [6][100/541] lr: 2.073e-05, eta: 3:44:11, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.4760, loss: 0.4760, grad_norm: 32.5659 +2022-03-10 17:22:11,403 - davarocr - INFO - Epoch [6][105/541] lr: 2.077e-05, eta: 3:44:07, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.2775, loss: 0.2775, grad_norm: 26.6973 +2022-03-10 17:22:13,987 - davarocr - INFO - Epoch [6][110/541] lr: 2.081e-05, eta: 3:44:02, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.2066, loss: 0.2066, grad_norm: 39.8325 +2022-03-10 17:22:16,561 - davarocr - INFO - Epoch [6][115/541] lr: 2.084e-05, eta: 3:43:58, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.5807, loss: 0.5807, grad_norm: 48.4267 +2022-03-10 17:22:19,140 - davarocr - INFO - Epoch [6][120/541] lr: 2.088e-05, eta: 3:43:53, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.1854, loss: 0.1854, grad_norm: 21.3345 +2022-03-10 17:22:21,883 - davarocr - INFO - Epoch [6][125/541] lr: 2.092e-05, eta: 3:43:50, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.0739, loss: 0.0739, grad_norm: 15.1963 +2022-03-10 17:22:24,933 - davarocr - INFO - Epoch [6][130/541] lr: 2.095e-05, eta: 3:43:50, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.1162, loss: 0.1162, grad_norm: 12.1669 +2022-03-10 17:22:27,663 - davarocr - INFO - Epoch [6][135/541] lr: 2.099e-05, eta: 3:43:47, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.4628, loss: 0.4628, grad_norm: 21.6075 +2022-03-10 17:22:30,389 - davarocr - INFO - Epoch [6][140/541] lr: 2.103e-05, eta: 3:43:44, time: 0.545, data_time: 0.007, memory: 5179, loss_crf: 0.3677, loss: 0.3677, grad_norm: 34.4483 +2022-03-10 17:22:33,130 - davarocr - INFO - Epoch [6][145/541] lr: 2.106e-05, eta: 3:43:41, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.3486, loss: 0.3486, grad_norm: 39.3812 +2022-03-10 17:22:35,722 - davarocr - INFO - Epoch [6][150/541] lr: 2.110e-05, eta: 3:43:36, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 0.6169, loss: 0.6169, grad_norm: 46.1991 +2022-03-10 17:22:38,456 - davarocr - INFO - Epoch [6][155/541] lr: 2.114e-05, eta: 3:43:33, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.3297, loss: 0.3297, grad_norm: 17.3286 +2022-03-10 17:22:41,031 - davarocr - INFO - Epoch [6][160/541] lr: 2.118e-05, eta: 3:43:29, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.5002, loss: 0.5002, grad_norm: 35.0090 +2022-03-10 17:22:43,600 - davarocr - INFO - Epoch [6][165/541] lr: 2.121e-05, eta: 3:43:24, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.8471, loss: 0.8471, grad_norm: 58.5395 +2022-03-10 17:22:46,190 - davarocr - INFO - Epoch [6][170/541] lr: 2.125e-05, eta: 3:43:20, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.2930, loss: 0.2930, grad_norm: 12.3314 +2022-03-10 17:22:48,774 - davarocr - INFO - Epoch [6][175/541] lr: 2.129e-05, eta: 3:43:16, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.6215, loss: 0.6215, grad_norm: 24.6609 +2022-03-10 17:22:51,350 - davarocr - INFO - Epoch [6][180/541] lr: 2.132e-05, eta: 3:43:11, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.1781, loss: 0.1781, grad_norm: 32.6753 +2022-03-10 17:22:53,955 - davarocr - INFO - Epoch [6][185/541] lr: 2.136e-05, eta: 3:43:07, time: 0.521, data_time: 0.006, memory: 5179, loss_crf: 0.2941, loss: 0.2941, grad_norm: 19.7870 +2022-03-10 17:22:56,536 - davarocr - INFO - Epoch [6][190/541] lr: 2.140e-05, eta: 3:43:03, time: 0.516, data_time: 0.005, memory: 5179, loss_crf: 0.5348, loss: 0.5348, grad_norm: 19.0591 +2022-03-10 17:22:59,108 - davarocr - INFO - Epoch [6][195/541] lr: 2.143e-05, eta: 3:42:58, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.3644, loss: 0.3644, grad_norm: 15.7916 +2022-03-10 17:23:01,677 - davarocr - INFO - Epoch [6][200/541] lr: 2.147e-05, eta: 3:42:54, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.5117, loss: 0.5117, grad_norm: 21.4645 +2022-03-10 17:23:04,249 - davarocr - INFO - Epoch [6][205/541] lr: 2.151e-05, eta: 3:42:49, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.1642, loss: 0.1642, grad_norm: 22.9930 +2022-03-10 17:23:07,013 - davarocr - INFO - Epoch [6][210/541] lr: 2.155e-05, eta: 3:42:47, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.2623, loss: 0.2623, grad_norm: 23.1913 +2022-03-10 17:23:09,756 - davarocr - INFO - Epoch [6][215/541] lr: 2.158e-05, eta: 3:42:44, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.3288, loss: 0.3288, grad_norm: 25.0202 +2022-03-10 17:23:12,374 - davarocr - INFO - Epoch [6][220/541] lr: 2.162e-05, eta: 3:42:40, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.4435, loss: 0.4435, grad_norm: 43.1215 +2022-03-10 17:23:14,956 - davarocr - INFO - Epoch [6][225/541] lr: 2.166e-05, eta: 3:42:35, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.7282, loss: 0.7282, grad_norm: 48.8911 +2022-03-10 17:23:18,106 - davarocr - INFO - Epoch [6][230/541] lr: 2.169e-05, eta: 3:42:36, time: 0.630, data_time: 0.008, memory: 5179, loss_crf: 1.1517, loss: 1.1517, grad_norm: 61.4163 +2022-03-10 17:23:20,681 - davarocr - INFO - Epoch [6][235/541] lr: 2.173e-05, eta: 3:42:31, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.3537, loss: 0.3537, grad_norm: 36.5328 +2022-03-10 17:23:23,432 - davarocr - INFO - Epoch [6][240/541] lr: 2.177e-05, eta: 3:42:28, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.1931, loss: 0.1931, grad_norm: 18.5516 +2022-03-10 17:23:26,341 - davarocr - INFO - Epoch [6][245/541] lr: 2.180e-05, eta: 3:42:27, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.4774, loss: 0.4774, grad_norm: 14.8619 +2022-03-10 17:23:28,915 - davarocr - INFO - Epoch [6][250/541] lr: 2.184e-05, eta: 3:42:22, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.2095, loss: 0.2095, grad_norm: 24.5199 +2022-03-10 17:23:31,491 - davarocr - INFO - Epoch [6][255/541] lr: 2.188e-05, eta: 3:42:18, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.0514, loss: 0.0514, grad_norm: 6.0962 +2022-03-10 17:23:34,216 - davarocr - INFO - Epoch [6][260/541] lr: 2.192e-05, eta: 3:42:15, time: 0.545, data_time: 0.006, memory: 5179, loss_crf: 0.4169, loss: 0.4169, grad_norm: 13.2683 +2022-03-10 17:23:36,784 - davarocr - INFO - Epoch [6][265/541] lr: 2.195e-05, eta: 3:42:11, time: 0.514, data_time: 0.005, memory: 5179, loss_crf: 0.2287, loss: 0.2287, grad_norm: 24.7747 +2022-03-10 17:23:39,345 - davarocr - INFO - Epoch [6][270/541] lr: 2.199e-05, eta: 3:42:06, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0637, loss: 0.0637, grad_norm: 6.1218 +2022-03-10 17:23:41,929 - davarocr - INFO - Epoch [6][275/541] lr: 2.203e-05, eta: 3:42:02, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.7646, loss: 0.7646, grad_norm: 32.1384 +2022-03-10 17:23:44,503 - davarocr - INFO - Epoch [6][280/541] lr: 2.206e-05, eta: 3:41:57, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.3915, loss: 0.3915, grad_norm: 21.1368 +2022-03-10 17:23:47,099 - davarocr - INFO - Epoch [6][285/541] lr: 2.210e-05, eta: 3:41:53, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 0.4338, loss: 0.4338, grad_norm: 25.3293 +2022-03-10 17:23:49,673 - davarocr - INFO - Epoch [6][290/541] lr: 2.214e-05, eta: 3:41:49, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.3710, loss: 0.3710, grad_norm: 17.5058 +2022-03-10 17:23:52,245 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:23:52,245 - davarocr - INFO - Epoch [6][295/541] lr: 2.217e-05, eta: 3:41:45, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.4705, loss: 0.4705, grad_norm: 22.6916 +2022-03-10 17:23:54,824 - davarocr - INFO - Epoch [6][300/541] lr: 2.221e-05, eta: 3:41:40, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 1.2001, loss: 1.2001, grad_norm: 44.8236 +2022-03-10 17:23:57,406 - davarocr - INFO - Epoch [6][305/541] lr: 2.225e-05, eta: 3:41:36, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.2128, loss: 0.2128, grad_norm: 14.6861 +2022-03-10 17:23:59,978 - davarocr - INFO - Epoch [6][310/541] lr: 2.228e-05, eta: 3:41:32, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.2793, loss: 0.2793, grad_norm: 17.4842 +2022-03-10 17:24:02,545 - davarocr - INFO - Epoch [6][315/541] lr: 2.232e-05, eta: 3:41:28, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.4538, loss: 0.4538, grad_norm: 44.8145 +2022-03-10 17:24:05,113 - davarocr - INFO - Epoch [6][320/541] lr: 2.236e-05, eta: 3:41:23, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.7842, loss: 0.7842, grad_norm: 36.3867 +2022-03-10 17:24:07,681 - davarocr - INFO - Epoch [6][325/541] lr: 2.240e-05, eta: 3:41:19, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.3604, loss: 0.3604, grad_norm: 15.5900 +2022-03-10 17:24:10,689 - davarocr - INFO - Epoch [6][330/541] lr: 2.243e-05, eta: 3:41:18, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.4624, loss: 0.4624, grad_norm: 28.0413 +2022-03-10 17:24:13,260 - davarocr - INFO - Epoch [6][335/541] lr: 2.247e-05, eta: 3:41:14, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.6133, loss: 0.6133, grad_norm: 35.9346 +2022-03-10 17:24:15,830 - davarocr - INFO - Epoch [6][340/541] lr: 2.251e-05, eta: 3:41:09, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.1840, loss: 0.1840, grad_norm: 11.1303 +2022-03-10 17:24:18,661 - davarocr - INFO - Epoch [6][345/541] lr: 2.254e-05, eta: 3:41:07, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.2843, loss: 0.2843, grad_norm: 26.4352 +2022-03-10 17:24:21,373 - davarocr - INFO - Epoch [6][350/541] lr: 2.258e-05, eta: 3:41:04, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.2599, loss: 0.2599, grad_norm: 29.8590 +2022-03-10 17:24:23,964 - davarocr - INFO - Epoch [6][355/541] lr: 2.262e-05, eta: 3:41:00, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.2958, loss: 0.2958, grad_norm: 14.0697 +2022-03-10 17:24:26,658 - davarocr - INFO - Epoch [6][360/541] lr: 2.265e-05, eta: 3:40:57, time: 0.539, data_time: 0.007, memory: 5179, loss_crf: 0.5576, loss: 0.5576, grad_norm: 47.2500 +2022-03-10 17:24:29,253 - davarocr - INFO - Epoch [6][365/541] lr: 2.269e-05, eta: 3:40:53, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.6266, loss: 0.6266, grad_norm: 34.6228 +2022-03-10 17:24:31,821 - davarocr - INFO - Epoch [6][370/541] lr: 2.273e-05, eta: 3:40:48, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.4923, loss: 0.4923, grad_norm: 39.8505 +2022-03-10 17:24:34,410 - davarocr - INFO - Epoch [6][375/541] lr: 2.277e-05, eta: 3:40:44, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.2697, loss: 0.2697, grad_norm: 22.9670 +2022-03-10 17:24:37,053 - davarocr - INFO - Epoch [6][380/541] lr: 2.280e-05, eta: 3:40:40, time: 0.529, data_time: 0.009, memory: 5179, loss_crf: 0.5290, loss: 0.5290, grad_norm: 19.3271 +2022-03-10 17:24:39,634 - davarocr - INFO - Epoch [6][385/541] lr: 2.284e-05, eta: 3:40:36, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.3953, loss: 0.3953, grad_norm: 23.1135 +2022-03-10 17:24:42,210 - davarocr - INFO - Epoch [6][390/541] lr: 2.288e-05, eta: 3:40:32, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.3147, loss: 0.3147, grad_norm: 19.2199 +2022-03-10 17:24:44,797 - davarocr - INFO - Epoch [6][395/541] lr: 2.291e-05, eta: 3:40:28, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 0.6525, loss: 0.6525, grad_norm: 35.3961 +2022-03-10 17:24:47,408 - davarocr - INFO - Epoch [6][400/541] lr: 2.295e-05, eta: 3:40:24, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.5190, loss: 0.5190, grad_norm: 42.5205 +2022-03-10 17:24:49,990 - davarocr - INFO - Epoch [6][405/541] lr: 2.299e-05, eta: 3:40:20, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.1481, loss: 0.1481, grad_norm: 23.4669 +2022-03-10 17:24:52,561 - davarocr - INFO - Epoch [6][410/541] lr: 2.302e-05, eta: 3:40:16, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.1851, loss: 0.1851, grad_norm: 14.6575 +2022-03-10 17:24:55,141 - davarocr - INFO - Epoch [6][415/541] lr: 2.306e-05, eta: 3:40:12, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.6847, loss: 0.6847, grad_norm: 46.6537 +2022-03-10 17:24:57,777 - davarocr - INFO - Epoch [6][420/541] lr: 2.310e-05, eta: 3:40:08, time: 0.527, data_time: 0.005, memory: 5179, loss_crf: 0.4205, loss: 0.4205, grad_norm: 26.6877 +2022-03-10 17:25:00,436 - davarocr - INFO - Epoch [6][425/541] lr: 2.314e-05, eta: 3:40:04, time: 0.532, data_time: 0.005, memory: 5179, loss_crf: 0.5768, loss: 0.5768, grad_norm: 47.6486 +2022-03-10 17:25:03,327 - davarocr - INFO - Epoch [6][430/541] lr: 2.317e-05, eta: 3:40:03, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.4461, loss: 0.4461, grad_norm: 38.4728 +2022-03-10 17:25:06,217 - davarocr - INFO - Epoch [6][435/541] lr: 2.321e-05, eta: 3:40:01, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.3430, loss: 0.3430, grad_norm: 43.4836 +2022-03-10 17:25:08,786 - davarocr - INFO - Epoch [6][440/541] lr: 2.325e-05, eta: 3:39:57, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.6110, loss: 0.6110, grad_norm: 38.5791 +2022-03-10 17:25:11,608 - davarocr - INFO - Epoch [6][445/541] lr: 2.328e-05, eta: 3:39:54, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0745, loss: 0.0745, grad_norm: 7.2016 +2022-03-10 17:25:14,302 - davarocr - INFO - Epoch [6][450/541] lr: 2.332e-05, eta: 3:39:51, time: 0.539, data_time: 0.007, memory: 5179, loss_crf: 0.4093, loss: 0.4093, grad_norm: 63.9214 +2022-03-10 17:25:16,886 - davarocr - INFO - Epoch [6][455/541] lr: 2.336e-05, eta: 3:39:47, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.7821, loss: 0.7821, grad_norm: 43.0010 +2022-03-10 17:25:19,704 - davarocr - INFO - Epoch [6][460/541] lr: 2.339e-05, eta: 3:39:45, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.3877, loss: 0.3877, grad_norm: 39.0495 +2022-03-10 17:25:22,626 - davarocr - INFO - Epoch [6][465/541] lr: 2.343e-05, eta: 3:39:43, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.1246, loss: 0.1246, grad_norm: 16.4264 +2022-03-10 17:25:25,558 - davarocr - INFO - Epoch [6][470/541] lr: 2.347e-05, eta: 3:39:42, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.1965, loss: 0.1965, grad_norm: 13.5994 +2022-03-10 17:25:28,486 - davarocr - INFO - Epoch [6][475/541] lr: 2.350e-05, eta: 3:39:40, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.5599, loss: 0.5599, grad_norm: 25.1521 +2022-03-10 17:25:31,179 - davarocr - INFO - Epoch [6][480/541] lr: 2.354e-05, eta: 3:39:37, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.4342, loss: 0.4342, grad_norm: 29.8712 +2022-03-10 17:25:33,827 - davarocr - INFO - Epoch [6][485/541] lr: 2.358e-05, eta: 3:39:33, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.1660, loss: 0.1660, grad_norm: 15.3649 +2022-03-10 17:25:36,437 - davarocr - INFO - Epoch [6][490/541] lr: 2.362e-05, eta: 3:39:29, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.2036, loss: 0.2036, grad_norm: 14.4357 +2022-03-10 17:25:39,063 - davarocr - INFO - Epoch [6][495/541] lr: 2.365e-05, eta: 3:39:26, time: 0.525, data_time: 0.007, memory: 5179, loss_crf: 0.2725, loss: 0.2725, grad_norm: 20.2052 +2022-03-10 17:25:41,671 - davarocr - INFO - Epoch [6][500/541] lr: 2.369e-05, eta: 3:39:22, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.1246, loss: 0.1246, grad_norm: 19.8372 +2022-03-10 17:25:44,283 - davarocr - INFO - Epoch [6][505/541] lr: 2.373e-05, eta: 3:39:18, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 0.5011, loss: 0.5011, grad_norm: 50.9368 +2022-03-10 17:25:46,898 - davarocr - INFO - Epoch [6][510/541] lr: 2.376e-05, eta: 3:39:14, time: 0.523, data_time: 0.006, memory: 5179, loss_crf: 0.9072, loss: 0.9072, grad_norm: 40.8979 +2022-03-10 17:25:49,531 - davarocr - INFO - Epoch [6][515/541] lr: 2.380e-05, eta: 3:39:10, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.3380, loss: 0.3380, grad_norm: 20.7302 +2022-03-10 17:25:52,121 - davarocr - INFO - Epoch [6][520/541] lr: 2.384e-05, eta: 3:39:06, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.5232, loss: 0.5232, grad_norm: 27.9610 +2022-03-10 17:25:54,730 - davarocr - INFO - Epoch [6][525/541] lr: 2.387e-05, eta: 3:39:02, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.6083, loss: 0.6083, grad_norm: 29.6406 +2022-03-10 17:25:57,477 - davarocr - INFO - Epoch [6][530/541] lr: 2.391e-05, eta: 3:39:00, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.2921, loss: 0.2921, grad_norm: 42.8499 +2022-03-10 17:26:00,396 - davarocr - INFO - Epoch [6][535/541] lr: 2.395e-05, eta: 3:38:58, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.2890, loss: 0.2890, grad_norm: 14.3745 +2022-03-10 17:26:03,105 - davarocr - INFO - Epoch [6][540/541] lr: 2.399e-05, eta: 3:38:55, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.3015, loss: 0.3015, grad_norm: 29.2456 +2022-03-10 17:26:40,406 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9175157260565252 +2022-03-10 17:26:40,407 - davarocr - INFO - current_metric 0.9175157260565252 is much better than previous best_metric 0.9148560325030913, saving best model ! +2022-03-10 17:26:40,407 - davarocr - INFO - Saving checkpoint at epoch_6.pth +2022-03-10 17:26:42,153 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:26:42,154 - davarocr - INFO - Epoch(val) [6][541] LOC: {'precision': 0.9263657957244655, 'recall': 0.935251798561151, 'f1-score': 0.9307875894988067}, PER: {'precision': 0.9728020240354206, 'recall': 0.9511440940012369, 'f1-score': 0.9618511569731082}, MISC: {'precision': 0.8055172413793104, 'recall': 0.8319088319088319, 'f1-score': 0.8185003503854239}, ORG: {'precision': 0.9072164948453608, 'recall': 0.9006622516556292, 'f1-score': 0.90392749244713}, all: {'precision': 0.9182479162972158, 'recall': 0.9167847025495751, 'f1-score': 0.9175157260565252}, hmean: 0.9175 +2022-03-10 17:26:47,225 - davarocr - INFO - Epoch [7][5/541] lr: 2.311e-05, eta: 3:39:04, time: 1.012, data_time: 0.459, memory: 5179, loss_crf: 0.4597, loss: 0.4597, grad_norm: 28.4549 +2022-03-10 17:26:50,078 - davarocr - INFO - Epoch [7][10/541] lr: 2.314e-05, eta: 3:39:02, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.1288, loss: 0.1288, grad_norm: 16.6709 +2022-03-10 17:26:52,929 - davarocr - INFO - Epoch [7][15/541] lr: 2.318e-05, eta: 3:39:00, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.2670, loss: 0.2670, grad_norm: 30.8096 +2022-03-10 17:26:55,542 - davarocr - INFO - Epoch [7][20/541] lr: 2.321e-05, eta: 3:38:56, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.2287, loss: 0.2287, grad_norm: 15.0771 +2022-03-10 17:26:58,136 - davarocr - INFO - Epoch [7][25/541] lr: 2.325e-05, eta: 3:38:52, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.1718, loss: 0.1718, grad_norm: 22.9796 +2022-03-10 17:27:00,748 - davarocr - INFO - Epoch [7][30/541] lr: 2.328e-05, eta: 3:38:48, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.1643, loss: 0.1643, grad_norm: 9.4455 +2022-03-10 17:27:03,340 - davarocr - INFO - Epoch [7][35/541] lr: 2.332e-05, eta: 3:38:44, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.1637, loss: 0.1637, grad_norm: 22.2394 +2022-03-10 17:27:05,944 - davarocr - INFO - Epoch [7][40/541] lr: 2.335e-05, eta: 3:38:41, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.3049, loss: 0.3049, grad_norm: 25.8402 +2022-03-10 17:27:08,536 - davarocr - INFO - Epoch [7][45/541] lr: 2.339e-05, eta: 3:38:37, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.4209, loss: 0.4209, grad_norm: 30.1286 +2022-03-10 17:27:11,313 - davarocr - INFO - Epoch [7][50/541] lr: 2.343e-05, eta: 3:38:34, time: 0.555, data_time: 0.005, memory: 5179, loss_crf: 0.3846, loss: 0.3846, grad_norm: 36.6413 +2022-03-10 17:27:14,071 - davarocr - INFO - Epoch [7][55/541] lr: 2.346e-05, eta: 3:38:31, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.1621, loss: 0.1621, grad_norm: 27.9894 +2022-03-10 17:27:16,909 - davarocr - INFO - Epoch [7][60/541] lr: 2.350e-05, eta: 3:38:29, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.3945, loss: 0.3945, grad_norm: 37.0241 +2022-03-10 17:27:19,852 - davarocr - INFO - Epoch [7][65/541] lr: 2.353e-05, eta: 3:38:28, time: 0.589, data_time: 0.006, memory: 5179, loss_crf: 0.1779, loss: 0.1779, grad_norm: 15.8353 +2022-03-10 17:27:22,637 - davarocr - INFO - Epoch [7][70/541] lr: 2.357e-05, eta: 3:38:25, time: 0.557, data_time: 0.006, memory: 5179, loss_crf: 0.4609, loss: 0.4609, grad_norm: 38.1048 +2022-03-10 17:27:25,224 - davarocr - INFO - Epoch [7][75/541] lr: 2.360e-05, eta: 3:38:21, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.6795, loss: 0.6795, grad_norm: 22.5463 +2022-03-10 17:27:27,816 - davarocr - INFO - Epoch [7][80/541] lr: 2.364e-05, eta: 3:38:17, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.2036, loss: 0.2036, grad_norm: 10.8032 +2022-03-10 17:27:30,416 - davarocr - INFO - Epoch [7][85/541] lr: 2.367e-05, eta: 3:38:13, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.2757, loss: 0.2757, grad_norm: 26.6337 +2022-03-10 17:27:33,029 - davarocr - INFO - Epoch [7][90/541] lr: 2.371e-05, eta: 3:38:09, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.5093, loss: 0.5093, grad_norm: 25.5137 +2022-03-10 17:27:35,620 - davarocr - INFO - Epoch [7][95/541] lr: 2.375e-05, eta: 3:38:05, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.1858, loss: 0.1858, grad_norm: 16.1375 +2022-03-10 17:27:38,213 - davarocr - INFO - Epoch [7][100/541] lr: 2.378e-05, eta: 3:38:01, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0998, loss: 0.0998, grad_norm: 11.5994 +2022-03-10 17:27:40,803 - davarocr - INFO - Epoch [7][105/541] lr: 2.382e-05, eta: 3:37:57, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.2296, loss: 0.2296, grad_norm: 18.2484 +2022-03-10 17:27:43,393 - davarocr - INFO - Epoch [7][110/541] lr: 2.385e-05, eta: 3:37:53, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0972, loss: 0.0972, grad_norm: 6.9432 +2022-03-10 17:27:45,982 - davarocr - INFO - Epoch [7][115/541] lr: 2.389e-05, eta: 3:37:50, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 0.2991, loss: 0.2991, grad_norm: 38.7013 +2022-03-10 17:27:48,560 - davarocr - INFO - Epoch [7][120/541] lr: 2.392e-05, eta: 3:37:45, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.1896, loss: 0.1896, grad_norm: 15.6590 +2022-03-10 17:27:51,144 - davarocr - INFO - Epoch [7][125/541] lr: 2.396e-05, eta: 3:37:41, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.3359, loss: 0.3359, grad_norm: 29.6674 +2022-03-10 17:27:53,740 - davarocr - INFO - Epoch [7][130/541] lr: 2.399e-05, eta: 3:37:38, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0277, loss: 0.0277, grad_norm: 9.0312 +2022-03-10 17:27:56,311 - davarocr - INFO - Epoch [7][135/541] lr: 2.403e-05, eta: 3:37:34, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0672, loss: 0.0672, grad_norm: 10.3623 +2022-03-10 17:27:58,892 - davarocr - INFO - Epoch [7][140/541] lr: 2.407e-05, eta: 3:37:30, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.1299, loss: 0.1299, grad_norm: 14.2903 +2022-03-10 17:28:01,474 - davarocr - INFO - Epoch [7][145/541] lr: 2.410e-05, eta: 3:37:26, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.5579, loss: 0.5579, grad_norm: 36.0118 +2022-03-10 17:28:04,202 - davarocr - INFO - Epoch [7][150/541] lr: 2.414e-05, eta: 3:37:23, time: 0.546, data_time: 0.006, memory: 5179, loss_crf: 0.3980, loss: 0.3980, grad_norm: 15.1835 +2022-03-10 17:28:07,071 - davarocr - INFO - Epoch [7][155/541] lr: 2.417e-05, eta: 3:37:21, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.5526, loss: 0.5526, grad_norm: 66.7907 +2022-03-10 17:28:09,643 - davarocr - INFO - Epoch [7][160/541] lr: 2.421e-05, eta: 3:37:17, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0740, loss: 0.0740, grad_norm: 7.3974 +2022-03-10 17:28:12,527 - davarocr - INFO - Epoch [7][165/541] lr: 2.424e-05, eta: 3:37:15, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.1600, loss: 0.1600, grad_norm: 34.3620 +2022-03-10 17:28:15,588 - davarocr - INFO - Epoch [7][170/541] lr: 2.428e-05, eta: 3:37:14, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.1533, loss: 0.1533, grad_norm: 13.0713 +2022-03-10 17:28:18,168 - davarocr - INFO - Epoch [7][175/541] lr: 2.431e-05, eta: 3:37:10, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.4817, loss: 0.4817, grad_norm: 48.6512 +2022-03-10 17:28:20,747 - davarocr - INFO - Epoch [7][180/541] lr: 2.435e-05, eta: 3:37:06, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.1880, loss: 0.1880, grad_norm: 19.2618 +2022-03-10 17:28:23,348 - davarocr - INFO - Epoch [7][185/541] lr: 2.439e-05, eta: 3:37:02, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.4431, loss: 0.4431, grad_norm: 32.6133 +2022-03-10 17:28:25,903 - davarocr - INFO - Epoch [7][190/541] lr: 2.442e-05, eta: 3:36:58, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.1214, loss: 0.1214, grad_norm: 19.3750 +2022-03-10 17:28:28,476 - davarocr - INFO - Epoch [7][195/541] lr: 2.446e-05, eta: 3:36:54, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.1230, loss: 0.1230, grad_norm: 28.2717 +2022-03-10 17:28:31,066 - davarocr - INFO - Epoch [7][200/541] lr: 2.449e-05, eta: 3:36:50, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.4166, loss: 0.4166, grad_norm: 32.5557 +2022-03-10 17:28:33,853 - davarocr - INFO - Epoch [7][205/541] lr: 2.453e-05, eta: 3:36:48, time: 0.557, data_time: 0.008, memory: 5179, loss_crf: 0.2847, loss: 0.2847, grad_norm: 34.7980 +2022-03-10 17:28:36,750 - davarocr - INFO - Epoch [7][210/541] lr: 2.456e-05, eta: 3:36:46, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 1.0923, loss: 1.0923, grad_norm: 44.3694 +2022-03-10 17:28:39,615 - davarocr - INFO - Epoch [7][215/541] lr: 2.460e-05, eta: 3:36:44, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.1490, loss: 0.1490, grad_norm: 29.9308 +2022-03-10 17:28:42,527 - davarocr - INFO - Epoch [7][220/541] lr: 2.463e-05, eta: 3:36:42, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0664, loss: 0.0664, grad_norm: 22.9034 +2022-03-10 17:28:45,397 - davarocr - INFO - Epoch [7][225/541] lr: 2.467e-05, eta: 3:36:40, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.3881, loss: 0.3881, grad_norm: 29.7421 +2022-03-10 17:28:48,252 - davarocr - INFO - Epoch [7][230/541] lr: 2.471e-05, eta: 3:36:38, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.1300, loss: 0.1300, grad_norm: 11.7919 +2022-03-10 17:28:51,133 - davarocr - INFO - Epoch [7][235/541] lr: 2.474e-05, eta: 3:36:36, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.4637, loss: 0.4637, grad_norm: 59.5165 +2022-03-10 17:28:53,970 - davarocr - INFO - Epoch [7][240/541] lr: 2.478e-05, eta: 3:36:34, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.3168, loss: 0.3168, grad_norm: 27.1397 +2022-03-10 17:28:56,524 - davarocr - INFO - Epoch [7][245/541] lr: 2.481e-05, eta: 3:36:30, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0717, loss: 0.0717, grad_norm: 16.3486 +2022-03-10 17:28:59,098 - davarocr - INFO - Epoch [7][250/541] lr: 2.485e-05, eta: 3:36:26, time: 0.516, data_time: 0.009, memory: 5179, loss_crf: 0.3873, loss: 0.3873, grad_norm: 16.9962 +2022-03-10 17:29:01,956 - davarocr - INFO - Epoch [7][255/541] lr: 2.488e-05, eta: 3:36:24, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.2794, loss: 0.2794, grad_norm: 18.5471 +2022-03-10 17:29:04,668 - davarocr - INFO - Epoch [7][260/541] lr: 2.492e-05, eta: 3:36:21, time: 0.542, data_time: 0.005, memory: 5179, loss_crf: 0.7281, loss: 0.7281, grad_norm: 26.7369 +2022-03-10 17:29:07,716 - davarocr - INFO - Epoch [7][265/541] lr: 2.495e-05, eta: 3:36:20, time: 0.609, data_time: 0.005, memory: 5179, loss_crf: 0.2172, loss: 0.2172, grad_norm: 16.8508 +2022-03-10 17:29:10,829 - davarocr - INFO - Epoch [7][270/541] lr: 2.499e-05, eta: 3:36:19, time: 0.622, data_time: 0.007, memory: 5179, loss_crf: 0.2103, loss: 0.2103, grad_norm: 37.6531 +2022-03-10 17:29:13,847 - davarocr - INFO - Epoch [7][275/541] lr: 2.503e-05, eta: 3:36:18, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0426, loss: 0.0426, grad_norm: 5.5354 +2022-03-10 17:29:16,733 - davarocr - INFO - Epoch [7][280/541] lr: 2.506e-05, eta: 3:36:17, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.2340, loss: 0.2340, grad_norm: 13.8728 +2022-03-10 17:29:19,504 - davarocr - INFO - Epoch [7][285/541] lr: 2.510e-05, eta: 3:36:14, time: 0.555, data_time: 0.008, memory: 5179, loss_crf: 0.2911, loss: 0.2911, grad_norm: 15.6409 +2022-03-10 17:29:22,083 - davarocr - INFO - Epoch [7][290/541] lr: 2.513e-05, eta: 3:36:10, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.6063, loss: 0.6063, grad_norm: 36.4935 +2022-03-10 17:29:24,877 - davarocr - INFO - Epoch [7][295/541] lr: 2.517e-05, eta: 3:36:07, time: 0.559, data_time: 0.005, memory: 5179, loss_crf: 0.1244, loss: 0.1244, grad_norm: 18.3146 +2022-03-10 17:29:27,662 - davarocr - INFO - Epoch [7][300/541] lr: 2.520e-05, eta: 3:36:05, time: 0.557, data_time: 0.006, memory: 5179, loss_crf: 0.3059, loss: 0.3059, grad_norm: 11.2685 +2022-03-10 17:29:30,509 - davarocr - INFO - Epoch [7][305/541] lr: 2.524e-05, eta: 3:36:03, time: 0.568, data_time: 0.005, memory: 5179, loss_crf: 0.1418, loss: 0.1418, grad_norm: 12.6751 +2022-03-10 17:29:33,405 - davarocr - INFO - Epoch [7][310/541] lr: 2.527e-05, eta: 3:36:01, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.1671, loss: 0.1671, grad_norm: 29.0406 +2022-03-10 17:29:36,268 - davarocr - INFO - Epoch [7][315/541] lr: 2.531e-05, eta: 3:35:59, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.2728, loss: 0.2728, grad_norm: 68.6293 +2022-03-10 17:29:39,131 - davarocr - INFO - Epoch [7][320/541] lr: 2.534e-05, eta: 3:35:57, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.1199, loss: 0.1199, grad_norm: 7.9915 +2022-03-10 17:29:41,996 - davarocr - INFO - Epoch [7][325/541] lr: 2.538e-05, eta: 3:35:55, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.1167, loss: 0.1167, grad_norm: 20.3915 +2022-03-10 17:29:44,870 - davarocr - INFO - Epoch [7][330/541] lr: 2.542e-05, eta: 3:35:53, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.1713, loss: 0.1713, grad_norm: 29.3034 +2022-03-10 17:29:47,745 - davarocr - INFO - Epoch [7][335/541] lr: 2.545e-05, eta: 3:35:51, time: 0.575, data_time: 0.005, memory: 5179, loss_crf: 0.4205, loss: 0.4205, grad_norm: 23.0620 +2022-03-10 17:29:50,607 - davarocr - INFO - Epoch [7][340/541] lr: 2.549e-05, eta: 3:35:49, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.3504, loss: 0.3504, grad_norm: 47.5451 +2022-03-10 17:29:53,536 - davarocr - INFO - Epoch [7][345/541] lr: 2.552e-05, eta: 3:35:47, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.2542, loss: 0.2542, grad_norm: 9.6083 +2022-03-10 17:29:56,237 - davarocr - INFO - Epoch [7][350/541] lr: 2.556e-05, eta: 3:35:44, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.1125, loss: 0.1125, grad_norm: 10.8593 +2022-03-10 17:29:58,925 - davarocr - INFO - Epoch [7][355/541] lr: 2.559e-05, eta: 3:35:40, time: 0.538, data_time: 0.008, memory: 5179, loss_crf: 0.3676, loss: 0.3676, grad_norm: 36.9912 +2022-03-10 17:30:01,682 - davarocr - INFO - Epoch [7][360/541] lr: 2.563e-05, eta: 3:35:38, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.0992, loss: 0.0992, grad_norm: 9.7249 +2022-03-10 17:30:04,492 - davarocr - INFO - Epoch [7][365/541] lr: 2.566e-05, eta: 3:35:35, time: 0.562, data_time: 0.006, memory: 5179, loss_crf: 0.1426, loss: 0.1426, grad_norm: 38.6451 +2022-03-10 17:30:07,852 - davarocr - INFO - Epoch [7][370/541] lr: 2.570e-05, eta: 3:35:36, time: 0.672, data_time: 0.008, memory: 5179, loss_crf: 0.5883, loss: 0.5883, grad_norm: 42.7691 +2022-03-10 17:30:10,914 - davarocr - INFO - Epoch [7][375/541] lr: 2.574e-05, eta: 3:35:36, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.5742, loss: 0.5742, grad_norm: 26.5079 +2022-03-10 17:30:13,827 - davarocr - INFO - Epoch [7][380/541] lr: 2.577e-05, eta: 3:35:34, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.7444, loss: 0.7444, grad_norm: 44.6095 +2022-03-10 17:30:16,752 - davarocr - INFO - Epoch [7][385/541] lr: 2.581e-05, eta: 3:35:32, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.1363, loss: 0.1363, grad_norm: 35.4332 +2022-03-10 17:30:19,458 - davarocr - INFO - Epoch [7][390/541] lr: 2.584e-05, eta: 3:35:29, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.1968, loss: 0.1968, grad_norm: 18.0015 +2022-03-10 17:30:22,361 - davarocr - INFO - Epoch [7][395/541] lr: 2.588e-05, eta: 3:35:27, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.1349, loss: 0.1349, grad_norm: 13.9403 +2022-03-10 17:30:25,215 - davarocr - INFO - Epoch [7][400/541] lr: 2.591e-05, eta: 3:35:25, time: 0.570, data_time: 0.005, memory: 5179, loss_crf: 0.5158, loss: 0.5158, grad_norm: 53.5693 +2022-03-10 17:30:27,807 - davarocr - INFO - Epoch [7][405/541] lr: 2.595e-05, eta: 3:35:21, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 0.2361, loss: 0.2361, grad_norm: 8.8436 +2022-03-10 17:30:30,573 - davarocr - INFO - Epoch [7][410/541] lr: 2.598e-05, eta: 3:35:18, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.2670, loss: 0.2670, grad_norm: 13.9162 +2022-03-10 17:30:33,443 - davarocr - INFO - Epoch [7][415/541] lr: 2.602e-05, eta: 3:35:16, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0206, loss: 0.0206, grad_norm: 3.5937 +2022-03-10 17:30:36,340 - davarocr - INFO - Epoch [7][420/541] lr: 2.606e-05, eta: 3:35:14, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.7538, loss: 0.7538, grad_norm: 26.5439 +2022-03-10 17:30:39,172 - davarocr - INFO - Epoch [7][425/541] lr: 2.609e-05, eta: 3:35:12, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.5849, loss: 0.5849, grad_norm: 29.6666 +2022-03-10 17:30:41,749 - davarocr - INFO - Epoch [7][430/541] lr: 2.613e-05, eta: 3:35:08, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.4466, loss: 0.4466, grad_norm: 39.7707 +2022-03-10 17:30:44,339 - davarocr - INFO - Epoch [7][435/541] lr: 2.616e-05, eta: 3:35:04, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0941, loss: 0.0941, grad_norm: 16.7912 +2022-03-10 17:30:46,923 - davarocr - INFO - Epoch [7][440/541] lr: 2.620e-05, eta: 3:35:00, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.6699, loss: 0.6699, grad_norm: 73.3339 +2022-03-10 17:30:49,464 - davarocr - INFO - Epoch [7][445/541] lr: 2.623e-05, eta: 3:34:56, time: 0.508, data_time: 0.008, memory: 5179, loss_crf: 0.3432, loss: 0.3432, grad_norm: 41.6568 +2022-03-10 17:30:52,075 - davarocr - INFO - Epoch [7][450/541] lr: 2.627e-05, eta: 3:34:53, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.3397, loss: 0.3397, grad_norm: 15.6872 +2022-03-10 17:30:55,153 - davarocr - INFO - Epoch [7][455/541] lr: 2.630e-05, eta: 3:34:52, time: 0.616, data_time: 0.009, memory: 5179, loss_crf: 0.3568, loss: 0.3568, grad_norm: 32.8514 +2022-03-10 17:30:57,903 - davarocr - INFO - Epoch [7][460/541] lr: 2.634e-05, eta: 3:34:49, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.3139, loss: 0.3139, grad_norm: 35.5445 +2022-03-10 17:31:00,839 - davarocr - INFO - Epoch [7][465/541] lr: 2.638e-05, eta: 3:34:47, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 0.2221, loss: 0.2221, grad_norm: 29.7825 +2022-03-10 17:31:04,081 - davarocr - INFO - Epoch [7][470/541] lr: 2.641e-05, eta: 3:34:48, time: 0.649, data_time: 0.007, memory: 5179, loss_crf: 0.3677, loss: 0.3677, grad_norm: 28.0537 +2022-03-10 17:31:07,126 - davarocr - INFO - Epoch [7][475/541] lr: 2.645e-05, eta: 3:34:47, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.2945, loss: 0.2945, grad_norm: 15.5504 +2022-03-10 17:31:10,039 - davarocr - INFO - Epoch [7][480/541] lr: 2.648e-05, eta: 3:34:45, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0907, loss: 0.0907, grad_norm: 13.7926 +2022-03-10 17:31:12,596 - davarocr - INFO - Epoch [7][485/541] lr: 2.652e-05, eta: 3:34:41, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.1869, loss: 0.1869, grad_norm: 20.8814 +2022-03-10 17:31:15,259 - davarocr - INFO - Epoch [7][490/541] lr: 2.655e-05, eta: 3:34:37, time: 0.532, data_time: 0.007, memory: 5179, loss_crf: 0.1404, loss: 0.1404, grad_norm: 9.1408 +2022-03-10 17:31:18,162 - davarocr - INFO - Epoch [7][495/541] lr: 2.659e-05, eta: 3:34:36, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.1747, loss: 0.1747, grad_norm: 26.5831 +2022-03-10 17:31:20,744 - davarocr - INFO - Epoch [7][500/541] lr: 2.662e-05, eta: 3:34:32, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.5074, loss: 0.5074, grad_norm: 49.3095 +2022-03-10 17:31:23,546 - davarocr - INFO - Epoch [7][505/541] lr: 2.666e-05, eta: 3:34:29, time: 0.560, data_time: 0.006, memory: 5179, loss_crf: 0.5823, loss: 0.5823, grad_norm: 42.1352 +2022-03-10 17:31:26,453 - davarocr - INFO - Epoch [7][510/541] lr: 2.670e-05, eta: 3:34:27, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.4609, loss: 0.4609, grad_norm: 42.2861 +2022-03-10 17:31:29,053 - davarocr - INFO - Epoch [7][515/541] lr: 2.673e-05, eta: 3:34:24, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.5647, loss: 0.5647, grad_norm: 29.2071 +2022-03-10 17:31:31,568 - davarocr - INFO - Epoch [7][520/541] lr: 2.677e-05, eta: 3:34:19, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 0.3664, loss: 0.3664, grad_norm: 31.8664 +2022-03-10 17:31:34,077 - davarocr - INFO - Epoch [7][525/541] lr: 2.680e-05, eta: 3:34:15, time: 0.499, data_time: 0.006, memory: 5179, loss_crf: 0.3490, loss: 0.3490, grad_norm: 52.7068 +2022-03-10 17:31:36,623 - davarocr - INFO - Epoch [7][530/541] lr: 2.684e-05, eta: 3:34:11, time: 0.509, data_time: 0.009, memory: 5179, loss_crf: 1.0436, loss: 1.0436, grad_norm: 53.6489 +2022-03-10 17:31:39,172 - davarocr - INFO - Epoch [7][535/541] lr: 2.687e-05, eta: 3:34:07, time: 0.509, data_time: 0.012, memory: 5179, loss_crf: 0.2754, loss: 0.2754, grad_norm: 36.0805 +2022-03-10 17:31:41,688 - davarocr - INFO - Epoch [7][540/541] lr: 2.691e-05, eta: 3:34:02, time: 0.504, data_time: 0.009, memory: 5179, loss_crf: 0.1494, loss: 0.1494, grad_norm: 15.5867 +2022-03-10 17:32:18,917 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9175157260565252 +2022-03-10 17:32:18,918 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:32:18,918 - davarocr - INFO - Epoch(val) [7][541] LOC: {'precision': 0.926829268292683, 'recall': 0.934052757793765, 'f1-score': 0.9304269931322784}, PER: {'precision': 0.9737851662404092, 'recall': 0.9418676561533704, 'f1-score': 0.9575605155611442}, MISC: {'precision': 0.8217270194986073, 'recall': 0.8404558404558404, 'f1-score': 0.8309859154929576}, ORG: {'precision': 0.8915234143449912, 'recall': 0.9054786273329319, 'f1-score': 0.8984468339307049}, all: {'precision': 0.915929203539823, 'recall': 0.9162535410764873, 'f1-score': 0.9160913436006372}, hmean: 0.9161 +2022-03-10 17:32:24,338 - davarocr - INFO - Epoch [8][5/541] lr: 2.595e-05, eta: 3:34:12, time: 1.082, data_time: 0.534, memory: 5179, loss_crf: 0.1789, loss: 0.1789, grad_norm: 14.7870 +2022-03-10 17:32:27,066 - davarocr - INFO - Epoch [8][10/541] lr: 2.599e-05, eta: 3:34:09, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.4437, loss: 0.4437, grad_norm: 42.8083 +2022-03-10 17:32:29,719 - davarocr - INFO - Epoch [8][15/541] lr: 2.602e-05, eta: 3:34:06, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.8623, loss: 0.8623, grad_norm: 54.5520 +2022-03-10 17:32:32,299 - davarocr - INFO - Epoch [8][20/541] lr: 2.606e-05, eta: 3:34:02, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.2877, loss: 0.2877, grad_norm: 19.2830 +2022-03-10 17:32:34,866 - davarocr - INFO - Epoch [8][25/541] lr: 2.609e-05, eta: 3:33:58, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.3371, loss: 0.3371, grad_norm: 27.7073 +2022-03-10 17:32:37,465 - davarocr - INFO - Epoch [8][30/541] lr: 2.612e-05, eta: 3:33:54, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0817, loss: 0.0817, grad_norm: 6.0301 +2022-03-10 17:32:40,061 - davarocr - INFO - Epoch [8][35/541] lr: 2.616e-05, eta: 3:33:50, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.3306, loss: 0.3306, grad_norm: 33.6560 +2022-03-10 17:32:42,609 - davarocr - INFO - Epoch [8][40/541] lr: 2.619e-05, eta: 3:33:46, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.1142, loss: 0.1142, grad_norm: 20.8933 +2022-03-10 17:32:45,163 - davarocr - INFO - Epoch [8][45/541] lr: 2.623e-05, eta: 3:33:42, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.5856, loss: 0.5856, grad_norm: 43.3662 +2022-03-10 17:32:47,759 - davarocr - INFO - Epoch [8][50/541] lr: 2.626e-05, eta: 3:33:38, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0589, loss: 0.0589, grad_norm: 11.0452 +2022-03-10 17:32:50,352 - davarocr - INFO - Epoch [8][55/541] lr: 2.630e-05, eta: 3:33:35, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.2233, loss: 0.2233, grad_norm: 26.8175 +2022-03-10 17:32:52,931 - davarocr - INFO - Epoch [8][60/541] lr: 2.633e-05, eta: 3:33:31, time: 0.515, data_time: 0.005, memory: 5179, loss_crf: 0.1310, loss: 0.1310, grad_norm: 16.5367 +2022-03-10 17:32:55,458 - davarocr - INFO - Epoch [8][65/541] lr: 2.636e-05, eta: 3:33:27, time: 0.506, data_time: 0.006, memory: 5179, loss_crf: 0.1630, loss: 0.1630, grad_norm: 28.6094 +2022-03-10 17:32:58,026 - davarocr - INFO - Epoch [8][70/541] lr: 2.640e-05, eta: 3:33:23, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.5088, loss: 0.5088, grad_norm: 37.6871 +2022-03-10 17:33:00,820 - davarocr - INFO - Epoch [8][75/541] lr: 2.643e-05, eta: 3:33:20, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.1756, loss: 0.1756, grad_norm: 17.2256 +2022-03-10 17:33:03,561 - davarocr - INFO - Epoch [8][80/541] lr: 2.647e-05, eta: 3:33:17, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.1072, loss: 0.1072, grad_norm: 14.8357 +2022-03-10 17:33:06,063 - davarocr - INFO - Epoch [8][85/541] lr: 2.650e-05, eta: 3:33:13, time: 0.501, data_time: 0.006, memory: 5179, loss_crf: 0.2359, loss: 0.2359, grad_norm: 14.0165 +2022-03-10 17:33:08,938 - davarocr - INFO - Epoch [8][90/541] lr: 2.654e-05, eta: 3:33:11, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.2406, loss: 0.2406, grad_norm: 38.6575 +2022-03-10 17:33:11,819 - davarocr - INFO - Epoch [8][95/541] lr: 2.657e-05, eta: 3:33:09, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.1604, loss: 0.1604, grad_norm: 9.6059 +2022-03-10 17:33:14,320 - davarocr - INFO - Epoch [8][100/541] lr: 2.660e-05, eta: 3:33:04, time: 0.500, data_time: 0.006, memory: 5179, loss_crf: 0.0215, loss: 0.0215, grad_norm: 2.7711 +2022-03-10 17:33:16,854 - davarocr - INFO - Epoch [8][105/541] lr: 2.664e-05, eta: 3:33:00, time: 0.507, data_time: 0.008, memory: 5179, loss_crf: 0.3057, loss: 0.3057, grad_norm: 30.7490 +2022-03-10 17:33:19,678 - davarocr - INFO - Epoch [8][110/541] lr: 2.667e-05, eta: 3:32:58, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.5817, loss: 0.5817, grad_norm: 32.9206 +2022-03-10 17:33:22,516 - davarocr - INFO - Epoch [8][115/541] lr: 2.671e-05, eta: 3:32:56, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.3036, loss: 0.3036, grad_norm: 10.7255 +2022-03-10 17:33:25,321 - davarocr - INFO - Epoch [8][120/541] lr: 2.674e-05, eta: 3:32:53, time: 0.561, data_time: 0.006, memory: 5179, loss_crf: 0.2662, loss: 0.2662, grad_norm: 8.6725 +2022-03-10 17:33:28,148 - davarocr - INFO - Epoch [8][125/541] lr: 2.677e-05, eta: 3:32:51, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.1319, loss: 0.1319, grad_norm: 14.5068 +2022-03-10 17:33:31,069 - davarocr - INFO - Epoch [8][130/541] lr: 2.681e-05, eta: 3:32:49, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.2330, loss: 0.2330, grad_norm: 7.8262 +2022-03-10 17:33:33,844 - davarocr - INFO - Epoch [8][135/541] lr: 2.684e-05, eta: 3:32:46, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.3103, loss: 0.3103, grad_norm: 34.0261 +2022-03-10 17:33:36,429 - davarocr - INFO - Epoch [8][140/541] lr: 2.688e-05, eta: 3:32:43, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0262, loss: 0.0262, grad_norm: 8.3073 +2022-03-10 17:33:39,134 - davarocr - INFO - Epoch [8][145/541] lr: 2.691e-05, eta: 3:32:40, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.2058, loss: 0.2058, grad_norm: 23.9294 +2022-03-10 17:33:41,692 - davarocr - INFO - Epoch [8][150/541] lr: 2.695e-05, eta: 3:32:36, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0303, loss: 0.0303, grad_norm: 7.1295 +2022-03-10 17:33:44,263 - davarocr - INFO - Epoch [8][155/541] lr: 2.698e-05, eta: 3:32:32, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.5114, loss: 0.5114, grad_norm: 26.5826 +2022-03-10 17:33:46,856 - davarocr - INFO - Epoch [8][160/541] lr: 2.701e-05, eta: 3:32:28, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.4292, loss: 0.4292, grad_norm: 52.9271 +2022-03-10 17:33:49,459 - davarocr - INFO - Epoch [8][165/541] lr: 2.705e-05, eta: 3:32:24, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.1558, loss: 0.1558, grad_norm: 9.4432 +2022-03-10 17:33:52,032 - davarocr - INFO - Epoch [8][170/541] lr: 2.708e-05, eta: 3:32:20, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.3848, loss: 0.3848, grad_norm: 14.2740 +2022-03-10 17:33:54,669 - davarocr - INFO - Epoch [8][175/541] lr: 2.712e-05, eta: 3:32:17, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0721, loss: 0.0721, grad_norm: 12.3948 +2022-03-10 17:33:57,886 - davarocr - INFO - Epoch [8][180/541] lr: 2.715e-05, eta: 3:32:17, time: 0.644, data_time: 0.008, memory: 5179, loss_crf: 0.0102, loss: 0.0102, grad_norm: 2.6985 +2022-03-10 17:34:00,940 - davarocr - INFO - Epoch [8][185/541] lr: 2.719e-05, eta: 3:32:16, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.1544, loss: 0.1544, grad_norm: 22.7385 +2022-03-10 17:34:04,168 - davarocr - INFO - Epoch [8][190/541] lr: 2.722e-05, eta: 3:32:16, time: 0.648, data_time: 0.010, memory: 5179, loss_crf: 0.1875, loss: 0.1875, grad_norm: 17.9951 +2022-03-10 17:34:07,215 - davarocr - INFO - Epoch [8][195/541] lr: 2.725e-05, eta: 3:32:15, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.1002, loss: 0.1002, grad_norm: 11.1018 +2022-03-10 17:34:10,098 - davarocr - INFO - Epoch [8][200/541] lr: 2.729e-05, eta: 3:32:13, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.8392, loss: 0.8392, grad_norm: 49.4943 +2022-03-10 17:34:12,803 - davarocr - INFO - Epoch [8][205/541] lr: 2.732e-05, eta: 3:32:10, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.2956, loss: 0.2956, grad_norm: 66.6219 +2022-03-10 17:34:15,715 - davarocr - INFO - Epoch [8][210/541] lr: 2.736e-05, eta: 3:32:08, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.1565, loss: 0.1565, grad_norm: 19.1194 +2022-03-10 17:34:18,539 - davarocr - INFO - Epoch [8][215/541] lr: 2.739e-05, eta: 3:32:05, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.3727, loss: 0.3727, grad_norm: 25.3420 +2022-03-10 17:34:21,417 - davarocr - INFO - Epoch [8][220/541] lr: 2.743e-05, eta: 3:32:03, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0331, loss: 0.0331, grad_norm: 8.2406 +2022-03-10 17:34:24,230 - davarocr - INFO - Epoch [8][225/541] lr: 2.746e-05, eta: 3:32:01, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0427, loss: 0.0427, grad_norm: 14.8463 +2022-03-10 17:34:27,066 - davarocr - INFO - Epoch [8][230/541] lr: 2.749e-05, eta: 3:31:58, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.2457, loss: 0.2457, grad_norm: 35.2262 +2022-03-10 17:34:29,965 - davarocr - INFO - Epoch [8][235/541] lr: 2.753e-05, eta: 3:31:56, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.1578, loss: 0.1578, grad_norm: 32.5090 +2022-03-10 17:34:32,851 - davarocr - INFO - Epoch [8][240/541] lr: 2.756e-05, eta: 3:31:54, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.1408, loss: 0.1408, grad_norm: 5.7049 +2022-03-10 17:34:35,763 - davarocr - INFO - Epoch [8][245/541] lr: 2.760e-05, eta: 3:31:53, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.3349, loss: 0.3349, grad_norm: 23.1775 +2022-03-10 17:34:38,681 - davarocr - INFO - Epoch [8][250/541] lr: 2.763e-05, eta: 3:31:51, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.5406, loss: 0.5406, grad_norm: 43.2177 +2022-03-10 17:34:41,495 - davarocr - INFO - Epoch [8][255/541] lr: 2.766e-05, eta: 3:31:48, time: 0.563, data_time: 0.005, memory: 5179, loss_crf: 0.0889, loss: 0.0889, grad_norm: 14.1027 +2022-03-10 17:34:44,089 - davarocr - INFO - Epoch [8][260/541] lr: 2.770e-05, eta: 3:31:44, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.3837, loss: 0.3837, grad_norm: 17.6715 +2022-03-10 17:34:46,846 - davarocr - INFO - Epoch [8][265/541] lr: 2.773e-05, eta: 3:31:42, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.2051, loss: 0.2051, grad_norm: 16.5372 +2022-03-10 17:34:49,695 - davarocr - INFO - Epoch [8][270/541] lr: 2.777e-05, eta: 3:31:39, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0789, loss: 0.0789, grad_norm: 11.3412 +2022-03-10 17:34:52,482 - davarocr - INFO - Epoch [8][275/541] lr: 2.780e-05, eta: 3:31:37, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.4061, loss: 0.4061, grad_norm: 75.4785 +2022-03-10 17:34:55,270 - davarocr - INFO - Epoch [8][280/541] lr: 2.784e-05, eta: 3:31:34, time: 0.557, data_time: 0.006, memory: 5179, loss_crf: 0.1323, loss: 0.1323, grad_norm: 19.3616 +2022-03-10 17:34:58,264 - davarocr - INFO - Epoch [8][285/541] lr: 2.787e-05, eta: 3:31:33, time: 0.599, data_time: 0.007, memory: 5179, loss_crf: 0.0473, loss: 0.0473, grad_norm: 11.5068 +2022-03-10 17:35:01,365 - davarocr - INFO - Epoch [8][290/541] lr: 2.790e-05, eta: 3:31:32, time: 0.621, data_time: 0.007, memory: 5179, loss_crf: 0.1113, loss: 0.1113, grad_norm: 17.7704 +2022-03-10 17:35:04,424 - davarocr - INFO - Epoch [8][295/541] lr: 2.794e-05, eta: 3:31:31, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.3942, loss: 0.3942, grad_norm: 31.8456 +2022-03-10 17:35:07,639 - davarocr - INFO - Epoch [8][300/541] lr: 2.797e-05, eta: 3:31:31, time: 0.643, data_time: 0.007, memory: 5179, loss_crf: 0.2144, loss: 0.2144, grad_norm: 25.5407 +2022-03-10 17:35:10,550 - davarocr - INFO - Epoch [8][305/541] lr: 2.801e-05, eta: 3:31:29, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0910, loss: 0.0910, grad_norm: 25.2387 +2022-03-10 17:35:13,445 - davarocr - INFO - Epoch [8][310/541] lr: 2.804e-05, eta: 3:31:27, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.2633, loss: 0.2633, grad_norm: 30.2421 +2022-03-10 17:35:16,352 - davarocr - INFO - Epoch [8][315/541] lr: 2.808e-05, eta: 3:31:25, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0690, loss: 0.0690, grad_norm: 12.0717 +2022-03-10 17:35:19,260 - davarocr - INFO - Epoch [8][320/541] lr: 2.811e-05, eta: 3:31:23, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0567, loss: 0.0567, grad_norm: 9.0707 +2022-03-10 17:35:22,181 - davarocr - INFO - Epoch [8][325/541] lr: 2.814e-05, eta: 3:31:21, time: 0.583, data_time: 0.009, memory: 5179, loss_crf: 0.0682, loss: 0.0682, grad_norm: 7.8179 +2022-03-10 17:35:24,825 - davarocr - INFO - Epoch [8][330/541] lr: 2.818e-05, eta: 3:31:17, time: 0.529, data_time: 0.010, memory: 5179, loss_crf: 0.1267, loss: 0.1267, grad_norm: 22.8147 +2022-03-10 17:35:27,441 - davarocr - INFO - Epoch [8][335/541] lr: 2.821e-05, eta: 3:31:14, time: 0.523, data_time: 0.009, memory: 5179, loss_crf: 0.4321, loss: 0.4321, grad_norm: 69.1469 +2022-03-10 17:35:30,038 - davarocr - INFO - Epoch [8][340/541] lr: 2.825e-05, eta: 3:31:10, time: 0.519, data_time: 0.009, memory: 5179, loss_crf: 0.3303, loss: 0.3303, grad_norm: 36.9012 +2022-03-10 17:35:32,606 - davarocr - INFO - Epoch [8][345/541] lr: 2.828e-05, eta: 3:31:06, time: 0.514, data_time: 0.009, memory: 5179, loss_crf: 0.8639, loss: 0.8639, grad_norm: 76.4701 +2022-03-10 17:35:35,146 - davarocr - INFO - Epoch [8][350/541] lr: 2.832e-05, eta: 3:31:02, time: 0.508, data_time: 0.009, memory: 5179, loss_crf: 1.1575, loss: 1.1575, grad_norm: 113.5231 +2022-03-10 17:35:37,956 - davarocr - INFO - Epoch [8][355/541] lr: 2.835e-05, eta: 3:31:00, time: 0.564, data_time: 0.010, memory: 5179, loss_crf: 0.2574, loss: 0.2574, grad_norm: 24.5143 +2022-03-10 17:35:40,873 - davarocr - INFO - Epoch [8][360/541] lr: 2.838e-05, eta: 3:30:58, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.2139, loss: 0.2139, grad_norm: 27.2672 +2022-03-10 17:35:43,768 - davarocr - INFO - Epoch [8][365/541] lr: 2.842e-05, eta: 3:30:56, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.1901, loss: 0.1901, grad_norm: 47.3577 +2022-03-10 17:35:46,687 - davarocr - INFO - Epoch [8][370/541] lr: 2.845e-05, eta: 3:30:54, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0780, loss: 0.0780, grad_norm: 15.8021 +2022-03-10 17:35:49,540 - davarocr - INFO - Epoch [8][375/541] lr: 2.849e-05, eta: 3:30:52, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.2001, loss: 0.2001, grad_norm: 42.6721 +2022-03-10 17:35:52,554 - davarocr - INFO - Epoch [8][380/541] lr: 2.852e-05, eta: 3:30:50, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.1902, loss: 0.1902, grad_norm: 27.6241 +2022-03-10 17:35:55,507 - davarocr - INFO - Epoch [8][385/541] lr: 2.855e-05, eta: 3:30:48, time: 0.589, data_time: 0.009, memory: 5179, loss_crf: 0.2609, loss: 0.2609, grad_norm: 30.3946 +2022-03-10 17:35:58,434 - davarocr - INFO - Epoch [8][390/541] lr: 2.859e-05, eta: 3:30:47, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.3799, loss: 0.3799, grad_norm: 47.7679 +2022-03-10 17:36:01,342 - davarocr - INFO - Epoch [8][395/541] lr: 2.862e-05, eta: 3:30:45, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.1982, loss: 0.1982, grad_norm: 43.8003 +2022-03-10 17:36:04,454 - davarocr - INFO - Epoch [8][400/541] lr: 2.866e-05, eta: 3:30:44, time: 0.623, data_time: 0.009, memory: 5179, loss_crf: 0.1952, loss: 0.1952, grad_norm: 31.3936 +2022-03-10 17:36:07,385 - davarocr - INFO - Epoch [8][405/541] lr: 2.869e-05, eta: 3:30:42, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.3951, loss: 0.3951, grad_norm: 37.9991 +2022-03-10 17:36:10,245 - davarocr - INFO - Epoch [8][410/541] lr: 2.873e-05, eta: 3:30:40, time: 0.572, data_time: 0.009, memory: 5179, loss_crf: 0.2429, loss: 0.2429, grad_norm: 13.4636 +2022-03-10 17:36:13,103 - davarocr - INFO - Epoch [8][415/541] lr: 2.876e-05, eta: 3:30:37, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.2408, loss: 0.2408, grad_norm: 32.2425 +2022-03-10 17:36:16,014 - davarocr - INFO - Epoch [8][420/541] lr: 2.879e-05, eta: 3:30:35, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.2049, loss: 0.2049, grad_norm: 7.7361 +2022-03-10 17:36:18,925 - davarocr - INFO - Epoch [8][425/541] lr: 2.883e-05, eta: 3:30:33, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.6693, loss: 0.6693, grad_norm: 43.2066 +2022-03-10 17:36:21,807 - davarocr - INFO - Epoch [8][430/541] lr: 2.886e-05, eta: 3:30:31, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.2465, loss: 0.2465, grad_norm: 33.0035 +2022-03-10 17:36:24,719 - davarocr - INFO - Epoch [8][435/541] lr: 2.890e-05, eta: 3:30:29, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.5282, loss: 0.5282, grad_norm: 56.6528 +2022-03-10 17:36:27,628 - davarocr - INFO - Epoch [8][440/541] lr: 2.893e-05, eta: 3:30:27, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.1938, loss: 0.1938, grad_norm: 23.6435 +2022-03-10 17:36:30,532 - davarocr - INFO - Epoch [8][445/541] lr: 2.897e-05, eta: 3:30:25, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.3315, loss: 0.3315, grad_norm: 27.5265 +2022-03-10 17:36:33,461 - davarocr - INFO - Epoch [8][450/541] lr: 2.900e-05, eta: 3:30:23, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.4250, loss: 0.4250, grad_norm: 11.4597 +2022-03-10 17:36:36,367 - davarocr - INFO - Epoch [8][455/541] lr: 2.903e-05, eta: 3:30:21, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.1803, loss: 0.1803, grad_norm: 28.6494 +2022-03-10 17:36:39,286 - davarocr - INFO - Epoch [8][460/541] lr: 2.907e-05, eta: 3:30:19, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0568, loss: 0.0568, grad_norm: 6.2019 +2022-03-10 17:36:42,201 - davarocr - INFO - Epoch [8][465/541] lr: 2.910e-05, eta: 3:30:17, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.2820, loss: 0.2820, grad_norm: 29.3015 +2022-03-10 17:36:45,095 - davarocr - INFO - Epoch [8][470/541] lr: 2.914e-05, eta: 3:30:15, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.2233, loss: 0.2233, grad_norm: 27.6775 +2022-03-10 17:36:48,005 - davarocr - INFO - Epoch [8][475/541] lr: 2.917e-05, eta: 3:30:13, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.2198, loss: 0.2198, grad_norm: 50.2431 +2022-03-10 17:36:50,954 - davarocr - INFO - Epoch [8][480/541] lr: 2.921e-05, eta: 3:30:12, time: 0.590, data_time: 0.008, memory: 5179, loss_crf: 0.0962, loss: 0.0962, grad_norm: 28.9596 +2022-03-10 17:36:54,048 - davarocr - INFO - Epoch [8][485/541] lr: 2.924e-05, eta: 3:30:10, time: 0.618, data_time: 0.006, memory: 5179, loss_crf: 0.4416, loss: 0.4416, grad_norm: 44.6957 +2022-03-10 17:36:56,845 - davarocr - INFO - Epoch [8][490/541] lr: 2.927e-05, eta: 3:30:08, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.2529, loss: 0.2529, grad_norm: 23.2557 +2022-03-10 17:37:00,225 - davarocr - INFO - Epoch [8][495/541] lr: 2.931e-05, eta: 3:30:08, time: 0.676, data_time: 0.007, memory: 5179, loss_crf: 0.6937, loss: 0.6937, grad_norm: 78.6240 +2022-03-10 17:37:03,459 - davarocr - INFO - Epoch [8][500/541] lr: 2.934e-05, eta: 3:30:08, time: 0.647, data_time: 0.007, memory: 5179, loss_crf: 0.3045, loss: 0.3045, grad_norm: 52.1240 +2022-03-10 17:37:06,376 - davarocr - INFO - Epoch [8][505/541] lr: 2.938e-05, eta: 3:30:06, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.4370, loss: 0.4370, grad_norm: 34.6924 +2022-03-10 17:37:09,297 - davarocr - INFO - Epoch [8][510/541] lr: 2.941e-05, eta: 3:30:04, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.2090, loss: 0.2090, grad_norm: 19.1007 +2022-03-10 17:37:12,211 - davarocr - INFO - Epoch [8][515/541] lr: 2.944e-05, eta: 3:30:02, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.3950, loss: 0.3950, grad_norm: 55.8996 +2022-03-10 17:37:15,105 - davarocr - INFO - Epoch [8][520/541] lr: 2.948e-05, eta: 3:30:00, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.5269, loss: 0.5269, grad_norm: 55.3089 +2022-03-10 17:37:18,015 - davarocr - INFO - Epoch [8][525/541] lr: 2.951e-05, eta: 3:29:58, time: 0.582, data_time: 0.005, memory: 5179, loss_crf: 0.2523, loss: 0.2523, grad_norm: 19.7347 +2022-03-10 17:37:20,992 - davarocr - INFO - Epoch [8][530/541] lr: 2.955e-05, eta: 3:29:56, time: 0.595, data_time: 0.007, memory: 5179, loss_crf: 0.1025, loss: 0.1025, grad_norm: 16.7385 +2022-03-10 17:37:23,873 - davarocr - INFO - Epoch [8][535/541] lr: 2.958e-05, eta: 3:29:54, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.5220, loss: 0.5220, grad_norm: 46.5029 +2022-03-10 17:37:26,619 - davarocr - INFO - Epoch [8][540/541] lr: 2.962e-05, eta: 3:29:51, time: 0.549, data_time: 0.005, memory: 5179, loss_crf: 0.0888, loss: 0.0888, grad_norm: 20.6630 +2022-03-10 17:38:03,961 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9175157260565252 +2022-03-10 17:38:03,962 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:38:03,962 - davarocr - INFO - Epoch(val) [8][541] LOC: {'precision': 0.944206008583691, 'recall': 0.9232613908872902, 'f1-score': 0.9336162473476811}, PER: {'precision': 0.9619700748129676, 'recall': 0.9542362399505256, 'f1-score': 0.9580875504501707}, MISC: {'precision': 0.7978723404255319, 'recall': 0.8547008547008547, 'f1-score': 0.8253094910591472}, ORG: {'precision': 0.9022329511164756, 'recall': 0.9000602046959663, 'f1-score': 0.9011452682338759}, all: {'precision': 0.9174344436569809, 'recall': 0.9167847025495751, 'f1-score': 0.9171094580233794}, hmean: 0.9171 +2022-03-10 17:38:09,447 - davarocr - INFO - Epoch [9][5/541] lr: 2.860e-05, eta: 3:29:59, time: 1.096, data_time: 0.491, memory: 5179, loss_crf: 0.0301, loss: 0.0301, grad_norm: 5.2059 +2022-03-10 17:38:12,584 - davarocr - INFO - Epoch [9][10/541] lr: 2.863e-05, eta: 3:29:58, time: 0.626, data_time: 0.007, memory: 5179, loss_crf: 0.2532, loss: 0.2532, grad_norm: 25.9704 +2022-03-10 17:38:15,703 - davarocr - INFO - Epoch [9][15/541] lr: 2.866e-05, eta: 3:29:57, time: 0.625, data_time: 0.007, memory: 5179, loss_crf: 0.0159, loss: 0.0159, grad_norm: 2.9242 +2022-03-10 17:38:18,931 - davarocr - INFO - Epoch [9][20/541] lr: 2.870e-05, eta: 3:29:57, time: 0.645, data_time: 0.006, memory: 5179, loss_crf: 0.2767, loss: 0.2767, grad_norm: 31.3925 +2022-03-10 17:38:21,806 - davarocr - INFO - Epoch [9][25/541] lr: 2.873e-05, eta: 3:29:55, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0935, loss: 0.0935, grad_norm: 16.4050 +2022-03-10 17:38:24,638 - davarocr - INFO - Epoch [9][30/541] lr: 2.876e-05, eta: 3:29:52, time: 0.570, data_time: 0.009, memory: 5179, loss_crf: 0.1591, loss: 0.1591, grad_norm: 23.8790 +2022-03-10 17:38:27,244 - davarocr - INFO - Epoch [9][35/541] lr: 2.880e-05, eta: 3:29:49, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0970, loss: 0.0970, grad_norm: 12.7901 +2022-03-10 17:38:29,788 - davarocr - INFO - Epoch [9][40/541] lr: 2.883e-05, eta: 3:29:45, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 0.2256, loss: 0.2256, grad_norm: 12.2683 +2022-03-10 17:38:32,710 - davarocr - INFO - Epoch [9][45/541] lr: 2.886e-05, eta: 3:29:43, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0974, loss: 0.0974, grad_norm: 10.2445 +2022-03-10 17:38:35,536 - davarocr - INFO - Epoch [9][50/541] lr: 2.889e-05, eta: 3:29:40, time: 0.565, data_time: 0.008, memory: 5179, loss_crf: 0.0408, loss: 0.0408, grad_norm: 7.7609 +2022-03-10 17:38:38,376 - davarocr - INFO - Epoch [9][55/541] lr: 2.893e-05, eta: 3:29:38, time: 0.568, data_time: 0.008, memory: 5179, loss_crf: 0.0356, loss: 0.0356, grad_norm: 6.9223 +2022-03-10 17:38:40,965 - davarocr - INFO - Epoch [9][60/541] lr: 2.896e-05, eta: 3:29:34, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0605, loss: 0.0605, grad_norm: 13.5636 +2022-03-10 17:38:43,559 - davarocr - INFO - Epoch [9][65/541] lr: 2.899e-05, eta: 3:29:30, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.1937, loss: 0.1937, grad_norm: 46.1593 +2022-03-10 17:38:46,451 - davarocr - INFO - Epoch [9][70/541] lr: 2.903e-05, eta: 3:29:28, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.3513, loss: 0.3513, grad_norm: 43.2232 +2022-03-10 17:38:49,333 - davarocr - INFO - Epoch [9][75/541] lr: 2.906e-05, eta: 3:29:26, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.1971, loss: 0.1971, grad_norm: 40.4634 +2022-03-10 17:38:52,259 - davarocr - INFO - Epoch [9][80/541] lr: 2.909e-05, eta: 3:29:24, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0981, loss: 0.0981, grad_norm: 17.1765 +2022-03-10 17:38:55,143 - davarocr - INFO - Epoch [9][85/541] lr: 2.913e-05, eta: 3:29:22, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.1196, loss: 0.1196, grad_norm: 23.6931 +2022-03-10 17:38:58,035 - davarocr - INFO - Epoch [9][90/541] lr: 2.916e-05, eta: 3:29:19, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0485, loss: 0.0485, grad_norm: 11.3501 +2022-03-10 17:39:00,914 - davarocr - INFO - Epoch [9][95/541] lr: 2.919e-05, eta: 3:29:17, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0198, loss: 0.0198, grad_norm: 9.8716 +2022-03-10 17:39:03,970 - davarocr - INFO - Epoch [9][100/541] lr: 2.923e-05, eta: 3:29:16, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0661, loss: 0.0661, grad_norm: 11.0153 +2022-03-10 17:39:07,015 - davarocr - INFO - Epoch [9][105/541] lr: 2.926e-05, eta: 3:29:14, time: 0.605, data_time: 0.009, memory: 5179, loss_crf: 0.2073, loss: 0.2073, grad_norm: 25.1903 +2022-03-10 17:39:10,064 - davarocr - INFO - Epoch [9][110/541] lr: 2.929e-05, eta: 3:29:13, time: 0.610, data_time: 0.009, memory: 5179, loss_crf: 0.1862, loss: 0.1862, grad_norm: 15.0256 +2022-03-10 17:39:13,253 - davarocr - INFO - Epoch [9][115/541] lr: 2.932e-05, eta: 3:29:12, time: 0.636, data_time: 0.009, memory: 5179, loss_crf: 0.2551, loss: 0.2551, grad_norm: 26.4972 +2022-03-10 17:39:16,414 - davarocr - INFO - Epoch [9][120/541] lr: 2.936e-05, eta: 3:29:12, time: 0.636, data_time: 0.011, memory: 5179, loss_crf: 0.0562, loss: 0.0562, grad_norm: 14.5499 +2022-03-10 17:39:19,483 - davarocr - INFO - Epoch [9][125/541] lr: 2.939e-05, eta: 3:29:10, time: 0.615, data_time: 0.007, memory: 5179, loss_crf: 0.0306, loss: 0.0306, grad_norm: 7.2084 +2022-03-10 17:39:22,455 - davarocr - INFO - Epoch [9][130/541] lr: 2.942e-05, eta: 3:29:08, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.1644, loss: 0.1644, grad_norm: 18.2747 +2022-03-10 17:39:25,433 - davarocr - INFO - Epoch [9][135/541] lr: 2.946e-05, eta: 3:29:07, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.2389, loss: 0.2389, grad_norm: 19.8553 +2022-03-10 17:39:28,448 - davarocr - INFO - Epoch [9][140/541] lr: 2.949e-05, eta: 3:29:05, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.4339, loss: 0.4339, grad_norm: 43.4152 +2022-03-10 17:39:31,309 - davarocr - INFO - Epoch [9][145/541] lr: 2.952e-05, eta: 3:29:03, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.3229, loss: 0.3229, grad_norm: 18.8906 +2022-03-10 17:39:34,175 - davarocr - INFO - Epoch [9][150/541] lr: 2.956e-05, eta: 3:29:00, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.5359, loss: 0.5359, grad_norm: 49.2935 +2022-03-10 17:39:37,013 - davarocr - INFO - Epoch [9][155/541] lr: 2.959e-05, eta: 3:28:58, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.2570, loss: 0.2570, grad_norm: 19.1119 +2022-03-10 17:39:39,893 - davarocr - INFO - Epoch [9][160/541] lr: 2.962e-05, eta: 3:28:56, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0706, loss: 0.0706, grad_norm: 33.6954 +2022-03-10 17:39:42,479 - davarocr - INFO - Epoch [9][165/541] lr: 2.965e-05, eta: 3:28:52, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.6247, loss: 0.6247, grad_norm: 44.4719 +2022-03-10 17:39:45,330 - davarocr - INFO - Epoch [9][170/541] lr: 2.969e-05, eta: 3:28:50, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.7395, loss: 0.7395, grad_norm: 65.4330 +2022-03-10 17:39:48,209 - davarocr - INFO - Epoch [9][175/541] lr: 2.972e-05, eta: 3:28:47, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.1020, loss: 0.1020, grad_norm: 20.0616 +2022-03-10 17:39:51,093 - davarocr - INFO - Epoch [9][180/541] lr: 2.975e-05, eta: 3:28:45, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.3259, loss: 0.3259, grad_norm: 30.3528 +2022-03-10 17:39:53,951 - davarocr - INFO - Epoch [9][185/541] lr: 2.979e-05, eta: 3:28:43, time: 0.572, data_time: 0.010, memory: 5179, loss_crf: 0.3172, loss: 0.3172, grad_norm: 24.9686 +2022-03-10 17:39:56,776 - davarocr - INFO - Epoch [9][190/541] lr: 2.982e-05, eta: 3:28:40, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0668, loss: 0.0668, grad_norm: 16.9871 +2022-03-10 17:39:59,542 - davarocr - INFO - Epoch [9][195/541] lr: 2.985e-05, eta: 3:28:37, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.3221, loss: 0.3221, grad_norm: 33.0368 +2022-03-10 17:40:02,302 - davarocr - INFO - Epoch [9][200/541] lr: 2.989e-05, eta: 3:28:34, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.2095, loss: 0.2095, grad_norm: 50.0305 +2022-03-10 17:40:05,037 - davarocr - INFO - Epoch [9][205/541] lr: 2.992e-05, eta: 3:28:31, time: 0.547, data_time: 0.007, memory: 5179, loss_crf: 0.3989, loss: 0.3989, grad_norm: 21.3902 +2022-03-10 17:40:07,727 - davarocr - INFO - Epoch [9][210/541] lr: 2.995e-05, eta: 3:28:28, time: 0.538, data_time: 0.006, memory: 5179, loss_crf: 0.0648, loss: 0.0648, grad_norm: 14.1187 +2022-03-10 17:40:10,435 - davarocr - INFO - Epoch [9][215/541] lr: 2.998e-05, eta: 3:28:25, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0603, loss: 0.0603, grad_norm: 12.5589 +2022-03-10 17:40:13,336 - davarocr - INFO - Epoch [9][220/541] lr: 3.002e-05, eta: 3:28:23, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.1218, loss: 0.1218, grad_norm: 17.8059 +2022-03-10 17:40:16,057 - davarocr - INFO - Epoch [9][225/541] lr: 3.005e-05, eta: 3:28:20, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0599, loss: 0.0599, grad_norm: 17.7581 +2022-03-10 17:40:18,657 - davarocr - INFO - Epoch [9][230/541] lr: 3.008e-05, eta: 3:28:16, time: 0.522, data_time: 0.009, memory: 5179, loss_crf: 0.0337, loss: 0.0337, grad_norm: 5.5129 +2022-03-10 17:40:21,241 - davarocr - INFO - Epoch [9][235/541] lr: 3.012e-05, eta: 3:28:12, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0572, loss: 0.0572, grad_norm: 3.6078 +2022-03-10 17:40:23,785 - davarocr - INFO - Epoch [9][240/541] lr: 3.015e-05, eta: 3:28:08, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.3163, loss: 0.3163, grad_norm: 51.0276 +2022-03-10 17:40:26,310 - davarocr - INFO - Epoch [9][245/541] lr: 3.018e-05, eta: 3:28:04, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.5306, loss: 0.5306, grad_norm: 64.7566 +2022-03-10 17:40:28,928 - davarocr - INFO - Epoch [9][250/541] lr: 3.022e-05, eta: 3:28:01, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.0695, loss: 0.0695, grad_norm: 14.5952 +2022-03-10 17:40:31,517 - davarocr - INFO - Epoch [9][255/541] lr: 3.025e-05, eta: 3:27:57, time: 0.519, data_time: 0.009, memory: 5179, loss_crf: 0.0314, loss: 0.0314, grad_norm: 14.0724 +2022-03-10 17:40:34,080 - davarocr - INFO - Epoch [9][260/541] lr: 3.028e-05, eta: 3:27:53, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.1068, loss: 0.1068, grad_norm: 9.3376 +2022-03-10 17:40:36,629 - davarocr - INFO - Epoch [9][265/541] lr: 3.031e-05, eta: 3:27:49, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0761, loss: 0.0761, grad_norm: 11.5094 +2022-03-10 17:40:39,138 - davarocr - INFO - Epoch [9][270/541] lr: 3.035e-05, eta: 3:27:45, time: 0.501, data_time: 0.005, memory: 5179, loss_crf: 0.1141, loss: 0.1141, grad_norm: 28.9462 +2022-03-10 17:40:41,894 - davarocr - INFO - Epoch [9][275/541] lr: 3.038e-05, eta: 3:27:43, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.3088, loss: 0.3088, grad_norm: 25.5414 +2022-03-10 17:40:44,480 - davarocr - INFO - Epoch [9][280/541] lr: 3.041e-05, eta: 3:27:39, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.4557, loss: 0.4557, grad_norm: 67.5957 +2022-03-10 17:40:47,135 - davarocr - INFO - Epoch [9][285/541] lr: 3.045e-05, eta: 3:27:35, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.1076, loss: 0.1076, grad_norm: 17.2486 +2022-03-10 17:40:50,052 - davarocr - INFO - Epoch [9][290/541] lr: 3.048e-05, eta: 3:27:33, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.6845, loss: 0.6845, grad_norm: 30.7178 +2022-03-10 17:40:52,863 - davarocr - INFO - Epoch [9][295/541] lr: 3.051e-05, eta: 3:27:31, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0903, loss: 0.0903, grad_norm: 17.0826 +2022-03-10 17:40:55,977 - davarocr - INFO - Epoch [9][300/541] lr: 3.055e-05, eta: 3:27:30, time: 0.624, data_time: 0.007, memory: 5179, loss_crf: 0.1995, loss: 0.1995, grad_norm: 36.6032 +2022-03-10 17:40:59,059 - davarocr - INFO - Epoch [9][305/541] lr: 3.058e-05, eta: 3:27:28, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.1514, loss: 0.1514, grad_norm: 14.9532 +2022-03-10 17:41:02,130 - davarocr - INFO - Epoch [9][310/541] lr: 3.061e-05, eta: 3:27:27, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.1673, loss: 0.1673, grad_norm: 17.6954 +2022-03-10 17:41:05,189 - davarocr - INFO - Epoch [9][315/541] lr: 3.064e-05, eta: 3:27:26, time: 0.615, data_time: 0.009, memory: 5179, loss_crf: 0.4524, loss: 0.4524, grad_norm: 35.1156 +2022-03-10 17:41:08,172 - davarocr - INFO - Epoch [9][320/541] lr: 3.068e-05, eta: 3:27:24, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0922, loss: 0.0922, grad_norm: 18.4891 +2022-03-10 17:41:11,415 - davarocr - INFO - Epoch [9][325/541] lr: 3.071e-05, eta: 3:27:23, time: 0.649, data_time: 0.006, memory: 5179, loss_crf: 0.5568, loss: 0.5568, grad_norm: 18.8000 +2022-03-10 17:41:14,327 - davarocr - INFO - Epoch [9][330/541] lr: 3.074e-05, eta: 3:27:21, time: 0.582, data_time: 0.009, memory: 5179, loss_crf: 0.1396, loss: 0.1396, grad_norm: 15.0989 +2022-03-10 17:41:17,242 - davarocr - INFO - Epoch [9][335/541] lr: 3.078e-05, eta: 3:27:19, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.1881, loss: 0.1881, grad_norm: 17.6581 +2022-03-10 17:41:20,091 - davarocr - INFO - Epoch [9][340/541] lr: 3.081e-05, eta: 3:27:17, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.5321, loss: 0.5321, grad_norm: 21.2412 +2022-03-10 17:41:22,859 - davarocr - INFO - Epoch [9][345/541] lr: 3.084e-05, eta: 3:27:14, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0190, loss: 0.0190, grad_norm: 3.7166 +2022-03-10 17:41:25,429 - davarocr - INFO - Epoch [9][350/541] lr: 3.088e-05, eta: 3:27:10, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.1533, loss: 0.1533, grad_norm: 35.7860 +2022-03-10 17:41:27,961 - davarocr - INFO - Epoch [9][355/541] lr: 3.091e-05, eta: 3:27:06, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.0856, loss: 0.0856, grad_norm: 6.8569 +2022-03-10 17:41:30,658 - davarocr - INFO - Epoch [9][360/541] lr: 3.094e-05, eta: 3:27:03, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.1983, loss: 0.1983, grad_norm: 10.7755 +2022-03-10 17:41:33,584 - davarocr - INFO - Epoch [9][365/541] lr: 3.097e-05, eta: 3:27:01, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.5659, loss: 0.5659, grad_norm: 20.9944 +2022-03-10 17:41:36,472 - davarocr - INFO - Epoch [9][370/541] lr: 3.101e-05, eta: 3:26:58, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0636, loss: 0.0636, grad_norm: 5.3833 +2022-03-10 17:41:39,342 - davarocr - INFO - Epoch [9][375/541] lr: 3.104e-05, eta: 3:26:56, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.1609, loss: 0.1609, grad_norm: 8.8642 +2022-03-10 17:41:42,231 - davarocr - INFO - Epoch [9][380/541] lr: 3.107e-05, eta: 3:26:54, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0505, loss: 0.0505, grad_norm: 5.1623 +2022-03-10 17:41:45,098 - davarocr - INFO - Epoch [9][385/541] lr: 3.111e-05, eta: 3:26:52, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.2337, loss: 0.2337, grad_norm: 18.2016 +2022-03-10 17:41:47,975 - davarocr - INFO - Epoch [9][390/541] lr: 3.114e-05, eta: 3:26:49, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.2468, loss: 0.2468, grad_norm: 25.3744 +2022-03-10 17:41:50,847 - davarocr - INFO - Epoch [9][395/541] lr: 3.117e-05, eta: 3:26:47, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0465, loss: 0.0465, grad_norm: 10.0684 +2022-03-10 17:41:53,883 - davarocr - INFO - Epoch [9][400/541] lr: 3.121e-05, eta: 3:26:45, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.4408, loss: 0.4408, grad_norm: 21.8398 +2022-03-10 17:41:56,920 - davarocr - INFO - Epoch [9][405/541] lr: 3.124e-05, eta: 3:26:44, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.4851, loss: 0.4851, grad_norm: 28.0799 +2022-03-10 17:41:59,941 - davarocr - INFO - Epoch [9][410/541] lr: 3.127e-05, eta: 3:26:42, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0801, loss: 0.0801, grad_norm: 14.5267 +2022-03-10 17:42:02,965 - davarocr - INFO - Epoch [9][415/541] lr: 3.130e-05, eta: 3:26:41, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0540, loss: 0.0540, grad_norm: 6.9504 +2022-03-10 17:42:05,872 - davarocr - INFO - Epoch [9][420/541] lr: 3.134e-05, eta: 3:26:38, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0244, loss: 0.0244, grad_norm: 5.8182 +2022-03-10 17:42:09,113 - davarocr - INFO - Epoch [9][425/541] lr: 3.137e-05, eta: 3:26:38, time: 0.645, data_time: 0.006, memory: 5179, loss_crf: 0.4370, loss: 0.4370, grad_norm: 23.6362 +2022-03-10 17:42:11,709 - davarocr - INFO - Epoch [9][430/541] lr: 3.140e-05, eta: 3:26:34, time: 0.519, data_time: 0.010, memory: 5179, loss_crf: 0.4171, loss: 0.4171, grad_norm: 43.9052 +2022-03-10 17:42:14,391 - davarocr - INFO - Epoch [9][435/541] lr: 3.144e-05, eta: 3:26:31, time: 0.536, data_time: 0.010, memory: 5179, loss_crf: 0.4868, loss: 0.4868, grad_norm: 27.0310 +2022-03-10 17:42:17,293 - davarocr - INFO - Epoch [9][440/541] lr: 3.147e-05, eta: 3:26:29, time: 0.581, data_time: 0.010, memory: 5179, loss_crf: 0.0100, loss: 0.0100, grad_norm: 1.5815 +2022-03-10 17:42:20,343 - davarocr - INFO - Epoch [9][445/541] lr: 3.150e-05, eta: 3:26:27, time: 0.613, data_time: 0.008, memory: 5179, loss_crf: 0.2536, loss: 0.2536, grad_norm: 8.8907 +2022-03-10 17:42:23,277 - davarocr - INFO - Epoch [9][450/541] lr: 3.154e-05, eta: 3:26:25, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.6366, loss: 0.6366, grad_norm: 86.3734 +2022-03-10 17:42:25,990 - davarocr - INFO - Epoch [9][455/541] lr: 3.157e-05, eta: 3:26:22, time: 0.543, data_time: 0.006, memory: 5179, loss_crf: 0.2134, loss: 0.2134, grad_norm: 23.2601 +2022-03-10 17:42:28,891 - davarocr - INFO - Epoch [9][460/541] lr: 3.160e-05, eta: 3:26:20, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.1279, loss: 0.1279, grad_norm: 15.6477 +2022-03-10 17:42:31,787 - davarocr - INFO - Epoch [9][465/541] lr: 3.163e-05, eta: 3:26:17, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0288, loss: 0.0288, grad_norm: 7.6487 +2022-03-10 17:42:34,682 - davarocr - INFO - Epoch [9][470/541] lr: 3.167e-05, eta: 3:26:15, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.1983, loss: 0.1983, grad_norm: 28.9606 +2022-03-10 17:42:37,528 - davarocr - INFO - Epoch [9][475/541] lr: 3.170e-05, eta: 3:26:13, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0838, loss: 0.0838, grad_norm: 3.8875 +2022-03-10 17:42:40,381 - davarocr - INFO - Epoch [9][480/541] lr: 3.173e-05, eta: 3:26:10, time: 0.570, data_time: 0.009, memory: 5179, loss_crf: 0.4040, loss: 0.4040, grad_norm: 27.3979 +2022-03-10 17:42:43,243 - davarocr - INFO - Epoch [9][485/541] lr: 3.177e-05, eta: 3:26:08, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 0.1138, loss: 0.1138, grad_norm: 27.6007 +2022-03-10 17:42:46,107 - davarocr - INFO - Epoch [9][490/541] lr: 3.180e-05, eta: 3:26:05, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 0.0445, loss: 0.0445, grad_norm: 5.2942 +2022-03-10 17:42:49,006 - davarocr - INFO - Epoch [9][495/541] lr: 3.183e-05, eta: 3:26:03, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.2587, loss: 0.2587, grad_norm: 49.5588 +2022-03-10 17:42:52,028 - davarocr - INFO - Epoch [9][500/541] lr: 3.187e-05, eta: 3:26:02, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.1912, loss: 0.1912, grad_norm: 22.5428 +2022-03-10 17:42:54,915 - davarocr - INFO - Epoch [9][505/541] lr: 3.190e-05, eta: 3:25:59, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.8594, loss: 0.8594, grad_norm: 32.0364 +2022-03-10 17:42:57,934 - davarocr - INFO - Epoch [9][510/541] lr: 3.193e-05, eta: 3:25:58, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0513, loss: 0.0513, grad_norm: 6.0467 +2022-03-10 17:43:00,899 - davarocr - INFO - Epoch [9][515/541] lr: 3.196e-05, eta: 3:25:56, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0646, loss: 0.0646, grad_norm: 17.0632 +2022-03-10 17:43:03,627 - davarocr - INFO - Epoch [9][520/541] lr: 3.200e-05, eta: 3:25:53, time: 0.546, data_time: 0.006, memory: 5179, loss_crf: 0.2641, loss: 0.2641, grad_norm: 21.3646 +2022-03-10 17:43:06,608 - davarocr - INFO - Epoch [9][525/541] lr: 3.203e-05, eta: 3:25:51, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.2942, loss: 0.2942, grad_norm: 55.2916 +2022-03-10 17:43:09,204 - davarocr - INFO - Epoch [9][530/541] lr: 3.206e-05, eta: 3:25:47, time: 0.519, data_time: 0.005, memory: 5179, loss_crf: 0.0440, loss: 0.0440, grad_norm: 7.6510 +2022-03-10 17:43:11,838 - davarocr - INFO - Epoch [9][535/541] lr: 3.210e-05, eta: 3:25:44, time: 0.527, data_time: 0.006, memory: 5179, loss_crf: 0.4027, loss: 0.4027, grad_norm: 66.0753 +2022-03-10 17:43:14,744 - davarocr - INFO - Epoch [9][540/541] lr: 3.213e-05, eta: 3:25:41, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.3576, loss: 0.3576, grad_norm: 24.3777 +2022-03-10 17:43:54,443 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9175157260565252 +2022-03-10 17:43:54,444 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:43:54,444 - davarocr - INFO - Epoch(val) [9][541] LOC: {'precision': 0.9147826086956522, 'recall': 0.9460431654676259, 'f1-score': 0.9301503094606544}, PER: {'precision': 0.9700636942675159, 'recall': 0.9418676561533704, 'f1-score': 0.9557577659240665}, MISC: {'precision': 0.8134642356241234, 'recall': 0.8262108262108262, 'f1-score': 0.8197879858657244}, ORG: {'precision': 0.8894894894894895, 'recall': 0.8916315472606864, 'f1-score': 0.8905592303066746}, all: {'precision': 0.909924202362066, 'recall': 0.9139518413597734, 'f1-score': 0.9119335747725466}, hmean: 0.9119 +2022-03-10 17:44:00,227 - davarocr - INFO - Epoch [10][5/541] lr: 3.106e-05, eta: 3:25:49, time: 1.155, data_time: 0.576, memory: 5179, loss_crf: 0.0313, loss: 0.0313, grad_norm: 8.8629 +2022-03-10 17:44:03,123 - davarocr - INFO - Epoch [10][10/541] lr: 3.109e-05, eta: 3:25:47, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0448, loss: 0.0448, grad_norm: 13.6475 +2022-03-10 17:44:05,985 - davarocr - INFO - Epoch [10][15/541] lr: 3.112e-05, eta: 3:25:44, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0526, loss: 0.0526, grad_norm: 12.8287 +2022-03-10 17:44:08,584 - davarocr - INFO - Epoch [10][20/541] lr: 3.116e-05, eta: 3:25:41, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0428, loss: 0.0428, grad_norm: 5.4625 +2022-03-10 17:44:11,258 - davarocr - INFO - Epoch [10][25/541] lr: 3.119e-05, eta: 3:25:37, time: 0.534, data_time: 0.007, memory: 5179, loss_crf: 0.2367, loss: 0.2367, grad_norm: 39.5751 +2022-03-10 17:44:14,300 - davarocr - INFO - Epoch [10][30/541] lr: 3.122e-05, eta: 3:25:36, time: 0.608, data_time: 0.008, memory: 5179, loss_crf: 0.0498, loss: 0.0498, grad_norm: 13.5261 +2022-03-10 17:44:17,083 - davarocr - INFO - Epoch [10][35/541] lr: 3.125e-05, eta: 3:25:33, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0882, loss: 0.0882, grad_norm: 22.6549 +2022-03-10 17:44:20,192 - davarocr - INFO - Epoch [10][40/541] lr: 3.128e-05, eta: 3:25:32, time: 0.619, data_time: 0.006, memory: 5179, loss_crf: 0.0635, loss: 0.0635, grad_norm: 18.3660 +2022-03-10 17:44:23,178 - davarocr - INFO - Epoch [10][45/541] lr: 3.131e-05, eta: 3:25:30, time: 0.601, data_time: 0.010, memory: 5179, loss_crf: 0.0177, loss: 0.0177, grad_norm: 2.6190 +2022-03-10 17:44:25,809 - davarocr - INFO - Epoch [10][50/541] lr: 3.135e-05, eta: 3:25:26, time: 0.526, data_time: 0.005, memory: 5179, loss_crf: 0.1871, loss: 0.1871, grad_norm: 5.5587 +2022-03-10 17:44:28,353 - davarocr - INFO - Epoch [10][55/541] lr: 3.138e-05, eta: 3:25:23, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 0.2751, loss: 0.2751, grad_norm: 46.4690 +2022-03-10 17:44:30,891 - davarocr - INFO - Epoch [10][60/541] lr: 3.141e-05, eta: 3:25:19, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.1668, loss: 0.1668, grad_norm: 21.0133 +2022-03-10 17:44:33,531 - davarocr - INFO - Epoch [10][65/541] lr: 3.144e-05, eta: 3:25:15, time: 0.528, data_time: 0.006, memory: 5179, loss_crf: 0.4082, loss: 0.4082, grad_norm: 49.9870 +2022-03-10 17:44:36,439 - davarocr - INFO - Epoch [10][70/541] lr: 3.147e-05, eta: 3:25:13, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0982, loss: 0.0982, grad_norm: 23.3908 +2022-03-10 17:44:39,327 - davarocr - INFO - Epoch [10][75/541] lr: 3.151e-05, eta: 3:25:11, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.2247, loss: 0.2247, grad_norm: 67.5930 +2022-03-10 17:44:42,245 - davarocr - INFO - Epoch [10][80/541] lr: 3.154e-05, eta: 3:25:08, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.1424, loss: 0.1424, grad_norm: 24.1278 +2022-03-10 17:44:45,156 - davarocr - INFO - Epoch [10][85/541] lr: 3.157e-05, eta: 3:25:06, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.1908, loss: 0.1908, grad_norm: 35.1618 +2022-03-10 17:44:47,791 - davarocr - INFO - Epoch [10][90/541] lr: 3.160e-05, eta: 3:25:03, time: 0.527, data_time: 0.006, memory: 5179, loss_crf: 0.0719, loss: 0.0719, grad_norm: 6.4306 +2022-03-10 17:44:50,458 - davarocr - INFO - Epoch [10][95/541] lr: 3.163e-05, eta: 3:24:59, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.3129, loss: 0.3129, grad_norm: 49.7601 +2022-03-10 17:44:53,308 - davarocr - INFO - Epoch [10][100/541] lr: 3.167e-05, eta: 3:24:57, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0360, loss: 0.0360, grad_norm: 5.5804 +2022-03-10 17:44:56,384 - davarocr - INFO - Epoch [10][105/541] lr: 3.170e-05, eta: 3:24:55, time: 0.616, data_time: 0.008, memory: 5179, loss_crf: 0.1796, loss: 0.1796, grad_norm: 15.7641 +2022-03-10 17:44:59,231 - davarocr - INFO - Epoch [10][110/541] lr: 3.173e-05, eta: 3:24:53, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.5153, loss: 0.5153, grad_norm: 32.2847 +2022-03-10 17:45:02,130 - davarocr - INFO - Epoch [10][115/541] lr: 3.176e-05, eta: 3:24:51, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0593, loss: 0.0593, grad_norm: 10.9410 +2022-03-10 17:45:04,982 - davarocr - INFO - Epoch [10][120/541] lr: 3.179e-05, eta: 3:24:48, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0590, loss: 0.0590, grad_norm: 5.1417 +2022-03-10 17:45:07,789 - davarocr - INFO - Epoch [10][125/541] lr: 3.182e-05, eta: 3:24:46, time: 0.561, data_time: 0.008, memory: 5179, loss_crf: 0.0847, loss: 0.0847, grad_norm: 6.0716 +2022-03-10 17:45:10,443 - davarocr - INFO - Epoch [10][130/541] lr: 3.186e-05, eta: 3:24:42, time: 0.531, data_time: 0.009, memory: 5179, loss_crf: 0.1461, loss: 0.1461, grad_norm: 11.5266 +2022-03-10 17:45:13,136 - davarocr - INFO - Epoch [10][135/541] lr: 3.189e-05, eta: 3:24:39, time: 0.539, data_time: 0.007, memory: 5179, loss_crf: 0.2372, loss: 0.2372, grad_norm: 15.7924 +2022-03-10 17:45:15,884 - davarocr - INFO - Epoch [10][140/541] lr: 3.192e-05, eta: 3:24:36, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 0.0842, loss: 0.0842, grad_norm: 12.5033 +2022-03-10 17:45:18,920 - davarocr - INFO - Epoch [10][145/541] lr: 3.195e-05, eta: 3:24:34, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0214, loss: 0.0214, grad_norm: 6.4238 +2022-03-10 17:45:21,834 - davarocr - INFO - Epoch [10][150/541] lr: 3.198e-05, eta: 3:24:32, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.2125, loss: 0.2125, grad_norm: 20.9549 +2022-03-10 17:45:24,465 - davarocr - INFO - Epoch [10][155/541] lr: 3.202e-05, eta: 3:24:29, time: 0.527, data_time: 0.008, memory: 5179, loss_crf: 0.1452, loss: 0.1452, grad_norm: 12.4472 +2022-03-10 17:45:27,355 - davarocr - INFO - Epoch [10][160/541] lr: 3.205e-05, eta: 3:24:26, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0969, loss: 0.0969, grad_norm: 4.3940 +2022-03-10 17:45:30,207 - davarocr - INFO - Epoch [10][165/541] lr: 3.208e-05, eta: 3:24:24, time: 0.571, data_time: 0.009, memory: 5179, loss_crf: 0.0968, loss: 0.0968, grad_norm: 31.4867 +2022-03-10 17:45:33,111 - davarocr - INFO - Epoch [10][170/541] lr: 3.211e-05, eta: 3:24:22, time: 0.582, data_time: 0.009, memory: 5179, loss_crf: 0.1111, loss: 0.1111, grad_norm: 23.5900 +2022-03-10 17:45:36,022 - davarocr - INFO - Epoch [10][175/541] lr: 3.214e-05, eta: 3:24:19, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.2104, loss: 0.2104, grad_norm: 24.7752 +2022-03-10 17:45:38,908 - davarocr - INFO - Epoch [10][180/541] lr: 3.218e-05, eta: 3:24:17, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.3407, loss: 0.3407, grad_norm: 52.6839 +2022-03-10 17:45:41,798 - davarocr - INFO - Epoch [10][185/541] lr: 3.221e-05, eta: 3:24:15, time: 0.577, data_time: 0.010, memory: 5179, loss_crf: 0.0477, loss: 0.0477, grad_norm: 19.3448 +2022-03-10 17:45:44,677 - davarocr - INFO - Epoch [10][190/541] lr: 3.224e-05, eta: 3:24:12, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.1732, loss: 0.1732, grad_norm: 20.4212 +2022-03-10 17:45:47,558 - davarocr - INFO - Epoch [10][195/541] lr: 3.227e-05, eta: 3:24:10, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0183, loss: 0.0183, grad_norm: 4.0805 +2022-03-10 17:45:50,208 - davarocr - INFO - Epoch [10][200/541] lr: 3.230e-05, eta: 3:24:07, time: 0.529, data_time: 0.007, memory: 5179, loss_crf: 0.0430, loss: 0.0430, grad_norm: 18.5579 +2022-03-10 17:45:52,942 - davarocr - INFO - Epoch [10][205/541] lr: 3.233e-05, eta: 3:24:04, time: 0.547, data_time: 0.008, memory: 5179, loss_crf: 0.1000, loss: 0.1000, grad_norm: 18.7642 +2022-03-10 17:45:55,900 - davarocr - INFO - Epoch [10][210/541] lr: 3.237e-05, eta: 3:24:01, time: 0.592, data_time: 0.008, memory: 5179, loss_crf: 0.0253, loss: 0.0253, grad_norm: 11.4710 +2022-03-10 17:45:58,617 - davarocr - INFO - Epoch [10][215/541] lr: 3.240e-05, eta: 3:23:58, time: 0.543, data_time: 0.008, memory: 5179, loss_crf: 0.0192, loss: 0.0192, grad_norm: 5.4272 +2022-03-10 17:46:01,146 - davarocr - INFO - Epoch [10][220/541] lr: 3.243e-05, eta: 3:23:54, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.2745, loss: 0.2745, grad_norm: 32.5390 +2022-03-10 17:46:03,661 - davarocr - INFO - Epoch [10][225/541] lr: 3.246e-05, eta: 3:23:51, time: 0.504, data_time: 0.008, memory: 5179, loss_crf: 0.2237, loss: 0.2237, grad_norm: 23.2519 +2022-03-10 17:46:06,197 - davarocr - INFO - Epoch [10][230/541] lr: 3.249e-05, eta: 3:23:47, time: 0.507, data_time: 0.008, memory: 5179, loss_crf: 0.2028, loss: 0.2028, grad_norm: 22.4923 +2022-03-10 17:46:08,889 - davarocr - INFO - Epoch [10][235/541] lr: 3.253e-05, eta: 3:23:44, time: 0.538, data_time: 0.005, memory: 5179, loss_crf: 0.2080, loss: 0.2080, grad_norm: 22.2578 +2022-03-10 17:46:11,481 - davarocr - INFO - Epoch [10][240/541] lr: 3.256e-05, eta: 3:23:40, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0183, loss: 0.0183, grad_norm: 3.4911 +2022-03-10 17:46:14,510 - davarocr - INFO - Epoch [10][245/541] lr: 3.259e-05, eta: 3:23:38, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0264, loss: 0.0264, grad_norm: 7.7573 +2022-03-10 17:46:17,173 - davarocr - INFO - Epoch [10][250/541] lr: 3.262e-05, eta: 3:23:35, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.0515, loss: 0.0515, grad_norm: 19.2121 +2022-03-10 17:46:19,863 - davarocr - INFO - Epoch [10][255/541] lr: 3.265e-05, eta: 3:23:32, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.1106, loss: 0.1106, grad_norm: 18.3741 +2022-03-10 17:46:22,451 - davarocr - INFO - Epoch [10][260/541] lr: 3.269e-05, eta: 3:23:28, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.2116, loss: 0.2116, grad_norm: 19.0894 +2022-03-10 17:46:25,015 - davarocr - INFO - Epoch [10][265/541] lr: 3.272e-05, eta: 3:23:24, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.1075, loss: 0.1075, grad_norm: 29.9305 +2022-03-10 17:46:27,606 - davarocr - INFO - Epoch [10][270/541] lr: 3.275e-05, eta: 3:23:21, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0338, loss: 0.0338, grad_norm: 22.4370 +2022-03-10 17:46:30,330 - davarocr - INFO - Epoch [10][275/541] lr: 3.278e-05, eta: 3:23:18, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0283, loss: 0.0283, grad_norm: 10.5333 +2022-03-10 17:46:33,271 - davarocr - INFO - Epoch [10][280/541] lr: 3.281e-05, eta: 3:23:16, time: 0.589, data_time: 0.006, memory: 5179, loss_crf: 0.0462, loss: 0.0462, grad_norm: 6.9851 +2022-03-10 17:46:36,188 - davarocr - INFO - Epoch [10][285/541] lr: 3.284e-05, eta: 3:23:13, time: 0.583, data_time: 0.005, memory: 5179, loss_crf: 0.2934, loss: 0.2934, grad_norm: 34.6848 +2022-03-10 17:46:39,084 - davarocr - INFO - Epoch [10][290/541] lr: 3.288e-05, eta: 3:23:11, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.3565, loss: 0.3565, grad_norm: 39.1598 +2022-03-10 17:46:41,873 - davarocr - INFO - Epoch [10][295/541] lr: 3.291e-05, eta: 3:23:08, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.1103, loss: 0.1103, grad_norm: 18.1589 +2022-03-10 17:46:44,633 - davarocr - INFO - Epoch [10][300/541] lr: 3.294e-05, eta: 3:23:05, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.1142, loss: 0.1142, grad_norm: 10.8594 +2022-03-10 17:46:47,528 - davarocr - INFO - Epoch [10][305/541] lr: 3.297e-05, eta: 3:23:03, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0446, loss: 0.0446, grad_norm: 4.5870 +2022-03-10 17:46:50,595 - davarocr - INFO - Epoch [10][310/541] lr: 3.300e-05, eta: 3:23:01, time: 0.614, data_time: 0.006, memory: 5179, loss_crf: 0.0458, loss: 0.0458, grad_norm: 4.6798 +2022-03-10 17:46:53,523 - davarocr - INFO - Epoch [10][315/541] lr: 3.304e-05, eta: 3:22:59, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.1790, loss: 0.1790, grad_norm: 36.3856 +2022-03-10 17:46:56,229 - davarocr - INFO - Epoch [10][320/541] lr: 3.307e-05, eta: 3:22:56, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.4407, loss: 0.4407, grad_norm: 8.4472 +2022-03-10 17:46:58,963 - davarocr - INFO - Epoch [10][325/541] lr: 3.310e-05, eta: 3:22:53, time: 0.546, data_time: 0.006, memory: 5179, loss_crf: 0.4106, loss: 0.4106, grad_norm: 35.2127 +2022-03-10 17:47:01,745 - davarocr - INFO - Epoch [10][330/541] lr: 3.313e-05, eta: 3:22:50, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0934, loss: 0.0934, grad_norm: 21.5964 +2022-03-10 17:47:04,467 - davarocr - INFO - Epoch [10][335/541] lr: 3.316e-05, eta: 3:22:47, time: 0.545, data_time: 0.008, memory: 5179, loss_crf: 0.1937, loss: 0.1937, grad_norm: 34.0427 +2022-03-10 17:47:07,008 - davarocr - INFO - Epoch [10][340/541] lr: 3.320e-05, eta: 3:22:43, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 0.2387, loss: 0.2387, grad_norm: 18.4232 +2022-03-10 17:47:09,885 - davarocr - INFO - Epoch [10][345/541] lr: 3.323e-05, eta: 3:22:41, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.5248, loss: 0.5248, grad_norm: 19.6631 +2022-03-10 17:47:12,694 - davarocr - INFO - Epoch [10][350/541] lr: 3.326e-05, eta: 3:22:38, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.2453, loss: 0.2453, grad_norm: 22.9149 +2022-03-10 17:47:15,618 - davarocr - INFO - Epoch [10][355/541] lr: 3.329e-05, eta: 3:22:36, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.2204, loss: 0.2204, grad_norm: 26.4107 +2022-03-10 17:47:18,462 - davarocr - INFO - Epoch [10][360/541] lr: 3.332e-05, eta: 3:22:34, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.2774, loss: 0.2774, grad_norm: 22.5726 +2022-03-10 17:47:21,384 - davarocr - INFO - Epoch [10][365/541] lr: 3.335e-05, eta: 3:22:31, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.2869, loss: 0.2869, grad_norm: 14.6740 +2022-03-10 17:47:24,229 - davarocr - INFO - Epoch [10][370/541] lr: 3.339e-05, eta: 3:22:29, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.1440, loss: 0.1440, grad_norm: 13.4637 +2022-03-10 17:47:27,133 - davarocr - INFO - Epoch [10][375/541] lr: 3.342e-05, eta: 3:22:27, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.4484, loss: 0.4484, grad_norm: 38.4258 +2022-03-10 17:47:30,005 - davarocr - INFO - Epoch [10][380/541] lr: 3.345e-05, eta: 3:22:24, time: 0.575, data_time: 0.009, memory: 5179, loss_crf: 0.1349, loss: 0.1349, grad_norm: 20.0169 +2022-03-10 17:47:32,887 - davarocr - INFO - Epoch [10][385/541] lr: 3.348e-05, eta: 3:22:22, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0603, loss: 0.0603, grad_norm: 11.0691 +2022-03-10 17:47:35,747 - davarocr - INFO - Epoch [10][390/541] lr: 3.351e-05, eta: 3:22:19, time: 0.574, data_time: 0.010, memory: 5179, loss_crf: 0.0287, loss: 0.0287, grad_norm: 3.9571 +2022-03-10 17:47:38,429 - davarocr - INFO - Epoch [10][395/541] lr: 3.355e-05, eta: 3:22:16, time: 0.536, data_time: 0.007, memory: 5179, loss_crf: 0.0368, loss: 0.0368, grad_norm: 4.5762 +2022-03-10 17:47:41,007 - davarocr - INFO - Epoch [10][400/541] lr: 3.358e-05, eta: 3:22:12, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.2278, loss: 0.2278, grad_norm: 15.6447 +2022-03-10 17:47:43,848 - davarocr - INFO - Epoch [10][405/541] lr: 3.361e-05, eta: 3:22:10, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.8897, loss: 0.8897, grad_norm: 65.1423 +2022-03-10 17:47:46,726 - davarocr - INFO - Epoch [10][410/541] lr: 3.364e-05, eta: 3:22:08, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.1629, loss: 0.1629, grad_norm: 11.5127 +2022-03-10 17:47:49,415 - davarocr - INFO - Epoch [10][415/541] lr: 3.367e-05, eta: 3:22:04, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.0522, loss: 0.0522, grad_norm: 6.4496 +2022-03-10 17:47:51,976 - davarocr - INFO - Epoch [10][420/541] lr: 3.371e-05, eta: 3:22:01, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.5817, loss: 0.5817, grad_norm: 41.9133 +2022-03-10 17:47:54,539 - davarocr - INFO - Epoch [10][425/541] lr: 3.374e-05, eta: 3:21:57, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.5064, loss: 0.5064, grad_norm: 29.7641 +2022-03-10 17:47:57,301 - davarocr - INFO - Epoch [10][430/541] lr: 3.377e-05, eta: 3:21:54, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.1406, loss: 0.1406, grad_norm: 43.2535 +2022-03-10 17:48:00,248 - davarocr - INFO - Epoch [10][435/541] lr: 3.380e-05, eta: 3:21:52, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0991, loss: 0.0991, grad_norm: 24.0140 +2022-03-10 17:48:03,059 - davarocr - INFO - Epoch [10][440/541] lr: 3.383e-05, eta: 3:21:49, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.0600, loss: 0.0600, grad_norm: 15.3347 +2022-03-10 17:48:05,901 - davarocr - INFO - Epoch [10][445/541] lr: 3.386e-05, eta: 3:21:47, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.2108, loss: 0.2108, grad_norm: 50.6940 +2022-03-10 17:48:09,110 - davarocr - INFO - Epoch [10][450/541] lr: 3.390e-05, eta: 3:21:46, time: 0.643, data_time: 0.007, memory: 5179, loss_crf: 0.0570, loss: 0.0570, grad_norm: 32.4605 +2022-03-10 17:48:12,279 - davarocr - INFO - Epoch [10][455/541] lr: 3.393e-05, eta: 3:21:44, time: 0.634, data_time: 0.006, memory: 5179, loss_crf: 0.0512, loss: 0.0512, grad_norm: 8.2556 +2022-03-10 17:48:15,102 - davarocr - INFO - Epoch [10][460/541] lr: 3.396e-05, eta: 3:21:42, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.4395, loss: 0.4395, grad_norm: 11.4399 +2022-03-10 17:48:17,986 - davarocr - INFO - Epoch [10][465/541] lr: 3.399e-05, eta: 3:21:39, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0404, loss: 0.0404, grad_norm: 3.0111 +2022-03-10 17:48:20,669 - davarocr - INFO - Epoch [10][470/541] lr: 3.402e-05, eta: 3:21:36, time: 0.537, data_time: 0.007, memory: 5179, loss_crf: 0.2662, loss: 0.2662, grad_norm: 38.3720 +2022-03-10 17:48:23,291 - davarocr - INFO - Epoch [10][475/541] lr: 3.406e-05, eta: 3:21:33, time: 0.525, data_time: 0.008, memory: 5179, loss_crf: 0.2104, loss: 0.2104, grad_norm: 25.4126 +2022-03-10 17:48:25,888 - davarocr - INFO - Epoch [10][480/541] lr: 3.409e-05, eta: 3:21:29, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.1628, loss: 0.1628, grad_norm: 40.5605 +2022-03-10 17:48:28,557 - davarocr - INFO - Epoch [10][485/541] lr: 3.412e-05, eta: 3:21:26, time: 0.534, data_time: 0.007, memory: 5179, loss_crf: 0.2020, loss: 0.2020, grad_norm: 35.0554 +2022-03-10 17:48:31,471 - davarocr - INFO - Epoch [10][490/541] lr: 3.415e-05, eta: 3:21:24, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.1816, loss: 0.1816, grad_norm: 24.7640 +2022-03-10 17:48:34,371 - davarocr - INFO - Epoch [10][495/541] lr: 3.418e-05, eta: 3:21:21, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.1326, loss: 0.1326, grad_norm: 21.0307 +2022-03-10 17:48:37,247 - davarocr - INFO - Epoch [10][500/541] lr: 3.422e-05, eta: 3:21:19, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0696, loss: 0.0696, grad_norm: 27.7714 +2022-03-10 17:48:40,116 - davarocr - INFO - Epoch [10][505/541] lr: 3.425e-05, eta: 3:21:16, time: 0.573, data_time: 0.005, memory: 5179, loss_crf: 0.0849, loss: 0.0849, grad_norm: 51.3204 +2022-03-10 17:48:42,987 - davarocr - INFO - Epoch [10][510/541] lr: 3.428e-05, eta: 3:21:14, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.1578, loss: 0.1578, grad_norm: 14.5198 +2022-03-10 17:48:46,007 - davarocr - INFO - Epoch [10][515/541] lr: 3.431e-05, eta: 3:21:12, time: 0.601, data_time: 0.006, memory: 5179, loss_crf: 0.1787, loss: 0.1787, grad_norm: 20.6037 +2022-03-10 17:48:48,892 - davarocr - INFO - Epoch [10][520/541] lr: 3.434e-05, eta: 3:21:10, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.2143, loss: 0.2143, grad_norm: 17.0243 +2022-03-10 17:48:51,756 - davarocr - INFO - Epoch [10][525/541] lr: 3.437e-05, eta: 3:21:07, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 0.4321, loss: 0.4321, grad_norm: 34.9068 +2022-03-10 17:48:54,628 - davarocr - INFO - Epoch [10][530/541] lr: 3.441e-05, eta: 3:21:05, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.4152, loss: 0.4152, grad_norm: 61.2147 +2022-03-10 17:48:57,502 - davarocr - INFO - Epoch [10][535/541] lr: 3.444e-05, eta: 3:21:02, time: 0.574, data_time: 0.010, memory: 5179, loss_crf: 0.2643, loss: 0.2643, grad_norm: 26.2871 +2022-03-10 17:49:00,540 - davarocr - INFO - Epoch [10][540/541] lr: 3.447e-05, eta: 3:21:01, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.4625, loss: 0.4625, grad_norm: 57.4515 +2022-03-10 17:49:38,316 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9175157260565252 +2022-03-10 17:49:38,318 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:49:38,318 - davarocr - INFO - Epoch(val) [10][541] LOC: {'precision': 0.9494762784966112, 'recall': 0.9238609112709832, 'f1-score': 0.9364934670312975}, PER: {'precision': 0.9720101781170484, 'recall': 0.9449598021026593, 'f1-score': 0.9582941360928192}, MISC: {'precision': 0.8311874105865522, 'recall': 0.8276353276353277, 'f1-score': 0.8294075660242684}, ORG: {'precision': 0.8604780433574208, 'recall': 0.9319686935580975, 'f1-score': 0.8947976878612717}, all: {'precision': 0.9130511154048832, 'recall': 0.9203257790368272, 'f1-score': 0.9166740146371573}, hmean: 0.9167 +2022-03-10 17:49:43,778 - davarocr - INFO - Epoch [11][5/541] lr: 3.333e-05, eta: 3:21:06, time: 1.090, data_time: 0.486, memory: 5179, loss_crf: 0.0215, loss: 0.0215, grad_norm: 6.6075 +2022-03-10 17:49:46,838 - davarocr - INFO - Epoch [11][10/541] lr: 3.333e-05, eta: 3:21:04, time: 0.612, data_time: 0.009, memory: 5179, loss_crf: 0.2229, loss: 0.2229, grad_norm: 35.9864 +2022-03-10 17:49:49,715 - davarocr - INFO - Epoch [11][15/541] lr: 3.333e-05, eta: 3:21:02, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.3861, loss: 0.3861, grad_norm: 33.1488 +2022-03-10 17:49:52,593 - davarocr - INFO - Epoch [11][20/541] lr: 3.333e-05, eta: 3:20:59, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.2220, loss: 0.2220, grad_norm: 34.3181 +2022-03-10 17:49:55,492 - davarocr - INFO - Epoch [11][25/541] lr: 3.333e-05, eta: 3:20:57, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.1386, loss: 0.1386, grad_norm: 26.0819 +2022-03-10 17:49:58,496 - davarocr - INFO - Epoch [11][30/541] lr: 3.333e-05, eta: 3:20:55, time: 0.601, data_time: 0.009, memory: 5179, loss_crf: 0.0880, loss: 0.0880, grad_norm: 16.7547 +2022-03-10 17:50:01,485 - davarocr - INFO - Epoch [11][35/541] lr: 3.333e-05, eta: 3:20:53, time: 0.599, data_time: 0.010, memory: 5179, loss_crf: 0.0315, loss: 0.0315, grad_norm: 3.4072 +2022-03-10 17:50:04,486 - davarocr - INFO - Epoch [11][40/541] lr: 3.333e-05, eta: 3:20:51, time: 0.600, data_time: 0.009, memory: 5179, loss_crf: 0.0385, loss: 0.0385, grad_norm: 5.3405 +2022-03-10 17:50:07,360 - davarocr - INFO - Epoch [11][45/541] lr: 3.333e-05, eta: 3:20:48, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.0508, loss: 0.0508, grad_norm: 6.4968 +2022-03-10 17:50:10,219 - davarocr - INFO - Epoch [11][50/541] lr: 3.333e-05, eta: 3:20:46, time: 0.574, data_time: 0.010, memory: 5179, loss_crf: 0.0168, loss: 0.0168, grad_norm: 2.9750 +2022-03-10 17:50:13,404 - davarocr - INFO - Epoch [11][55/541] lr: 3.333e-05, eta: 3:20:45, time: 0.638, data_time: 0.008, memory: 5179, loss_crf: 0.1976, loss: 0.1976, grad_norm: 29.0429 +2022-03-10 17:50:15,987 - davarocr - INFO - Epoch [11][60/541] lr: 3.333e-05, eta: 3:20:41, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.1950, loss: 0.1950, grad_norm: 24.8913 +2022-03-10 17:50:19,027 - davarocr - INFO - Epoch [11][65/541] lr: 3.333e-05, eta: 3:20:39, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.1488, loss: 0.1488, grad_norm: 18.4740 +2022-03-10 17:50:21,959 - davarocr - INFO - Epoch [11][70/541] lr: 3.333e-05, eta: 3:20:37, time: 0.587, data_time: 0.009, memory: 5179, loss_crf: 0.0810, loss: 0.0810, grad_norm: 21.9786 +2022-03-10 17:50:24,873 - davarocr - INFO - Epoch [11][75/541] lr: 3.333e-05, eta: 3:20:35, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.2450, loss: 0.2450, grad_norm: 56.5580 +2022-03-10 17:50:27,519 - davarocr - INFO - Epoch [11][80/541] lr: 3.333e-05, eta: 3:20:31, time: 0.530, data_time: 0.009, memory: 5179, loss_crf: 0.1125, loss: 0.1125, grad_norm: 34.3198 +2022-03-10 17:50:30,415 - davarocr - INFO - Epoch [11][85/541] lr: 3.333e-05, eta: 3:20:29, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.2047, loss: 0.2047, grad_norm: 35.2630 +2022-03-10 17:50:33,363 - davarocr - INFO - Epoch [11][90/541] lr: 3.333e-05, eta: 3:20:27, time: 0.590, data_time: 0.009, memory: 5179, loss_crf: 0.0837, loss: 0.0837, grad_norm: 36.1194 +2022-03-10 17:50:36,197 - davarocr - INFO - Epoch [11][95/541] lr: 3.333e-05, eta: 3:20:24, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0143, loss: 0.0143, grad_norm: 3.9589 +2022-03-10 17:50:38,975 - davarocr - INFO - Epoch [11][100/541] lr: 3.333e-05, eta: 3:20:21, time: 0.556, data_time: 0.008, memory: 5179, loss_crf: 0.0887, loss: 0.0887, grad_norm: 5.5143 +2022-03-10 17:50:41,628 - davarocr - INFO - Epoch [11][105/541] lr: 3.333e-05, eta: 3:20:18, time: 0.531, data_time: 0.007, memory: 5179, loss_crf: 0.1883, loss: 0.1883, grad_norm: 32.0799 +2022-03-10 17:50:44,672 - davarocr - INFO - Epoch [11][110/541] lr: 3.333e-05, eta: 3:20:16, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.1332, loss: 0.1332, grad_norm: 8.8746 +2022-03-10 17:50:47,538 - davarocr - INFO - Epoch [11][115/541] lr: 3.333e-05, eta: 3:20:14, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.2434, loss: 0.2434, grad_norm: 17.3996 +2022-03-10 17:50:50,466 - davarocr - INFO - Epoch [11][120/541] lr: 3.333e-05, eta: 3:20:11, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.1673, loss: 0.1673, grad_norm: 30.4942 +2022-03-10 17:50:53,330 - davarocr - INFO - Epoch [11][125/541] lr: 3.333e-05, eta: 3:20:09, time: 0.575, data_time: 0.009, memory: 5179, loss_crf: 0.1390, loss: 0.1390, grad_norm: 9.6779 +2022-03-10 17:50:56,202 - davarocr - INFO - Epoch [11][130/541] lr: 3.333e-05, eta: 3:20:06, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0825, loss: 0.0825, grad_norm: 10.7923 +2022-03-10 17:50:59,087 - davarocr - INFO - Epoch [11][135/541] lr: 3.333e-05, eta: 3:20:04, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.4719, loss: 0.4719, grad_norm: 27.9620 +2022-03-10 17:51:01,974 - davarocr - INFO - Epoch [11][140/541] lr: 3.333e-05, eta: 3:20:02, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.2350, loss: 0.2350, grad_norm: 34.3371 +2022-03-10 17:51:04,783 - davarocr - INFO - Epoch [11][145/541] lr: 3.333e-05, eta: 3:19:59, time: 0.562, data_time: 0.006, memory: 5179, loss_crf: 0.0453, loss: 0.0453, grad_norm: 13.4309 +2022-03-10 17:51:07,602 - davarocr - INFO - Epoch [11][150/541] lr: 3.333e-05, eta: 3:19:56, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.1262, loss: 0.1262, grad_norm: 25.7905 +2022-03-10 17:51:10,553 - davarocr - INFO - Epoch [11][155/541] lr: 3.333e-05, eta: 3:19:54, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0532, loss: 0.0532, grad_norm: 7.4317 +2022-03-10 17:51:13,436 - davarocr - INFO - Epoch [11][160/541] lr: 3.333e-05, eta: 3:19:52, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0581, loss: 0.0581, grad_norm: 38.1289 +2022-03-10 17:51:16,270 - davarocr - INFO - Epoch [11][165/541] lr: 3.333e-05, eta: 3:19:49, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.6582, loss: 0.6582, grad_norm: 27.5763 +2022-03-10 17:51:19,619 - davarocr - INFO - Epoch [11][170/541] lr: 3.333e-05, eta: 3:19:48, time: 0.670, data_time: 0.006, memory: 5179, loss_crf: 0.4646, loss: 0.4646, grad_norm: 47.7280 +2022-03-10 17:51:22,397 - davarocr - INFO - Epoch [11][175/541] lr: 3.333e-05, eta: 3:19:46, time: 0.556, data_time: 0.008, memory: 5179, loss_crf: 0.1343, loss: 0.1343, grad_norm: 32.7248 +2022-03-10 17:51:25,117 - davarocr - INFO - Epoch [11][180/541] lr: 3.333e-05, eta: 3:19:42, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.1624, loss: 0.1624, grad_norm: 11.6626 +2022-03-10 17:51:27,710 - davarocr - INFO - Epoch [11][185/541] lr: 3.333e-05, eta: 3:19:39, time: 0.521, data_time: 0.011, memory: 5179, loss_crf: 0.2701, loss: 0.2701, grad_norm: 22.6277 +2022-03-10 17:51:30,261 - davarocr - INFO - Epoch [11][190/541] lr: 3.333e-05, eta: 3:19:35, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0734, loss: 0.0734, grad_norm: 17.4026 +2022-03-10 17:51:32,790 - davarocr - INFO - Epoch [11][195/541] lr: 3.333e-05, eta: 3:19:31, time: 0.506, data_time: 0.007, memory: 5179, loss_crf: 0.0156, loss: 0.0156, grad_norm: 2.5639 +2022-03-10 17:51:35,430 - davarocr - INFO - Epoch [11][200/541] lr: 3.333e-05, eta: 3:19:28, time: 0.528, data_time: 0.006, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 1.2033 +2022-03-10 17:51:38,313 - davarocr - INFO - Epoch [11][205/541] lr: 3.333e-05, eta: 3:19:26, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0426, loss: 0.0426, grad_norm: 12.0923 +2022-03-10 17:51:41,319 - davarocr - INFO - Epoch [11][210/541] lr: 3.333e-05, eta: 3:19:24, time: 0.601, data_time: 0.007, memory: 5179, loss_crf: 0.0576, loss: 0.0576, grad_norm: 10.9963 +2022-03-10 17:51:43,937 - davarocr - INFO - Epoch [11][215/541] lr: 3.333e-05, eta: 3:19:20, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.0946, loss: 0.0946, grad_norm: 5.5746 +2022-03-10 17:51:46,512 - davarocr - INFO - Epoch [11][220/541] lr: 3.333e-05, eta: 3:19:17, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.3524, loss: 0.3524, grad_norm: 46.3147 +2022-03-10 17:51:49,040 - davarocr - INFO - Epoch [11][225/541] lr: 3.333e-05, eta: 3:19:13, time: 0.505, data_time: 0.006, memory: 5179, loss_crf: 0.1842, loss: 0.1842, grad_norm: 47.3187 +2022-03-10 17:51:51,622 - davarocr - INFO - Epoch [11][230/541] lr: 3.333e-05, eta: 3:19:09, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0755, loss: 0.0755, grad_norm: 11.9866 +2022-03-10 17:51:54,366 - davarocr - INFO - Epoch [11][235/541] lr: 3.333e-05, eta: 3:19:06, time: 0.548, data_time: 0.008, memory: 5179, loss_crf: 0.2238, loss: 0.2238, grad_norm: 16.9200 +2022-03-10 17:51:57,183 - davarocr - INFO - Epoch [11][240/541] lr: 3.333e-05, eta: 3:19:03, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0192, loss: 0.0192, grad_norm: 13.3292 +2022-03-10 17:52:00,049 - davarocr - INFO - Epoch [11][245/541] lr: 3.333e-05, eta: 3:19:01, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0513, loss: 0.0513, grad_norm: 14.7127 +2022-03-10 17:52:02,906 - davarocr - INFO - Epoch [11][250/541] lr: 3.333e-05, eta: 3:18:58, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.1535, loss: 0.1535, grad_norm: 22.5321 +2022-03-10 17:52:05,941 - davarocr - INFO - Epoch [11][255/541] lr: 3.333e-05, eta: 3:18:57, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.2035, loss: 0.2035, grad_norm: 33.9178 +2022-03-10 17:52:08,796 - davarocr - INFO - Epoch [11][260/541] lr: 3.333e-05, eta: 3:18:54, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.3450, loss: 0.3450, grad_norm: 52.0119 +2022-03-10 17:52:11,731 - davarocr - INFO - Epoch [11][265/541] lr: 3.333e-05, eta: 3:18:52, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.2783, loss: 0.2783, grad_norm: 18.1924 +2022-03-10 17:52:14,894 - davarocr - INFO - Epoch [11][270/541] lr: 3.333e-05, eta: 3:18:50, time: 0.633, data_time: 0.007, memory: 5179, loss_crf: 0.0266, loss: 0.0266, grad_norm: 12.7391 +2022-03-10 17:52:17,961 - davarocr - INFO - Epoch [11][275/541] lr: 3.333e-05, eta: 3:18:49, time: 0.613, data_time: 0.006, memory: 5179, loss_crf: 0.2878, loss: 0.2878, grad_norm: 27.6333 +2022-03-10 17:52:21,118 - davarocr - INFO - Epoch [11][280/541] lr: 3.333e-05, eta: 3:18:47, time: 0.632, data_time: 0.006, memory: 5179, loss_crf: 0.0606, loss: 0.0606, grad_norm: 10.2478 +2022-03-10 17:52:23,942 - davarocr - INFO - Epoch [11][285/541] lr: 3.333e-05, eta: 3:18:45, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.3515, loss: 0.3515, grad_norm: 7.8185 +2022-03-10 17:52:26,712 - davarocr - INFO - Epoch [11][290/541] lr: 3.333e-05, eta: 3:18:42, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0239, loss: 0.0239, grad_norm: 8.6137 +2022-03-10 17:52:29,530 - davarocr - INFO - Epoch [11][295/541] lr: 3.333e-05, eta: 3:18:39, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.2975, loss: 0.2975, grad_norm: 31.3838 +2022-03-10 17:52:32,337 - davarocr - INFO - Epoch [11][300/541] lr: 3.333e-05, eta: 3:18:36, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0391, loss: 0.0391, grad_norm: 8.8027 +2022-03-10 17:52:35,120 - davarocr - INFO - Epoch [11][305/541] lr: 3.333e-05, eta: 3:18:33, time: 0.557, data_time: 0.008, memory: 5179, loss_crf: 0.2699, loss: 0.2699, grad_norm: 25.5682 +2022-03-10 17:52:38,019 - davarocr - INFO - Epoch [11][310/541] lr: 3.333e-05, eta: 3:18:31, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.2024, loss: 0.2024, grad_norm: 35.2300 +2022-03-10 17:52:40,925 - davarocr - INFO - Epoch [11][315/541] lr: 3.333e-05, eta: 3:18:29, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0280, loss: 0.0280, grad_norm: 8.8291 +2022-03-10 17:52:43,756 - davarocr - INFO - Epoch [11][320/541] lr: 3.333e-05, eta: 3:18:26, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0092, loss: 0.0092, grad_norm: 3.1895 +2022-03-10 17:52:46,414 - davarocr - INFO - Epoch [11][325/541] lr: 3.333e-05, eta: 3:18:23, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.2063, loss: 0.2063, grad_norm: 36.9121 +2022-03-10 17:52:48,987 - davarocr - INFO - Epoch [11][330/541] lr: 3.333e-05, eta: 3:18:19, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.1428, loss: 0.1428, grad_norm: 17.3632 +2022-03-10 17:52:51,572 - davarocr - INFO - Epoch [11][335/541] lr: 3.333e-05, eta: 3:18:16, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.2771, loss: 0.2771, grad_norm: 28.5936 +2022-03-10 17:52:54,165 - davarocr - INFO - Epoch [11][340/541] lr: 3.333e-05, eta: 3:18:12, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0403, loss: 0.0403, grad_norm: 10.0128 +2022-03-10 17:52:56,872 - davarocr - INFO - Epoch [11][345/541] lr: 3.333e-05, eta: 3:18:09, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0198, loss: 0.0198, grad_norm: 7.4214 +2022-03-10 17:52:59,768 - davarocr - INFO - Epoch [11][350/541] lr: 3.333e-05, eta: 3:18:07, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0235, loss: 0.0235, grad_norm: 5.8788 +2022-03-10 17:53:02,800 - davarocr - INFO - Epoch [11][355/541] lr: 3.333e-05, eta: 3:18:05, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0156, loss: 0.0156, grad_norm: 12.9955 +2022-03-10 17:53:05,682 - davarocr - INFO - Epoch [11][360/541] lr: 3.333e-05, eta: 3:18:02, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.1210, loss: 0.1210, grad_norm: 14.8117 +2022-03-10 17:53:08,731 - davarocr - INFO - Epoch [11][365/541] lr: 3.333e-05, eta: 3:18:00, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0385, loss: 0.0385, grad_norm: 4.4476 +2022-03-10 17:53:11,888 - davarocr - INFO - Epoch [11][370/541] lr: 3.333e-05, eta: 3:17:59, time: 0.630, data_time: 0.006, memory: 5179, loss_crf: 0.1078, loss: 0.1078, grad_norm: 6.2102 +2022-03-10 17:53:14,920 - davarocr - INFO - Epoch [11][375/541] lr: 3.333e-05, eta: 3:17:57, time: 0.607, data_time: 0.008, memory: 5179, loss_crf: 0.1086, loss: 0.1086, grad_norm: 27.6175 +2022-03-10 17:53:17,945 - davarocr - INFO - Epoch [11][380/541] lr: 3.333e-05, eta: 3:17:55, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.1996, loss: 0.1996, grad_norm: 34.8016 +2022-03-10 17:53:20,980 - davarocr - INFO - Epoch [11][385/541] lr: 3.333e-05, eta: 3:17:53, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.1035, loss: 0.1035, grad_norm: 20.4961 +2022-03-10 17:53:23,852 - davarocr - INFO - Epoch [11][390/541] lr: 3.333e-05, eta: 3:17:51, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.1573, loss: 0.1573, grad_norm: 25.1049 +2022-03-10 17:53:26,770 - davarocr - INFO - Epoch [11][395/541] lr: 3.333e-05, eta: 3:17:48, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.1437, loss: 0.1437, grad_norm: 4.4211 +2022-03-10 17:53:29,659 - davarocr - INFO - Epoch [11][400/541] lr: 3.333e-05, eta: 3:17:46, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.1383, loss: 0.1383, grad_norm: 15.5464 +2022-03-10 17:53:32,547 - davarocr - INFO - Epoch [11][405/541] lr: 3.333e-05, eta: 3:17:43, time: 0.580, data_time: 0.010, memory: 5179, loss_crf: 0.1072, loss: 0.1072, grad_norm: 53.6345 +2022-03-10 17:53:35,452 - davarocr - INFO - Epoch [11][410/541] lr: 3.333e-05, eta: 3:17:41, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.2756, loss: 0.2756, grad_norm: 56.5308 +2022-03-10 17:53:38,509 - davarocr - INFO - Epoch [11][415/541] lr: 3.333e-05, eta: 3:17:39, time: 0.612, data_time: 0.008, memory: 5179, loss_crf: 0.1046, loss: 0.1046, grad_norm: 15.1633 +2022-03-10 17:53:41,423 - davarocr - INFO - Epoch [11][420/541] lr: 3.333e-05, eta: 3:17:37, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.1724, loss: 0.1724, grad_norm: 27.8499 +2022-03-10 17:53:44,271 - davarocr - INFO - Epoch [11][425/541] lr: 3.333e-05, eta: 3:17:34, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.1786, loss: 0.1786, grad_norm: 33.3412 +2022-03-10 17:53:47,222 - davarocr - INFO - Epoch [11][430/541] lr: 3.333e-05, eta: 3:17:32, time: 0.591, data_time: 0.008, memory: 5179, loss_crf: 0.1337, loss: 0.1337, grad_norm: 14.9471 +2022-03-10 17:53:50,160 - davarocr - INFO - Epoch [11][435/541] lr: 3.333e-05, eta: 3:17:30, time: 0.588, data_time: 0.008, memory: 5179, loss_crf: 0.0605, loss: 0.0605, grad_norm: 9.2344 +2022-03-10 17:53:53,080 - davarocr - INFO - Epoch [11][440/541] lr: 3.333e-05, eta: 3:17:27, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0752, loss: 0.0752, grad_norm: 21.4563 +2022-03-10 17:53:56,011 - davarocr - INFO - Epoch [11][445/541] lr: 3.333e-05, eta: 3:17:25, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0932, loss: 0.0932, grad_norm: 13.6061 +2022-03-10 17:53:58,975 - davarocr - INFO - Epoch [11][450/541] lr: 3.333e-05, eta: 3:17:23, time: 0.593, data_time: 0.008, memory: 5179, loss_crf: 0.0481, loss: 0.0481, grad_norm: 19.2085 +2022-03-10 17:54:02,015 - davarocr - INFO - Epoch [11][455/541] lr: 3.333e-05, eta: 3:17:21, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0337, loss: 0.0337, grad_norm: 8.1835 +2022-03-10 17:54:04,891 - davarocr - INFO - Epoch [11][460/541] lr: 3.333e-05, eta: 3:17:18, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.3523, loss: 0.3523, grad_norm: 37.9529 +2022-03-10 17:54:07,921 - davarocr - INFO - Epoch [11][465/541] lr: 3.333e-05, eta: 3:17:16, time: 0.606, data_time: 0.008, memory: 5179, loss_crf: 0.3925, loss: 0.3925, grad_norm: 22.8407 +2022-03-10 17:54:10,939 - davarocr - INFO - Epoch [11][470/541] lr: 3.333e-05, eta: 3:17:15, time: 0.604, data_time: 0.008, memory: 5179, loss_crf: 0.2154, loss: 0.2154, grad_norm: 11.6874 +2022-03-10 17:54:13,950 - davarocr - INFO - Epoch [11][475/541] lr: 3.333e-05, eta: 3:17:12, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.2151, loss: 0.2151, grad_norm: 44.7664 +2022-03-10 17:54:16,964 - davarocr - INFO - Epoch [11][480/541] lr: 3.333e-05, eta: 3:17:10, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0843, loss: 0.0843, grad_norm: 23.9742 +2022-03-10 17:54:19,951 - davarocr - INFO - Epoch [11][485/541] lr: 3.333e-05, eta: 3:17:08, time: 0.598, data_time: 0.008, memory: 5179, loss_crf: 0.1691, loss: 0.1691, grad_norm: 22.2364 +2022-03-10 17:54:22,838 - davarocr - INFO - Epoch [11][490/541] lr: 3.333e-05, eta: 3:17:06, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0569, loss: 0.0569, grad_norm: 9.5346 +2022-03-10 17:54:25,705 - davarocr - INFO - Epoch [11][495/541] lr: 3.333e-05, eta: 3:17:03, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.1927, loss: 0.1927, grad_norm: 16.0014 +2022-03-10 17:54:28,520 - davarocr - INFO - Epoch [11][500/541] lr: 3.333e-05, eta: 3:17:01, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.3843, loss: 0.3843, grad_norm: 55.7981 +2022-03-10 17:54:31,477 - davarocr - INFO - Epoch [11][505/541] lr: 3.333e-05, eta: 3:16:58, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0106, loss: 0.0106, grad_norm: 8.8824 +2022-03-10 17:54:34,347 - davarocr - INFO - Epoch [11][510/541] lr: 3.333e-05, eta: 3:16:56, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.1676, loss: 0.1676, grad_norm: 5.2527 +2022-03-10 17:54:37,361 - davarocr - INFO - Epoch [11][515/541] lr: 3.333e-05, eta: 3:16:54, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.1936, loss: 0.1936, grad_norm: 26.3619 +2022-03-10 17:54:40,221 - davarocr - INFO - Epoch [11][520/541] lr: 3.333e-05, eta: 3:16:51, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.2480, loss: 0.2480, grad_norm: 30.2051 +2022-03-10 17:54:43,115 - davarocr - INFO - Epoch [11][525/541] lr: 3.333e-05, eta: 3:16:49, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0236, loss: 0.0236, grad_norm: 4.5975 +2022-03-10 17:54:45,949 - davarocr - INFO - Epoch [11][530/541] lr: 3.333e-05, eta: 3:16:46, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.1059, loss: 0.1059, grad_norm: 19.3766 +2022-03-10 17:54:48,818 - davarocr - INFO - Epoch [11][535/541] lr: 3.333e-05, eta: 3:16:44, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.2467, loss: 0.2467, grad_norm: 24.4488 +2022-03-10 17:54:51,749 - davarocr - INFO - Epoch [11][540/541] lr: 3.333e-05, eta: 3:16:41, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0650, loss: 0.0650, grad_norm: 5.0044 +2022-03-10 17:55:30,675 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9175157260565252 +2022-03-10 17:55:30,676 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 17:55:30,677 - davarocr - INFO - Epoch(val) [11][541] LOC: {'precision': 0.9365269461077844, 'recall': 0.9376498800959233, 'f1-score': 0.9370880766926304}, PER: {'precision': 0.9582294264339152, 'recall': 0.9505256648113791, 'f1-score': 0.9543619993790748}, MISC: {'precision': 0.8233618233618234, 'recall': 0.8233618233618234, 'f1-score': 0.8233618233618235}, ORG: {'precision': 0.8815943728018757, 'recall': 0.9054786273329319, 'f1-score': 0.8933768933768933}, all: {'precision': 0.9121788102780711, 'recall': 0.9176699716713881, 'f1-score': 0.9149161518093558}, hmean: 0.9149 +2022-03-10 17:55:36,228 - davarocr - INFO - Epoch [12][5/541] lr: 3.226e-05, eta: 3:16:46, time: 1.109, data_time: 0.495, memory: 5179, loss_crf: 0.0367, loss: 0.0367, grad_norm: 5.7541 +2022-03-10 17:55:39,136 - davarocr - INFO - Epoch [12][10/541] lr: 3.226e-05, eta: 3:16:43, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.1659, loss: 0.1659, grad_norm: 23.3619 +2022-03-10 17:55:41,976 - davarocr - INFO - Epoch [12][15/541] lr: 3.226e-05, eta: 3:16:41, time: 0.569, data_time: 0.008, memory: 5179, loss_crf: 0.3295, loss: 0.3295, grad_norm: 16.5109 +2022-03-10 17:55:44,632 - davarocr - INFO - Epoch [12][20/541] lr: 3.226e-05, eta: 3:16:37, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.1934, loss: 0.1934, grad_norm: 89.1795 +2022-03-10 17:55:47,547 - davarocr - INFO - Epoch [12][25/541] lr: 3.226e-05, eta: 3:16:35, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0978, loss: 0.0978, grad_norm: 22.9140 +2022-03-10 17:55:50,425 - davarocr - INFO - Epoch [12][30/541] lr: 3.226e-05, eta: 3:16:32, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0285, loss: 0.0285, grad_norm: 8.0197 +2022-03-10 17:55:53,190 - davarocr - INFO - Epoch [12][35/541] lr: 3.226e-05, eta: 3:16:30, time: 0.553, data_time: 0.008, memory: 5179, loss_crf: 0.0149, loss: 0.0149, grad_norm: 11.2605 +2022-03-10 17:55:56,022 - davarocr - INFO - Epoch [12][40/541] lr: 3.226e-05, eta: 3:16:27, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0115, loss: 0.0115, grad_norm: 2.7062 +2022-03-10 17:55:58,827 - davarocr - INFO - Epoch [12][45/541] lr: 3.226e-05, eta: 3:16:24, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.0385, loss: 0.0385, grad_norm: 11.1070 +2022-03-10 17:56:01,703 - davarocr - INFO - Epoch [12][50/541] lr: 3.226e-05, eta: 3:16:22, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0992, loss: 0.0992, grad_norm: 11.8301 +2022-03-10 17:56:04,604 - davarocr - INFO - Epoch [12][55/541] lr: 3.226e-05, eta: 3:16:19, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.1255, loss: 0.1255, grad_norm: 22.1906 +2022-03-10 17:56:07,518 - davarocr - INFO - Epoch [12][60/541] lr: 3.226e-05, eta: 3:16:17, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.1686, loss: 0.1686, grad_norm: 6.6266 +2022-03-10 17:56:10,430 - davarocr - INFO - Epoch [12][65/541] lr: 3.226e-05, eta: 3:16:14, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.1188, loss: 0.1188, grad_norm: 4.1484 +2022-03-10 17:56:13,322 - davarocr - INFO - Epoch [12][70/541] lr: 3.226e-05, eta: 3:16:12, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0541, loss: 0.0541, grad_norm: 7.9337 +2022-03-10 17:56:16,406 - davarocr - INFO - Epoch [12][75/541] lr: 3.226e-05, eta: 3:16:10, time: 0.617, data_time: 0.006, memory: 5179, loss_crf: 0.0811, loss: 0.0811, grad_norm: 13.2598 +2022-03-10 17:56:19,311 - davarocr - INFO - Epoch [12][80/541] lr: 3.226e-05, eta: 3:16:08, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0411, loss: 0.0411, grad_norm: 2.9455 +2022-03-10 17:56:22,394 - davarocr - INFO - Epoch [12][85/541] lr: 3.226e-05, eta: 3:16:06, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 0.1958, loss: 0.1958, grad_norm: 32.5777 +2022-03-10 17:56:25,477 - davarocr - INFO - Epoch [12][90/541] lr: 3.226e-05, eta: 3:16:04, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0199, loss: 0.0199, grad_norm: 8.9812 +2022-03-10 17:56:28,689 - davarocr - INFO - Epoch [12][95/541] lr: 3.226e-05, eta: 3:16:03, time: 0.643, data_time: 0.007, memory: 5179, loss_crf: 0.1355, loss: 0.1355, grad_norm: 37.0871 +2022-03-10 17:56:31,757 - davarocr - INFO - Epoch [12][100/541] lr: 3.226e-05, eta: 3:16:01, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0154, loss: 0.0154, grad_norm: 4.2157 +2022-03-10 17:56:34,712 - davarocr - INFO - Epoch [12][105/541] lr: 3.226e-05, eta: 3:15:58, time: 0.591, data_time: 0.006, memory: 5179, loss_crf: 0.2506, loss: 0.2506, grad_norm: 33.9035 +2022-03-10 17:56:37,375 - davarocr - INFO - Epoch [12][110/541] lr: 3.226e-05, eta: 3:15:55, time: 0.533, data_time: 0.006, memory: 5179, loss_crf: 0.1238, loss: 0.1238, grad_norm: 40.4363 +2022-03-10 17:56:39,907 - davarocr - INFO - Epoch [12][115/541] lr: 3.226e-05, eta: 3:15:51, time: 0.506, data_time: 0.006, memory: 5179, loss_crf: 0.2588, loss: 0.2588, grad_norm: 27.7961 +2022-03-10 17:56:42,492 - davarocr - INFO - Epoch [12][120/541] lr: 3.226e-05, eta: 3:15:48, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.1483, loss: 0.1483, grad_norm: 39.0766 +2022-03-10 17:56:45,353 - davarocr - INFO - Epoch [12][125/541] lr: 3.226e-05, eta: 3:15:45, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0268, loss: 0.0268, grad_norm: 9.5997 +2022-03-10 17:56:48,235 - davarocr - INFO - Epoch [12][130/541] lr: 3.226e-05, eta: 3:15:43, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.2133, loss: 0.2133, grad_norm: 24.6475 +2022-03-10 17:56:51,129 - davarocr - INFO - Epoch [12][135/541] lr: 3.226e-05, eta: 3:15:40, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0166, loss: 0.0166, grad_norm: 3.2683 +2022-03-10 17:56:54,004 - davarocr - INFO - Epoch [12][140/541] lr: 3.226e-05, eta: 3:15:38, time: 0.575, data_time: 0.005, memory: 5179, loss_crf: 0.2304, loss: 0.2304, grad_norm: 26.6578 +2022-03-10 17:56:56,896 - davarocr - INFO - Epoch [12][145/541] lr: 3.226e-05, eta: 3:15:35, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.1280, loss: 0.1280, grad_norm: 19.0429 +2022-03-10 17:56:59,744 - davarocr - INFO - Epoch [12][150/541] lr: 3.226e-05, eta: 3:15:33, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.1432, loss: 0.1432, grad_norm: 18.1924 +2022-03-10 17:57:02,599 - davarocr - INFO - Epoch [12][155/541] lr: 3.226e-05, eta: 3:15:30, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.2104, loss: 0.2104, grad_norm: 42.8825 +2022-03-10 17:57:05,444 - davarocr - INFO - Epoch [12][160/541] lr: 3.226e-05, eta: 3:15:27, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0194, loss: 0.0194, grad_norm: 6.8879 +2022-03-10 17:57:08,092 - davarocr - INFO - Epoch [12][165/541] lr: 3.226e-05, eta: 3:15:24, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.1548, loss: 0.1548, grad_norm: 22.3334 +2022-03-10 17:57:10,669 - davarocr - INFO - Epoch [12][170/541] lr: 3.226e-05, eta: 3:15:21, time: 0.516, data_time: 0.005, memory: 5179, loss_crf: 0.4464, loss: 0.4464, grad_norm: 47.8203 +2022-03-10 17:57:13,366 - davarocr - INFO - Epoch [12][175/541] lr: 3.226e-05, eta: 3:15:17, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.1020, loss: 0.1020, grad_norm: 15.8455 +2022-03-10 17:57:15,954 - davarocr - INFO - Epoch [12][180/541] lr: 3.226e-05, eta: 3:15:14, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0690, loss: 0.0690, grad_norm: 27.0621 +2022-03-10 17:57:18,738 - davarocr - INFO - Epoch [12][185/541] lr: 3.226e-05, eta: 3:15:11, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0283, loss: 0.0283, grad_norm: 8.4334 +2022-03-10 17:57:21,379 - davarocr - INFO - Epoch [12][190/541] lr: 3.226e-05, eta: 3:15:08, time: 0.528, data_time: 0.004, memory: 5179, loss_crf: 0.1275, loss: 0.1275, grad_norm: 30.1716 +2022-03-10 17:57:24,055 - davarocr - INFO - Epoch [12][195/541] lr: 3.226e-05, eta: 3:15:04, time: 0.535, data_time: 0.005, memory: 5179, loss_crf: 0.1201, loss: 0.1201, grad_norm: 19.8579 +2022-03-10 17:57:27,037 - davarocr - INFO - Epoch [12][200/541] lr: 3.226e-05, eta: 3:15:02, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.4287, loss: 0.4287, grad_norm: 22.5828 +2022-03-10 17:57:30,016 - davarocr - INFO - Epoch [12][205/541] lr: 3.226e-05, eta: 3:15:00, time: 0.598, data_time: 0.010, memory: 5179, loss_crf: 0.0544, loss: 0.0544, grad_norm: 28.5008 +2022-03-10 17:57:33,143 - davarocr - INFO - Epoch [12][210/541] lr: 3.226e-05, eta: 3:14:58, time: 0.626, data_time: 0.007, memory: 5179, loss_crf: 0.1806, loss: 0.1806, grad_norm: 22.4759 +2022-03-10 17:57:36,043 - davarocr - INFO - Epoch [12][215/541] lr: 3.226e-05, eta: 3:14:56, time: 0.580, data_time: 0.005, memory: 5179, loss_crf: 0.2684, loss: 0.2684, grad_norm: 22.5958 +2022-03-10 17:57:38,942 - davarocr - INFO - Epoch [12][220/541] lr: 3.226e-05, eta: 3:14:53, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.1580, loss: 0.1580, grad_norm: 35.9749 +2022-03-10 17:57:41,762 - davarocr - INFO - Epoch [12][225/541] lr: 3.226e-05, eta: 3:14:51, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.1577, loss: 0.1577, grad_norm: 10.2620 +2022-03-10 17:57:44,289 - davarocr - INFO - Epoch [12][230/541] lr: 3.226e-05, eta: 3:14:47, time: 0.505, data_time: 0.009, memory: 5179, loss_crf: 0.0128, loss: 0.0128, grad_norm: 1.9457 +2022-03-10 17:57:46,867 - davarocr - INFO - Epoch [12][235/541] lr: 3.226e-05, eta: 3:14:43, time: 0.516, data_time: 0.008, memory: 5179, loss_crf: 0.0280, loss: 0.0280, grad_norm: 5.4730 +2022-03-10 17:57:49,659 - davarocr - INFO - Epoch [12][240/541] lr: 3.226e-05, eta: 3:14:41, time: 0.559, data_time: 0.008, memory: 5179, loss_crf: 0.1069, loss: 0.1069, grad_norm: 24.3850 +2022-03-10 17:57:52,572 - davarocr - INFO - Epoch [12][245/541] lr: 3.226e-05, eta: 3:14:38, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.1540, loss: 0.1540, grad_norm: 41.6096 +2022-03-10 17:57:55,418 - davarocr - INFO - Epoch [12][250/541] lr: 3.226e-05, eta: 3:14:36, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.2428, loss: 0.2428, grad_norm: 30.6712 +2022-03-10 17:57:58,086 - davarocr - INFO - Epoch [12][255/541] lr: 3.226e-05, eta: 3:14:32, time: 0.534, data_time: 0.006, memory: 5179, loss_crf: 0.0822, loss: 0.0822, grad_norm: 20.1550 +2022-03-10 17:58:00,986 - davarocr - INFO - Epoch [12][260/541] lr: 3.226e-05, eta: 3:14:30, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.4498, loss: 0.4498, grad_norm: 33.4378 +2022-03-10 17:58:03,885 - davarocr - INFO - Epoch [12][265/541] lr: 3.226e-05, eta: 3:14:27, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0951, loss: 0.0951, grad_norm: 20.6207 +2022-03-10 17:58:06,514 - davarocr - INFO - Epoch [12][270/541] lr: 3.226e-05, eta: 3:14:24, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0653, loss: 0.0653, grad_norm: 11.5276 +2022-03-10 17:58:09,116 - davarocr - INFO - Epoch [12][275/541] lr: 3.226e-05, eta: 3:14:21, time: 0.520, data_time: 0.006, memory: 5179, loss_crf: 0.1060, loss: 0.1060, grad_norm: 20.4090 +2022-03-10 17:58:12,215 - davarocr - INFO - Epoch [12][280/541] lr: 3.226e-05, eta: 3:14:19, time: 0.620, data_time: 0.008, memory: 5179, loss_crf: 0.2849, loss: 0.2849, grad_norm: 22.4009 +2022-03-10 17:58:15,343 - davarocr - INFO - Epoch [12][285/541] lr: 3.226e-05, eta: 3:14:17, time: 0.626, data_time: 0.005, memory: 5179, loss_crf: 0.1652, loss: 0.1652, grad_norm: 16.4783 +2022-03-10 17:58:18,315 - davarocr - INFO - Epoch [12][290/541] lr: 3.226e-05, eta: 3:14:15, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.1430, loss: 0.1430, grad_norm: 20.9354 +2022-03-10 17:58:21,369 - davarocr - INFO - Epoch [12][295/541] lr: 3.226e-05, eta: 3:14:13, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.0135, loss: 0.0135, grad_norm: 3.9723 +2022-03-10 17:58:24,425 - davarocr - INFO - Epoch [12][300/541] lr: 3.226e-05, eta: 3:14:11, time: 0.611, data_time: 0.005, memory: 5179, loss_crf: 0.1314, loss: 0.1314, grad_norm: 19.8373 +2022-03-10 17:58:27,623 - davarocr - INFO - Epoch [12][305/541] lr: 3.226e-05, eta: 3:14:09, time: 0.639, data_time: 0.006, memory: 5179, loss_crf: 0.3205, loss: 0.3205, grad_norm: 22.9284 +2022-03-10 17:58:30,712 - davarocr - INFO - Epoch [12][310/541] lr: 3.226e-05, eta: 3:14:08, time: 0.618, data_time: 0.007, memory: 5179, loss_crf: 0.0738, loss: 0.0738, grad_norm: 10.7736 +2022-03-10 17:58:33,395 - davarocr - INFO - Epoch [12][315/541] lr: 3.226e-05, eta: 3:14:04, time: 0.536, data_time: 0.006, memory: 5179, loss_crf: 0.0192, loss: 0.0192, grad_norm: 4.5277 +2022-03-10 17:58:36,287 - davarocr - INFO - Epoch [12][320/541] lr: 3.226e-05, eta: 3:14:02, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0646, loss: 0.0646, grad_norm: 9.7798 +2022-03-10 17:58:39,158 - davarocr - INFO - Epoch [12][325/541] lr: 3.226e-05, eta: 3:13:59, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0582, loss: 0.0582, grad_norm: 18.9900 +2022-03-10 17:58:41,848 - davarocr - INFO - Epoch [12][330/541] lr: 3.226e-05, eta: 3:13:56, time: 0.539, data_time: 0.008, memory: 5179, loss_crf: 0.3573, loss: 0.3573, grad_norm: 39.2374 +2022-03-10 17:58:44,427 - davarocr - INFO - Epoch [12][335/541] lr: 3.226e-05, eta: 3:13:53, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0325, loss: 0.0325, grad_norm: 13.5815 +2022-03-10 17:58:47,023 - davarocr - INFO - Epoch [12][340/541] lr: 3.226e-05, eta: 3:13:49, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 0.0138, loss: 0.0138, grad_norm: 10.3356 +2022-03-10 17:58:49,612 - davarocr - INFO - Epoch [12][345/541] lr: 3.226e-05, eta: 3:13:46, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0763, loss: 0.0763, grad_norm: 22.4608 +2022-03-10 17:58:52,259 - davarocr - INFO - Epoch [12][350/541] lr: 3.226e-05, eta: 3:13:42, time: 0.530, data_time: 0.008, memory: 5179, loss_crf: 0.0390, loss: 0.0390, grad_norm: 2.9940 +2022-03-10 17:58:55,233 - davarocr - INFO - Epoch [12][355/541] lr: 3.226e-05, eta: 3:13:40, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 0.0338, loss: 0.0338, grad_norm: 6.5452 +2022-03-10 17:58:58,245 - davarocr - INFO - Epoch [12][360/541] lr: 3.226e-05, eta: 3:13:38, time: 0.603, data_time: 0.008, memory: 5179, loss_crf: 0.1459, loss: 0.1459, grad_norm: 21.7509 +2022-03-10 17:59:01,215 - davarocr - INFO - Epoch [12][365/541] lr: 3.226e-05, eta: 3:13:36, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.1993, loss: 0.1993, grad_norm: 29.1591 +2022-03-10 17:59:04,202 - davarocr - INFO - Epoch [12][370/541] lr: 3.226e-05, eta: 3:13:33, time: 0.597, data_time: 0.008, memory: 5179, loss_crf: 0.3094, loss: 0.3094, grad_norm: 53.3224 +2022-03-10 17:59:07,184 - davarocr - INFO - Epoch [12][375/541] lr: 3.226e-05, eta: 3:13:31, time: 0.597, data_time: 0.008, memory: 5179, loss_crf: 0.0349, loss: 0.0349, grad_norm: 16.5601 +2022-03-10 17:59:10,304 - davarocr - INFO - Epoch [12][380/541] lr: 3.226e-05, eta: 3:13:30, time: 0.623, data_time: 0.008, memory: 5179, loss_crf: 0.4306, loss: 0.4306, grad_norm: 35.7759 +2022-03-10 17:59:13,286 - davarocr - INFO - Epoch [12][385/541] lr: 3.226e-05, eta: 3:13:27, time: 0.597, data_time: 0.008, memory: 5179, loss_crf: 0.3174, loss: 0.3174, grad_norm: 97.6072 +2022-03-10 17:59:16,391 - davarocr - INFO - Epoch [12][390/541] lr: 3.226e-05, eta: 3:13:25, time: 0.620, data_time: 0.008, memory: 5179, loss_crf: 0.0828, loss: 0.0828, grad_norm: 44.6480 +2022-03-10 17:59:19,544 - davarocr - INFO - Epoch [12][395/541] lr: 3.226e-05, eta: 3:13:24, time: 0.631, data_time: 0.009, memory: 5179, loss_crf: 0.0538, loss: 0.0538, grad_norm: 12.0398 +2022-03-10 17:59:22,624 - davarocr - INFO - Epoch [12][400/541] lr: 3.226e-05, eta: 3:13:22, time: 0.617, data_time: 0.009, memory: 5179, loss_crf: 0.3012, loss: 0.3012, grad_norm: 28.3069 +2022-03-10 17:59:25,850 - davarocr - INFO - Epoch [12][405/541] lr: 3.226e-05, eta: 3:13:21, time: 0.645, data_time: 0.010, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 1.4008 +2022-03-10 17:59:28,715 - davarocr - INFO - Epoch [12][410/541] lr: 3.226e-05, eta: 3:13:18, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.5786, loss: 0.5786, grad_norm: 50.0924 +2022-03-10 17:59:31,611 - davarocr - INFO - Epoch [12][415/541] lr: 3.226e-05, eta: 3:13:15, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.2628, loss: 0.2628, grad_norm: 24.3183 +2022-03-10 17:59:34,186 - davarocr - INFO - Epoch [12][420/541] lr: 3.226e-05, eta: 3:13:12, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.1127, loss: 0.1127, grad_norm: 12.1127 +2022-03-10 17:59:36,715 - davarocr - INFO - Epoch [12][425/541] lr: 3.226e-05, eta: 3:13:08, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.1915, loss: 0.1915, grad_norm: 37.4521 +2022-03-10 17:59:39,428 - davarocr - INFO - Epoch [12][430/541] lr: 3.226e-05, eta: 3:13:05, time: 0.543, data_time: 0.005, memory: 5179, loss_crf: 0.1284, loss: 0.1284, grad_norm: 14.2569 +2022-03-10 17:59:42,381 - davarocr - INFO - Epoch [12][435/541] lr: 3.226e-05, eta: 3:13:03, time: 0.590, data_time: 0.006, memory: 5179, loss_crf: 0.0103, loss: 0.0103, grad_norm: 1.7422 +2022-03-10 17:59:44,975 - davarocr - INFO - Epoch [12][440/541] lr: 3.226e-05, eta: 3:12:59, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.2812, loss: 0.2812, grad_norm: 24.5820 +2022-03-10 17:59:47,565 - davarocr - INFO - Epoch [12][445/541] lr: 3.226e-05, eta: 3:12:56, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0482, loss: 0.0482, grad_norm: 8.4627 +2022-03-10 17:59:50,385 - davarocr - INFO - Epoch [12][450/541] lr: 3.226e-05, eta: 3:12:53, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.0958, loss: 0.0958, grad_norm: 3.9976 +2022-03-10 17:59:53,093 - davarocr - INFO - Epoch [12][455/541] lr: 3.226e-05, eta: 3:12:50, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0310, loss: 0.0310, grad_norm: 11.3626 +2022-03-10 17:59:55,692 - davarocr - INFO - Epoch [12][460/541] lr: 3.226e-05, eta: 3:12:47, time: 0.520, data_time: 0.006, memory: 5179, loss_crf: 0.1527, loss: 0.1527, grad_norm: 15.5547 +2022-03-10 17:59:58,216 - davarocr - INFO - Epoch [12][465/541] lr: 3.226e-05, eta: 3:12:43, time: 0.505, data_time: 0.006, memory: 5179, loss_crf: 0.1097, loss: 0.1097, grad_norm: 20.6732 +2022-03-10 18:00:01,071 - davarocr - INFO - Epoch [12][470/541] lr: 3.226e-05, eta: 3:12:40, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.0307, loss: 0.0307, grad_norm: 8.5221 +2022-03-10 18:00:03,934 - davarocr - INFO - Epoch [12][475/541] lr: 3.226e-05, eta: 3:12:38, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0883, loss: 0.0883, grad_norm: 16.7194 +2022-03-10 18:00:06,696 - davarocr - INFO - Epoch [12][480/541] lr: 3.226e-05, eta: 3:12:35, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.5968, loss: 0.5968, grad_norm: 49.5330 +2022-03-10 18:00:09,282 - davarocr - INFO - Epoch [12][485/541] lr: 3.226e-05, eta: 3:12:31, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 0.1529, loss: 0.1529, grad_norm: 38.1186 +2022-03-10 18:00:11,996 - davarocr - INFO - Epoch [12][490/541] lr: 3.226e-05, eta: 3:12:28, time: 0.543, data_time: 0.006, memory: 5179, loss_crf: 0.1838, loss: 0.1838, grad_norm: 25.2855 +2022-03-10 18:00:14,526 - davarocr - INFO - Epoch [12][495/541] lr: 3.226e-05, eta: 3:12:24, time: 0.506, data_time: 0.008, memory: 5179, loss_crf: 0.0109, loss: 0.0109, grad_norm: 2.9000 +2022-03-10 18:00:17,666 - davarocr - INFO - Epoch [12][500/541] lr: 3.226e-05, eta: 3:12:23, time: 0.628, data_time: 0.007, memory: 5179, loss_crf: 0.1697, loss: 0.1697, grad_norm: 24.4588 +2022-03-10 18:00:20,684 - davarocr - INFO - Epoch [12][505/541] lr: 3.226e-05, eta: 3:12:21, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0231, loss: 0.0231, grad_norm: 2.0885 +2022-03-10 18:00:23,715 - davarocr - INFO - Epoch [12][510/541] lr: 3.226e-05, eta: 3:12:18, time: 0.603, data_time: 0.005, memory: 5179, loss_crf: 0.3648, loss: 0.3648, grad_norm: 31.5177 +2022-03-10 18:00:26,748 - davarocr - INFO - Epoch [12][515/541] lr: 3.226e-05, eta: 3:12:16, time: 0.609, data_time: 0.009, memory: 5179, loss_crf: 0.0933, loss: 0.0933, grad_norm: 9.5350 +2022-03-10 18:00:29,621 - davarocr - INFO - Epoch [12][520/541] lr: 3.226e-05, eta: 3:12:14, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.1565, loss: 0.1565, grad_norm: 25.2011 +2022-03-10 18:00:32,314 - davarocr - INFO - Epoch [12][525/541] lr: 3.226e-05, eta: 3:12:11, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.1796, loss: 0.1796, grad_norm: 31.4278 +2022-03-10 18:00:34,903 - davarocr - INFO - Epoch [12][530/541] lr: 3.226e-05, eta: 3:12:07, time: 0.517, data_time: 0.005, memory: 5179, loss_crf: 0.0987, loss: 0.0987, grad_norm: 19.2262 +2022-03-10 18:00:37,477 - davarocr - INFO - Epoch [12][535/541] lr: 3.226e-05, eta: 3:12:04, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.1072, loss: 0.1072, grad_norm: 22.3952 +2022-03-10 18:00:40,018 - davarocr - INFO - Epoch [12][540/541] lr: 3.226e-05, eta: 3:12:00, time: 0.508, data_time: 0.005, memory: 5179, loss_crf: 0.0520, loss: 0.0520, grad_norm: 12.5931 +2022-03-10 18:01:17,147 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9175157260565252 +2022-03-10 18:01:17,148 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:01:17,148 - davarocr - INFO - Epoch(val) [12][541] LOC: {'precision': 0.9130434782608695, 'recall': 0.9442446043165468, 'f1-score': 0.9283819628647215}, PER: {'precision': 0.9644444444444444, 'recall': 0.9393939393939394, 'f1-score': 0.9517543859649122}, MISC: {'precision': 0.8651515151515151, 'recall': 0.8133903133903134, 'f1-score': 0.8384728340675477}, ORG: {'precision': 0.8988629563135847, 'recall': 0.9042745334136063, 'f1-score': 0.9015606242496998}, all: {'precision': 0.9175990055052389, 'recall': 0.9148371104815864, 'f1-score': 0.9162159765936696}, hmean: 0.9162 +2022-03-10 18:01:22,750 - davarocr - INFO - Epoch [13][5/541] lr: 3.125e-05, eta: 3:12:04, time: 1.119, data_time: 0.498, memory: 5179, loss_crf: 0.0481, loss: 0.0481, grad_norm: 9.5372 +2022-03-10 18:01:25,705 - davarocr - INFO - Epoch [13][10/541] lr: 3.125e-05, eta: 3:12:01, time: 0.589, data_time: 0.007, memory: 5179, loss_crf: 0.0511, loss: 0.0511, grad_norm: 5.4987 +2022-03-10 18:01:28,664 - davarocr - INFO - Epoch [13][15/541] lr: 3.125e-05, eta: 3:11:59, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0395, loss: 0.0395, grad_norm: 20.3160 +2022-03-10 18:01:31,613 - davarocr - INFO - Epoch [13][20/541] lr: 3.125e-05, eta: 3:11:57, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.8422 +2022-03-10 18:01:34,697 - davarocr - INFO - Epoch [13][25/541] lr: 3.125e-05, eta: 3:11:55, time: 0.618, data_time: 0.009, memory: 5179, loss_crf: 0.0604, loss: 0.0604, grad_norm: 10.8519 +2022-03-10 18:01:37,903 - davarocr - INFO - Epoch [13][30/541] lr: 3.125e-05, eta: 3:11:53, time: 0.638, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.7876 +2022-03-10 18:01:40,718 - davarocr - INFO - Epoch [13][35/541] lr: 3.125e-05, eta: 3:11:51, time: 0.565, data_time: 0.008, memory: 5179, loss_crf: 0.1817, loss: 0.1817, grad_norm: 44.2767 +2022-03-10 18:01:43,312 - davarocr - INFO - Epoch [13][40/541] lr: 3.125e-05, eta: 3:11:47, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.2388, loss: 0.2388, grad_norm: 31.5061 +2022-03-10 18:01:45,884 - davarocr - INFO - Epoch [13][45/541] lr: 3.125e-05, eta: 3:11:44, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.0139, loss: 0.0139, grad_norm: 3.0484 +2022-03-10 18:01:48,469 - davarocr - INFO - Epoch [13][50/541] lr: 3.125e-05, eta: 3:11:40, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.1424, loss: 0.1424, grad_norm: 48.5971 +2022-03-10 18:01:51,049 - davarocr - INFO - Epoch [13][55/541] lr: 3.125e-05, eta: 3:11:37, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0374, loss: 0.0374, grad_norm: 7.4141 +2022-03-10 18:01:53,717 - davarocr - INFO - Epoch [13][60/541] lr: 3.125e-05, eta: 3:11:33, time: 0.534, data_time: 0.007, memory: 5179, loss_crf: 0.1078, loss: 0.1078, grad_norm: 17.7513 +2022-03-10 18:01:56,581 - davarocr - INFO - Epoch [13][65/541] lr: 3.125e-05, eta: 3:11:31, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0713, loss: 0.0713, grad_norm: 11.8004 +2022-03-10 18:01:59,460 - davarocr - INFO - Epoch [13][70/541] lr: 3.125e-05, eta: 3:11:28, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 1.7271 +2022-03-10 18:02:02,046 - davarocr - INFO - Epoch [13][75/541] lr: 3.125e-05, eta: 3:11:25, time: 0.516, data_time: 0.008, memory: 5179, loss_crf: 0.0788, loss: 0.0788, grad_norm: 6.6746 +2022-03-10 18:02:04,601 - davarocr - INFO - Epoch [13][80/541] lr: 3.125e-05, eta: 3:11:21, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.1000, loss: 0.1000, grad_norm: 24.4070 +2022-03-10 18:02:07,111 - davarocr - INFO - Epoch [13][85/541] lr: 3.125e-05, eta: 3:11:17, time: 0.500, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6144 +2022-03-10 18:02:09,879 - davarocr - INFO - Epoch [13][90/541] lr: 3.125e-05, eta: 3:11:14, time: 0.556, data_time: 0.008, memory: 5179, loss_crf: 0.1090, loss: 0.1090, grad_norm: 11.3305 +2022-03-10 18:02:12,596 - davarocr - INFO - Epoch [13][95/541] lr: 3.125e-05, eta: 3:11:11, time: 0.544, data_time: 0.008, memory: 5179, loss_crf: 0.0443, loss: 0.0443, grad_norm: 6.5317 +2022-03-10 18:02:15,359 - davarocr - INFO - Epoch [13][100/541] lr: 3.125e-05, eta: 3:11:08, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.0910, loss: 0.0910, grad_norm: 11.6900 +2022-03-10 18:02:18,003 - davarocr - INFO - Epoch [13][105/541] lr: 3.125e-05, eta: 3:11:05, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0073, loss: 0.0073, grad_norm: 3.7673 +2022-03-10 18:02:20,912 - davarocr - INFO - Epoch [13][110/541] lr: 3.125e-05, eta: 3:11:03, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0941, loss: 0.0941, grad_norm: 17.8039 +2022-03-10 18:02:23,787 - davarocr - INFO - Epoch [13][115/541] lr: 3.125e-05, eta: 3:11:00, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.2352, loss: 0.2352, grad_norm: 28.4570 +2022-03-10 18:02:26,711 - davarocr - INFO - Epoch [13][120/541] lr: 3.125e-05, eta: 3:10:58, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.1149, loss: 0.1149, grad_norm: 32.9750 +2022-03-10 18:02:29,854 - davarocr - INFO - Epoch [13][125/541] lr: 3.125e-05, eta: 3:10:56, time: 0.629, data_time: 0.007, memory: 5179, loss_crf: 0.0423, loss: 0.0423, grad_norm: 3.5419 +2022-03-10 18:02:32,528 - davarocr - INFO - Epoch [13][130/541] lr: 3.125e-05, eta: 3:10:53, time: 0.535, data_time: 0.006, memory: 5179, loss_crf: 0.0355, loss: 0.0355, grad_norm: 4.1898 +2022-03-10 18:02:35,344 - davarocr - INFO - Epoch [13][135/541] lr: 3.125e-05, eta: 3:10:50, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 8.6482 +2022-03-10 18:02:37,873 - davarocr - INFO - Epoch [13][140/541] lr: 3.125e-05, eta: 3:10:46, time: 0.506, data_time: 0.008, memory: 5179, loss_crf: 0.1101, loss: 0.1101, grad_norm: 15.6888 +2022-03-10 18:02:40,447 - davarocr - INFO - Epoch [13][145/541] lr: 3.125e-05, eta: 3:10:43, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.0730 +2022-03-10 18:02:43,053 - davarocr - INFO - Epoch [13][150/541] lr: 3.125e-05, eta: 3:10:39, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.1665, loss: 0.1665, grad_norm: 46.0600 +2022-03-10 18:02:45,744 - davarocr - INFO - Epoch [13][155/541] lr: 3.125e-05, eta: 3:10:36, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.1200, loss: 0.1200, grad_norm: 23.5427 +2022-03-10 18:02:48,450 - davarocr - INFO - Epoch [13][160/541] lr: 3.125e-05, eta: 3:10:33, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.0776, loss: 0.0776, grad_norm: 10.4216 +2022-03-10 18:02:51,159 - davarocr - INFO - Epoch [13][165/541] lr: 3.125e-05, eta: 3:10:30, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0802, loss: 0.0802, grad_norm: 35.2327 +2022-03-10 18:02:54,064 - davarocr - INFO - Epoch [13][170/541] lr: 3.125e-05, eta: 3:10:28, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.6983 +2022-03-10 18:02:56,940 - davarocr - INFO - Epoch [13][175/541] lr: 3.125e-05, eta: 3:10:25, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.4375, loss: 0.4375, grad_norm: 43.4942 +2022-03-10 18:02:59,529 - davarocr - INFO - Epoch [13][180/541] lr: 3.125e-05, eta: 3:10:22, time: 0.522, data_time: 0.011, memory: 5179, loss_crf: 0.1029, loss: 0.1029, grad_norm: 14.8753 +2022-03-10 18:03:02,109 - davarocr - INFO - Epoch [13][185/541] lr: 3.125e-05, eta: 3:10:18, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0064, loss: 0.0064, grad_norm: 2.2827 +2022-03-10 18:03:04,783 - davarocr - INFO - Epoch [13][190/541] lr: 3.125e-05, eta: 3:10:15, time: 0.534, data_time: 0.007, memory: 5179, loss_crf: 0.1061, loss: 0.1061, grad_norm: 51.3268 +2022-03-10 18:03:07,557 - davarocr - INFO - Epoch [13][195/541] lr: 3.125e-05, eta: 3:10:12, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0788, loss: 0.0788, grad_norm: 6.1224 +2022-03-10 18:03:10,325 - davarocr - INFO - Epoch [13][200/541] lr: 3.125e-05, eta: 3:10:09, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0122, loss: 0.0122, grad_norm: 8.5414 +2022-03-10 18:03:13,293 - davarocr - INFO - Epoch [13][205/541] lr: 3.125e-05, eta: 3:10:07, time: 0.594, data_time: 0.008, memory: 5179, loss_crf: 0.1105, loss: 0.1105, grad_norm: 2.9765 +2022-03-10 18:03:16,322 - davarocr - INFO - Epoch [13][210/541] lr: 3.125e-05, eta: 3:10:05, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.1208, loss: 0.1208, grad_norm: 21.4202 +2022-03-10 18:03:18,977 - davarocr - INFO - Epoch [13][215/541] lr: 3.125e-05, eta: 3:10:01, time: 0.532, data_time: 0.008, memory: 5179, loss_crf: 0.0746, loss: 0.0746, grad_norm: 23.0642 +2022-03-10 18:03:21,856 - davarocr - INFO - Epoch [13][220/541] lr: 3.125e-05, eta: 3:09:59, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0614, loss: 0.0614, grad_norm: 4.7484 +2022-03-10 18:03:24,895 - davarocr - INFO - Epoch [13][225/541] lr: 3.125e-05, eta: 3:09:57, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0612, loss: 0.0612, grad_norm: 24.1852 +2022-03-10 18:03:27,775 - davarocr - INFO - Epoch [13][230/541] lr: 3.125e-05, eta: 3:09:54, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0580, loss: 0.0580, grad_norm: 6.9206 +2022-03-10 18:03:30,359 - davarocr - INFO - Epoch [13][235/541] lr: 3.125e-05, eta: 3:09:51, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.2960, loss: 0.2960, grad_norm: 20.1080 +2022-03-10 18:03:33,272 - davarocr - INFO - Epoch [13][240/541] lr: 3.125e-05, eta: 3:09:48, time: 0.582, data_time: 0.009, memory: 5179, loss_crf: 0.1758, loss: 0.1758, grad_norm: 38.6396 +2022-03-10 18:03:36,153 - davarocr - INFO - Epoch [13][245/541] lr: 3.125e-05, eta: 3:09:46, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 4.4525 +2022-03-10 18:03:38,719 - davarocr - INFO - Epoch [13][250/541] lr: 3.125e-05, eta: 3:09:42, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.0080, loss: 0.0080, grad_norm: 4.5683 +2022-03-10 18:03:41,508 - davarocr - INFO - Epoch [13][255/541] lr: 3.125e-05, eta: 3:09:39, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0111, loss: 0.0111, grad_norm: 3.4402 +2022-03-10 18:03:44,410 - davarocr - INFO - Epoch [13][260/541] lr: 3.125e-05, eta: 3:09:37, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.3855, loss: 0.3855, grad_norm: 31.6788 +2022-03-10 18:03:47,255 - davarocr - INFO - Epoch [13][265/541] lr: 3.125e-05, eta: 3:09:34, time: 0.570, data_time: 0.010, memory: 5179, loss_crf: 0.1696, loss: 0.1696, grad_norm: 31.1269 +2022-03-10 18:03:49,862 - davarocr - INFO - Epoch [13][270/541] lr: 3.125e-05, eta: 3:09:31, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.0287, loss: 0.0287, grad_norm: 3.8500 +2022-03-10 18:03:52,436 - davarocr - INFO - Epoch [13][275/541] lr: 3.125e-05, eta: 3:09:27, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0407, loss: 0.0407, grad_norm: 7.2504 +2022-03-10 18:03:55,037 - davarocr - INFO - Epoch [13][280/541] lr: 3.125e-05, eta: 3:09:24, time: 0.520, data_time: 0.009, memory: 5179, loss_crf: 0.2314, loss: 0.2314, grad_norm: 26.9056 +2022-03-10 18:03:57,579 - davarocr - INFO - Epoch [13][285/541] lr: 3.125e-05, eta: 3:09:20, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 0.1042, loss: 0.1042, grad_norm: 20.0735 +2022-03-10 18:04:00,139 - davarocr - INFO - Epoch [13][290/541] lr: 3.125e-05, eta: 3:09:17, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0285, loss: 0.0285, grad_norm: 6.6643 +2022-03-10 18:04:02,698 - davarocr - INFO - Epoch [13][295/541] lr: 3.125e-05, eta: 3:09:13, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 1.2406 +2022-03-10 18:04:05,281 - davarocr - INFO - Epoch [13][300/541] lr: 3.125e-05, eta: 3:09:10, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0153, loss: 0.0153, grad_norm: 3.7870 +2022-03-10 18:04:08,045 - davarocr - INFO - Epoch [13][305/541] lr: 3.125e-05, eta: 3:09:07, time: 0.553, data_time: 0.008, memory: 5179, loss_crf: 0.0771, loss: 0.0771, grad_norm: 10.4138 +2022-03-10 18:04:11,406 - davarocr - INFO - Epoch [13][310/541] lr: 3.125e-05, eta: 3:09:06, time: 0.672, data_time: 0.009, memory: 5179, loss_crf: 0.2999, loss: 0.2999, grad_norm: 40.6328 +2022-03-10 18:04:14,316 - davarocr - INFO - Epoch [13][315/541] lr: 3.125e-05, eta: 3:09:03, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0332, loss: 0.0332, grad_norm: 5.5678 +2022-03-10 18:04:17,235 - davarocr - INFO - Epoch [13][320/541] lr: 3.125e-05, eta: 3:09:01, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0335, loss: 0.0335, grad_norm: 2.7004 +2022-03-10 18:04:20,323 - davarocr - INFO - Epoch [13][325/541] lr: 3.125e-05, eta: 3:08:59, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.1313, loss: 0.1313, grad_norm: 20.0723 +2022-03-10 18:04:23,386 - davarocr - INFO - Epoch [13][330/541] lr: 3.125e-05, eta: 3:08:57, time: 0.615, data_time: 0.010, memory: 5179, loss_crf: 0.0536, loss: 0.0536, grad_norm: 16.6021 +2022-03-10 18:04:26,159 - davarocr - INFO - Epoch [13][335/541] lr: 3.125e-05, eta: 3:08:54, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.2444, loss: 0.2444, grad_norm: 13.0218 +2022-03-10 18:04:29,337 - davarocr - INFO - Epoch [13][340/541] lr: 3.125e-05, eta: 3:08:52, time: 0.635, data_time: 0.007, memory: 5179, loss_crf: 0.1315, loss: 0.1315, grad_norm: 10.3091 +2022-03-10 18:04:32,030 - davarocr - INFO - Epoch [13][345/541] lr: 3.125e-05, eta: 3:08:49, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.1245, loss: 0.1245, grad_norm: 24.1831 +2022-03-10 18:04:34,620 - davarocr - INFO - Epoch [13][350/541] lr: 3.125e-05, eta: 3:08:46, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0339, loss: 0.0339, grad_norm: 4.8459 +2022-03-10 18:04:37,198 - davarocr - INFO - Epoch [13][355/541] lr: 3.125e-05, eta: 3:08:42, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.0476, loss: 0.0476, grad_norm: 10.2790 +2022-03-10 18:04:39,742 - davarocr - INFO - Epoch [13][360/541] lr: 3.125e-05, eta: 3:08:39, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.3120, loss: 0.3120, grad_norm: 32.8870 +2022-03-10 18:04:42,315 - davarocr - INFO - Epoch [13][365/541] lr: 3.125e-05, eta: 3:08:35, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.4866, loss: 0.4866, grad_norm: 39.6970 +2022-03-10 18:04:45,140 - davarocr - INFO - Epoch [13][370/541] lr: 3.125e-05, eta: 3:08:32, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.2232, loss: 0.2232, grad_norm: 25.1930 +2022-03-10 18:04:48,033 - davarocr - INFO - Epoch [13][375/541] lr: 3.125e-05, eta: 3:08:30, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0437, loss: 0.0437, grad_norm: 3.5893 +2022-03-10 18:04:50,933 - davarocr - INFO - Epoch [13][380/541] lr: 3.125e-05, eta: 3:08:27, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.1446, loss: 0.1446, grad_norm: 39.3665 +2022-03-10 18:04:53,821 - davarocr - INFO - Epoch [13][385/541] lr: 3.125e-05, eta: 3:08:25, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.3816, loss: 0.3816, grad_norm: 43.8494 +2022-03-10 18:04:56,664 - davarocr - INFO - Epoch [13][390/541] lr: 3.125e-05, eta: 3:08:22, time: 0.569, data_time: 0.008, memory: 5179, loss_crf: 0.0084, loss: 0.0084, grad_norm: 6.0712 +2022-03-10 18:04:59,469 - davarocr - INFO - Epoch [13][395/541] lr: 3.125e-05, eta: 3:08:19, time: 0.560, data_time: 0.006, memory: 5179, loss_crf: 0.0605, loss: 0.0605, grad_norm: 16.6226 +2022-03-10 18:05:02,310 - davarocr - INFO - Epoch [13][400/541] lr: 3.125e-05, eta: 3:08:17, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0710, loss: 0.0710, grad_norm: 13.8178 +2022-03-10 18:05:05,101 - davarocr - INFO - Epoch [13][405/541] lr: 3.125e-05, eta: 3:08:14, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.2639, loss: 0.2639, grad_norm: 12.9104 +2022-03-10 18:05:08,079 - davarocr - INFO - Epoch [13][410/541] lr: 3.125e-05, eta: 3:08:12, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.0406, loss: 0.0406, grad_norm: 11.4060 +2022-03-10 18:05:11,161 - davarocr - INFO - Epoch [13][415/541] lr: 3.125e-05, eta: 3:08:10, time: 0.616, data_time: 0.005, memory: 5179, loss_crf: 0.1215, loss: 0.1215, grad_norm: 16.6284 +2022-03-10 18:05:13,786 - davarocr - INFO - Epoch [13][420/541] lr: 3.125e-05, eta: 3:08:06, time: 0.525, data_time: 0.005, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 0.8860 +2022-03-10 18:05:16,554 - davarocr - INFO - Epoch [13][425/541] lr: 3.125e-05, eta: 3:08:03, time: 0.554, data_time: 0.006, memory: 5179, loss_crf: 0.0382, loss: 0.0382, grad_norm: 13.6288 +2022-03-10 18:05:19,413 - davarocr - INFO - Epoch [13][430/541] lr: 3.125e-05, eta: 3:08:01, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 0.0569, loss: 0.0569, grad_norm: 11.1528 +2022-03-10 18:05:22,295 - davarocr - INFO - Epoch [13][435/541] lr: 3.125e-05, eta: 3:07:58, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0287, loss: 0.0287, grad_norm: 6.2286 +2022-03-10 18:05:25,334 - davarocr - INFO - Epoch [13][440/541] lr: 3.125e-05, eta: 3:07:56, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.2056, loss: 0.2056, grad_norm: 17.9058 +2022-03-10 18:05:28,336 - davarocr - INFO - Epoch [13][445/541] lr: 3.125e-05, eta: 3:07:54, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.7870 +2022-03-10 18:05:31,175 - davarocr - INFO - Epoch [13][450/541] lr: 3.125e-05, eta: 3:07:51, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.3485, loss: 0.3485, grad_norm: 27.0929 +2022-03-10 18:05:33,889 - davarocr - INFO - Epoch [13][455/541] lr: 3.125e-05, eta: 3:07:48, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.0893, loss: 0.0893, grad_norm: 26.0526 +2022-03-10 18:05:36,461 - davarocr - INFO - Epoch [13][460/541] lr: 3.125e-05, eta: 3:07:45, time: 0.517, data_time: 0.009, memory: 5179, loss_crf: 0.0348, loss: 0.0348, grad_norm: 6.5490 +2022-03-10 18:05:39,092 - davarocr - INFO - Epoch [13][465/541] lr: 3.125e-05, eta: 3:07:41, time: 0.525, data_time: 0.006, memory: 5179, loss_crf: 0.0567, loss: 0.0567, grad_norm: 5.7799 +2022-03-10 18:05:41,927 - davarocr - INFO - Epoch [13][470/541] lr: 3.125e-05, eta: 3:07:39, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.0730, loss: 0.0730, grad_norm: 5.3358 +2022-03-10 18:05:44,755 - davarocr - INFO - Epoch [13][475/541] lr: 3.125e-05, eta: 3:07:36, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.1912 +2022-03-10 18:05:47,644 - davarocr - INFO - Epoch [13][480/541] lr: 3.125e-05, eta: 3:07:33, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.1652, loss: 0.1652, grad_norm: 30.3764 +2022-03-10 18:05:50,531 - davarocr - INFO - Epoch [13][485/541] lr: 3.125e-05, eta: 3:07:31, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0758, loss: 0.0758, grad_norm: 10.5614 +2022-03-10 18:05:53,418 - davarocr - INFO - Epoch [13][490/541] lr: 3.125e-05, eta: 3:07:28, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0516, loss: 0.0516, grad_norm: 10.9478 +2022-03-10 18:05:56,292 - davarocr - INFO - Epoch [13][495/541] lr: 3.125e-05, eta: 3:07:26, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0185, loss: 0.0185, grad_norm: 6.7392 +2022-03-10 18:05:59,117 - davarocr - INFO - Epoch [13][500/541] lr: 3.125e-05, eta: 3:07:23, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0606, loss: 0.0606, grad_norm: 4.8373 +2022-03-10 18:06:01,955 - davarocr - INFO - Epoch [13][505/541] lr: 3.125e-05, eta: 3:07:20, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.1266, loss: 0.1266, grad_norm: 18.1155 +2022-03-10 18:06:04,954 - davarocr - INFO - Epoch [13][510/541] lr: 3.125e-05, eta: 3:07:18, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0222, loss: 0.0222, grad_norm: 13.5971 +2022-03-10 18:06:07,780 - davarocr - INFO - Epoch [13][515/541] lr: 3.125e-05, eta: 3:07:15, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.1364, loss: 0.1364, grad_norm: 14.2236 +2022-03-10 18:06:10,362 - davarocr - INFO - Epoch [13][520/541] lr: 3.125e-05, eta: 3:07:12, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0554, loss: 0.0554, grad_norm: 29.5583 +2022-03-10 18:06:13,135 - davarocr - INFO - Epoch [13][525/541] lr: 3.125e-05, eta: 3:07:09, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.1240, loss: 0.1240, grad_norm: 6.7025 +2022-03-10 18:06:16,285 - davarocr - INFO - Epoch [13][530/541] lr: 3.125e-05, eta: 3:07:07, time: 0.631, data_time: 0.007, memory: 5179, loss_crf: 0.0092, loss: 0.0092, grad_norm: 7.8212 +2022-03-10 18:06:19,191 - davarocr - INFO - Epoch [13][535/541] lr: 3.125e-05, eta: 3:07:04, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0618, loss: 0.0618, grad_norm: 21.7769 +2022-03-10 18:06:22,041 - davarocr - INFO - Epoch [13][540/541] lr: 3.125e-05, eta: 3:07:02, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0517, loss: 0.0517, grad_norm: 5.8012 +2022-03-10 18:07:02,328 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9175157260565252 +2022-03-10 18:07:02,329 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:07:02,330 - davarocr - INFO - Epoch(val) [13][541] LOC: {'precision': 0.9538077403245943, 'recall': 0.9160671462829736, 'f1-score': 0.9345565749235474}, PER: {'precision': 0.9626633478531424, 'recall': 0.9567099567099567, 'f1-score': 0.9596774193548386}, MISC: {'precision': 0.8414285714285714, 'recall': 0.8390313390313391, 'f1-score': 0.8402282453637661}, ORG: {'precision': 0.8498896247240618, 'recall': 0.9271523178807947, 'f1-score': 0.8868413475381515}, all: {'precision': 0.9096311833595525, 'recall': 0.9213881019830028, 'f1-score': 0.9154718972644911}, hmean: 0.9155 +2022-03-10 18:07:07,713 - davarocr - INFO - Epoch [14][5/541] lr: 3.030e-05, eta: 3:07:04, time: 1.076, data_time: 0.491, memory: 5179, loss_crf: 0.0369, loss: 0.0369, grad_norm: 5.9086 +2022-03-10 18:07:10,825 - davarocr - INFO - Epoch [14][10/541] lr: 3.030e-05, eta: 3:07:02, time: 0.621, data_time: 0.006, memory: 5179, loss_crf: 0.0283, loss: 0.0283, grad_norm: 9.6573 +2022-03-10 18:07:13,725 - davarocr - INFO - Epoch [14][15/541] lr: 3.030e-05, eta: 3:07:00, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0496, loss: 0.0496, grad_norm: 17.9165 +2022-03-10 18:07:16,665 - davarocr - INFO - Epoch [14][20/541] lr: 3.030e-05, eta: 3:06:57, time: 0.588, data_time: 0.007, memory: 5179, loss_crf: 0.1924, loss: 0.1924, grad_norm: 16.0595 +2022-03-10 18:07:19,700 - davarocr - INFO - Epoch [14][25/541] lr: 3.030e-05, eta: 3:06:55, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0201, loss: 0.0201, grad_norm: 5.5568 +2022-03-10 18:07:22,804 - davarocr - INFO - Epoch [14][30/541] lr: 3.030e-05, eta: 3:06:53, time: 0.621, data_time: 0.008, memory: 5179, loss_crf: 0.0071, loss: 0.0071, grad_norm: 2.6828 +2022-03-10 18:07:25,709 - davarocr - INFO - Epoch [14][35/541] lr: 3.030e-05, eta: 3:06:51, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0245, loss: 0.0245, grad_norm: 2.7214 +2022-03-10 18:07:28,597 - davarocr - INFO - Epoch [14][40/541] lr: 3.030e-05, eta: 3:06:48, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.1559, loss: 0.1559, grad_norm: 17.3515 +2022-03-10 18:07:31,521 - davarocr - INFO - Epoch [14][45/541] lr: 3.030e-05, eta: 3:06:46, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.0548, loss: 0.0548, grad_norm: 3.7012 +2022-03-10 18:07:34,288 - davarocr - INFO - Epoch [14][50/541] lr: 3.030e-05, eta: 3:06:43, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.3430, loss: 0.3430, grad_norm: 20.4536 +2022-03-10 18:07:36,868 - davarocr - INFO - Epoch [14][55/541] lr: 3.030e-05, eta: 3:06:39, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0688, loss: 0.0688, grad_norm: 10.8634 +2022-03-10 18:07:39,643 - davarocr - INFO - Epoch [14][60/541] lr: 3.030e-05, eta: 3:06:36, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.1321, loss: 0.1321, grad_norm: 11.4302 +2022-03-10 18:07:42,900 - davarocr - INFO - Epoch [14][65/541] lr: 3.030e-05, eta: 3:06:35, time: 0.651, data_time: 0.009, memory: 5179, loss_crf: 0.0067, loss: 0.0067, grad_norm: 1.0488 +2022-03-10 18:07:45,781 - davarocr - INFO - Epoch [14][70/541] lr: 3.030e-05, eta: 3:06:32, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0345, loss: 0.0345, grad_norm: 8.4996 +2022-03-10 18:07:48,672 - davarocr - INFO - Epoch [14][75/541] lr: 3.030e-05, eta: 3:06:30, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0194, loss: 0.0194, grad_norm: 5.5595 +2022-03-10 18:07:51,554 - davarocr - INFO - Epoch [14][80/541] lr: 3.030e-05, eta: 3:06:27, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0614, loss: 0.0614, grad_norm: 18.9608 +2022-03-10 18:07:54,165 - davarocr - INFO - Epoch [14][85/541] lr: 3.030e-05, eta: 3:06:24, time: 0.523, data_time: 0.008, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 1.6286 +2022-03-10 18:07:56,754 - davarocr - INFO - Epoch [14][90/541] lr: 3.030e-05, eta: 3:06:20, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0470, loss: 0.0470, grad_norm: 8.7527 +2022-03-10 18:07:59,387 - davarocr - INFO - Epoch [14][95/541] lr: 3.030e-05, eta: 3:06:17, time: 0.526, data_time: 0.007, memory: 5179, loss_crf: 0.1172, loss: 0.1172, grad_norm: 13.7262 +2022-03-10 18:08:02,317 - davarocr - INFO - Epoch [14][100/541] lr: 3.030e-05, eta: 3:06:15, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0195, loss: 0.0195, grad_norm: 8.2858 +2022-03-10 18:08:05,020 - davarocr - INFO - Epoch [14][105/541] lr: 3.030e-05, eta: 3:06:11, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0405, loss: 0.0405, grad_norm: 22.4580 +2022-03-10 18:08:07,737 - davarocr - INFO - Epoch [14][110/541] lr: 3.030e-05, eta: 3:06:08, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0582, loss: 0.0582, grad_norm: 7.7931 +2022-03-10 18:08:10,292 - davarocr - INFO - Epoch [14][115/541] lr: 3.030e-05, eta: 3:06:05, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0509, loss: 0.0509, grad_norm: 19.3655 +2022-03-10 18:08:12,839 - davarocr - INFO - Epoch [14][120/541] lr: 3.030e-05, eta: 3:06:01, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 0.3483, loss: 0.3483, grad_norm: 43.3444 +2022-03-10 18:08:15,632 - davarocr - INFO - Epoch [14][125/541] lr: 3.030e-05, eta: 3:05:59, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.1318, loss: 0.1318, grad_norm: 24.4106 +2022-03-10 18:08:18,457 - davarocr - INFO - Epoch [14][130/541] lr: 3.030e-05, eta: 3:05:56, time: 0.565, data_time: 0.005, memory: 5179, loss_crf: 0.4126, loss: 0.4126, grad_norm: 40.2453 +2022-03-10 18:08:21,226 - davarocr - INFO - Epoch [14][135/541] lr: 3.030e-05, eta: 3:05:53, time: 0.554, data_time: 0.005, memory: 5179, loss_crf: 0.0217, loss: 0.0217, grad_norm: 7.9306 +2022-03-10 18:08:23,784 - davarocr - INFO - Epoch [14][140/541] lr: 3.030e-05, eta: 3:05:49, time: 0.511, data_time: 0.005, memory: 5179, loss_crf: 0.0805, loss: 0.0805, grad_norm: 28.3808 +2022-03-10 18:08:26,301 - davarocr - INFO - Epoch [14][145/541] lr: 3.030e-05, eta: 3:05:46, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 0.0610, loss: 0.0610, grad_norm: 23.6692 +2022-03-10 18:08:29,409 - davarocr - INFO - Epoch [14][150/541] lr: 3.030e-05, eta: 3:05:44, time: 0.622, data_time: 0.006, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 4.5174 +2022-03-10 18:08:32,270 - davarocr - INFO - Epoch [14][155/541] lr: 3.030e-05, eta: 3:05:41, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0304, loss: 0.0304, grad_norm: 2.0365 +2022-03-10 18:08:35,124 - davarocr - INFO - Epoch [14][160/541] lr: 3.030e-05, eta: 3:05:39, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0506, loss: 0.0506, grad_norm: 3.9638 +2022-03-10 18:08:38,297 - davarocr - INFO - Epoch [14][165/541] lr: 3.030e-05, eta: 3:05:37, time: 0.635, data_time: 0.005, memory: 5179, loss_crf: 0.1401, loss: 0.1401, grad_norm: 13.8416 +2022-03-10 18:08:41,178 - davarocr - INFO - Epoch [14][170/541] lr: 3.030e-05, eta: 3:05:34, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0528, loss: 0.0528, grad_norm: 18.3693 +2022-03-10 18:08:44,046 - davarocr - INFO - Epoch [14][175/541] lr: 3.030e-05, eta: 3:05:32, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.2713, loss: 0.2713, grad_norm: 26.7222 +2022-03-10 18:08:46,914 - davarocr - INFO - Epoch [14][180/541] lr: 3.030e-05, eta: 3:05:29, time: 0.573, data_time: 0.005, memory: 5179, loss_crf: 0.0094, loss: 0.0094, grad_norm: 3.8626 +2022-03-10 18:08:49,775 - davarocr - INFO - Epoch [14][185/541] lr: 3.030e-05, eta: 3:05:26, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0623, loss: 0.0623, grad_norm: 19.6579 +2022-03-10 18:08:52,644 - davarocr - INFO - Epoch [14][190/541] lr: 3.030e-05, eta: 3:05:24, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.2730, loss: 0.2730, grad_norm: 93.6013 +2022-03-10 18:08:55,506 - davarocr - INFO - Epoch [14][195/541] lr: 3.030e-05, eta: 3:05:21, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0522, loss: 0.0522, grad_norm: 6.2893 +2022-03-10 18:08:58,355 - davarocr - INFO - Epoch [14][200/541] lr: 3.030e-05, eta: 3:05:18, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7773 +2022-03-10 18:09:01,233 - davarocr - INFO - Epoch [14][205/541] lr: 3.030e-05, eta: 3:05:16, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.1167, loss: 0.1167, grad_norm: 11.4191 +2022-03-10 18:09:04,266 - davarocr - INFO - Epoch [14][210/541] lr: 3.030e-05, eta: 3:05:13, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0475, loss: 0.0475, grad_norm: 3.6057 +2022-03-10 18:09:07,129 - davarocr - INFO - Epoch [14][215/541] lr: 3.030e-05, eta: 3:05:11, time: 0.573, data_time: 0.005, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.4873 +2022-03-10 18:09:10,041 - davarocr - INFO - Epoch [14][220/541] lr: 3.030e-05, eta: 3:05:08, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.2281, loss: 0.2281, grad_norm: 11.1821 +2022-03-10 18:09:12,920 - davarocr - INFO - Epoch [14][225/541] lr: 3.030e-05, eta: 3:05:06, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0090, loss: 0.0090, grad_norm: 3.8243 +2022-03-10 18:09:15,808 - davarocr - INFO - Epoch [14][230/541] lr: 3.030e-05, eta: 3:05:03, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0649, loss: 0.0649, grad_norm: 21.5985 +2022-03-10 18:09:18,694 - davarocr - INFO - Epoch [14][235/541] lr: 3.030e-05, eta: 3:05:01, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 1.5415 +2022-03-10 18:09:21,473 - davarocr - INFO - Epoch [14][240/541] lr: 3.030e-05, eta: 3:04:58, time: 0.555, data_time: 0.005, memory: 5179, loss_crf: 0.0873, loss: 0.0873, grad_norm: 12.2533 +2022-03-10 18:09:24,261 - davarocr - INFO - Epoch [14][245/541] lr: 3.030e-05, eta: 3:04:55, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0458, loss: 0.0458, grad_norm: 7.4032 +2022-03-10 18:09:27,130 - davarocr - INFO - Epoch [14][250/541] lr: 3.030e-05, eta: 3:04:52, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.1647, loss: 0.1647, grad_norm: 19.7010 +2022-03-10 18:09:29,996 - davarocr - INFO - Epoch [14][255/541] lr: 3.030e-05, eta: 3:04:50, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0327, loss: 0.0327, grad_norm: 5.7720 +2022-03-10 18:09:32,559 - davarocr - INFO - Epoch [14][260/541] lr: 3.030e-05, eta: 3:04:46, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.1170, loss: 0.1170, grad_norm: 12.7015 +2022-03-10 18:09:35,399 - davarocr - INFO - Epoch [14][265/541] lr: 3.030e-05, eta: 3:04:43, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0073, loss: 0.0073, grad_norm: 1.1593 +2022-03-10 18:09:38,166 - davarocr - INFO - Epoch [14][270/541] lr: 3.030e-05, eta: 3:04:40, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0878, loss: 0.0878, grad_norm: 13.4618 +2022-03-10 18:09:41,030 - davarocr - INFO - Epoch [14][275/541] lr: 3.030e-05, eta: 3:04:38, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0095, loss: 0.0095, grad_norm: 3.7396 +2022-03-10 18:09:43,841 - davarocr - INFO - Epoch [14][280/541] lr: 3.030e-05, eta: 3:04:35, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.0312, loss: 0.0312, grad_norm: 9.4724 +2022-03-10 18:09:46,733 - davarocr - INFO - Epoch [14][285/541] lr: 3.030e-05, eta: 3:04:32, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5184 +2022-03-10 18:09:49,548 - davarocr - INFO - Epoch [14][290/541] lr: 3.030e-05, eta: 3:04:30, time: 0.563, data_time: 0.008, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 2.3886 +2022-03-10 18:09:52,351 - davarocr - INFO - Epoch [14][295/541] lr: 3.030e-05, eta: 3:04:27, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.0714, loss: 0.0714, grad_norm: 37.6427 +2022-03-10 18:09:55,279 - davarocr - INFO - Epoch [14][300/541] lr: 3.030e-05, eta: 3:04:24, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0261, loss: 0.0261, grad_norm: 5.5765 +2022-03-10 18:09:58,150 - davarocr - INFO - Epoch [14][305/541] lr: 3.030e-05, eta: 3:04:22, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0401, loss: 0.0401, grad_norm: 7.3105 +2022-03-10 18:10:01,209 - davarocr - INFO - Epoch [14][310/541] lr: 3.030e-05, eta: 3:04:20, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.2944, loss: 0.2944, grad_norm: 43.2845 +2022-03-10 18:10:04,026 - davarocr - INFO - Epoch [14][315/541] lr: 3.030e-05, eta: 3:04:17, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.0479, loss: 0.0479, grad_norm: 11.6070 +2022-03-10 18:10:06,631 - davarocr - INFO - Epoch [14][320/541] lr: 3.030e-05, eta: 3:04:13, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.0857, loss: 0.0857, grad_norm: 6.5090 +2022-03-10 18:10:09,195 - davarocr - INFO - Epoch [14][325/541] lr: 3.030e-05, eta: 3:04:10, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0608, loss: 0.0608, grad_norm: 8.3824 +2022-03-10 18:10:12,131 - davarocr - INFO - Epoch [14][330/541] lr: 3.030e-05, eta: 3:04:08, time: 0.589, data_time: 0.009, memory: 5179, loss_crf: 0.1132, loss: 0.1132, grad_norm: 4.4127 +2022-03-10 18:10:14,992 - davarocr - INFO - Epoch [14][335/541] lr: 3.030e-05, eta: 3:04:05, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0186, loss: 0.0186, grad_norm: 4.7647 +2022-03-10 18:10:17,664 - davarocr - INFO - Epoch [14][340/541] lr: 3.030e-05, eta: 3:04:02, time: 0.534, data_time: 0.007, memory: 5179, loss_crf: 0.0543, loss: 0.0543, grad_norm: 6.4781 +2022-03-10 18:10:20,402 - davarocr - INFO - Epoch [14][345/541] lr: 3.030e-05, eta: 3:03:59, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.2315, loss: 0.2315, grad_norm: 16.5664 +2022-03-10 18:10:23,519 - davarocr - INFO - Epoch [14][350/541] lr: 3.030e-05, eta: 3:03:57, time: 0.624, data_time: 0.009, memory: 5179, loss_crf: 0.0060, loss: 0.0060, grad_norm: 1.8015 +2022-03-10 18:10:26,775 - davarocr - INFO - Epoch [14][355/541] lr: 3.030e-05, eta: 3:03:55, time: 0.651, data_time: 0.007, memory: 5179, loss_crf: 0.0155, loss: 0.0155, grad_norm: 7.1314 +2022-03-10 18:10:29,558 - davarocr - INFO - Epoch [14][360/541] lr: 3.030e-05, eta: 3:03:52, time: 0.557, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6628 +2022-03-10 18:10:32,668 - davarocr - INFO - Epoch [14][365/541] lr: 3.030e-05, eta: 3:03:50, time: 0.621, data_time: 0.008, memory: 5179, loss_crf: 0.0556, loss: 0.0556, grad_norm: 15.3122 +2022-03-10 18:10:35,375 - davarocr - INFO - Epoch [14][370/541] lr: 3.030e-05, eta: 3:03:47, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.1928, loss: 0.1928, grad_norm: 45.7511 +2022-03-10 18:10:37,928 - davarocr - INFO - Epoch [14][375/541] lr: 3.030e-05, eta: 3:03:44, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 0.0422, loss: 0.0422, grad_norm: 26.9716 +2022-03-10 18:10:40,679 - davarocr - INFO - Epoch [14][380/541] lr: 3.030e-05, eta: 3:03:41, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.0580, loss: 0.0580, grad_norm: 10.9100 +2022-03-10 18:10:43,583 - davarocr - INFO - Epoch [14][385/541] lr: 3.030e-05, eta: 3:03:38, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0492, loss: 0.0492, grad_norm: 1.2650 +2022-03-10 18:10:46,374 - davarocr - INFO - Epoch [14][390/541] lr: 3.030e-05, eta: 3:03:35, time: 0.558, data_time: 0.009, memory: 5179, loss_crf: 0.1282, loss: 0.1282, grad_norm: 5.3567 +2022-03-10 18:10:49,208 - davarocr - INFO - Epoch [14][395/541] lr: 3.030e-05, eta: 3:03:33, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.1864, loss: 0.1864, grad_norm: 34.0400 +2022-03-10 18:10:51,921 - davarocr - INFO - Epoch [14][400/541] lr: 3.030e-05, eta: 3:03:30, time: 0.543, data_time: 0.008, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.9515 +2022-03-10 18:10:54,799 - davarocr - INFO - Epoch [14][405/541] lr: 3.030e-05, eta: 3:03:27, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.1890, loss: 0.1890, grad_norm: 41.4446 +2022-03-10 18:10:57,713 - davarocr - INFO - Epoch [14][410/541] lr: 3.030e-05, eta: 3:03:24, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.1032, loss: 0.1032, grad_norm: 6.8883 +2022-03-10 18:11:00,809 - davarocr - INFO - Epoch [14][415/541] lr: 3.030e-05, eta: 3:03:22, time: 0.617, data_time: 0.008, memory: 5179, loss_crf: 0.0880, loss: 0.0880, grad_norm: 21.6089 +2022-03-10 18:11:03,686 - davarocr - INFO - Epoch [14][420/541] lr: 3.030e-05, eta: 3:03:20, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0767, loss: 0.0767, grad_norm: 16.6794 +2022-03-10 18:11:06,586 - davarocr - INFO - Epoch [14][425/541] lr: 3.030e-05, eta: 3:03:17, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.1962, loss: 0.1962, grad_norm: 25.2686 +2022-03-10 18:11:09,456 - davarocr - INFO - Epoch [14][430/541] lr: 3.030e-05, eta: 3:03:15, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0977, loss: 0.0977, grad_norm: 3.1290 +2022-03-10 18:11:12,476 - davarocr - INFO - Epoch [14][435/541] lr: 3.030e-05, eta: 3:03:12, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0107, loss: 0.0107, grad_norm: 3.7558 +2022-03-10 18:11:15,176 - davarocr - INFO - Epoch [14][440/541] lr: 3.030e-05, eta: 3:03:09, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.0421, loss: 0.0421, grad_norm: 6.8347 +2022-03-10 18:11:17,799 - davarocr - INFO - Epoch [14][445/541] lr: 3.030e-05, eta: 3:03:06, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.0179, loss: 0.0179, grad_norm: 3.6347 +2022-03-10 18:11:20,837 - davarocr - INFO - Epoch [14][450/541] lr: 3.030e-05, eta: 3:03:04, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0104, loss: 0.0104, grad_norm: 2.1601 +2022-03-10 18:11:24,054 - davarocr - INFO - Epoch [14][455/541] lr: 3.030e-05, eta: 3:03:02, time: 0.644, data_time: 0.007, memory: 5179, loss_crf: 0.1697, loss: 0.1697, grad_norm: 19.1305 +2022-03-10 18:11:26,879 - davarocr - INFO - Epoch [14][460/541] lr: 3.030e-05, eta: 3:02:59, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 2.1523 +2022-03-10 18:11:29,761 - davarocr - INFO - Epoch [14][465/541] lr: 3.030e-05, eta: 3:02:57, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.1749, loss: 0.1749, grad_norm: 41.1954 +2022-03-10 18:11:32,814 - davarocr - INFO - Epoch [14][470/541] lr: 3.030e-05, eta: 3:02:54, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0893, loss: 0.0893, grad_norm: 19.4951 +2022-03-10 18:11:35,697 - davarocr - INFO - Epoch [14][475/541] lr: 3.030e-05, eta: 3:02:52, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0291, loss: 0.0291, grad_norm: 17.2506 +2022-03-10 18:11:38,585 - davarocr - INFO - Epoch [14][480/541] lr: 3.030e-05, eta: 3:02:49, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.1395, loss: 0.1395, grad_norm: 17.5986 +2022-03-10 18:11:41,470 - davarocr - INFO - Epoch [14][485/541] lr: 3.030e-05, eta: 3:02:47, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.1265, loss: 0.1265, grad_norm: 7.1289 +2022-03-10 18:11:44,346 - davarocr - INFO - Epoch [14][490/541] lr: 3.030e-05, eta: 3:02:44, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0794, loss: 0.0794, grad_norm: 10.4563 +2022-03-10 18:11:46,989 - davarocr - INFO - Epoch [14][495/541] lr: 3.030e-05, eta: 3:02:41, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.1936, loss: 0.1936, grad_norm: 25.0889 +2022-03-10 18:11:49,803 - davarocr - INFO - Epoch [14][500/541] lr: 3.030e-05, eta: 3:02:38, time: 0.563, data_time: 0.008, memory: 5179, loss_crf: 0.1092, loss: 0.1092, grad_norm: 7.2424 +2022-03-10 18:11:52,671 - davarocr - INFO - Epoch [14][505/541] lr: 3.030e-05, eta: 3:02:35, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0124, loss: 0.0124, grad_norm: 4.4254 +2022-03-10 18:11:55,557 - davarocr - INFO - Epoch [14][510/541] lr: 3.030e-05, eta: 3:02:33, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.1330, loss: 0.1330, grad_norm: 12.0486 +2022-03-10 18:11:58,625 - davarocr - INFO - Epoch [14][515/541] lr: 3.030e-05, eta: 3:02:31, time: 0.613, data_time: 0.006, memory: 5179, loss_crf: 0.0960, loss: 0.0960, grad_norm: 15.3694 +2022-03-10 18:12:01,509 - davarocr - INFO - Epoch [14][520/541] lr: 3.030e-05, eta: 3:02:28, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0340, loss: 0.0340, grad_norm: 1.3132 +2022-03-10 18:12:04,412 - davarocr - INFO - Epoch [14][525/541] lr: 3.030e-05, eta: 3:02:25, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0428, loss: 0.0428, grad_norm: 20.3779 +2022-03-10 18:12:07,088 - davarocr - INFO - Epoch [14][530/541] lr: 3.030e-05, eta: 3:02:22, time: 0.535, data_time: 0.008, memory: 5179, loss_crf: 0.0621, loss: 0.0621, grad_norm: 14.1644 +2022-03-10 18:12:10,128 - davarocr - INFO - Epoch [14][535/541] lr: 3.030e-05, eta: 3:02:20, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0446, loss: 0.0446, grad_norm: 3.8360 +2022-03-10 18:12:13,129 - davarocr - INFO - Epoch [14][540/541] lr: 3.030e-05, eta: 3:02:18, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0139, loss: 0.0139, grad_norm: 4.1526 +2022-03-10 18:12:50,085 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.919004764425622 +2022-03-10 18:12:50,086 - davarocr - INFO - current_metric 0.919004764425622 is much better than previous best_metric 0.9175157260565252, saving best model ! +2022-03-10 18:12:50,086 - davarocr - INFO - Saving checkpoint at epoch_14.pth +2022-03-10 18:12:51,827 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:12:51,827 - davarocr - INFO - Epoch(val) [14][541] LOC: {'precision': 0.9332140727489565, 'recall': 0.9382494004796164, 'f1-score': 0.9357249626307922}, PER: {'precision': 0.9637952559300874, 'recall': 0.9548546691403834, 'f1-score': 0.9593041317179248}, MISC: {'precision': 0.8520710059171598, 'recall': 0.8205128205128205, 'f1-score': 0.8359941944847605}, ORG: {'precision': 0.879838243789717, 'recall': 0.9169175195665262, 'f1-score': 0.897995283018868}, all: {'precision': 0.915933872669715, 'recall': 0.9220963172804533, 'f1-score': 0.919004764425622}, hmean: 0.9190 +2022-03-10 18:12:56,890 - davarocr - INFO - Epoch [15][5/541] lr: 2.941e-05, eta: 3:02:19, time: 1.011, data_time: 0.463, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 0.9593 +2022-03-10 18:12:59,845 - davarocr - INFO - Epoch [15][10/541] lr: 2.941e-05, eta: 3:02:16, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0754, loss: 0.0754, grad_norm: 10.0433 +2022-03-10 18:13:02,629 - davarocr - INFO - Epoch [15][15/541] lr: 2.941e-05, eta: 3:02:13, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0135, loss: 0.0135, grad_norm: 10.8553 +2022-03-10 18:13:05,454 - davarocr - INFO - Epoch [15][20/541] lr: 2.941e-05, eta: 3:02:11, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0067, loss: 0.0067, grad_norm: 2.5616 +2022-03-10 18:13:08,243 - davarocr - INFO - Epoch [15][25/541] lr: 2.941e-05, eta: 3:02:08, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0066, loss: 0.0066, grad_norm: 1.3799 +2022-03-10 18:13:10,872 - davarocr - INFO - Epoch [15][30/541] lr: 2.941e-05, eta: 3:02:05, time: 0.526, data_time: 0.007, memory: 5179, loss_crf: 0.2639, loss: 0.2639, grad_norm: 21.8422 +2022-03-10 18:13:13,459 - davarocr - INFO - Epoch [15][35/541] lr: 2.941e-05, eta: 3:02:01, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0443, loss: 0.0443, grad_norm: 12.3217 +2022-03-10 18:13:16,259 - davarocr - INFO - Epoch [15][40/541] lr: 2.941e-05, eta: 3:01:58, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.1635, loss: 0.1635, grad_norm: 63.5359 +2022-03-10 18:13:19,137 - davarocr - INFO - Epoch [15][45/541] lr: 2.941e-05, eta: 3:01:56, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0523, loss: 0.0523, grad_norm: 14.6293 +2022-03-10 18:13:22,043 - davarocr - INFO - Epoch [15][50/541] lr: 2.941e-05, eta: 3:01:53, time: 0.581, data_time: 0.011, memory: 5179, loss_crf: 0.0515, loss: 0.0515, grad_norm: 3.8756 +2022-03-10 18:13:25,042 - davarocr - INFO - Epoch [15][55/541] lr: 2.941e-05, eta: 3:01:51, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0287, loss: 0.0287, grad_norm: 8.9331 +2022-03-10 18:13:27,630 - davarocr - INFO - Epoch [15][60/541] lr: 2.941e-05, eta: 3:01:47, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0114, loss: 0.0114, grad_norm: 2.8274 +2022-03-10 18:13:30,265 - davarocr - INFO - Epoch [15][65/541] lr: 2.941e-05, eta: 3:01:44, time: 0.527, data_time: 0.006, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 1.5615 +2022-03-10 18:13:33,036 - davarocr - INFO - Epoch [15][70/541] lr: 2.941e-05, eta: 3:01:41, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.1797, loss: 0.1797, grad_norm: 51.8429 +2022-03-10 18:13:35,938 - davarocr - INFO - Epoch [15][75/541] lr: 2.941e-05, eta: 3:01:39, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.1285, loss: 0.1285, grad_norm: 17.2174 +2022-03-10 18:13:38,556 - davarocr - INFO - Epoch [15][80/541] lr: 2.941e-05, eta: 3:01:35, time: 0.523, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5298 +2022-03-10 18:13:41,512 - davarocr - INFO - Epoch [15][85/541] lr: 2.941e-05, eta: 3:01:33, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0590, loss: 0.0590, grad_norm: 14.7393 +2022-03-10 18:13:44,530 - davarocr - INFO - Epoch [15][90/541] lr: 2.941e-05, eta: 3:01:31, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8162 +2022-03-10 18:13:47,372 - davarocr - INFO - Epoch [15][95/541] lr: 2.941e-05, eta: 3:01:28, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.2525, loss: 0.2525, grad_norm: 22.5138 +2022-03-10 18:13:49,945 - davarocr - INFO - Epoch [15][100/541] lr: 2.941e-05, eta: 3:01:25, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.0256, loss: 0.0256, grad_norm: 7.6840 +2022-03-10 18:13:52,608 - davarocr - INFO - Epoch [15][105/541] lr: 2.941e-05, eta: 3:01:21, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.0288, loss: 0.0288, grad_norm: 14.3125 +2022-03-10 18:13:55,456 - davarocr - INFO - Epoch [15][110/541] lr: 2.941e-05, eta: 3:01:19, time: 0.569, data_time: 0.005, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 4.4592 +2022-03-10 18:13:58,501 - davarocr - INFO - Epoch [15][115/541] lr: 2.941e-05, eta: 3:01:16, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.1201, loss: 0.1201, grad_norm: 15.9736 +2022-03-10 18:14:01,314 - davarocr - INFO - Epoch [15][120/541] lr: 2.941e-05, eta: 3:01:14, time: 0.562, data_time: 0.009, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.9163 +2022-03-10 18:14:04,235 - davarocr - INFO - Epoch [15][125/541] lr: 2.941e-05, eta: 3:01:11, time: 0.585, data_time: 0.010, memory: 5179, loss_crf: 0.1409, loss: 0.1409, grad_norm: 14.2669 +2022-03-10 18:14:07,163 - davarocr - INFO - Epoch [15][130/541] lr: 2.941e-05, eta: 3:01:09, time: 0.585, data_time: 0.010, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 1.1667 +2022-03-10 18:14:10,055 - davarocr - INFO - Epoch [15][135/541] lr: 2.941e-05, eta: 3:01:06, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.8643 +2022-03-10 18:14:13,031 - davarocr - INFO - Epoch [15][140/541] lr: 2.941e-05, eta: 3:01:04, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0838, loss: 0.0838, grad_norm: 14.7425 +2022-03-10 18:14:15,910 - davarocr - INFO - Epoch [15][145/541] lr: 2.941e-05, eta: 3:01:01, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.0881, loss: 0.0881, grad_norm: 14.0564 +2022-03-10 18:14:18,807 - davarocr - INFO - Epoch [15][150/541] lr: 2.941e-05, eta: 3:00:58, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0421, loss: 0.0421, grad_norm: 5.8917 +2022-03-10 18:14:21,701 - davarocr - INFO - Epoch [15][155/541] lr: 2.941e-05, eta: 3:00:56, time: 0.582, data_time: 0.012, memory: 5179, loss_crf: 0.0313, loss: 0.0313, grad_norm: 4.1698 +2022-03-10 18:14:24,575 - davarocr - INFO - Epoch [15][160/541] lr: 2.941e-05, eta: 3:00:53, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0276, loss: 0.0276, grad_norm: 5.4815 +2022-03-10 18:14:27,165 - davarocr - INFO - Epoch [15][165/541] lr: 2.941e-05, eta: 3:00:50, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0358, loss: 0.0358, grad_norm: 14.7605 +2022-03-10 18:14:30,269 - davarocr - INFO - Epoch [15][170/541] lr: 2.941e-05, eta: 3:00:48, time: 0.619, data_time: 0.006, memory: 5179, loss_crf: 0.1301, loss: 0.1301, grad_norm: 31.8747 +2022-03-10 18:14:33,401 - davarocr - INFO - Epoch [15][175/541] lr: 2.941e-05, eta: 3:00:46, time: 0.628, data_time: 0.008, memory: 5179, loss_crf: 0.0165, loss: 0.0165, grad_norm: 1.9707 +2022-03-10 18:14:36,383 - davarocr - INFO - Epoch [15][180/541] lr: 2.941e-05, eta: 3:00:43, time: 0.597, data_time: 0.008, memory: 5179, loss_crf: 0.0286, loss: 0.0286, grad_norm: 1.2391 +2022-03-10 18:14:39,466 - davarocr - INFO - Epoch [15][185/541] lr: 2.941e-05, eta: 3:00:41, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.8613 +2022-03-10 18:14:42,649 - davarocr - INFO - Epoch [15][190/541] lr: 2.941e-05, eta: 3:00:39, time: 0.637, data_time: 0.007, memory: 5179, loss_crf: 0.0344, loss: 0.0344, grad_norm: 2.8876 +2022-03-10 18:14:45,517 - davarocr - INFO - Epoch [15][195/541] lr: 2.941e-05, eta: 3:00:37, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.2395, loss: 0.2395, grad_norm: 24.2438 +2022-03-10 18:14:48,254 - davarocr - INFO - Epoch [15][200/541] lr: 2.941e-05, eta: 3:00:34, time: 0.547, data_time: 0.007, memory: 5179, loss_crf: 0.0220, loss: 0.0220, grad_norm: 3.8725 +2022-03-10 18:14:50,835 - davarocr - INFO - Epoch [15][205/541] lr: 2.941e-05, eta: 3:00:30, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0128, loss: 0.0128, grad_norm: 7.2556 +2022-03-10 18:14:53,402 - davarocr - INFO - Epoch [15][210/541] lr: 2.941e-05, eta: 3:00:27, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.0110, loss: 0.0110, grad_norm: 2.9193 +2022-03-10 18:14:56,088 - davarocr - INFO - Epoch [15][215/541] lr: 2.941e-05, eta: 3:00:24, time: 0.537, data_time: 0.006, memory: 5179, loss_crf: 0.1618, loss: 0.1618, grad_norm: 19.9439 +2022-03-10 18:14:58,842 - davarocr - INFO - Epoch [15][220/541] lr: 2.941e-05, eta: 3:00:21, time: 0.551, data_time: 0.008, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.8288 +2022-03-10 18:15:01,421 - davarocr - INFO - Epoch [15][225/541] lr: 2.941e-05, eta: 3:00:17, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0712, loss: 0.0712, grad_norm: 5.3781 +2022-03-10 18:15:04,015 - davarocr - INFO - Epoch [15][230/541] lr: 2.941e-05, eta: 3:00:14, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 1.8685 +2022-03-10 18:15:06,571 - davarocr - INFO - Epoch [15][235/541] lr: 2.941e-05, eta: 3:00:11, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0660, loss: 0.0660, grad_norm: 16.5517 +2022-03-10 18:15:09,128 - davarocr - INFO - Epoch [15][240/541] lr: 2.941e-05, eta: 3:00:07, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0497, loss: 0.0497, grad_norm: 6.4597 +2022-03-10 18:15:11,673 - davarocr - INFO - Epoch [15][245/541] lr: 2.941e-05, eta: 3:00:04, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 0.0482, loss: 0.0482, grad_norm: 16.5733 +2022-03-10 18:15:14,264 - davarocr - INFO - Epoch [15][250/541] lr: 2.941e-05, eta: 3:00:00, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 0.0483, loss: 0.0483, grad_norm: 15.4500 +2022-03-10 18:15:16,836 - davarocr - INFO - Epoch [15][255/541] lr: 2.941e-05, eta: 2:59:57, time: 0.515, data_time: 0.009, memory: 5179, loss_crf: 0.0267, loss: 0.0267, grad_norm: 3.8465 +2022-03-10 18:15:19,556 - davarocr - INFO - Epoch [15][260/541] lr: 2.941e-05, eta: 2:59:54, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.1240, loss: 0.1240, grad_norm: 33.8486 +2022-03-10 18:15:22,258 - davarocr - INFO - Epoch [15][265/541] lr: 2.941e-05, eta: 2:59:51, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 5.2658 +2022-03-10 18:15:24,789 - davarocr - INFO - Epoch [15][270/541] lr: 2.941e-05, eta: 2:59:47, time: 0.505, data_time: 0.008, memory: 5179, loss_crf: 0.0373, loss: 0.0373, grad_norm: 7.8172 +2022-03-10 18:15:27,564 - davarocr - INFO - Epoch [15][275/541] lr: 2.941e-05, eta: 2:59:45, time: 0.558, data_time: 0.009, memory: 5179, loss_crf: 0.0120, loss: 0.0120, grad_norm: 9.8488 +2022-03-10 18:15:30,122 - davarocr - INFO - Epoch [15][280/541] lr: 2.941e-05, eta: 2:59:41, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0937, loss: 0.0937, grad_norm: 6.2149 +2022-03-10 18:15:33,066 - davarocr - INFO - Epoch [15][285/541] lr: 2.941e-05, eta: 2:59:39, time: 0.589, data_time: 0.005, memory: 5179, loss_crf: 0.0090, loss: 0.0090, grad_norm: 7.2888 +2022-03-10 18:15:36,141 - davarocr - INFO - Epoch [15][290/541] lr: 2.941e-05, eta: 2:59:37, time: 0.615, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.0922 +2022-03-10 18:15:39,172 - davarocr - INFO - Epoch [15][295/541] lr: 2.941e-05, eta: 2:59:34, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.7840 +2022-03-10 18:15:42,043 - davarocr - INFO - Epoch [15][300/541] lr: 2.941e-05, eta: 2:59:32, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0375, loss: 0.0375, grad_norm: 10.7595 +2022-03-10 18:15:44,801 - davarocr - INFO - Epoch [15][305/541] lr: 2.941e-05, eta: 2:59:29, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.0124, loss: 0.0124, grad_norm: 3.7799 +2022-03-10 18:15:47,408 - davarocr - INFO - Epoch [15][310/541] lr: 2.941e-05, eta: 2:59:25, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.0530, loss: 0.0530, grad_norm: 2.0927 +2022-03-10 18:15:49,952 - davarocr - INFO - Epoch [15][315/541] lr: 2.941e-05, eta: 2:59:22, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.2129, loss: 0.2129, grad_norm: 4.3356 +2022-03-10 18:15:52,660 - davarocr - INFO - Epoch [15][320/541] lr: 2.941e-05, eta: 2:59:19, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0827, loss: 0.0827, grad_norm: 13.0549 +2022-03-10 18:15:55,223 - davarocr - INFO - Epoch [15][325/541] lr: 2.941e-05, eta: 2:59:15, time: 0.512, data_time: 0.008, memory: 5179, loss_crf: 0.0238, loss: 0.0238, grad_norm: 2.8727 +2022-03-10 18:15:57,817 - davarocr - INFO - Epoch [15][330/541] lr: 2.941e-05, eta: 2:59:12, time: 0.518, data_time: 0.009, memory: 5179, loss_crf: 0.0170, loss: 0.0170, grad_norm: 1.0218 +2022-03-10 18:16:00,615 - davarocr - INFO - Epoch [15][335/541] lr: 2.941e-05, eta: 2:59:09, time: 0.560, data_time: 0.009, memory: 5179, loss_crf: 0.0118, loss: 0.0118, grad_norm: 4.5807 +2022-03-10 18:16:03,400 - davarocr - INFO - Epoch [15][340/541] lr: 2.941e-05, eta: 2:59:06, time: 0.557, data_time: 0.009, memory: 5179, loss_crf: 0.0251, loss: 0.0251, grad_norm: 13.7303 +2022-03-10 18:16:06,202 - davarocr - INFO - Epoch [15][345/541] lr: 2.941e-05, eta: 2:59:04, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5274 +2022-03-10 18:16:09,121 - davarocr - INFO - Epoch [15][350/541] lr: 2.941e-05, eta: 2:59:01, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0608, loss: 0.0608, grad_norm: 4.8455 +2022-03-10 18:16:12,158 - davarocr - INFO - Epoch [15][355/541] lr: 2.941e-05, eta: 2:58:59, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0187, loss: 0.0187, grad_norm: 6.4728 +2022-03-10 18:16:15,228 - davarocr - INFO - Epoch [15][360/541] lr: 2.941e-05, eta: 2:58:57, time: 0.614, data_time: 0.009, memory: 5179, loss_crf: 0.0657, loss: 0.0657, grad_norm: 13.8351 +2022-03-10 18:16:17,914 - davarocr - INFO - Epoch [15][365/541] lr: 2.941e-05, eta: 2:58:54, time: 0.537, data_time: 0.006, memory: 5179, loss_crf: 0.0458, loss: 0.0458, grad_norm: 8.7677 +2022-03-10 18:16:20,640 - davarocr - INFO - Epoch [15][370/541] lr: 2.941e-05, eta: 2:58:51, time: 0.545, data_time: 0.006, memory: 5179, loss_crf: 0.0203, loss: 0.0203, grad_norm: 13.4144 +2022-03-10 18:16:23,337 - davarocr - INFO - Epoch [15][375/541] lr: 2.941e-05, eta: 2:58:47, time: 0.539, data_time: 0.005, memory: 5179, loss_crf: 0.0402, loss: 0.0402, grad_norm: 1.5553 +2022-03-10 18:16:26,029 - davarocr - INFO - Epoch [15][380/541] lr: 2.941e-05, eta: 2:58:44, time: 0.538, data_time: 0.006, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 1.9353 +2022-03-10 18:16:28,576 - davarocr - INFO - Epoch [15][385/541] lr: 2.941e-05, eta: 2:58:41, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 0.1544, loss: 0.1544, grad_norm: 9.0066 +2022-03-10 18:16:31,450 - davarocr - INFO - Epoch [15][390/541] lr: 2.941e-05, eta: 2:58:38, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0089, loss: 0.0089, grad_norm: 3.1586 +2022-03-10 18:16:34,462 - davarocr - INFO - Epoch [15][395/541] lr: 2.941e-05, eta: 2:58:36, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0585, loss: 0.0585, grad_norm: 13.0498 +2022-03-10 18:16:37,338 - davarocr - INFO - Epoch [15][400/541] lr: 2.941e-05, eta: 2:58:33, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0935, loss: 0.0935, grad_norm: 1.8656 +2022-03-10 18:16:40,203 - davarocr - INFO - Epoch [15][405/541] lr: 2.941e-05, eta: 2:58:31, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0884, loss: 0.0884, grad_norm: 18.0538 +2022-03-10 18:16:43,124 - davarocr - INFO - Epoch [15][410/541] lr: 2.941e-05, eta: 2:58:28, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0701, loss: 0.0701, grad_norm: 13.5783 +2022-03-10 18:16:46,013 - davarocr - INFO - Epoch [15][415/541] lr: 2.941e-05, eta: 2:58:25, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.5947 +2022-03-10 18:16:48,798 - davarocr - INFO - Epoch [15][420/541] lr: 2.941e-05, eta: 2:58:23, time: 0.557, data_time: 0.010, memory: 5179, loss_crf: 0.0510, loss: 0.0510, grad_norm: 7.5646 +2022-03-10 18:16:51,336 - davarocr - INFO - Epoch [15][425/541] lr: 2.941e-05, eta: 2:58:19, time: 0.511, data_time: 0.009, memory: 5179, loss_crf: 0.0648, loss: 0.0648, grad_norm: 13.0849 +2022-03-10 18:16:54,113 - davarocr - INFO - Epoch [15][430/541] lr: 2.941e-05, eta: 2:58:16, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.1673, loss: 0.1673, grad_norm: 32.3461 +2022-03-10 18:16:56,919 - davarocr - INFO - Epoch [15][435/541] lr: 2.941e-05, eta: 2:58:13, time: 0.561, data_time: 0.009, memory: 5179, loss_crf: 0.0429, loss: 0.0429, grad_norm: 0.9587 +2022-03-10 18:16:59,703 - davarocr - INFO - Epoch [15][440/541] lr: 2.941e-05, eta: 2:58:11, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 1.6510 +2022-03-10 18:17:02,248 - davarocr - INFO - Epoch [15][445/541] lr: 2.941e-05, eta: 2:58:07, time: 0.508, data_time: 0.008, memory: 5179, loss_crf: 0.0415, loss: 0.0415, grad_norm: 1.5881 +2022-03-10 18:17:04,834 - davarocr - INFO - Epoch [15][450/541] lr: 2.941e-05, eta: 2:58:04, time: 0.517, data_time: 0.009, memory: 5179, loss_crf: 0.0684, loss: 0.0684, grad_norm: 7.8163 +2022-03-10 18:17:07,342 - davarocr - INFO - Epoch [15][455/541] lr: 2.941e-05, eta: 2:58:00, time: 0.504, data_time: 0.008, memory: 5179, loss_crf: 0.0295, loss: 0.0295, grad_norm: 6.0374 +2022-03-10 18:17:10,056 - davarocr - INFO - Epoch [15][460/541] lr: 2.941e-05, eta: 2:57:57, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0737, loss: 0.0737, grad_norm: 10.5601 +2022-03-10 18:17:12,625 - davarocr - INFO - Epoch [15][465/541] lr: 2.941e-05, eta: 2:57:54, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.1232, loss: 0.1232, grad_norm: 7.1135 +2022-03-10 18:17:15,499 - davarocr - INFO - Epoch [15][470/541] lr: 2.941e-05, eta: 2:57:51, time: 0.575, data_time: 0.009, memory: 5179, loss_crf: 0.0220, loss: 0.0220, grad_norm: 15.5492 +2022-03-10 18:17:18,555 - davarocr - INFO - Epoch [15][475/541] lr: 2.941e-05, eta: 2:57:49, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.0882, loss: 0.0882, grad_norm: 11.1422 +2022-03-10 18:17:21,430 - davarocr - INFO - Epoch [15][480/541] lr: 2.941e-05, eta: 2:57:46, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.1061, loss: 0.1061, grad_norm: 44.8406 +2022-03-10 18:17:24,456 - davarocr - INFO - Epoch [15][485/541] lr: 2.941e-05, eta: 2:57:44, time: 0.608, data_time: 0.009, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 1.6747 +2022-03-10 18:17:27,578 - davarocr - INFO - Epoch [15][490/541] lr: 2.941e-05, eta: 2:57:42, time: 0.624, data_time: 0.006, memory: 5179, loss_crf: 0.2107, loss: 0.2107, grad_norm: 20.4165 +2022-03-10 18:17:30,189 - davarocr - INFO - Epoch [15][495/541] lr: 2.941e-05, eta: 2:57:39, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0192, loss: 0.0192, grad_norm: 6.3992 +2022-03-10 18:17:32,987 - davarocr - INFO - Epoch [15][500/541] lr: 2.941e-05, eta: 2:57:36, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.1645, loss: 0.1645, grad_norm: 5.6194 +2022-03-10 18:17:35,825 - davarocr - INFO - Epoch [15][505/541] lr: 2.941e-05, eta: 2:57:33, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.0214, loss: 0.0214, grad_norm: 15.5535 +2022-03-10 18:17:38,700 - davarocr - INFO - Epoch [15][510/541] lr: 2.941e-05, eta: 2:57:31, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0756, loss: 0.0756, grad_norm: 8.2746 +2022-03-10 18:17:41,489 - davarocr - INFO - Epoch [15][515/541] lr: 2.941e-05, eta: 2:57:28, time: 0.558, data_time: 0.005, memory: 5179, loss_crf: 0.0831, loss: 0.0831, grad_norm: 32.9744 +2022-03-10 18:17:44,221 - davarocr - INFO - Epoch [15][520/541] lr: 2.941e-05, eta: 2:57:25, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.1772, loss: 0.1772, grad_norm: 41.2339 +2022-03-10 18:17:46,750 - davarocr - INFO - Epoch [15][525/541] lr: 2.941e-05, eta: 2:57:21, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.0201, loss: 0.0201, grad_norm: 10.0886 +2022-03-10 18:17:49,285 - davarocr - INFO - Epoch [15][530/541] lr: 2.941e-05, eta: 2:57:18, time: 0.507, data_time: 0.008, memory: 5179, loss_crf: 0.2095, loss: 0.2095, grad_norm: 40.7479 +2022-03-10 18:17:51,875 - davarocr - INFO - Epoch [15][535/541] lr: 2.941e-05, eta: 2:57:14, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0138, loss: 0.0138, grad_norm: 1.3453 +2022-03-10 18:17:54,478 - davarocr - INFO - Epoch [15][540/541] lr: 2.941e-05, eta: 2:57:11, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.1630, loss: 0.1630, grad_norm: 43.9179 +2022-03-10 18:18:37,113 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.919004764425622 +2022-03-10 18:18:37,114 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:18:37,114 - davarocr - INFO - Epoch(val) [15][541] LOC: {'precision': 0.9293768545994066, 'recall': 0.9388489208633094, 'f1-score': 0.9340888756337609}, PER: {'precision': 0.9509503372164316, 'recall': 0.9591836734693877, 'f1-score': 0.9550492610837438}, MISC: {'precision': 0.8211267605633803, 'recall': 0.8304843304843305, 'f1-score': 0.8257790368271956}, ORG: {'precision': 0.893679858239811, 'recall': 0.9108970499698976, 'f1-score': 0.9022063208109719}, all: {'precision': 0.9115229935303375, 'recall': 0.9229815864022662, 'f1-score': 0.9172165039148412}, hmean: 0.9172 +2022-03-10 18:18:42,554 - davarocr - INFO - Epoch [16][5/541] lr: 2.857e-05, eta: 2:57:13, time: 1.086, data_time: 0.486, memory: 5179, loss_crf: 0.1360, loss: 0.1360, grad_norm: 12.2276 +2022-03-10 18:18:45,622 - davarocr - INFO - Epoch [16][10/541] lr: 2.857e-05, eta: 2:57:10, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 0.0594, loss: 0.0594, grad_norm: 2.4624 +2022-03-10 18:18:48,542 - davarocr - INFO - Epoch [16][15/541] lr: 2.857e-05, eta: 2:57:08, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.6888 +2022-03-10 18:18:51,386 - davarocr - INFO - Epoch [16][20/541] lr: 2.857e-05, eta: 2:57:05, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 1.5306 +2022-03-10 18:18:54,258 - davarocr - INFO - Epoch [16][25/541] lr: 2.857e-05, eta: 2:57:02, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0268, loss: 0.0268, grad_norm: 4.5837 +2022-03-10 18:18:57,047 - davarocr - INFO - Epoch [16][30/541] lr: 2.857e-05, eta: 2:57:00, time: 0.558, data_time: 0.008, memory: 5179, loss_crf: 0.0437, loss: 0.0437, grad_norm: 9.8013 +2022-03-10 18:18:59,974 - davarocr - INFO - Epoch [16][35/541] lr: 2.857e-05, eta: 2:56:57, time: 0.586, data_time: 0.009, memory: 5179, loss_crf: 0.0086, loss: 0.0086, grad_norm: 1.7157 +2022-03-10 18:19:02,852 - davarocr - INFO - Epoch [16][40/541] lr: 2.857e-05, eta: 2:56:54, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 3.9489 +2022-03-10 18:19:05,731 - davarocr - INFO - Epoch [16][45/541] lr: 2.857e-05, eta: 2:56:52, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.4667, loss: 0.4667, grad_norm: 50.5518 +2022-03-10 18:19:08,645 - davarocr - INFO - Epoch [16][50/541] lr: 2.857e-05, eta: 2:56:49, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6714 +2022-03-10 18:19:11,536 - davarocr - INFO - Epoch [16][55/541] lr: 2.857e-05, eta: 2:56:47, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6130 +2022-03-10 18:19:14,420 - davarocr - INFO - Epoch [16][60/541] lr: 2.857e-05, eta: 2:56:44, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0271, loss: 0.0271, grad_norm: 2.1576 +2022-03-10 18:19:17,356 - davarocr - INFO - Epoch [16][65/541] lr: 2.857e-05, eta: 2:56:41, time: 0.588, data_time: 0.010, memory: 5179, loss_crf: 0.0569, loss: 0.0569, grad_norm: 14.1861 +2022-03-10 18:19:20,265 - davarocr - INFO - Epoch [16][70/541] lr: 2.857e-05, eta: 2:56:39, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.2396 +2022-03-10 18:19:22,866 - davarocr - INFO - Epoch [16][75/541] lr: 2.857e-05, eta: 2:56:36, time: 0.520, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.8831 +2022-03-10 18:19:25,581 - davarocr - INFO - Epoch [16][80/541] lr: 2.857e-05, eta: 2:56:33, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.1964, loss: 0.1964, grad_norm: 26.4679 +2022-03-10 18:19:28,131 - davarocr - INFO - Epoch [16][85/541] lr: 2.857e-05, eta: 2:56:29, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.0073, loss: 0.0073, grad_norm: 3.6429 +2022-03-10 18:19:30,824 - davarocr - INFO - Epoch [16][90/541] lr: 2.857e-05, eta: 2:56:26, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.0232, loss: 0.0232, grad_norm: 5.4374 +2022-03-10 18:19:33,553 - davarocr - INFO - Epoch [16][95/541] lr: 2.857e-05, eta: 2:56:23, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.5238, loss: 0.5238, grad_norm: 71.3516 +2022-03-10 18:19:36,148 - davarocr - INFO - Epoch [16][100/541] lr: 2.857e-05, eta: 2:56:20, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6544 +2022-03-10 18:19:38,709 - davarocr - INFO - Epoch [16][105/541] lr: 2.857e-05, eta: 2:56:16, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0815, loss: 0.0815, grad_norm: 32.3146 +2022-03-10 18:19:41,601 - davarocr - INFO - Epoch [16][110/541] lr: 2.857e-05, eta: 2:56:14, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0178, loss: 0.0178, grad_norm: 4.2293 +2022-03-10 18:19:44,349 - davarocr - INFO - Epoch [16][115/541] lr: 2.857e-05, eta: 2:56:11, time: 0.550, data_time: 0.009, memory: 5179, loss_crf: 0.0601, loss: 0.0601, grad_norm: 15.2757 +2022-03-10 18:19:47,216 - davarocr - INFO - Epoch [16][120/541] lr: 2.857e-05, eta: 2:56:08, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0168, loss: 0.0168, grad_norm: 13.9907 +2022-03-10 18:19:49,784 - davarocr - INFO - Epoch [16][125/541] lr: 2.857e-05, eta: 2:56:05, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0144, loss: 0.0144, grad_norm: 9.4888 +2022-03-10 18:19:52,342 - davarocr - INFO - Epoch [16][130/541] lr: 2.857e-05, eta: 2:56:01, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.9186 +2022-03-10 18:19:55,242 - davarocr - INFO - Epoch [16][135/541] lr: 2.857e-05, eta: 2:55:59, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.7314 +2022-03-10 18:19:58,107 - davarocr - INFO - Epoch [16][140/541] lr: 2.857e-05, eta: 2:55:56, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 1.6740 +2022-03-10 18:20:01,036 - davarocr - INFO - Epoch [16][145/541] lr: 2.857e-05, eta: 2:55:54, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 4.7913 +2022-03-10 18:20:03,945 - davarocr - INFO - Epoch [16][150/541] lr: 2.857e-05, eta: 2:55:51, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0433, loss: 0.0433, grad_norm: 3.8089 +2022-03-10 18:20:06,822 - davarocr - INFO - Epoch [16][155/541] lr: 2.857e-05, eta: 2:55:48, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6566 +2022-03-10 18:20:09,569 - davarocr - INFO - Epoch [16][160/541] lr: 2.857e-05, eta: 2:55:45, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.2115, loss: 0.2115, grad_norm: 56.4309 +2022-03-10 18:20:12,469 - davarocr - INFO - Epoch [16][165/541] lr: 2.857e-05, eta: 2:55:43, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.6052 +2022-03-10 18:20:15,344 - davarocr - INFO - Epoch [16][170/541] lr: 2.857e-05, eta: 2:55:40, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 1.7918 +2022-03-10 18:20:18,221 - davarocr - INFO - Epoch [16][175/541] lr: 2.857e-05, eta: 2:55:38, time: 0.575, data_time: 0.005, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7853 +2022-03-10 18:20:21,153 - davarocr - INFO - Epoch [16][180/541] lr: 2.857e-05, eta: 2:55:35, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.0643, loss: 0.0643, grad_norm: 9.3685 +2022-03-10 18:20:24,188 - davarocr - INFO - Epoch [16][185/541] lr: 2.857e-05, eta: 2:55:33, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0068, loss: 0.0068, grad_norm: 3.8729 +2022-03-10 18:20:27,222 - davarocr - INFO - Epoch [16][190/541] lr: 2.857e-05, eta: 2:55:30, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0140, loss: 0.0140, grad_norm: 5.7037 +2022-03-10 18:20:30,130 - davarocr - INFO - Epoch [16][195/541] lr: 2.857e-05, eta: 2:55:28, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 2.3049 +2022-03-10 18:20:32,981 - davarocr - INFO - Epoch [16][200/541] lr: 2.857e-05, eta: 2:55:25, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.1051, loss: 0.1051, grad_norm: 19.3297 +2022-03-10 18:20:35,742 - davarocr - INFO - Epoch [16][205/541] lr: 2.857e-05, eta: 2:55:22, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.0776, loss: 0.0776, grad_norm: 7.7387 +2022-03-10 18:20:38,474 - davarocr - INFO - Epoch [16][210/541] lr: 2.857e-05, eta: 2:55:19, time: 0.547, data_time: 0.008, memory: 5179, loss_crf: 0.0080, loss: 0.0080, grad_norm: 2.5507 +2022-03-10 18:20:41,205 - davarocr - INFO - Epoch [16][215/541] lr: 2.857e-05, eta: 2:55:16, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.0744, loss: 0.0744, grad_norm: 23.4135 +2022-03-10 18:20:44,116 - davarocr - INFO - Epoch [16][220/541] lr: 2.857e-05, eta: 2:55:14, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0086, loss: 0.0086, grad_norm: 6.6214 +2022-03-10 18:20:47,111 - davarocr - INFO - Epoch [16][225/541] lr: 2.857e-05, eta: 2:55:11, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.2250, loss: 0.2250, grad_norm: 4.8130 +2022-03-10 18:20:50,018 - davarocr - INFO - Epoch [16][230/541] lr: 2.857e-05, eta: 2:55:09, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0172, loss: 0.0172, grad_norm: 2.1595 +2022-03-10 18:20:52,739 - davarocr - INFO - Epoch [16][235/541] lr: 2.857e-05, eta: 2:55:06, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.3057, loss: 0.3057, grad_norm: 6.6127 +2022-03-10 18:20:55,741 - davarocr - INFO - Epoch [16][240/541] lr: 2.857e-05, eta: 2:55:03, time: 0.598, data_time: 0.008, memory: 5179, loss_crf: 0.0853, loss: 0.0853, grad_norm: 22.7050 +2022-03-10 18:20:58,675 - davarocr - INFO - Epoch [16][245/541] lr: 2.857e-05, eta: 2:55:01, time: 0.589, data_time: 0.008, memory: 5179, loss_crf: 0.0305, loss: 0.0305, grad_norm: 6.5065 +2022-03-10 18:21:01,568 - davarocr - INFO - Epoch [16][250/541] lr: 2.857e-05, eta: 2:54:58, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.0683, loss: 0.0683, grad_norm: 2.0141 +2022-03-10 18:21:04,446 - davarocr - INFO - Epoch [16][255/541] lr: 2.857e-05, eta: 2:54:55, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.1804, loss: 0.1804, grad_norm: 14.7280 +2022-03-10 18:21:07,343 - davarocr - INFO - Epoch [16][260/541] lr: 2.857e-05, eta: 2:54:53, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0100, loss: 0.0100, grad_norm: 8.7728 +2022-03-10 18:21:10,219 - davarocr - INFO - Epoch [16][265/541] lr: 2.857e-05, eta: 2:54:50, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0721, loss: 0.0721, grad_norm: 11.2165 +2022-03-10 18:21:13,078 - davarocr - INFO - Epoch [16][270/541] lr: 2.857e-05, eta: 2:54:48, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.1132, loss: 0.1132, grad_norm: 23.9960 +2022-03-10 18:21:15,949 - davarocr - INFO - Epoch [16][275/541] lr: 2.857e-05, eta: 2:54:45, time: 0.574, data_time: 0.005, memory: 5179, loss_crf: 0.0643, loss: 0.0643, grad_norm: 4.3350 +2022-03-10 18:21:18,826 - davarocr - INFO - Epoch [16][280/541] lr: 2.857e-05, eta: 2:54:42, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0705, loss: 0.0705, grad_norm: 6.4760 +2022-03-10 18:21:21,876 - davarocr - INFO - Epoch [16][285/541] lr: 2.857e-05, eta: 2:54:40, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0235, loss: 0.0235, grad_norm: 11.5302 +2022-03-10 18:21:24,903 - davarocr - INFO - Epoch [16][290/541] lr: 2.857e-05, eta: 2:54:38, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0624, loss: 0.0624, grad_norm: 25.6904 +2022-03-10 18:21:27,783 - davarocr - INFO - Epoch [16][295/541] lr: 2.857e-05, eta: 2:54:35, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.9922 +2022-03-10 18:21:30,812 - davarocr - INFO - Epoch [16][300/541] lr: 2.857e-05, eta: 2:54:33, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.1901, loss: 0.1901, grad_norm: 32.1412 +2022-03-10 18:21:33,712 - davarocr - INFO - Epoch [16][305/541] lr: 2.857e-05, eta: 2:54:30, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.4840 +2022-03-10 18:21:36,724 - davarocr - INFO - Epoch [16][310/541] lr: 2.857e-05, eta: 2:54:28, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.0064, loss: 0.0064, grad_norm: 2.1179 +2022-03-10 18:21:39,747 - davarocr - INFO - Epoch [16][315/541] lr: 2.857e-05, eta: 2:54:25, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.1905, loss: 0.1905, grad_norm: 40.5205 +2022-03-10 18:21:42,788 - davarocr - INFO - Epoch [16][320/541] lr: 2.857e-05, eta: 2:54:23, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0316, loss: 0.0316, grad_norm: 9.1935 +2022-03-10 18:21:45,954 - davarocr - INFO - Epoch [16][325/541] lr: 2.857e-05, eta: 2:54:21, time: 0.632, data_time: 0.007, memory: 5179, loss_crf: 0.5641, loss: 0.5641, grad_norm: 27.8993 +2022-03-10 18:21:48,884 - davarocr - INFO - Epoch [16][330/541] lr: 2.857e-05, eta: 2:54:18, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0701, loss: 0.0701, grad_norm: 12.8955 +2022-03-10 18:21:51,758 - davarocr - INFO - Epoch [16][335/541] lr: 2.857e-05, eta: 2:54:16, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0410, loss: 0.0410, grad_norm: 6.4442 +2022-03-10 18:21:54,629 - davarocr - INFO - Epoch [16][340/541] lr: 2.857e-05, eta: 2:54:13, time: 0.574, data_time: 0.005, memory: 5179, loss_crf: 0.0108, loss: 0.0108, grad_norm: 4.5066 +2022-03-10 18:21:57,522 - davarocr - INFO - Epoch [16][345/541] lr: 2.857e-05, eta: 2:54:10, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0496, loss: 0.0496, grad_norm: 15.0715 +2022-03-10 18:22:00,423 - davarocr - INFO - Epoch [16][350/541] lr: 2.857e-05, eta: 2:54:08, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0128, loss: 0.0128, grad_norm: 4.2009 +2022-03-10 18:22:03,324 - davarocr - INFO - Epoch [16][355/541] lr: 2.857e-05, eta: 2:54:05, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0293, loss: 0.0293, grad_norm: 14.2002 +2022-03-10 18:22:06,204 - davarocr - INFO - Epoch [16][360/541] lr: 2.857e-05, eta: 2:54:03, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0629, loss: 0.0629, grad_norm: 27.4313 +2022-03-10 18:22:09,132 - davarocr - INFO - Epoch [16][365/541] lr: 2.857e-05, eta: 2:54:00, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.6354 +2022-03-10 18:22:12,006 - davarocr - INFO - Epoch [16][370/541] lr: 2.857e-05, eta: 2:53:57, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7388 +2022-03-10 18:22:14,881 - davarocr - INFO - Epoch [16][375/541] lr: 2.857e-05, eta: 2:53:55, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.0489 +2022-03-10 18:22:17,576 - davarocr - INFO - Epoch [16][380/541] lr: 2.857e-05, eta: 2:53:52, time: 0.539, data_time: 0.008, memory: 5179, loss_crf: 0.1029, loss: 0.1029, grad_norm: 15.5514 +2022-03-10 18:22:20,322 - davarocr - INFO - Epoch [16][385/541] lr: 2.857e-05, eta: 2:53:49, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5673 +2022-03-10 18:22:22,953 - davarocr - INFO - Epoch [16][390/541] lr: 2.857e-05, eta: 2:53:45, time: 0.526, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5763 +2022-03-10 18:22:25,671 - davarocr - INFO - Epoch [16][395/541] lr: 2.857e-05, eta: 2:53:42, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.1479, loss: 0.1479, grad_norm: 2.5747 +2022-03-10 18:22:28,316 - davarocr - INFO - Epoch [16][400/541] lr: 2.857e-05, eta: 2:53:39, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0239, loss: 0.0239, grad_norm: 12.0116 +2022-03-10 18:22:30,929 - davarocr - INFO - Epoch [16][405/541] lr: 2.857e-05, eta: 2:53:36, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 0.0795, loss: 0.0795, grad_norm: 4.0769 +2022-03-10 18:22:33,792 - davarocr - INFO - Epoch [16][410/541] lr: 2.857e-05, eta: 2:53:33, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.4719, loss: 0.4719, grad_norm: 85.8620 +2022-03-10 18:22:36,625 - davarocr - INFO - Epoch [16][415/541] lr: 2.857e-05, eta: 2:53:31, time: 0.566, data_time: 0.009, memory: 5179, loss_crf: 0.0336, loss: 0.0336, grad_norm: 4.3024 +2022-03-10 18:22:39,765 - davarocr - INFO - Epoch [16][420/541] lr: 2.857e-05, eta: 2:53:28, time: 0.629, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.4032 +2022-03-10 18:22:42,942 - davarocr - INFO - Epoch [16][425/541] lr: 2.857e-05, eta: 2:53:26, time: 0.635, data_time: 0.006, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.1436 +2022-03-10 18:22:45,915 - davarocr - INFO - Epoch [16][430/541] lr: 2.857e-05, eta: 2:53:24, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.1157, loss: 0.1157, grad_norm: 36.1955 +2022-03-10 18:22:48,738 - davarocr - INFO - Epoch [16][435/541] lr: 2.857e-05, eta: 2:53:21, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0862, loss: 0.0862, grad_norm: 8.3036 +2022-03-10 18:22:51,564 - davarocr - INFO - Epoch [16][440/541] lr: 2.857e-05, eta: 2:53:18, time: 0.565, data_time: 0.008, memory: 5179, loss_crf: 0.0162, loss: 0.0162, grad_norm: 6.3318 +2022-03-10 18:22:54,543 - davarocr - INFO - Epoch [16][445/541] lr: 2.857e-05, eta: 2:53:16, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0299, loss: 0.0299, grad_norm: 13.9574 +2022-03-10 18:22:57,537 - davarocr - INFO - Epoch [16][450/541] lr: 2.857e-05, eta: 2:53:14, time: 0.599, data_time: 0.007, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 3.7636 +2022-03-10 18:23:00,507 - davarocr - INFO - Epoch [16][455/541] lr: 2.857e-05, eta: 2:53:11, time: 0.594, data_time: 0.008, memory: 5179, loss_crf: 0.0117, loss: 0.0117, grad_norm: 2.6365 +2022-03-10 18:23:03,415 - davarocr - INFO - Epoch [16][460/541] lr: 2.857e-05, eta: 2:53:08, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.3629, loss: 0.3629, grad_norm: 49.4248 +2022-03-10 18:23:06,303 - davarocr - INFO - Epoch [16][465/541] lr: 2.857e-05, eta: 2:53:06, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5397 +2022-03-10 18:23:09,148 - davarocr - INFO - Epoch [16][470/541] lr: 2.857e-05, eta: 2:53:03, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0179, loss: 0.0179, grad_norm: 6.6601 +2022-03-10 18:23:11,837 - davarocr - INFO - Epoch [16][475/541] lr: 2.857e-05, eta: 2:53:00, time: 0.539, data_time: 0.009, memory: 5179, loss_crf: 0.0080, loss: 0.0080, grad_norm: 12.0717 +2022-03-10 18:23:14,421 - davarocr - INFO - Epoch [16][480/541] lr: 2.857e-05, eta: 2:52:57, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.1787, loss: 0.1787, grad_norm: 44.4321 +2022-03-10 18:23:17,136 - davarocr - INFO - Epoch [16][485/541] lr: 2.857e-05, eta: 2:52:54, time: 0.543, data_time: 0.006, memory: 5179, loss_crf: 0.0411, loss: 0.0411, grad_norm: 34.5178 +2022-03-10 18:23:19,769 - davarocr - INFO - Epoch [16][490/541] lr: 2.857e-05, eta: 2:52:50, time: 0.526, data_time: 0.006, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 3.5854 +2022-03-10 18:23:22,448 - davarocr - INFO - Epoch [16][495/541] lr: 2.857e-05, eta: 2:52:47, time: 0.536, data_time: 0.007, memory: 5179, loss_crf: 0.0126, loss: 0.0126, grad_norm: 6.5130 +2022-03-10 18:23:25,127 - davarocr - INFO - Epoch [16][500/541] lr: 2.857e-05, eta: 2:52:44, time: 0.536, data_time: 0.006, memory: 5179, loss_crf: 0.1606, loss: 0.1606, grad_norm: 20.9065 +2022-03-10 18:23:27,705 - davarocr - INFO - Epoch [16][505/541] lr: 2.857e-05, eta: 2:52:41, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.0445, loss: 0.0445, grad_norm: 18.1215 +2022-03-10 18:23:30,560 - davarocr - INFO - Epoch [16][510/541] lr: 2.857e-05, eta: 2:52:38, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.1836, loss: 0.1836, grad_norm: 21.9960 +2022-03-10 18:23:33,452 - davarocr - INFO - Epoch [16][515/541] lr: 2.857e-05, eta: 2:52:36, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0059, loss: 0.0059, grad_norm: 3.9587 +2022-03-10 18:23:36,687 - davarocr - INFO - Epoch [16][520/541] lr: 2.857e-05, eta: 2:52:34, time: 0.647, data_time: 0.006, memory: 5179, loss_crf: 0.2674, loss: 0.2674, grad_norm: 18.6072 +2022-03-10 18:23:39,717 - davarocr - INFO - Epoch [16][525/541] lr: 2.857e-05, eta: 2:52:31, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0484, loss: 0.0484, grad_norm: 3.5165 +2022-03-10 18:23:42,704 - davarocr - INFO - Epoch [16][530/541] lr: 2.857e-05, eta: 2:52:29, time: 0.597, data_time: 0.007, memory: 5179, loss_crf: 0.1034, loss: 0.1034, grad_norm: 5.4181 +2022-03-10 18:23:45,615 - davarocr - INFO - Epoch [16][535/541] lr: 2.857e-05, eta: 2:52:26, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.2745 +2022-03-10 18:23:48,380 - davarocr - INFO - Epoch [16][540/541] lr: 2.857e-05, eta: 2:52:23, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0622, loss: 0.0622, grad_norm: 8.0731 +2022-03-10 18:24:25,816 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.919004764425622 +2022-03-10 18:24:25,817 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:24:25,817 - davarocr - INFO - Epoch(val) [16][541] LOC: {'precision': 0.9441069258809235, 'recall': 0.9316546762589928, 'f1-score': 0.9378394689197345}, PER: {'precision': 0.9542927733168622, 'recall': 0.9554730983302412, 'f1-score': 0.9548825710754016}, MISC: {'precision': 0.8168044077134986, 'recall': 0.8447293447293447, 'f1-score': 0.8305322128851541}, ORG: {'precision': 0.8919553728714034, 'recall': 0.9145093317278747, 'f1-score': 0.903091557669441}, all: {'precision': 0.9151738672286618, 'recall': 0.9226274787535411, 'f1-score': 0.9188855581026275}, hmean: 0.9189 +2022-03-10 18:24:31,297 - davarocr - INFO - Epoch [17][5/541] lr: 2.778e-05, eta: 2:52:24, time: 1.090, data_time: 0.490, memory: 5179, loss_crf: 0.0213, loss: 0.0213, grad_norm: 4.5018 +2022-03-10 18:24:34,260 - davarocr - INFO - Epoch [17][10/541] lr: 2.778e-05, eta: 2:52:22, time: 0.593, data_time: 0.012, memory: 5179, loss_crf: 0.0209, loss: 0.0209, grad_norm: 12.1608 +2022-03-10 18:24:37,322 - davarocr - INFO - Epoch [17][15/541] lr: 2.778e-05, eta: 2:52:20, time: 0.613, data_time: 0.010, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 3.3327 +2022-03-10 18:24:40,076 - davarocr - INFO - Epoch [17][20/541] lr: 2.778e-05, eta: 2:52:17, time: 0.551, data_time: 0.010, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6842 +2022-03-10 18:24:42,941 - davarocr - INFO - Epoch [17][25/541] lr: 2.778e-05, eta: 2:52:14, time: 0.573, data_time: 0.010, memory: 5179, loss_crf: 0.0482, loss: 0.0482, grad_norm: 3.0060 +2022-03-10 18:24:46,001 - davarocr - INFO - Epoch [17][30/541] lr: 2.778e-05, eta: 2:52:12, time: 0.612, data_time: 0.009, memory: 5179, loss_crf: 0.0414, loss: 0.0414, grad_norm: 6.3999 +2022-03-10 18:24:48,897 - davarocr - INFO - Epoch [17][35/541] lr: 2.778e-05, eta: 2:52:09, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0072, loss: 0.0072, grad_norm: 4.2591 +2022-03-10 18:24:51,983 - davarocr - INFO - Epoch [17][40/541] lr: 2.778e-05, eta: 2:52:07, time: 0.617, data_time: 0.006, memory: 5179, loss_crf: 0.1569, loss: 0.1569, grad_norm: 5.8469 +2022-03-10 18:24:55,216 - davarocr - INFO - Epoch [17][45/541] lr: 2.778e-05, eta: 2:52:05, time: 0.646, data_time: 0.008, memory: 5179, loss_crf: 0.0569, loss: 0.0569, grad_norm: 5.3844 +2022-03-10 18:24:58,121 - davarocr - INFO - Epoch [17][50/541] lr: 2.778e-05, eta: 2:52:02, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 2.1523 +2022-03-10 18:25:00,985 - davarocr - INFO - Epoch [17][55/541] lr: 2.778e-05, eta: 2:52:00, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.1446, loss: 0.1446, grad_norm: 7.4781 +2022-03-10 18:25:03,864 - davarocr - INFO - Epoch [17][60/541] lr: 2.778e-05, eta: 2:51:57, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0473, loss: 0.0473, grad_norm: 12.6052 +2022-03-10 18:25:06,442 - davarocr - INFO - Epoch [17][65/541] lr: 2.778e-05, eta: 2:51:54, time: 0.517, data_time: 0.010, memory: 5179, loss_crf: 0.0248, loss: 0.0248, grad_norm: 6.4768 +2022-03-10 18:25:08,994 - davarocr - INFO - Epoch [17][70/541] lr: 2.778e-05, eta: 2:51:50, time: 0.513, data_time: 0.009, memory: 5179, loss_crf: 0.0128, loss: 0.0128, grad_norm: 1.5716 +2022-03-10 18:25:11,516 - davarocr - INFO - Epoch [17][75/541] lr: 2.778e-05, eta: 2:51:47, time: 0.505, data_time: 0.008, memory: 5179, loss_crf: 0.0267, loss: 0.0267, grad_norm: 4.2569 +2022-03-10 18:25:14,413 - davarocr - INFO - Epoch [17][80/541] lr: 2.778e-05, eta: 2:51:44, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0479, loss: 0.0479, grad_norm: 23.6144 +2022-03-10 18:25:16,997 - davarocr - INFO - Epoch [17][85/541] lr: 2.778e-05, eta: 2:51:41, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5769 +2022-03-10 18:25:19,562 - davarocr - INFO - Epoch [17][90/541] lr: 2.778e-05, eta: 2:51:38, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.2130, loss: 0.2130, grad_norm: 45.1091 +2022-03-10 18:25:22,326 - davarocr - INFO - Epoch [17][95/541] lr: 2.778e-05, eta: 2:51:35, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.0096, loss: 0.0096, grad_norm: 1.1255 +2022-03-10 18:25:25,231 - davarocr - INFO - Epoch [17][100/541] lr: 2.778e-05, eta: 2:51:32, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.1554, loss: 0.1554, grad_norm: 29.3677 +2022-03-10 18:25:28,300 - davarocr - INFO - Epoch [17][105/541] lr: 2.778e-05, eta: 2:51:30, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.9010 +2022-03-10 18:25:31,193 - davarocr - INFO - Epoch [17][110/541] lr: 2.778e-05, eta: 2:51:27, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.2702, loss: 0.2702, grad_norm: 37.7159 +2022-03-10 18:25:34,272 - davarocr - INFO - Epoch [17][115/541] lr: 2.778e-05, eta: 2:51:25, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.0171, loss: 0.0171, grad_norm: 10.6968 +2022-03-10 18:25:37,303 - davarocr - INFO - Epoch [17][120/541] lr: 2.778e-05, eta: 2:51:23, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.0300 +2022-03-10 18:25:40,216 - davarocr - INFO - Epoch [17][125/541] lr: 2.778e-05, eta: 2:51:20, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.2517, loss: 0.2517, grad_norm: 10.0841 +2022-03-10 18:25:43,103 - davarocr - INFO - Epoch [17][130/541] lr: 2.778e-05, eta: 2:51:17, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.7414 +2022-03-10 18:25:46,143 - davarocr - INFO - Epoch [17][135/541] lr: 2.778e-05, eta: 2:51:15, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.8417 +2022-03-10 18:25:49,215 - davarocr - INFO - Epoch [17][140/541] lr: 2.778e-05, eta: 2:51:13, time: 0.614, data_time: 0.008, memory: 5179, loss_crf: 0.0513, loss: 0.0513, grad_norm: 3.2406 +2022-03-10 18:25:52,268 - davarocr - INFO - Epoch [17][145/541] lr: 2.778e-05, eta: 2:51:10, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0140, loss: 0.0140, grad_norm: 3.9602 +2022-03-10 18:25:55,290 - davarocr - INFO - Epoch [17][150/541] lr: 2.778e-05, eta: 2:51:08, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.1101, loss: 0.1101, grad_norm: 2.0752 +2022-03-10 18:25:58,182 - davarocr - INFO - Epoch [17][155/541] lr: 2.778e-05, eta: 2:51:05, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.9138 +2022-03-10 18:26:01,079 - davarocr - INFO - Epoch [17][160/541] lr: 2.778e-05, eta: 2:51:03, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0233, loss: 0.0233, grad_norm: 8.7977 +2022-03-10 18:26:03,969 - davarocr - INFO - Epoch [17][165/541] lr: 2.778e-05, eta: 2:51:00, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.2487, loss: 0.2487, grad_norm: 55.3056 +2022-03-10 18:26:06,780 - davarocr - INFO - Epoch [17][170/541] lr: 2.778e-05, eta: 2:50:57, time: 0.562, data_time: 0.005, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.7107 +2022-03-10 18:26:09,615 - davarocr - INFO - Epoch [17][175/541] lr: 2.778e-05, eta: 2:50:54, time: 0.567, data_time: 0.005, memory: 5179, loss_crf: 0.0305, loss: 0.0305, grad_norm: 4.3733 +2022-03-10 18:26:12,525 - davarocr - INFO - Epoch [17][180/541] lr: 2.778e-05, eta: 2:50:52, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0353, loss: 0.0353, grad_norm: 12.4628 +2022-03-10 18:26:15,456 - davarocr - INFO - Epoch [17][185/541] lr: 2.778e-05, eta: 2:50:49, time: 0.589, data_time: 0.010, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 2.7325 +2022-03-10 18:26:18,351 - davarocr - INFO - Epoch [17][190/541] lr: 2.778e-05, eta: 2:50:47, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.1364, loss: 0.1364, grad_norm: 14.3147 +2022-03-10 18:26:21,292 - davarocr - INFO - Epoch [17][195/541] lr: 2.778e-05, eta: 2:50:44, time: 0.589, data_time: 0.008, memory: 5179, loss_crf: 0.0654, loss: 0.0654, grad_norm: 8.8463 +2022-03-10 18:26:23,844 - davarocr - INFO - Epoch [17][200/541] lr: 2.778e-05, eta: 2:50:41, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 3.5873 +2022-03-10 18:26:26,432 - davarocr - INFO - Epoch [17][205/541] lr: 2.778e-05, eta: 2:50:37, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.1542, loss: 0.1542, grad_norm: 21.5936 +2022-03-10 18:26:29,172 - davarocr - INFO - Epoch [17][210/541] lr: 2.778e-05, eta: 2:50:34, time: 0.547, data_time: 0.006, memory: 5179, loss_crf: 0.0847, loss: 0.0847, grad_norm: 32.9771 +2022-03-10 18:26:31,857 - davarocr - INFO - Epoch [17][215/541] lr: 2.778e-05, eta: 2:50:31, time: 0.537, data_time: 0.007, memory: 5179, loss_crf: 0.1462, loss: 0.1462, grad_norm: 32.6560 +2022-03-10 18:26:34,820 - davarocr - INFO - Epoch [17][220/541] lr: 2.778e-05, eta: 2:50:29, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 0.0273, loss: 0.0273, grad_norm: 5.9257 +2022-03-10 18:26:37,774 - davarocr - INFO - Epoch [17][225/541] lr: 2.778e-05, eta: 2:50:26, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 0.0486, loss: 0.0486, grad_norm: 8.4747 +2022-03-10 18:26:40,341 - davarocr - INFO - Epoch [17][230/541] lr: 2.778e-05, eta: 2:50:23, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.9467 +2022-03-10 18:26:42,991 - davarocr - INFO - Epoch [17][235/541] lr: 2.778e-05, eta: 2:50:20, time: 0.530, data_time: 0.006, memory: 5179, loss_crf: 0.0127, loss: 0.0127, grad_norm: 6.8931 +2022-03-10 18:26:45,504 - davarocr - INFO - Epoch [17][240/541] lr: 2.778e-05, eta: 2:50:16, time: 0.503, data_time: 0.005, memory: 5179, loss_crf: 0.2323, loss: 0.2323, grad_norm: 27.0364 +2022-03-10 18:26:48,430 - davarocr - INFO - Epoch [17][245/541] lr: 2.778e-05, eta: 2:50:14, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.1487, loss: 0.1487, grad_norm: 11.7754 +2022-03-10 18:26:51,263 - davarocr - INFO - Epoch [17][250/541] lr: 2.778e-05, eta: 2:50:11, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.0127 +2022-03-10 18:26:54,191 - davarocr - INFO - Epoch [17][255/541] lr: 2.778e-05, eta: 2:50:08, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.0541 +2022-03-10 18:26:57,057 - davarocr - INFO - Epoch [17][260/541] lr: 2.778e-05, eta: 2:50:06, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.1474, loss: 0.1474, grad_norm: 42.5557 +2022-03-10 18:26:59,927 - davarocr - INFO - Epoch [17][265/541] lr: 2.778e-05, eta: 2:50:03, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.1244, loss: 0.1244, grad_norm: 21.5144 +2022-03-10 18:27:02,805 - davarocr - INFO - Epoch [17][270/541] lr: 2.778e-05, eta: 2:50:00, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.1180, loss: 0.1180, grad_norm: 8.7607 +2022-03-10 18:27:05,683 - davarocr - INFO - Epoch [17][275/541] lr: 2.778e-05, eta: 2:49:58, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0523, loss: 0.0523, grad_norm: 21.9231 +2022-03-10 18:27:08,604 - davarocr - INFO - Epoch [17][280/541] lr: 2.778e-05, eta: 2:49:55, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0259, loss: 0.0259, grad_norm: 1.0882 +2022-03-10 18:27:11,476 - davarocr - INFO - Epoch [17][285/541] lr: 2.778e-05, eta: 2:49:52, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.1229, loss: 0.1229, grad_norm: 5.1275 +2022-03-10 18:27:14,317 - davarocr - INFO - Epoch [17][290/541] lr: 2.778e-05, eta: 2:49:50, time: 0.568, data_time: 0.009, memory: 5179, loss_crf: 0.0246, loss: 0.0246, grad_norm: 16.7202 +2022-03-10 18:27:17,156 - davarocr - INFO - Epoch [17][295/541] lr: 2.778e-05, eta: 2:49:47, time: 0.567, data_time: 0.008, memory: 5179, loss_crf: 0.0086, loss: 0.0086, grad_norm: 2.3862 +2022-03-10 18:27:20,007 - davarocr - INFO - Epoch [17][300/541] lr: 2.778e-05, eta: 2:49:44, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0067, loss: 0.0067, grad_norm: 1.9243 +2022-03-10 18:27:22,951 - davarocr - INFO - Epoch [17][305/541] lr: 2.778e-05, eta: 2:49:42, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.1653, loss: 0.1653, grad_norm: 36.1395 +2022-03-10 18:27:26,009 - davarocr - INFO - Epoch [17][310/541] lr: 2.778e-05, eta: 2:49:39, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0576, loss: 0.0576, grad_norm: 4.5423 +2022-03-10 18:27:28,902 - davarocr - INFO - Epoch [17][315/541] lr: 2.778e-05, eta: 2:49:37, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0423, loss: 0.0423, grad_norm: 4.1983 +2022-03-10 18:27:32,097 - davarocr - INFO - Epoch [17][320/541] lr: 2.778e-05, eta: 2:49:35, time: 0.639, data_time: 0.007, memory: 5179, loss_crf: 0.0264, loss: 0.0264, grad_norm: 7.2915 +2022-03-10 18:27:35,005 - davarocr - INFO - Epoch [17][325/541] lr: 2.778e-05, eta: 2:49:32, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0071, loss: 0.0071, grad_norm: 1.0966 +2022-03-10 18:27:38,085 - davarocr - INFO - Epoch [17][330/541] lr: 2.778e-05, eta: 2:49:30, time: 0.612, data_time: 0.008, memory: 5179, loss_crf: 0.1578, loss: 0.1578, grad_norm: 5.8373 +2022-03-10 18:27:41,139 - davarocr - INFO - Epoch [17][335/541] lr: 2.778e-05, eta: 2:49:27, time: 0.614, data_time: 0.011, memory: 5179, loss_crf: 0.0069, loss: 0.0069, grad_norm: 1.2785 +2022-03-10 18:27:44,018 - davarocr - INFO - Epoch [17][340/541] lr: 2.778e-05, eta: 2:49:25, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0365, loss: 0.0365, grad_norm: 2.2249 +2022-03-10 18:27:47,200 - davarocr - INFO - Epoch [17][345/541] lr: 2.778e-05, eta: 2:49:23, time: 0.636, data_time: 0.006, memory: 5179, loss_crf: 0.1828, loss: 0.1828, grad_norm: 30.2241 +2022-03-10 18:27:50,106 - davarocr - INFO - Epoch [17][350/541] lr: 2.778e-05, eta: 2:49:20, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 6.2969 +2022-03-10 18:27:53,096 - davarocr - INFO - Epoch [17][355/541] lr: 2.778e-05, eta: 2:49:17, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.0703, loss: 0.0703, grad_norm: 23.8364 +2022-03-10 18:27:55,968 - davarocr - INFO - Epoch [17][360/541] lr: 2.778e-05, eta: 2:49:15, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0966, loss: 0.0966, grad_norm: 5.3307 +2022-03-10 18:27:58,832 - davarocr - INFO - Epoch [17][365/541] lr: 2.778e-05, eta: 2:49:12, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.7391 +2022-03-10 18:28:01,712 - davarocr - INFO - Epoch [17][370/541] lr: 2.778e-05, eta: 2:49:09, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0578, loss: 0.0578, grad_norm: 20.4615 +2022-03-10 18:28:04,647 - davarocr - INFO - Epoch [17][375/541] lr: 2.778e-05, eta: 2:49:07, time: 0.588, data_time: 0.008, memory: 5179, loss_crf: 0.2693, loss: 0.2693, grad_norm: 15.6008 +2022-03-10 18:28:07,553 - davarocr - INFO - Epoch [17][380/541] lr: 2.778e-05, eta: 2:49:04, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0883, loss: 0.0883, grad_norm: 24.5918 +2022-03-10 18:28:10,413 - davarocr - INFO - Epoch [17][385/541] lr: 2.778e-05, eta: 2:49:01, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0077, loss: 0.0077, grad_norm: 1.0163 +2022-03-10 18:28:13,326 - davarocr - INFO - Epoch [17][390/541] lr: 2.778e-05, eta: 2:48:59, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0725, loss: 0.0725, grad_norm: 9.2833 +2022-03-10 18:28:16,220 - davarocr - INFO - Epoch [17][395/541] lr: 2.778e-05, eta: 2:48:56, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0994, loss: 0.0994, grad_norm: 24.4987 +2022-03-10 18:28:19,106 - davarocr - INFO - Epoch [17][400/541] lr: 2.778e-05, eta: 2:48:53, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0165, loss: 0.0165, grad_norm: 10.6182 +2022-03-10 18:28:21,972 - davarocr - INFO - Epoch [17][405/541] lr: 2.778e-05, eta: 2:48:51, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0237, loss: 0.0237, grad_norm: 10.4429 +2022-03-10 18:28:24,994 - davarocr - INFO - Epoch [17][410/541] lr: 2.778e-05, eta: 2:48:48, time: 0.604, data_time: 0.008, memory: 5179, loss_crf: 0.1744, loss: 0.1744, grad_norm: 18.7717 +2022-03-10 18:28:27,861 - davarocr - INFO - Epoch [17][415/541] lr: 2.778e-05, eta: 2:48:46, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.9160 +2022-03-10 18:28:30,891 - davarocr - INFO - Epoch [17][420/541] lr: 2.778e-05, eta: 2:48:43, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0492, loss: 0.0492, grad_norm: 5.5509 +2022-03-10 18:28:33,927 - davarocr - INFO - Epoch [17][425/541] lr: 2.778e-05, eta: 2:48:41, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0149, loss: 0.0149, grad_norm: 1.2885 +2022-03-10 18:28:36,913 - davarocr - INFO - Epoch [17][430/541] lr: 2.778e-05, eta: 2:48:38, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.4278 +2022-03-10 18:28:39,935 - davarocr - INFO - Epoch [17][435/541] lr: 2.778e-05, eta: 2:48:36, time: 0.604, data_time: 0.005, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.2549 +2022-03-10 18:28:42,820 - davarocr - INFO - Epoch [17][440/541] lr: 2.778e-05, eta: 2:48:33, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0193, loss: 0.0193, grad_norm: 8.2612 +2022-03-10 18:28:45,848 - davarocr - INFO - Epoch [17][445/541] lr: 2.778e-05, eta: 2:48:31, time: 0.606, data_time: 0.008, memory: 5179, loss_crf: 0.0756, loss: 0.0756, grad_norm: 30.1228 +2022-03-10 18:28:48,818 - davarocr - INFO - Epoch [17][450/541] lr: 2.778e-05, eta: 2:48:28, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.2325, loss: 0.2325, grad_norm: 22.0694 +2022-03-10 18:28:51,822 - davarocr - INFO - Epoch [17][455/541] lr: 2.778e-05, eta: 2:48:26, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.0951, loss: 0.0951, grad_norm: 14.5133 +2022-03-10 18:28:54,692 - davarocr - INFO - Epoch [17][460/541] lr: 2.778e-05, eta: 2:48:23, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.1751, loss: 0.1751, grad_norm: 18.8739 +2022-03-10 18:28:57,586 - davarocr - INFO - Epoch [17][465/541] lr: 2.778e-05, eta: 2:48:20, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.3027, loss: 0.3027, grad_norm: 25.4907 +2022-03-10 18:29:00,382 - davarocr - INFO - Epoch [17][470/541] lr: 2.778e-05, eta: 2:48:18, time: 0.559, data_time: 0.006, memory: 5179, loss_crf: 0.4595, loss: 0.4595, grad_norm: 21.8599 +2022-03-10 18:29:02,939 - davarocr - INFO - Epoch [17][475/541] lr: 2.778e-05, eta: 2:48:14, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 0.0093, loss: 0.0093, grad_norm: 3.3543 +2022-03-10 18:29:05,479 - davarocr - INFO - Epoch [17][480/541] lr: 2.778e-05, eta: 2:48:11, time: 0.508, data_time: 0.009, memory: 5179, loss_crf: 0.0420, loss: 0.0420, grad_norm: 42.1032 +2022-03-10 18:29:08,014 - davarocr - INFO - Epoch [17][485/541] lr: 2.778e-05, eta: 2:48:08, time: 0.506, data_time: 0.010, memory: 5179, loss_crf: 0.2986, loss: 0.2986, grad_norm: 54.2072 +2022-03-10 18:29:10,553 - davarocr - INFO - Epoch [17][490/541] lr: 2.778e-05, eta: 2:48:04, time: 0.511, data_time: 0.009, memory: 5179, loss_crf: 0.1560, loss: 0.1560, grad_norm: 30.3273 +2022-03-10 18:29:13,150 - davarocr - INFO - Epoch [17][495/541] lr: 2.778e-05, eta: 2:48:01, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 0.0114, loss: 0.0114, grad_norm: 1.1040 +2022-03-10 18:29:15,722 - davarocr - INFO - Epoch [17][500/541] lr: 2.778e-05, eta: 2:47:58, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0310, loss: 0.0310, grad_norm: 5.1815 +2022-03-10 18:29:18,537 - davarocr - INFO - Epoch [17][505/541] lr: 2.778e-05, eta: 2:47:55, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0160, loss: 0.0160, grad_norm: 6.1446 +2022-03-10 18:29:21,503 - davarocr - INFO - Epoch [17][510/541] lr: 2.778e-05, eta: 2:47:52, time: 0.593, data_time: 0.005, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5885 +2022-03-10 18:29:24,061 - davarocr - INFO - Epoch [17][515/541] lr: 2.778e-05, eta: 2:47:49, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0100, loss: 0.0100, grad_norm: 5.2495 +2022-03-10 18:29:26,749 - davarocr - INFO - Epoch [17][520/541] lr: 2.778e-05, eta: 2:47:46, time: 0.537, data_time: 0.007, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.7511 +2022-03-10 18:29:29,736 - davarocr - INFO - Epoch [17][525/541] lr: 2.778e-05, eta: 2:47:43, time: 0.597, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.1574 +2022-03-10 18:29:32,789 - davarocr - INFO - Epoch [17][530/541] lr: 2.778e-05, eta: 2:47:41, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0208, loss: 0.0208, grad_norm: 5.5300 +2022-03-10 18:29:35,806 - davarocr - INFO - Epoch [17][535/541] lr: 2.778e-05, eta: 2:47:39, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 1.7110 +2022-03-10 18:29:38,686 - davarocr - INFO - Epoch [17][540/541] lr: 2.778e-05, eta: 2:47:36, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0186, loss: 0.0186, grad_norm: 8.1486 +2022-03-10 18:30:22,965 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 18:30:22,966 - davarocr - INFO - current_metric 0.9260176991150443 is much better than previous best_metric 0.919004764425622, saving best model ! +2022-03-10 18:30:22,966 - davarocr - INFO - Saving checkpoint at epoch_17.pth +2022-03-10 18:30:24,712 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:30:24,712 - davarocr - INFO - Epoch(val) [17][541] LOC: {'precision': 0.9471445929526124, 'recall': 0.934652278177458, 'f1-score': 0.9408569704284853}, PER: {'precision': 0.958667489204195, 'recall': 0.961038961038961, 'f1-score': 0.9598517603458926}, MISC: {'precision': 0.8477951635846372, 'recall': 0.8490028490028491, 'f1-score': 0.8483985765124554}, ORG: {'precision': 0.9054696789536266, 'recall': 0.9169175195665262, 'f1-score': 0.9111576428357763}, all: {'precision': 0.9256900212314225, 'recall': 0.9263456090651558, 'f1-score': 0.9260176991150443}, hmean: 0.9260 +2022-03-10 18:30:29,939 - davarocr - INFO - Epoch [18][5/541] lr: 2.703e-05, eta: 2:47:36, time: 1.044, data_time: 0.464, memory: 5179, loss_crf: 0.0770, loss: 0.0770, grad_norm: 11.2635 +2022-03-10 18:30:32,823 - davarocr - INFO - Epoch [18][10/541] lr: 2.703e-05, eta: 2:47:33, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.1959 +2022-03-10 18:30:35,887 - davarocr - INFO - Epoch [18][15/541] lr: 2.703e-05, eta: 2:47:31, time: 0.614, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6326 +2022-03-10 18:30:38,761 - davarocr - INFO - Epoch [18][20/541] lr: 2.703e-05, eta: 2:47:28, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 1.9875 +2022-03-10 18:30:41,514 - davarocr - INFO - Epoch [18][25/541] lr: 2.703e-05, eta: 2:47:25, time: 0.551, data_time: 0.008, memory: 5179, loss_crf: 0.0298, loss: 0.0298, grad_norm: 5.8470 +2022-03-10 18:30:44,291 - davarocr - INFO - Epoch [18][30/541] lr: 2.703e-05, eta: 2:47:23, time: 0.555, data_time: 0.008, memory: 5179, loss_crf: 0.0605, loss: 0.0605, grad_norm: 15.1685 +2022-03-10 18:30:46,962 - davarocr - INFO - Epoch [18][35/541] lr: 2.703e-05, eta: 2:47:19, time: 0.534, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.3579 +2022-03-10 18:30:49,898 - davarocr - INFO - Epoch [18][40/541] lr: 2.703e-05, eta: 2:47:17, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.8230 +2022-03-10 18:30:52,800 - davarocr - INFO - Epoch [18][45/541] lr: 2.703e-05, eta: 2:47:14, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 5.7497 +2022-03-10 18:30:55,917 - davarocr - INFO - Epoch [18][50/541] lr: 2.703e-05, eta: 2:47:12, time: 0.623, data_time: 0.006, memory: 5179, loss_crf: 0.0106, loss: 0.0106, grad_norm: 3.1279 +2022-03-10 18:30:59,023 - davarocr - INFO - Epoch [18][55/541] lr: 2.703e-05, eta: 2:47:10, time: 0.621, data_time: 0.006, memory: 5179, loss_crf: 0.1978, loss: 0.1978, grad_norm: 2.9377 +2022-03-10 18:31:01,925 - davarocr - INFO - Epoch [18][60/541] lr: 2.703e-05, eta: 2:47:07, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 3.8070 +2022-03-10 18:31:04,819 - davarocr - INFO - Epoch [18][65/541] lr: 2.703e-05, eta: 2:47:04, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0985, loss: 0.0985, grad_norm: 6.6381 +2022-03-10 18:31:08,057 - davarocr - INFO - Epoch [18][70/541] lr: 2.703e-05, eta: 2:47:02, time: 0.647, data_time: 0.006, memory: 5179, loss_crf: 0.0170, loss: 0.0170, grad_norm: 10.1182 +2022-03-10 18:31:10,957 - davarocr - INFO - Epoch [18][75/541] lr: 2.703e-05, eta: 2:47:00, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.2262 +2022-03-10 18:31:14,026 - davarocr - INFO - Epoch [18][80/541] lr: 2.703e-05, eta: 2:46:57, time: 0.614, data_time: 0.008, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.0543 +2022-03-10 18:31:16,958 - davarocr - INFO - Epoch [18][85/541] lr: 2.703e-05, eta: 2:46:55, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 2.7339 +2022-03-10 18:31:19,824 - davarocr - INFO - Epoch [18][90/541] lr: 2.703e-05, eta: 2:46:52, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.5063 +2022-03-10 18:31:22,695 - davarocr - INFO - Epoch [18][95/541] lr: 2.703e-05, eta: 2:46:49, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.8727 +2022-03-10 18:31:25,578 - davarocr - INFO - Epoch [18][100/541] lr: 2.703e-05, eta: 2:46:47, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.0648 +2022-03-10 18:31:28,478 - davarocr - INFO - Epoch [18][105/541] lr: 2.703e-05, eta: 2:46:44, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 1.6906 +2022-03-10 18:31:31,405 - davarocr - INFO - Epoch [18][110/541] lr: 2.703e-05, eta: 2:46:41, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.1011, loss: 0.1011, grad_norm: 8.1193 +2022-03-10 18:31:34,274 - davarocr - INFO - Epoch [18][115/541] lr: 2.703e-05, eta: 2:46:39, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.2213, loss: 0.2213, grad_norm: 48.5412 +2022-03-10 18:31:37,315 - davarocr - INFO - Epoch [18][120/541] lr: 2.703e-05, eta: 2:46:36, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.1209, loss: 0.1209, grad_norm: 18.6813 +2022-03-10 18:31:40,186 - davarocr - INFO - Epoch [18][125/541] lr: 2.703e-05, eta: 2:46:34, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6722 +2022-03-10 18:31:43,217 - davarocr - INFO - Epoch [18][130/541] lr: 2.703e-05, eta: 2:46:31, time: 0.606, data_time: 0.005, memory: 5179, loss_crf: 0.1628, loss: 0.1628, grad_norm: 19.9758 +2022-03-10 18:31:46,110 - davarocr - INFO - Epoch [18][135/541] lr: 2.703e-05, eta: 2:46:28, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0439, loss: 0.0439, grad_norm: 3.9851 +2022-03-10 18:31:48,987 - davarocr - INFO - Epoch [18][140/541] lr: 2.703e-05, eta: 2:46:26, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6565 +2022-03-10 18:31:52,028 - davarocr - INFO - Epoch [18][145/541] lr: 2.703e-05, eta: 2:46:23, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0213, loss: 0.0213, grad_norm: 5.2617 +2022-03-10 18:31:54,844 - davarocr - INFO - Epoch [18][150/541] lr: 2.703e-05, eta: 2:46:21, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.1581, loss: 0.1581, grad_norm: 16.6410 +2022-03-10 18:31:57,426 - davarocr - INFO - Epoch [18][155/541] lr: 2.703e-05, eta: 2:46:17, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0673, loss: 0.0673, grad_norm: 26.1814 +2022-03-10 18:32:00,149 - davarocr - INFO - Epoch [18][160/541] lr: 2.703e-05, eta: 2:46:14, time: 0.544, data_time: 0.008, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7218 +2022-03-10 18:32:02,733 - davarocr - INFO - Epoch [18][165/541] lr: 2.703e-05, eta: 2:46:11, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0871, loss: 0.0871, grad_norm: 21.2056 +2022-03-10 18:32:05,434 - davarocr - INFO - Epoch [18][170/541] lr: 2.703e-05, eta: 2:46:08, time: 0.540, data_time: 0.006, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 2.7021 +2022-03-10 18:32:08,212 - davarocr - INFO - Epoch [18][175/541] lr: 2.703e-05, eta: 2:46:05, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.0461, loss: 0.0461, grad_norm: 12.0734 +2022-03-10 18:32:11,251 - davarocr - INFO - Epoch [18][180/541] lr: 2.703e-05, eta: 2:46:03, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.1060, loss: 0.1060, grad_norm: 8.0626 +2022-03-10 18:32:14,195 - davarocr - INFO - Epoch [18][185/541] lr: 2.703e-05, eta: 2:46:00, time: 0.589, data_time: 0.006, memory: 5179, loss_crf: 0.0086, loss: 0.0086, grad_norm: 5.2747 +2022-03-10 18:32:17,135 - davarocr - INFO - Epoch [18][190/541] lr: 2.703e-05, eta: 2:45:57, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0301, loss: 0.0301, grad_norm: 3.2982 +2022-03-10 18:32:19,996 - davarocr - INFO - Epoch [18][195/541] lr: 2.703e-05, eta: 2:45:55, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.1404, loss: 0.1404, grad_norm: 23.6179 +2022-03-10 18:32:22,891 - davarocr - INFO - Epoch [18][200/541] lr: 2.703e-05, eta: 2:45:52, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0214, loss: 0.0214, grad_norm: 6.7047 +2022-03-10 18:32:25,787 - davarocr - INFO - Epoch [18][205/541] lr: 2.703e-05, eta: 2:45:49, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0704, loss: 0.0704, grad_norm: 15.4239 +2022-03-10 18:32:28,656 - davarocr - INFO - Epoch [18][210/541] lr: 2.703e-05, eta: 2:45:47, time: 0.574, data_time: 0.005, memory: 5179, loss_crf: 0.0153, loss: 0.0153, grad_norm: 2.0864 +2022-03-10 18:32:31,526 - davarocr - INFO - Epoch [18][215/541] lr: 2.703e-05, eta: 2:45:44, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0092, loss: 0.0092, grad_norm: 3.7169 +2022-03-10 18:32:34,387 - davarocr - INFO - Epoch [18][220/541] lr: 2.703e-05, eta: 2:45:41, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.2873 +2022-03-10 18:32:37,429 - davarocr - INFO - Epoch [18][225/541] lr: 2.703e-05, eta: 2:45:39, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0190, loss: 0.0190, grad_norm: 4.4467 +2022-03-10 18:32:40,355 - davarocr - INFO - Epoch [18][230/541] lr: 2.703e-05, eta: 2:45:36, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.2208, loss: 0.2208, grad_norm: 23.9674 +2022-03-10 18:32:43,375 - davarocr - INFO - Epoch [18][235/541] lr: 2.703e-05, eta: 2:45:34, time: 0.605, data_time: 0.008, memory: 5179, loss_crf: 0.0590, loss: 0.0590, grad_norm: 20.3974 +2022-03-10 18:32:46,302 - davarocr - INFO - Epoch [18][240/541] lr: 2.703e-05, eta: 2:45:31, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.1453, loss: 0.1453, grad_norm: 38.3435 +2022-03-10 18:32:49,205 - davarocr - INFO - Epoch [18][245/541] lr: 2.703e-05, eta: 2:45:28, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.1914, loss: 0.1914, grad_norm: 15.2123 +2022-03-10 18:32:52,411 - davarocr - INFO - Epoch [18][250/541] lr: 2.703e-05, eta: 2:45:26, time: 0.641, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.6731 +2022-03-10 18:32:55,302 - davarocr - INFO - Epoch [18][255/541] lr: 2.703e-05, eta: 2:45:24, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0155, loss: 0.0155, grad_norm: 5.1271 +2022-03-10 18:32:58,191 - davarocr - INFO - Epoch [18][260/541] lr: 2.703e-05, eta: 2:45:21, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.8693 +2022-03-10 18:33:01,010 - davarocr - INFO - Epoch [18][265/541] lr: 2.703e-05, eta: 2:45:18, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0431, loss: 0.0431, grad_norm: 15.8450 +2022-03-10 18:33:03,977 - davarocr - INFO - Epoch [18][270/541] lr: 2.703e-05, eta: 2:45:16, time: 0.594, data_time: 0.009, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 2.3622 +2022-03-10 18:33:06,998 - davarocr - INFO - Epoch [18][275/541] lr: 2.703e-05, eta: 2:45:13, time: 0.604, data_time: 0.005, memory: 5179, loss_crf: 0.0434, loss: 0.0434, grad_norm: 19.7450 +2022-03-10 18:33:09,884 - davarocr - INFO - Epoch [18][280/541] lr: 2.703e-05, eta: 2:45:10, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.3458, loss: 0.3458, grad_norm: 15.7168 +2022-03-10 18:33:12,812 - davarocr - INFO - Epoch [18][285/541] lr: 2.703e-05, eta: 2:45:08, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5492 +2022-03-10 18:33:15,688 - davarocr - INFO - Epoch [18][290/541] lr: 2.703e-05, eta: 2:45:05, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.1196, loss: 0.1196, grad_norm: 6.4815 +2022-03-10 18:33:18,339 - davarocr - INFO - Epoch [18][295/541] lr: 2.703e-05, eta: 2:45:02, time: 0.527, data_time: 0.006, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 2.1836 +2022-03-10 18:33:20,874 - davarocr - INFO - Epoch [18][300/541] lr: 2.703e-05, eta: 2:44:59, time: 0.510, data_time: 0.010, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.8901 +2022-03-10 18:33:23,635 - davarocr - INFO - Epoch [18][305/541] lr: 2.703e-05, eta: 2:44:56, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.3443 +2022-03-10 18:33:26,352 - davarocr - INFO - Epoch [18][310/541] lr: 2.703e-05, eta: 2:44:53, time: 0.543, data_time: 0.008, memory: 5179, loss_crf: 0.0126, loss: 0.0126, grad_norm: 11.6660 +2022-03-10 18:33:29,108 - davarocr - INFO - Epoch [18][315/541] lr: 2.703e-05, eta: 2:44:50, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.3234 +2022-03-10 18:33:31,943 - davarocr - INFO - Epoch [18][320/541] lr: 2.703e-05, eta: 2:44:47, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6870 +2022-03-10 18:33:34,837 - davarocr - INFO - Epoch [18][325/541] lr: 2.703e-05, eta: 2:44:44, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0450, loss: 0.0450, grad_norm: 18.6205 +2022-03-10 18:33:37,731 - davarocr - INFO - Epoch [18][330/541] lr: 2.703e-05, eta: 2:44:42, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0158, loss: 0.0158, grad_norm: 1.9676 +2022-03-10 18:33:40,744 - davarocr - INFO - Epoch [18][335/541] lr: 2.703e-05, eta: 2:44:39, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.2568, loss: 0.2568, grad_norm: 39.5930 +2022-03-10 18:33:43,660 - davarocr - INFO - Epoch [18][340/541] lr: 2.703e-05, eta: 2:44:37, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0116, loss: 0.0116, grad_norm: 10.1439 +2022-03-10 18:33:46,549 - davarocr - INFO - Epoch [18][345/541] lr: 2.703e-05, eta: 2:44:34, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0190, loss: 0.0190, grad_norm: 1.0095 +2022-03-10 18:33:49,583 - davarocr - INFO - Epoch [18][350/541] lr: 2.703e-05, eta: 2:44:31, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.1076 +2022-03-10 18:33:52,575 - davarocr - INFO - Epoch [18][355/541] lr: 2.703e-05, eta: 2:44:29, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.1898, loss: 0.1898, grad_norm: 8.5137 +2022-03-10 18:33:55,122 - davarocr - INFO - Epoch [18][360/541] lr: 2.703e-05, eta: 2:44:26, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 0.0468, loss: 0.0468, grad_norm: 1.3133 +2022-03-10 18:33:57,813 - davarocr - INFO - Epoch [18][365/541] lr: 2.703e-05, eta: 2:44:23, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.0121, loss: 0.0121, grad_norm: 5.9185 +2022-03-10 18:34:00,751 - davarocr - INFO - Epoch [18][370/541] lr: 2.703e-05, eta: 2:44:20, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0546, loss: 0.0546, grad_norm: 15.6179 +2022-03-10 18:34:03,694 - davarocr - INFO - Epoch [18][375/541] lr: 2.703e-05, eta: 2:44:17, time: 0.589, data_time: 0.006, memory: 5179, loss_crf: 0.0254, loss: 0.0254, grad_norm: 2.8858 +2022-03-10 18:34:06,595 - davarocr - INFO - Epoch [18][380/541] lr: 2.703e-05, eta: 2:44:15, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0212, loss: 0.0212, grad_norm: 3.5151 +2022-03-10 18:34:09,635 - davarocr - INFO - Epoch [18][385/541] lr: 2.703e-05, eta: 2:44:12, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0097, loss: 0.0097, grad_norm: 13.3742 +2022-03-10 18:34:12,548 - davarocr - INFO - Epoch [18][390/541] lr: 2.703e-05, eta: 2:44:10, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.8039 +2022-03-10 18:34:15,481 - davarocr - INFO - Epoch [18][395/541] lr: 2.703e-05, eta: 2:44:07, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 2.5358 +2022-03-10 18:34:18,333 - davarocr - INFO - Epoch [18][400/541] lr: 2.703e-05, eta: 2:44:04, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.1208, loss: 0.1208, grad_norm: 5.4698 +2022-03-10 18:34:20,962 - davarocr - INFO - Epoch [18][405/541] lr: 2.703e-05, eta: 2:44:01, time: 0.525, data_time: 0.006, memory: 5179, loss_crf: 0.0471, loss: 0.0471, grad_norm: 5.0787 +2022-03-10 18:34:23,561 - davarocr - INFO - Epoch [18][410/541] lr: 2.703e-05, eta: 2:43:58, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.2821, loss: 0.2821, grad_norm: 51.5782 +2022-03-10 18:34:26,160 - davarocr - INFO - Epoch [18][415/541] lr: 2.703e-05, eta: 2:43:55, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0230, loss: 0.0230, grad_norm: 1.2822 +2022-03-10 18:34:28,816 - davarocr - INFO - Epoch [18][420/541] lr: 2.703e-05, eta: 2:43:51, time: 0.532, data_time: 0.009, memory: 5179, loss_crf: 0.0356, loss: 0.0356, grad_norm: 5.2591 +2022-03-10 18:34:31,572 - davarocr - INFO - Epoch [18][425/541] lr: 2.703e-05, eta: 2:43:49, time: 0.550, data_time: 0.006, memory: 5179, loss_crf: 0.0144, loss: 0.0144, grad_norm: 7.8965 +2022-03-10 18:34:34,488 - davarocr - INFO - Epoch [18][430/541] lr: 2.703e-05, eta: 2:43:46, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0593, loss: 0.0593, grad_norm: 10.9939 +2022-03-10 18:34:37,273 - davarocr - INFO - Epoch [18][435/541] lr: 2.703e-05, eta: 2:43:43, time: 0.556, data_time: 0.008, memory: 5179, loss_crf: 0.0152, loss: 0.0152, grad_norm: 2.0136 +2022-03-10 18:34:39,845 - davarocr - INFO - Epoch [18][440/541] lr: 2.703e-05, eta: 2:43:40, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.0725, loss: 0.0725, grad_norm: 31.3796 +2022-03-10 18:34:42,414 - davarocr - INFO - Epoch [18][445/541] lr: 2.703e-05, eta: 2:43:36, time: 0.515, data_time: 0.009, memory: 5179, loss_crf: 0.0196, loss: 0.0196, grad_norm: 3.2337 +2022-03-10 18:34:45,103 - davarocr - INFO - Epoch [18][450/541] lr: 2.703e-05, eta: 2:43:33, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.0079, loss: 0.0079, grad_norm: 2.2152 +2022-03-10 18:34:48,315 - davarocr - INFO - Epoch [18][455/541] lr: 2.703e-05, eta: 2:43:31, time: 0.643, data_time: 0.007, memory: 5179, loss_crf: 0.3426, loss: 0.3426, grad_norm: 5.0552 +2022-03-10 18:34:51,230 - davarocr - INFO - Epoch [18][460/541] lr: 2.703e-05, eta: 2:43:29, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0123, loss: 0.0123, grad_norm: 7.5008 +2022-03-10 18:34:54,095 - davarocr - INFO - Epoch [18][465/541] lr: 2.703e-05, eta: 2:43:26, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0675, loss: 0.0675, grad_norm: 3.3968 +2022-03-10 18:34:56,983 - davarocr - INFO - Epoch [18][470/541] lr: 2.703e-05, eta: 2:43:23, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 0.7079 +2022-03-10 18:34:59,578 - davarocr - INFO - Epoch [18][475/541] lr: 2.703e-05, eta: 2:43:20, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0229, loss: 0.0229, grad_norm: 8.8878 +2022-03-10 18:35:02,641 - davarocr - INFO - Epoch [18][480/541] lr: 2.703e-05, eta: 2:43:18, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 2.8218 +2022-03-10 18:35:05,462 - davarocr - INFO - Epoch [18][485/541] lr: 2.703e-05, eta: 2:43:15, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 1.0483 +2022-03-10 18:35:08,272 - davarocr - INFO - Epoch [18][490/541] lr: 2.703e-05, eta: 2:43:12, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7762 +2022-03-10 18:35:11,167 - davarocr - INFO - Epoch [18][495/541] lr: 2.703e-05, eta: 2:43:09, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0335, loss: 0.0335, grad_norm: 2.6142 +2022-03-10 18:35:14,083 - davarocr - INFO - Epoch [18][500/541] lr: 2.703e-05, eta: 2:43:07, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.9008 +2022-03-10 18:35:16,988 - davarocr - INFO - Epoch [18][505/541] lr: 2.703e-05, eta: 2:43:04, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0252, loss: 0.0252, grad_norm: 11.2605 +2022-03-10 18:35:19,902 - davarocr - INFO - Epoch [18][510/541] lr: 2.703e-05, eta: 2:43:01, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0129, loss: 0.0129, grad_norm: 6.8558 +2022-03-10 18:35:22,802 - davarocr - INFO - Epoch [18][515/541] lr: 2.703e-05, eta: 2:42:59, time: 0.583, data_time: 0.010, memory: 5179, loss_crf: 0.0356, loss: 0.0356, grad_norm: 11.4740 +2022-03-10 18:35:25,704 - davarocr - INFO - Epoch [18][520/541] lr: 2.703e-05, eta: 2:42:56, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0082, loss: 0.0082, grad_norm: 1.2827 +2022-03-10 18:35:28,616 - davarocr - INFO - Epoch [18][525/541] lr: 2.703e-05, eta: 2:42:53, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0551, loss: 0.0551, grad_norm: 4.7833 +2022-03-10 18:35:31,339 - davarocr - INFO - Epoch [18][530/541] lr: 2.703e-05, eta: 2:42:50, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0156, loss: 0.0156, grad_norm: 2.5306 +2022-03-10 18:35:34,030 - davarocr - INFO - Epoch [18][535/541] lr: 2.703e-05, eta: 2:42:47, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.2104, loss: 0.2104, grad_norm: 37.1704 +2022-03-10 18:35:36,640 - davarocr - INFO - Epoch [18][540/541] lr: 2.703e-05, eta: 2:42:44, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.2058, loss: 0.2058, grad_norm: 24.6680 +2022-03-10 18:36:15,179 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 18:36:15,180 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:36:15,180 - davarocr - INFO - Epoch(val) [18][541] LOC: {'precision': 0.9415310427968656, 'recall': 0.9364508393285371, 'f1-score': 0.9389840697324917}, PER: {'precision': 0.96625, 'recall': 0.956091527520099, 'f1-score': 0.9611439229095431}, MISC: {'precision': 0.8113207547169812, 'recall': 0.8575498575498576, 'f1-score': 0.8337950138504155}, ORG: {'precision': 0.9141993957703928, 'recall': 0.9108970499698976, 'f1-score': 0.9125452352231604}, all: {'precision': 0.9234441301272984, 'recall': 0.9247521246458924, 'f1-score': 0.9240976645435245}, hmean: 0.9241 +2022-03-10 18:36:20,790 - davarocr - INFO - Epoch [19][5/541] lr: 2.632e-05, eta: 2:42:45, time: 1.121, data_time: 0.491, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.3112 +2022-03-10 18:36:23,720 - davarocr - INFO - Epoch [19][10/541] lr: 2.632e-05, eta: 2:42:42, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.9770 +2022-03-10 18:36:26,611 - davarocr - INFO - Epoch [19][15/541] lr: 2.632e-05, eta: 2:42:39, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0338, loss: 0.0338, grad_norm: 16.0861 +2022-03-10 18:36:29,508 - davarocr - INFO - Epoch [19][20/541] lr: 2.632e-05, eta: 2:42:37, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.8276 +2022-03-10 18:36:32,602 - davarocr - INFO - Epoch [19][25/541] lr: 2.632e-05, eta: 2:42:34, time: 0.619, data_time: 0.010, memory: 5179, loss_crf: 0.0071, loss: 0.0071, grad_norm: 2.5298 +2022-03-10 18:36:35,517 - davarocr - INFO - Epoch [19][30/541] lr: 2.632e-05, eta: 2:42:32, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0094, loss: 0.0094, grad_norm: 1.4238 +2022-03-10 18:36:38,410 - davarocr - INFO - Epoch [19][35/541] lr: 2.632e-05, eta: 2:42:29, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.8517 +2022-03-10 18:36:41,304 - davarocr - INFO - Epoch [19][40/541] lr: 2.632e-05, eta: 2:42:26, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.4308 +2022-03-10 18:36:44,191 - davarocr - INFO - Epoch [19][45/541] lr: 2.632e-05, eta: 2:42:23, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.1470, loss: 0.1470, grad_norm: 16.6838 +2022-03-10 18:36:47,105 - davarocr - INFO - Epoch [19][50/541] lr: 2.632e-05, eta: 2:42:21, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0226, loss: 0.0226, grad_norm: 11.0560 +2022-03-10 18:36:50,155 - davarocr - INFO - Epoch [19][55/541] lr: 2.632e-05, eta: 2:42:18, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.1257, loss: 0.1257, grad_norm: 9.9984 +2022-03-10 18:36:52,824 - davarocr - INFO - Epoch [19][60/541] lr: 2.632e-05, eta: 2:42:15, time: 0.533, data_time: 0.008, memory: 5179, loss_crf: 0.0674, loss: 0.0674, grad_norm: 7.7873 +2022-03-10 18:36:55,728 - davarocr - INFO - Epoch [19][65/541] lr: 2.632e-05, eta: 2:42:13, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0373, loss: 0.0373, grad_norm: 2.6435 +2022-03-10 18:36:58,955 - davarocr - INFO - Epoch [19][70/541] lr: 2.632e-05, eta: 2:42:11, time: 0.645, data_time: 0.007, memory: 5179, loss_crf: 0.0168, loss: 0.0168, grad_norm: 2.1715 +2022-03-10 18:37:01,837 - davarocr - INFO - Epoch [19][75/541] lr: 2.632e-05, eta: 2:42:08, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.8658 +2022-03-10 18:37:04,704 - davarocr - INFO - Epoch [19][80/541] lr: 2.632e-05, eta: 2:42:05, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8631 +2022-03-10 18:37:07,613 - davarocr - INFO - Epoch [19][85/541] lr: 2.632e-05, eta: 2:42:02, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.4866 +2022-03-10 18:37:10,656 - davarocr - INFO - Epoch [19][90/541] lr: 2.632e-05, eta: 2:42:00, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 1.0310 +2022-03-10 18:37:13,896 - davarocr - INFO - Epoch [19][95/541] lr: 2.632e-05, eta: 2:41:58, time: 0.648, data_time: 0.006, memory: 5179, loss_crf: 0.2542, loss: 0.2542, grad_norm: 12.1974 +2022-03-10 18:37:16,794 - davarocr - INFO - Epoch [19][100/541] lr: 2.632e-05, eta: 2:41:55, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.1247, loss: 0.1247, grad_norm: 20.1533 +2022-03-10 18:37:19,690 - davarocr - INFO - Epoch [19][105/541] lr: 2.632e-05, eta: 2:41:53, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.1347, loss: 0.1347, grad_norm: 4.5565 +2022-03-10 18:37:22,739 - davarocr - INFO - Epoch [19][110/541] lr: 2.632e-05, eta: 2:41:50, time: 0.610, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5189 +2022-03-10 18:37:25,643 - davarocr - INFO - Epoch [19][115/541] lr: 2.632e-05, eta: 2:41:47, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0085, loss: 0.0085, grad_norm: 4.8090 +2022-03-10 18:37:28,525 - davarocr - INFO - Epoch [19][120/541] lr: 2.632e-05, eta: 2:41:45, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0292, loss: 0.0292, grad_norm: 5.8767 +2022-03-10 18:37:31,387 - davarocr - INFO - Epoch [19][125/541] lr: 2.632e-05, eta: 2:41:42, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0282, loss: 0.0282, grad_norm: 6.0434 +2022-03-10 18:37:34,185 - davarocr - INFO - Epoch [19][130/541] lr: 2.632e-05, eta: 2:41:39, time: 0.559, data_time: 0.006, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.7144 +2022-03-10 18:37:36,996 - davarocr - INFO - Epoch [19][135/541] lr: 2.632e-05, eta: 2:41:36, time: 0.563, data_time: 0.009, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 2.6325 +2022-03-10 18:37:39,860 - davarocr - INFO - Epoch [19][140/541] lr: 2.632e-05, eta: 2:41:33, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0831, loss: 0.0831, grad_norm: 2.0274 +2022-03-10 18:37:42,748 - davarocr - INFO - Epoch [19][145/541] lr: 2.632e-05, eta: 2:41:31, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0096, loss: 0.0096, grad_norm: 10.0914 +2022-03-10 18:37:45,653 - davarocr - INFO - Epoch [19][150/541] lr: 2.632e-05, eta: 2:41:28, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.0411, loss: 0.0411, grad_norm: 7.4765 +2022-03-10 18:37:48,668 - davarocr - INFO - Epoch [19][155/541] lr: 2.632e-05, eta: 2:41:26, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0825, loss: 0.0825, grad_norm: 6.8748 +2022-03-10 18:37:51,543 - davarocr - INFO - Epoch [19][160/541] lr: 2.632e-05, eta: 2:41:23, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0180, loss: 0.0180, grad_norm: 10.5249 +2022-03-10 18:37:54,262 - davarocr - INFO - Epoch [19][165/541] lr: 2.632e-05, eta: 2:41:20, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 3.1732 +2022-03-10 18:37:56,856 - davarocr - INFO - Epoch [19][170/541] lr: 2.632e-05, eta: 2:41:17, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.4447 +2022-03-10 18:37:59,714 - davarocr - INFO - Epoch [19][175/541] lr: 2.632e-05, eta: 2:41:14, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0156, loss: 0.0156, grad_norm: 3.0518 +2022-03-10 18:38:02,579 - davarocr - INFO - Epoch [19][180/541] lr: 2.632e-05, eta: 2:41:11, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.7643 +2022-03-10 18:38:05,542 - davarocr - INFO - Epoch [19][185/541] lr: 2.632e-05, eta: 2:41:09, time: 0.592, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 1.0011 +2022-03-10 18:38:08,621 - davarocr - INFO - Epoch [19][190/541] lr: 2.632e-05, eta: 2:41:06, time: 0.617, data_time: 0.009, memory: 5179, loss_crf: 0.1212, loss: 0.1212, grad_norm: 17.1601 +2022-03-10 18:38:11,616 - davarocr - INFO - Epoch [19][195/541] lr: 2.632e-05, eta: 2:41:04, time: 0.599, data_time: 0.009, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.6019 +2022-03-10 18:38:14,861 - davarocr - INFO - Epoch [19][200/541] lr: 2.632e-05, eta: 2:41:02, time: 0.648, data_time: 0.009, memory: 5179, loss_crf: 0.0148, loss: 0.0148, grad_norm: 1.3964 +2022-03-10 18:38:17,684 - davarocr - INFO - Epoch [19][205/541] lr: 2.632e-05, eta: 2:40:59, time: 0.565, data_time: 0.009, memory: 5179, loss_crf: 0.0615, loss: 0.0615, grad_norm: 3.7356 +2022-03-10 18:38:20,720 - davarocr - INFO - Epoch [19][210/541] lr: 2.632e-05, eta: 2:40:56, time: 0.608, data_time: 0.010, memory: 5179, loss_crf: 0.0127, loss: 0.0127, grad_norm: 4.5003 +2022-03-10 18:38:23,726 - davarocr - INFO - Epoch [19][215/541] lr: 2.632e-05, eta: 2:40:54, time: 0.601, data_time: 0.010, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 4.1724 +2022-03-10 18:38:26,728 - davarocr - INFO - Epoch [19][220/541] lr: 2.632e-05, eta: 2:40:51, time: 0.603, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.9442 +2022-03-10 18:38:29,614 - davarocr - INFO - Epoch [19][225/541] lr: 2.632e-05, eta: 2:40:49, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0178, loss: 0.0178, grad_norm: 3.0388 +2022-03-10 18:38:32,421 - davarocr - INFO - Epoch [19][230/541] lr: 2.632e-05, eta: 2:40:46, time: 0.561, data_time: 0.005, memory: 5179, loss_crf: 0.0448, loss: 0.0448, grad_norm: 5.6290 +2022-03-10 18:38:35,117 - davarocr - INFO - Epoch [19][235/541] lr: 2.632e-05, eta: 2:40:43, time: 0.539, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6388 +2022-03-10 18:38:37,635 - davarocr - INFO - Epoch [19][240/541] lr: 2.632e-05, eta: 2:40:39, time: 0.503, data_time: 0.005, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.6760 +2022-03-10 18:38:40,200 - davarocr - INFO - Epoch [19][245/541] lr: 2.632e-05, eta: 2:40:36, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0805, loss: 0.0805, grad_norm: 20.1480 +2022-03-10 18:38:42,811 - davarocr - INFO - Epoch [19][250/541] lr: 2.632e-05, eta: 2:40:33, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.1584, loss: 0.1584, grad_norm: 18.4320 +2022-03-10 18:38:45,454 - davarocr - INFO - Epoch [19][255/541] lr: 2.632e-05, eta: 2:40:30, time: 0.529, data_time: 0.007, memory: 5179, loss_crf: 0.0070, loss: 0.0070, grad_norm: 2.4372 +2022-03-10 18:38:48,405 - davarocr - INFO - Epoch [19][260/541] lr: 2.632e-05, eta: 2:40:27, time: 0.590, data_time: 0.008, memory: 5179, loss_crf: 0.0317, loss: 0.0317, grad_norm: 2.9003 +2022-03-10 18:38:51,280 - davarocr - INFO - Epoch [19][265/541] lr: 2.632e-05, eta: 2:40:24, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5991 +2022-03-10 18:38:54,147 - davarocr - INFO - Epoch [19][270/541] lr: 2.632e-05, eta: 2:40:22, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0324, loss: 0.0324, grad_norm: 1.3175 +2022-03-10 18:38:57,162 - davarocr - INFO - Epoch [19][275/541] lr: 2.632e-05, eta: 2:40:19, time: 0.604, data_time: 0.008, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.0346 +2022-03-10 18:39:00,193 - davarocr - INFO - Epoch [19][280/541] lr: 2.632e-05, eta: 2:40:17, time: 0.606, data_time: 0.005, memory: 5179, loss_crf: 0.0154, loss: 0.0154, grad_norm: 6.7255 +2022-03-10 18:39:03,067 - davarocr - INFO - Epoch [19][285/541] lr: 2.632e-05, eta: 2:40:14, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 1.9362 +2022-03-10 18:39:06,075 - davarocr - INFO - Epoch [19][290/541] lr: 2.632e-05, eta: 2:40:11, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8048 +2022-03-10 18:39:08,965 - davarocr - INFO - Epoch [19][295/541] lr: 2.632e-05, eta: 2:40:09, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0309, loss: 0.0309, grad_norm: 6.8450 +2022-03-10 18:39:11,988 - davarocr - INFO - Epoch [19][300/541] lr: 2.632e-05, eta: 2:40:06, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0311, loss: 0.0311, grad_norm: 6.3667 +2022-03-10 18:39:15,015 - davarocr - INFO - Epoch [19][305/541] lr: 2.632e-05, eta: 2:40:04, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5141 +2022-03-10 18:39:17,893 - davarocr - INFO - Epoch [19][310/541] lr: 2.632e-05, eta: 2:40:01, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0317, loss: 0.0317, grad_norm: 12.3840 +2022-03-10 18:39:20,939 - davarocr - INFO - Epoch [19][315/541] lr: 2.632e-05, eta: 2:39:59, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0172, loss: 0.0172, grad_norm: 2.9694 +2022-03-10 18:39:23,572 - davarocr - INFO - Epoch [19][320/541] lr: 2.632e-05, eta: 2:39:55, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0411, loss: 0.0411, grad_norm: 5.4666 +2022-03-10 18:39:26,126 - davarocr - INFO - Epoch [19][325/541] lr: 2.632e-05, eta: 2:39:52, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0342, loss: 0.0342, grad_norm: 1.1879 +2022-03-10 18:39:28,652 - davarocr - INFO - Epoch [19][330/541] lr: 2.632e-05, eta: 2:39:49, time: 0.506, data_time: 0.007, memory: 5179, loss_crf: 0.0251, loss: 0.0251, grad_norm: 5.1257 +2022-03-10 18:39:31,233 - davarocr - INFO - Epoch [19][335/541] lr: 2.632e-05, eta: 2:39:46, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 2.5193 +2022-03-10 18:39:33,906 - davarocr - INFO - Epoch [19][340/541] lr: 2.632e-05, eta: 2:39:42, time: 0.535, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5101 +2022-03-10 18:39:36,487 - davarocr - INFO - Epoch [19][345/541] lr: 2.632e-05, eta: 2:39:39, time: 0.515, data_time: 0.005, memory: 5179, loss_crf: 0.0204, loss: 0.0204, grad_norm: 8.1551 +2022-03-10 18:39:39,075 - davarocr - INFO - Epoch [19][350/541] lr: 2.632e-05, eta: 2:39:36, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.8607 +2022-03-10 18:39:41,758 - davarocr - INFO - Epoch [19][355/541] lr: 2.632e-05, eta: 2:39:33, time: 0.536, data_time: 0.006, memory: 5179, loss_crf: 0.0636, loss: 0.0636, grad_norm: 2.3132 +2022-03-10 18:39:44,571 - davarocr - INFO - Epoch [19][360/541] lr: 2.632e-05, eta: 2:39:30, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0075, loss: 0.0075, grad_norm: 1.1964 +2022-03-10 18:39:47,125 - davarocr - INFO - Epoch [19][365/541] lr: 2.632e-05, eta: 2:39:27, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0280, loss: 0.0280, grad_norm: 20.5091 +2022-03-10 18:39:49,733 - davarocr - INFO - Epoch [19][370/541] lr: 2.632e-05, eta: 2:39:24, time: 0.521, data_time: 0.005, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.6823 +2022-03-10 18:39:52,600 - davarocr - INFO - Epoch [19][375/541] lr: 2.632e-05, eta: 2:39:21, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.5878, loss: 0.5878, grad_norm: 42.1186 +2022-03-10 18:39:55,826 - davarocr - INFO - Epoch [19][380/541] lr: 2.632e-05, eta: 2:39:19, time: 0.645, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5600 +2022-03-10 18:39:58,768 - davarocr - INFO - Epoch [19][385/541] lr: 2.632e-05, eta: 2:39:16, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0636, loss: 0.0636, grad_norm: 15.5222 +2022-03-10 18:40:01,909 - davarocr - INFO - Epoch [19][390/541] lr: 2.632e-05, eta: 2:39:14, time: 0.629, data_time: 0.009, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 2.6845 +2022-03-10 18:40:04,901 - davarocr - INFO - Epoch [19][395/541] lr: 2.632e-05, eta: 2:39:11, time: 0.599, data_time: 0.008, memory: 5179, loss_crf: 0.0553, loss: 0.0553, grad_norm: 8.4893 +2022-03-10 18:40:08,047 - davarocr - INFO - Epoch [19][400/541] lr: 2.632e-05, eta: 2:39:09, time: 0.629, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6814 +2022-03-10 18:40:11,194 - davarocr - INFO - Epoch [19][405/541] lr: 2.632e-05, eta: 2:39:07, time: 0.629, data_time: 0.008, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.8373 +2022-03-10 18:40:14,215 - davarocr - INFO - Epoch [19][410/541] lr: 2.632e-05, eta: 2:39:04, time: 0.605, data_time: 0.008, memory: 5179, loss_crf: 0.0241, loss: 0.0241, grad_norm: 2.4870 +2022-03-10 18:40:17,290 - davarocr - INFO - Epoch [19][415/541] lr: 2.632e-05, eta: 2:39:02, time: 0.615, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.0804 +2022-03-10 18:40:20,313 - davarocr - INFO - Epoch [19][420/541] lr: 2.632e-05, eta: 2:38:59, time: 0.605, data_time: 0.008, memory: 5179, loss_crf: 0.0097, loss: 0.0097, grad_norm: 1.5063 +2022-03-10 18:40:23,242 - davarocr - INFO - Epoch [19][425/541] lr: 2.632e-05, eta: 2:38:57, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0580, loss: 0.0580, grad_norm: 6.0769 +2022-03-10 18:40:26,012 - davarocr - INFO - Epoch [19][430/541] lr: 2.632e-05, eta: 2:38:54, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 3.8867 +2022-03-10 18:40:28,861 - davarocr - INFO - Epoch [19][435/541] lr: 2.632e-05, eta: 2:38:51, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.9684 +2022-03-10 18:40:31,913 - davarocr - INFO - Epoch [19][440/541] lr: 2.632e-05, eta: 2:38:49, time: 0.613, data_time: 0.011, memory: 5179, loss_crf: 0.0136, loss: 0.0136, grad_norm: 0.8970 +2022-03-10 18:40:34,845 - davarocr - INFO - Epoch [19][445/541] lr: 2.632e-05, eta: 2:38:46, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 2.8472 +2022-03-10 18:40:37,736 - davarocr - INFO - Epoch [19][450/541] lr: 2.632e-05, eta: 2:38:43, time: 0.578, data_time: 0.010, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.2287 +2022-03-10 18:40:40,361 - davarocr - INFO - Epoch [19][455/541] lr: 2.632e-05, eta: 2:38:40, time: 0.525, data_time: 0.010, memory: 5179, loss_crf: 0.0528, loss: 0.0528, grad_norm: 3.5183 +2022-03-10 18:40:43,091 - davarocr - INFO - Epoch [19][460/541] lr: 2.632e-05, eta: 2:38:37, time: 0.546, data_time: 0.009, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 4.1444 +2022-03-10 18:40:45,713 - davarocr - INFO - Epoch [19][465/541] lr: 2.632e-05, eta: 2:38:34, time: 0.524, data_time: 0.010, memory: 5179, loss_crf: 0.0259, loss: 0.0259, grad_norm: 2.6359 +2022-03-10 18:40:48,648 - davarocr - INFO - Epoch [19][470/541] lr: 2.632e-05, eta: 2:38:31, time: 0.587, data_time: 0.009, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6740 +2022-03-10 18:40:51,409 - davarocr - INFO - Epoch [19][475/541] lr: 2.632e-05, eta: 2:38:28, time: 0.552, data_time: 0.009, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.6247 +2022-03-10 18:40:54,122 - davarocr - INFO - Epoch [19][480/541] lr: 2.632e-05, eta: 2:38:25, time: 0.546, data_time: 0.011, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 3.1755 +2022-03-10 18:40:57,069 - davarocr - INFO - Epoch [19][485/541] lr: 2.632e-05, eta: 2:38:23, time: 0.589, data_time: 0.008, memory: 5179, loss_crf: 0.0325, loss: 0.0325, grad_norm: 14.9643 +2022-03-10 18:40:59,891 - davarocr - INFO - Epoch [19][490/541] lr: 2.632e-05, eta: 2:38:20, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 2.5241 +2022-03-10 18:41:02,698 - davarocr - INFO - Epoch [19][495/541] lr: 2.632e-05, eta: 2:38:17, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.1285, loss: 0.1285, grad_norm: 37.5354 +2022-03-10 18:41:05,246 - davarocr - INFO - Epoch [19][500/541] lr: 2.632e-05, eta: 2:38:14, time: 0.509, data_time: 0.008, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.9077 +2022-03-10 18:41:08,136 - davarocr - INFO - Epoch [19][505/541] lr: 2.632e-05, eta: 2:38:11, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 1.0165 +2022-03-10 18:41:10,802 - davarocr - INFO - Epoch [19][510/541] lr: 2.632e-05, eta: 2:38:08, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.1259, loss: 0.1259, grad_norm: 17.1095 +2022-03-10 18:41:13,544 - davarocr - INFO - Epoch [19][515/541] lr: 2.632e-05, eta: 2:38:05, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7049 +2022-03-10 18:41:16,316 - davarocr - INFO - Epoch [19][520/541] lr: 2.632e-05, eta: 2:38:02, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0247, loss: 0.0247, grad_norm: 38.8993 +2022-03-10 18:41:19,195 - davarocr - INFO - Epoch [19][525/541] lr: 2.632e-05, eta: 2:37:59, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 3.1890 +2022-03-10 18:41:22,000 - davarocr - INFO - Epoch [19][530/541] lr: 2.632e-05, eta: 2:37:57, time: 0.561, data_time: 0.006, memory: 5179, loss_crf: 0.0060, loss: 0.0060, grad_norm: 1.7868 +2022-03-10 18:41:24,756 - davarocr - INFO - Epoch [19][535/541] lr: 2.632e-05, eta: 2:37:54, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 1.4783 +2022-03-10 18:41:27,746 - davarocr - INFO - Epoch [19][540/541] lr: 2.632e-05, eta: 2:37:51, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.0260, loss: 0.0260, grad_norm: 9.1765 +2022-03-10 18:42:05,761 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 18:42:05,762 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:42:05,762 - davarocr - INFO - Epoch(val) [19][541] LOC: {'precision': 0.930952380952381, 'recall': 0.9376498800959233, 'f1-score': 0.9342891278375149}, PER: {'precision': 0.9716446124763705, 'recall': 0.9536178107606679, 'f1-score': 0.9625468164794007}, MISC: {'precision': 0.8396501457725948, 'recall': 0.8205128205128205, 'f1-score': 0.829971181556196}, ORG: {'precision': 0.8754305396096441, 'recall': 0.9181216134858519, 'f1-score': 0.8962679988245666}, all: {'precision': 0.9143107989464443, 'recall': 0.9219192634560907, 'f1-score': 0.9180992682711805}, hmean: 0.9181 +2022-03-10 18:42:11,203 - davarocr - INFO - Epoch [20][5/541] lr: 2.564e-05, eta: 2:37:51, time: 1.087, data_time: 0.487, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 1.8004 +2022-03-10 18:42:13,929 - davarocr - INFO - Epoch [20][10/541] lr: 2.564e-05, eta: 2:37:48, time: 0.545, data_time: 0.006, memory: 5179, loss_crf: 0.0379, loss: 0.0379, grad_norm: 7.0478 +2022-03-10 18:42:16,676 - davarocr - INFO - Epoch [20][15/541] lr: 2.564e-05, eta: 2:37:45, time: 0.550, data_time: 0.005, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5702 +2022-03-10 18:42:19,661 - davarocr - INFO - Epoch [20][20/541] lr: 2.564e-05, eta: 2:37:42, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0072, loss: 0.0072, grad_norm: 8.0027 +2022-03-10 18:42:22,618 - davarocr - INFO - Epoch [20][25/541] lr: 2.564e-05, eta: 2:37:40, time: 0.592, data_time: 0.008, memory: 5179, loss_crf: 0.1815, loss: 0.1815, grad_norm: 40.9209 +2022-03-10 18:42:25,538 - davarocr - INFO - Epoch [20][30/541] lr: 2.564e-05, eta: 2:37:37, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0507, loss: 0.0507, grad_norm: 7.9673 +2022-03-10 18:42:28,770 - davarocr - INFO - Epoch [20][35/541] lr: 2.564e-05, eta: 2:37:35, time: 0.647, data_time: 0.008, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 4.0506 +2022-03-10 18:42:31,743 - davarocr - INFO - Epoch [20][40/541] lr: 2.564e-05, eta: 2:37:32, time: 0.595, data_time: 0.006, memory: 5179, loss_crf: 0.0099, loss: 0.0099, grad_norm: 5.7220 +2022-03-10 18:42:34,733 - davarocr - INFO - Epoch [20][45/541] lr: 2.564e-05, eta: 2:37:30, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 6.1043 +2022-03-10 18:42:37,707 - davarocr - INFO - Epoch [20][50/541] lr: 2.564e-05, eta: 2:37:27, time: 0.596, data_time: 0.009, memory: 5179, loss_crf: 0.1740, loss: 0.1740, grad_norm: 6.8518 +2022-03-10 18:42:40,674 - davarocr - INFO - Epoch [20][55/541] lr: 2.564e-05, eta: 2:37:25, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.1687, loss: 0.1687, grad_norm: 34.0295 +2022-03-10 18:42:43,649 - davarocr - INFO - Epoch [20][60/541] lr: 2.564e-05, eta: 2:37:22, time: 0.595, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6427 +2022-03-10 18:42:46,515 - davarocr - INFO - Epoch [20][65/541] lr: 2.564e-05, eta: 2:37:19, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.3664, loss: 0.3664, grad_norm: 27.6829 +2022-03-10 18:42:49,387 - davarocr - INFO - Epoch [20][70/541] lr: 2.564e-05, eta: 2:37:17, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 1.1008 +2022-03-10 18:42:52,262 - davarocr - INFO - Epoch [20][75/541] lr: 2.564e-05, eta: 2:37:14, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6123 +2022-03-10 18:42:55,307 - davarocr - INFO - Epoch [20][80/541] lr: 2.564e-05, eta: 2:37:11, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6332 +2022-03-10 18:42:58,174 - davarocr - INFO - Epoch [20][85/541] lr: 2.564e-05, eta: 2:37:09, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.1885, loss: 0.1885, grad_norm: 9.2883 +2022-03-10 18:43:01,038 - davarocr - INFO - Epoch [20][90/541] lr: 2.564e-05, eta: 2:37:06, time: 0.573, data_time: 0.005, memory: 5179, loss_crf: 0.0168, loss: 0.0168, grad_norm: 2.7049 +2022-03-10 18:43:03,921 - davarocr - INFO - Epoch [20][95/541] lr: 2.564e-05, eta: 2:37:03, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.1596, loss: 0.1596, grad_norm: 11.9917 +2022-03-10 18:43:06,729 - davarocr - INFO - Epoch [20][100/541] lr: 2.564e-05, eta: 2:37:00, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0196, loss: 0.0196, grad_norm: 4.4187 +2022-03-10 18:43:09,679 - davarocr - INFO - Epoch [20][105/541] lr: 2.564e-05, eta: 2:36:58, time: 0.590, data_time: 0.008, memory: 5179, loss_crf: 0.0133, loss: 0.0133, grad_norm: 4.9673 +2022-03-10 18:43:12,605 - davarocr - INFO - Epoch [20][110/541] lr: 2.564e-05, eta: 2:36:55, time: 0.586, data_time: 0.009, memory: 5179, loss_crf: 0.0179, loss: 0.0179, grad_norm: 0.8502 +2022-03-10 18:43:15,630 - davarocr - INFO - Epoch [20][115/541] lr: 2.564e-05, eta: 2:36:53, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.1935, loss: 0.1935, grad_norm: 10.0996 +2022-03-10 18:43:18,654 - davarocr - INFO - Epoch [20][120/541] lr: 2.564e-05, eta: 2:36:50, time: 0.605, data_time: 0.008, memory: 5179, loss_crf: 0.0480, loss: 0.0480, grad_norm: 6.8427 +2022-03-10 18:43:21,690 - davarocr - INFO - Epoch [20][125/541] lr: 2.564e-05, eta: 2:36:48, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6002 +2022-03-10 18:43:24,574 - davarocr - INFO - Epoch [20][130/541] lr: 2.564e-05, eta: 2:36:45, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.2290 +2022-03-10 18:43:27,228 - davarocr - INFO - Epoch [20][135/541] lr: 2.564e-05, eta: 2:36:42, time: 0.533, data_time: 0.009, memory: 5179, loss_crf: 0.0116, loss: 0.0116, grad_norm: 5.7168 +2022-03-10 18:43:30,119 - davarocr - INFO - Epoch [20][140/541] lr: 2.564e-05, eta: 2:36:39, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 1.9882 +2022-03-10 18:43:32,883 - davarocr - INFO - Epoch [20][145/541] lr: 2.564e-05, eta: 2:36:36, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.0530, loss: 0.0530, grad_norm: 5.9870 +2022-03-10 18:43:35,693 - davarocr - INFO - Epoch [20][150/541] lr: 2.564e-05, eta: 2:36:33, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0609, loss: 0.0609, grad_norm: 19.4798 +2022-03-10 18:43:38,438 - davarocr - INFO - Epoch [20][155/541] lr: 2.564e-05, eta: 2:36:30, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5176 +2022-03-10 18:43:41,464 - davarocr - INFO - Epoch [20][160/541] lr: 2.564e-05, eta: 2:36:28, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.1125 +2022-03-10 18:43:44,436 - davarocr - INFO - Epoch [20][165/541] lr: 2.564e-05, eta: 2:36:25, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0428, loss: 0.0428, grad_norm: 12.8514 +2022-03-10 18:43:47,411 - davarocr - INFO - Epoch [20][170/541] lr: 2.564e-05, eta: 2:36:23, time: 0.595, data_time: 0.006, memory: 5179, loss_crf: 0.2091, loss: 0.2091, grad_norm: 4.4185 +2022-03-10 18:43:50,413 - davarocr - INFO - Epoch [20][175/541] lr: 2.564e-05, eta: 2:36:20, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0929, loss: 0.0929, grad_norm: 9.1331 +2022-03-10 18:43:53,505 - davarocr - INFO - Epoch [20][180/541] lr: 2.564e-05, eta: 2:36:18, time: 0.618, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6156 +2022-03-10 18:43:56,445 - davarocr - INFO - Epoch [20][185/541] lr: 2.564e-05, eta: 2:36:15, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 3.6826 +2022-03-10 18:43:59,446 - davarocr - INFO - Epoch [20][190/541] lr: 2.564e-05, eta: 2:36:12, time: 0.601, data_time: 0.008, memory: 5179, loss_crf: 0.0918, loss: 0.0918, grad_norm: 4.4466 +2022-03-10 18:44:02,432 - davarocr - INFO - Epoch [20][195/541] lr: 2.564e-05, eta: 2:36:10, time: 0.598, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.9477 +2022-03-10 18:44:05,536 - davarocr - INFO - Epoch [20][200/541] lr: 2.564e-05, eta: 2:36:07, time: 0.621, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7233 +2022-03-10 18:44:08,548 - davarocr - INFO - Epoch [20][205/541] lr: 2.564e-05, eta: 2:36:05, time: 0.601, data_time: 0.006, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.7968 +2022-03-10 18:44:11,672 - davarocr - INFO - Epoch [20][210/541] lr: 2.564e-05, eta: 2:36:03, time: 0.626, data_time: 0.008, memory: 5179, loss_crf: 0.0655, loss: 0.0655, grad_norm: 7.6691 +2022-03-10 18:44:14,762 - davarocr - INFO - Epoch [20][215/541] lr: 2.564e-05, eta: 2:36:00, time: 0.618, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7934 +2022-03-10 18:44:17,731 - davarocr - INFO - Epoch [20][220/541] lr: 2.564e-05, eta: 2:35:58, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.0080, loss: 0.0080, grad_norm: 3.9501 +2022-03-10 18:44:20,852 - davarocr - INFO - Epoch [20][225/541] lr: 2.564e-05, eta: 2:35:55, time: 0.624, data_time: 0.006, memory: 5179, loss_crf: 0.0315, loss: 0.0315, grad_norm: 11.2476 +2022-03-10 18:44:23,818 - davarocr - INFO - Epoch [20][230/541] lr: 2.564e-05, eta: 2:35:53, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0749, loss: 0.0749, grad_norm: 15.4242 +2022-03-10 18:44:26,712 - davarocr - INFO - Epoch [20][235/541] lr: 2.564e-05, eta: 2:35:50, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.9056 +2022-03-10 18:44:29,737 - davarocr - INFO - Epoch [20][240/541] lr: 2.564e-05, eta: 2:35:47, time: 0.605, data_time: 0.008, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 9.3374 +2022-03-10 18:44:32,748 - davarocr - INFO - Epoch [20][245/541] lr: 2.564e-05, eta: 2:35:45, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6686 +2022-03-10 18:44:35,626 - davarocr - INFO - Epoch [20][250/541] lr: 2.564e-05, eta: 2:35:42, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0223, loss: 0.0223, grad_norm: 24.5963 +2022-03-10 18:44:38,485 - davarocr - INFO - Epoch [20][255/541] lr: 2.564e-05, eta: 2:35:39, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 29.8687 +2022-03-10 18:44:41,359 - davarocr - INFO - Epoch [20][260/541] lr: 2.564e-05, eta: 2:35:36, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0835, loss: 0.0835, grad_norm: 25.1913 +2022-03-10 18:44:44,270 - davarocr - INFO - Epoch [20][265/541] lr: 2.564e-05, eta: 2:35:34, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0315, loss: 0.0315, grad_norm: 11.7556 +2022-03-10 18:44:47,157 - davarocr - INFO - Epoch [20][270/541] lr: 2.564e-05, eta: 2:35:31, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0742, loss: 0.0742, grad_norm: 7.0440 +2022-03-10 18:44:50,047 - davarocr - INFO - Epoch [20][275/541] lr: 2.564e-05, eta: 2:35:28, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0236, loss: 0.0236, grad_norm: 8.5939 +2022-03-10 18:44:52,955 - davarocr - INFO - Epoch [20][280/541] lr: 2.564e-05, eta: 2:35:26, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 2.8058 +2022-03-10 18:44:55,977 - davarocr - INFO - Epoch [20][285/541] lr: 2.564e-05, eta: 2:35:23, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.1644, loss: 0.1644, grad_norm: 19.8200 +2022-03-10 18:44:58,848 - davarocr - INFO - Epoch [20][290/541] lr: 2.564e-05, eta: 2:35:20, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5078 +2022-03-10 18:45:01,740 - davarocr - INFO - Epoch [20][295/541] lr: 2.564e-05, eta: 2:35:18, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.2628, loss: 0.2628, grad_norm: 46.6404 +2022-03-10 18:45:04,746 - davarocr - INFO - Epoch [20][300/541] lr: 2.564e-05, eta: 2:35:15, time: 0.602, data_time: 0.010, memory: 5179, loss_crf: 0.0378, loss: 0.0378, grad_norm: 13.1247 +2022-03-10 18:45:07,642 - davarocr - INFO - Epoch [20][305/541] lr: 2.564e-05, eta: 2:35:12, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0675, loss: 0.0675, grad_norm: 58.2046 +2022-03-10 18:45:10,671 - davarocr - INFO - Epoch [20][310/541] lr: 2.564e-05, eta: 2:35:10, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0103, loss: 0.0103, grad_norm: 6.0708 +2022-03-10 18:45:13,657 - davarocr - INFO - Epoch [20][315/541] lr: 2.564e-05, eta: 2:35:07, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6496 +2022-03-10 18:45:16,520 - davarocr - INFO - Epoch [20][320/541] lr: 2.564e-05, eta: 2:35:04, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0219, loss: 0.0219, grad_norm: 1.8569 +2022-03-10 18:45:19,407 - davarocr - INFO - Epoch [20][325/541] lr: 2.564e-05, eta: 2:35:02, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0208, loss: 0.0208, grad_norm: 7.2338 +2022-03-10 18:45:22,581 - davarocr - INFO - Epoch [20][330/541] lr: 2.564e-05, eta: 2:34:59, time: 0.635, data_time: 0.006, memory: 5179, loss_crf: 0.0085, loss: 0.0085, grad_norm: 3.6183 +2022-03-10 18:45:25,474 - davarocr - INFO - Epoch [20][335/541] lr: 2.564e-05, eta: 2:34:57, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0129, loss: 0.0129, grad_norm: 10.1879 +2022-03-10 18:45:28,403 - davarocr - INFO - Epoch [20][340/541] lr: 2.564e-05, eta: 2:34:54, time: 0.588, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6217 +2022-03-10 18:45:31,531 - davarocr - INFO - Epoch [20][345/541] lr: 2.564e-05, eta: 2:34:52, time: 0.626, data_time: 0.007, memory: 5179, loss_crf: 0.0602, loss: 0.0602, grad_norm: 15.6599 +2022-03-10 18:45:34,585 - davarocr - INFO - Epoch [20][350/541] lr: 2.564e-05, eta: 2:34:49, time: 0.610, data_time: 0.005, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5253 +2022-03-10 18:45:37,197 - davarocr - INFO - Epoch [20][355/541] lr: 2.564e-05, eta: 2:34:46, time: 0.523, data_time: 0.008, memory: 5179, loss_crf: 0.0845, loss: 0.0845, grad_norm: 9.8821 +2022-03-10 18:45:39,748 - davarocr - INFO - Epoch [20][360/541] lr: 2.564e-05, eta: 2:34:43, time: 0.510, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5026 +2022-03-10 18:45:42,381 - davarocr - INFO - Epoch [20][365/541] lr: 2.564e-05, eta: 2:34:40, time: 0.526, data_time: 0.007, memory: 5179, loss_crf: 0.0235, loss: 0.0235, grad_norm: 2.4683 +2022-03-10 18:45:45,236 - davarocr - INFO - Epoch [20][370/541] lr: 2.564e-05, eta: 2:34:37, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.7227 +2022-03-10 18:45:48,133 - davarocr - INFO - Epoch [20][375/541] lr: 2.564e-05, eta: 2:34:34, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.1017, loss: 0.1017, grad_norm: 9.7185 +2022-03-10 18:45:50,964 - davarocr - INFO - Epoch [20][380/541] lr: 2.564e-05, eta: 2:34:31, time: 0.566, data_time: 0.005, memory: 5179, loss_crf: 0.0172, loss: 0.0172, grad_norm: 24.5470 +2022-03-10 18:45:53,669 - davarocr - INFO - Epoch [20][385/541] lr: 2.564e-05, eta: 2:34:28, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 3.6954 +2022-03-10 18:45:56,249 - davarocr - INFO - Epoch [20][390/541] lr: 2.564e-05, eta: 2:34:25, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.6245 +2022-03-10 18:45:58,821 - davarocr - INFO - Epoch [20][395/541] lr: 2.564e-05, eta: 2:34:22, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5632 +2022-03-10 18:46:01,492 - davarocr - INFO - Epoch [20][400/541] lr: 2.564e-05, eta: 2:34:19, time: 0.533, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6227 +2022-03-10 18:46:04,354 - davarocr - INFO - Epoch [20][405/541] lr: 2.564e-05, eta: 2:34:16, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5913 +2022-03-10 18:46:07,357 - davarocr - INFO - Epoch [20][410/541] lr: 2.564e-05, eta: 2:34:13, time: 0.600, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8226 +2022-03-10 18:46:10,233 - davarocr - INFO - Epoch [20][415/541] lr: 2.564e-05, eta: 2:34:11, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6436 +2022-03-10 18:46:13,046 - davarocr - INFO - Epoch [20][420/541] lr: 2.564e-05, eta: 2:34:08, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0095, loss: 0.0095, grad_norm: 5.2582 +2022-03-10 18:46:15,803 - davarocr - INFO - Epoch [20][425/541] lr: 2.564e-05, eta: 2:34:05, time: 0.551, data_time: 0.009, memory: 5179, loss_crf: 0.0511, loss: 0.0511, grad_norm: 1.0769 +2022-03-10 18:46:18,766 - davarocr - INFO - Epoch [20][430/541] lr: 2.564e-05, eta: 2:34:02, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.1015, loss: 0.1015, grad_norm: 19.2490 +2022-03-10 18:46:21,335 - davarocr - INFO - Epoch [20][435/541] lr: 2.564e-05, eta: 2:33:59, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.0353, loss: 0.0353, grad_norm: 9.2628 +2022-03-10 18:46:23,870 - davarocr - INFO - Epoch [20][440/541] lr: 2.564e-05, eta: 2:33:56, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.6746 +2022-03-10 18:46:26,552 - davarocr - INFO - Epoch [20][445/541] lr: 2.564e-05, eta: 2:33:53, time: 0.537, data_time: 0.005, memory: 5179, loss_crf: 0.0964, loss: 0.0964, grad_norm: 3.0462 +2022-03-10 18:46:29,250 - davarocr - INFO - Epoch [20][450/541] lr: 2.564e-05, eta: 2:33:50, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.0415, loss: 0.0415, grad_norm: 9.1741 +2022-03-10 18:46:31,868 - davarocr - INFO - Epoch [20][455/541] lr: 2.564e-05, eta: 2:33:47, time: 0.523, data_time: 0.006, memory: 5179, loss_crf: 0.0092, loss: 0.0092, grad_norm: 0.6941 +2022-03-10 18:46:34,643 - davarocr - INFO - Epoch [20][460/541] lr: 2.564e-05, eta: 2:33:44, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.0079, loss: 0.0079, grad_norm: 3.5739 +2022-03-10 18:46:37,455 - davarocr - INFO - Epoch [20][465/541] lr: 2.564e-05, eta: 2:33:41, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.8389 +2022-03-10 18:46:40,242 - davarocr - INFO - Epoch [20][470/541] lr: 2.564e-05, eta: 2:33:38, time: 0.558, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.1768 +2022-03-10 18:46:43,022 - davarocr - INFO - Epoch [20][475/541] lr: 2.564e-05, eta: 2:33:35, time: 0.556, data_time: 0.006, memory: 5179, loss_crf: 0.0515, loss: 0.0515, grad_norm: 15.2249 +2022-03-10 18:46:45,987 - davarocr - INFO - Epoch [20][480/541] lr: 2.564e-05, eta: 2:33:32, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.3681 +2022-03-10 18:46:49,017 - davarocr - INFO - Epoch [20][485/541] lr: 2.564e-05, eta: 2:33:30, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8382 +2022-03-10 18:46:51,894 - davarocr - INFO - Epoch [20][490/541] lr: 2.564e-05, eta: 2:33:27, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.1367, loss: 0.1367, grad_norm: 21.6234 +2022-03-10 18:46:54,762 - davarocr - INFO - Epoch [20][495/541] lr: 2.564e-05, eta: 2:33:24, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0327, loss: 0.0327, grad_norm: 9.5274 +2022-03-10 18:46:57,406 - davarocr - INFO - Epoch [20][500/541] lr: 2.564e-05, eta: 2:33:21, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5548 +2022-03-10 18:47:00,117 - davarocr - INFO - Epoch [20][505/541] lr: 2.564e-05, eta: 2:33:18, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5600 +2022-03-10 18:47:02,947 - davarocr - INFO - Epoch [20][510/541] lr: 2.564e-05, eta: 2:33:15, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.0646, loss: 0.0646, grad_norm: 26.9771 +2022-03-10 18:47:05,856 - davarocr - INFO - Epoch [20][515/541] lr: 2.564e-05, eta: 2:33:13, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0124, loss: 0.0124, grad_norm: 5.7975 +2022-03-10 18:47:08,565 - davarocr - INFO - Epoch [20][520/541] lr: 2.564e-05, eta: 2:33:10, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0216, loss: 0.0216, grad_norm: 23.3308 +2022-03-10 18:47:11,185 - davarocr - INFO - Epoch [20][525/541] lr: 2.564e-05, eta: 2:33:07, time: 0.524, data_time: 0.007, memory: 5179, loss_crf: 0.0129, loss: 0.0129, grad_norm: 4.9556 +2022-03-10 18:47:13,932 - davarocr - INFO - Epoch [20][530/541] lr: 2.564e-05, eta: 2:33:04, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0825, loss: 0.0825, grad_norm: 4.0257 +2022-03-10 18:47:16,647 - davarocr - INFO - Epoch [20][535/541] lr: 2.564e-05, eta: 2:33:01, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7945 +2022-03-10 18:47:19,303 - davarocr - INFO - Epoch [20][540/541] lr: 2.564e-05, eta: 2:32:58, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6442 +2022-03-10 18:47:56,791 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 18:47:56,792 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:47:56,792 - davarocr - INFO - Epoch(val) [20][541] LOC: {'precision': 0.9214412285883048, 'recall': 0.935251798561151, 'f1-score': 0.9282951502529009}, PER: {'precision': 0.9690069576217584, 'recall': 0.9474335188620903, 'f1-score': 0.9580988117573485}, MISC: {'precision': 0.841726618705036, 'recall': 0.8333333333333334, 'f1-score': 0.8375089477451682}, ORG: {'precision': 0.8522663682148853, 'recall': 0.9169175195665262, 'f1-score': 0.8834106728538285}, all: {'precision': 0.9034051424600417, 'recall': 0.9206798866855525, 'f1-score': 0.9119607155384075}, hmean: 0.9120 +2022-03-10 18:48:02,128 - davarocr - INFO - Epoch [21][5/541] lr: 2.500e-05, eta: 2:32:57, time: 1.066, data_time: 0.491, memory: 5179, loss_crf: 0.1259, loss: 0.1259, grad_norm: 28.8055 +2022-03-10 18:48:04,676 - davarocr - INFO - Epoch [21][10/541] lr: 2.500e-05, eta: 2:32:54, time: 0.510, data_time: 0.008, memory: 5179, loss_crf: 0.0140, loss: 0.0140, grad_norm: 6.2656 +2022-03-10 18:48:07,198 - davarocr - INFO - Epoch [21][15/541] lr: 2.500e-05, eta: 2:32:51, time: 0.504, data_time: 0.006, memory: 5179, loss_crf: 0.0536, loss: 0.0536, grad_norm: 6.2797 +2022-03-10 18:48:09,812 - davarocr - INFO - Epoch [21][20/541] lr: 2.500e-05, eta: 2:32:47, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8440 +2022-03-10 18:48:12,554 - davarocr - INFO - Epoch [21][25/541] lr: 2.500e-05, eta: 2:32:44, time: 0.549, data_time: 0.009, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.0041 +2022-03-10 18:48:15,595 - davarocr - INFO - Epoch [21][30/541] lr: 2.500e-05, eta: 2:32:42, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0491, loss: 0.0491, grad_norm: 14.4738 +2022-03-10 18:48:18,511 - davarocr - INFO - Epoch [21][35/541] lr: 2.500e-05, eta: 2:32:39, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5923 +2022-03-10 18:48:21,571 - davarocr - INFO - Epoch [21][40/541] lr: 2.500e-05, eta: 2:32:37, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0460, loss: 0.0460, grad_norm: 5.6134 +2022-03-10 18:48:24,477 - davarocr - INFO - Epoch [21][45/541] lr: 2.500e-05, eta: 2:32:34, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0107, loss: 0.0107, grad_norm: 0.8932 +2022-03-10 18:48:27,747 - davarocr - INFO - Epoch [21][50/541] lr: 2.500e-05, eta: 2:32:32, time: 0.654, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7653 +2022-03-10 18:48:30,507 - davarocr - INFO - Epoch [21][55/541] lr: 2.500e-05, eta: 2:32:29, time: 0.551, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6532 +2022-03-10 18:48:33,372 - davarocr - INFO - Epoch [21][60/541] lr: 2.500e-05, eta: 2:32:26, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0099, loss: 0.0099, grad_norm: 1.1930 +2022-03-10 18:48:36,466 - davarocr - INFO - Epoch [21][65/541] lr: 2.500e-05, eta: 2:32:24, time: 0.615, data_time: 0.006, memory: 5179, loss_crf: 0.0247, loss: 0.0247, grad_norm: 6.6116 +2022-03-10 18:48:39,074 - davarocr - INFO - Epoch [21][70/541] lr: 2.500e-05, eta: 2:32:21, time: 0.523, data_time: 0.009, memory: 5179, loss_crf: 0.1299, loss: 0.1299, grad_norm: 33.3727 +2022-03-10 18:48:41,820 - davarocr - INFO - Epoch [21][75/541] lr: 2.500e-05, eta: 2:32:18, time: 0.549, data_time: 0.008, memory: 5179, loss_crf: 0.0209, loss: 0.0209, grad_norm: 3.9500 +2022-03-10 18:48:44,675 - davarocr - INFO - Epoch [21][80/541] lr: 2.500e-05, eta: 2:32:15, time: 0.570, data_time: 0.009, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 3.1213 +2022-03-10 18:48:47,581 - davarocr - INFO - Epoch [21][85/541] lr: 2.500e-05, eta: 2:32:12, time: 0.582, data_time: 0.009, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.9224 +2022-03-10 18:48:50,473 - davarocr - INFO - Epoch [21][90/541] lr: 2.500e-05, eta: 2:32:09, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0068, loss: 0.0068, grad_norm: 4.3396 +2022-03-10 18:48:53,373 - davarocr - INFO - Epoch [21][95/541] lr: 2.500e-05, eta: 2:32:07, time: 0.580, data_time: 0.011, memory: 5179, loss_crf: 0.0276, loss: 0.0276, grad_norm: 36.2362 +2022-03-10 18:48:56,082 - davarocr - INFO - Epoch [21][100/541] lr: 2.500e-05, eta: 2:32:04, time: 0.545, data_time: 0.012, memory: 5179, loss_crf: 0.0669, loss: 0.0669, grad_norm: 30.4565 +2022-03-10 18:48:58,818 - davarocr - INFO - Epoch [21][105/541] lr: 2.500e-05, eta: 2:32:01, time: 0.548, data_time: 0.008, memory: 5179, loss_crf: 0.0215, loss: 0.0215, grad_norm: 9.9259 +2022-03-10 18:49:01,390 - davarocr - INFO - Epoch [21][110/541] lr: 2.500e-05, eta: 2:31:57, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.4199 +2022-03-10 18:49:03,914 - davarocr - INFO - Epoch [21][115/541] lr: 2.500e-05, eta: 2:31:54, time: 0.505, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 2.4327 +2022-03-10 18:49:06,439 - davarocr - INFO - Epoch [21][120/541] lr: 2.500e-05, eta: 2:31:51, time: 0.505, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7919 +2022-03-10 18:49:09,311 - davarocr - INFO - Epoch [21][125/541] lr: 2.500e-05, eta: 2:31:48, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7593 +2022-03-10 18:49:12,328 - davarocr - INFO - Epoch [21][130/541] lr: 2.500e-05, eta: 2:31:46, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0390, loss: 0.0390, grad_norm: 6.5772 +2022-03-10 18:49:15,189 - davarocr - INFO - Epoch [21][135/541] lr: 2.500e-05, eta: 2:31:43, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.9138 +2022-03-10 18:49:17,906 - davarocr - INFO - Epoch [21][140/541] lr: 2.500e-05, eta: 2:31:40, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.0073, loss: 0.0073, grad_norm: 2.0189 +2022-03-10 18:49:20,469 - davarocr - INFO - Epoch [21][145/541] lr: 2.500e-05, eta: 2:31:37, time: 0.513, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7612 +2022-03-10 18:49:23,276 - davarocr - INFO - Epoch [21][150/541] lr: 2.500e-05, eta: 2:31:34, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 1.5956 +2022-03-10 18:49:26,466 - davarocr - INFO - Epoch [21][155/541] lr: 2.500e-05, eta: 2:31:31, time: 0.638, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.9240 +2022-03-10 18:49:29,341 - davarocr - INFO - Epoch [21][160/541] lr: 2.500e-05, eta: 2:31:29, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0096, loss: 0.0096, grad_norm: 1.0538 +2022-03-10 18:49:32,351 - davarocr - INFO - Epoch [21][165/541] lr: 2.500e-05, eta: 2:31:26, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0282, loss: 0.0282, grad_norm: 10.7079 +2022-03-10 18:49:35,234 - davarocr - INFO - Epoch [21][170/541] lr: 2.500e-05, eta: 2:31:23, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 2.1823 +2022-03-10 18:49:37,971 - davarocr - INFO - Epoch [21][175/541] lr: 2.500e-05, eta: 2:31:20, time: 0.547, data_time: 0.010, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 2.4044 +2022-03-10 18:49:40,624 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:49:40,624 - davarocr - INFO - Epoch [21][180/541] lr: 2.500e-05, eta: 2:31:17, time: 0.531, data_time: 0.010, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 2.9254 +2022-03-10 18:49:43,530 - davarocr - INFO - Epoch [21][185/541] lr: 2.500e-05, eta: 2:31:15, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7096 +2022-03-10 18:49:46,434 - davarocr - INFO - Epoch [21][190/541] lr: 2.500e-05, eta: 2:31:12, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0268, loss: 0.0268, grad_norm: 6.6002 +2022-03-10 18:49:49,319 - davarocr - INFO - Epoch [21][195/541] lr: 2.500e-05, eta: 2:31:09, time: 0.577, data_time: 0.010, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.7296 +2022-03-10 18:49:52,226 - davarocr - INFO - Epoch [21][200/541] lr: 2.500e-05, eta: 2:31:06, time: 0.584, data_time: 0.009, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 6.6300 +2022-03-10 18:49:55,264 - davarocr - INFO - Epoch [21][205/541] lr: 2.500e-05, eta: 2:31:04, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.2118, loss: 0.2118, grad_norm: 18.2993 +2022-03-10 18:49:58,150 - davarocr - INFO - Epoch [21][210/541] lr: 2.500e-05, eta: 2:31:01, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0251, loss: 0.0251, grad_norm: 21.1143 +2022-03-10 18:50:00,748 - davarocr - INFO - Epoch [21][215/541] lr: 2.500e-05, eta: 2:30:58, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5286 +2022-03-10 18:50:03,631 - davarocr - INFO - Epoch [21][220/541] lr: 2.500e-05, eta: 2:30:55, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.1110, loss: 0.1110, grad_norm: 47.8168 +2022-03-10 18:50:06,685 - davarocr - INFO - Epoch [21][225/541] lr: 2.500e-05, eta: 2:30:53, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0682, loss: 0.0682, grad_norm: 5.7821 +2022-03-10 18:50:09,373 - davarocr - INFO - Epoch [21][230/541] lr: 2.500e-05, eta: 2:30:50, time: 0.537, data_time: 0.005, memory: 5179, loss_crf: 0.5908, loss: 0.5908, grad_norm: 44.4757 +2022-03-10 18:50:12,238 - davarocr - INFO - Epoch [21][235/541] lr: 2.500e-05, eta: 2:30:47, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0734, loss: 0.0734, grad_norm: 11.9709 +2022-03-10 18:50:15,157 - davarocr - INFO - Epoch [21][240/541] lr: 2.500e-05, eta: 2:30:44, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0294, loss: 0.0294, grad_norm: 2.4516 +2022-03-10 18:50:18,056 - davarocr - INFO - Epoch [21][245/541] lr: 2.500e-05, eta: 2:30:42, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 4.5992 +2022-03-10 18:50:20,929 - davarocr - INFO - Epoch [21][250/541] lr: 2.500e-05, eta: 2:30:39, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.1054, loss: 0.1054, grad_norm: 10.3285 +2022-03-10 18:50:23,660 - davarocr - INFO - Epoch [21][255/541] lr: 2.500e-05, eta: 2:30:36, time: 0.546, data_time: 0.008, memory: 5179, loss_crf: 0.2122, loss: 0.2122, grad_norm: 6.8250 +2022-03-10 18:50:26,717 - davarocr - INFO - Epoch [21][260/541] lr: 2.500e-05, eta: 2:30:33, time: 0.611, data_time: 0.009, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 1.8889 +2022-03-10 18:50:29,454 - davarocr - INFO - Epoch [21][265/541] lr: 2.500e-05, eta: 2:30:30, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.0133, loss: 0.0133, grad_norm: 4.4735 +2022-03-10 18:50:32,182 - davarocr - INFO - Epoch [21][270/541] lr: 2.500e-05, eta: 2:30:27, time: 0.545, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7287 +2022-03-10 18:50:35,053 - davarocr - INFO - Epoch [21][275/541] lr: 2.500e-05, eta: 2:30:25, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.1155, loss: 0.1155, grad_norm: 17.3271 +2022-03-10 18:50:37,931 - davarocr - INFO - Epoch [21][280/541] lr: 2.500e-05, eta: 2:30:22, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0280, loss: 0.0280, grad_norm: 26.9091 +2022-03-10 18:50:40,721 - davarocr - INFO - Epoch [21][285/541] lr: 2.500e-05, eta: 2:30:19, time: 0.558, data_time: 0.009, memory: 5179, loss_crf: 0.0954, loss: 0.0954, grad_norm: 12.5799 +2022-03-10 18:50:43,267 - davarocr - INFO - Epoch [21][290/541] lr: 2.500e-05, eta: 2:30:16, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.4194, loss: 0.4194, grad_norm: 26.4226 +2022-03-10 18:50:46,072 - davarocr - INFO - Epoch [21][295/541] lr: 2.500e-05, eta: 2:30:13, time: 0.561, data_time: 0.006, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 1.9014 +2022-03-10 18:50:48,941 - davarocr - INFO - Epoch [21][300/541] lr: 2.500e-05, eta: 2:30:10, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 1.1581 +2022-03-10 18:50:51,967 - davarocr - INFO - Epoch [21][305/541] lr: 2.500e-05, eta: 2:30:08, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.1678, loss: 0.1678, grad_norm: 35.9862 +2022-03-10 18:50:54,845 - davarocr - INFO - Epoch [21][310/541] lr: 2.500e-05, eta: 2:30:05, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0281, loss: 0.0281, grad_norm: 7.9819 +2022-03-10 18:50:57,736 - davarocr - INFO - Epoch [21][315/541] lr: 2.500e-05, eta: 2:30:02, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5472 +2022-03-10 18:51:00,610 - davarocr - INFO - Epoch [21][320/541] lr: 2.500e-05, eta: 2:29:59, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.4155, loss: 0.4155, grad_norm: 45.7426 +2022-03-10 18:51:03,526 - davarocr - INFO - Epoch [21][325/541] lr: 2.500e-05, eta: 2:29:57, time: 0.579, data_time: 0.005, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 2.3914 +2022-03-10 18:51:06,372 - davarocr - INFO - Epoch [21][330/541] lr: 2.500e-05, eta: 2:29:54, time: 0.570, data_time: 0.009, memory: 5179, loss_crf: 0.0984, loss: 0.0984, grad_norm: 5.5217 +2022-03-10 18:51:09,361 - davarocr - INFO - Epoch [21][335/541] lr: 2.500e-05, eta: 2:29:51, time: 0.601, data_time: 0.010, memory: 5179, loss_crf: 0.0511, loss: 0.0511, grad_norm: 2.9849 +2022-03-10 18:51:12,370 - davarocr - INFO - Epoch [21][340/541] lr: 2.500e-05, eta: 2:29:49, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0392, loss: 0.0392, grad_norm: 16.1521 +2022-03-10 18:51:15,278 - davarocr - INFO - Epoch [21][345/541] lr: 2.500e-05, eta: 2:29:46, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5919 +2022-03-10 18:51:18,211 - davarocr - INFO - Epoch [21][350/541] lr: 2.500e-05, eta: 2:29:43, time: 0.587, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.9935 +2022-03-10 18:51:21,113 - davarocr - INFO - Epoch [21][355/541] lr: 2.500e-05, eta: 2:29:41, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0548, loss: 0.0548, grad_norm: 18.7640 +2022-03-10 18:51:24,107 - davarocr - INFO - Epoch [21][360/541] lr: 2.500e-05, eta: 2:29:38, time: 0.599, data_time: 0.007, memory: 5179, loss_crf: 0.1340, loss: 0.1340, grad_norm: 16.2458 +2022-03-10 18:51:26,718 - davarocr - INFO - Epoch [21][365/541] lr: 2.500e-05, eta: 2:29:35, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.1629, loss: 0.1629, grad_norm: 7.7859 +2022-03-10 18:51:29,692 - davarocr - INFO - Epoch [21][370/541] lr: 2.500e-05, eta: 2:29:32, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0798, loss: 0.0798, grad_norm: 34.9147 +2022-03-10 18:51:32,587 - davarocr - INFO - Epoch [21][375/541] lr: 2.500e-05, eta: 2:29:29, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.7991 +2022-03-10 18:51:35,491 - davarocr - INFO - Epoch [21][380/541] lr: 2.500e-05, eta: 2:29:27, time: 0.581, data_time: 0.005, memory: 5179, loss_crf: 0.0828, loss: 0.0828, grad_norm: 9.0337 +2022-03-10 18:51:38,391 - davarocr - INFO - Epoch [21][385/541] lr: 2.500e-05, eta: 2:29:24, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0070, loss: 0.0070, grad_norm: 4.3330 +2022-03-10 18:51:41,239 - davarocr - INFO - Epoch [21][390/541] lr: 2.500e-05, eta: 2:29:21, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0804, loss: 0.0804, grad_norm: 18.9529 +2022-03-10 18:51:43,791 - davarocr - INFO - Epoch [21][395/541] lr: 2.500e-05, eta: 2:29:18, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.0096, loss: 0.0096, grad_norm: 0.8161 +2022-03-10 18:51:46,437 - davarocr - INFO - Epoch [21][400/541] lr: 2.500e-05, eta: 2:29:15, time: 0.530, data_time: 0.009, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 0.9438 +2022-03-10 18:51:49,436 - davarocr - INFO - Epoch [21][405/541] lr: 2.500e-05, eta: 2:29:12, time: 0.599, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5951 +2022-03-10 18:51:52,312 - davarocr - INFO - Epoch [21][410/541] lr: 2.500e-05, eta: 2:29:09, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5986 +2022-03-10 18:51:55,199 - davarocr - INFO - Epoch [21][415/541] lr: 2.500e-05, eta: 2:29:07, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0079, loss: 0.0079, grad_norm: 2.2932 +2022-03-10 18:51:57,988 - davarocr - INFO - Epoch [21][420/541] lr: 2.500e-05, eta: 2:29:04, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0164, loss: 0.0164, grad_norm: 4.5785 +2022-03-10 18:52:00,518 - davarocr - INFO - Epoch [21][425/541] lr: 2.500e-05, eta: 2:29:01, time: 0.507, data_time: 0.008, memory: 5179, loss_crf: 0.0099, loss: 0.0099, grad_norm: 2.9389 +2022-03-10 18:52:03,247 - davarocr - INFO - Epoch [21][430/541] lr: 2.500e-05, eta: 2:28:58, time: 0.546, data_time: 0.008, memory: 5179, loss_crf: 0.0388, loss: 0.0388, grad_norm: 11.1931 +2022-03-10 18:52:05,926 - davarocr - INFO - Epoch [21][435/541] lr: 2.500e-05, eta: 2:28:55, time: 0.536, data_time: 0.007, memory: 5179, loss_crf: 0.0742, loss: 0.0742, grad_norm: 14.4060 +2022-03-10 18:52:08,597 - davarocr - INFO - Epoch [21][440/541] lr: 2.500e-05, eta: 2:28:52, time: 0.532, data_time: 0.006, memory: 5179, loss_crf: 0.2226, loss: 0.2226, grad_norm: 28.2533 +2022-03-10 18:52:11,130 - davarocr - INFO - Epoch [21][445/541] lr: 2.500e-05, eta: 2:28:48, time: 0.510, data_time: 0.010, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 3.5118 +2022-03-10 18:52:13,707 - davarocr - INFO - Epoch [21][450/541] lr: 2.500e-05, eta: 2:28:45, time: 0.514, data_time: 0.005, memory: 5179, loss_crf: 0.1154, loss: 0.1154, grad_norm: 48.0183 +2022-03-10 18:52:16,260 - davarocr - INFO - Epoch [21][455/541] lr: 2.500e-05, eta: 2:28:42, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.1488, loss: 0.1488, grad_norm: 8.7456 +2022-03-10 18:52:18,983 - davarocr - INFO - Epoch [21][460/541] lr: 2.500e-05, eta: 2:28:39, time: 0.545, data_time: 0.008, memory: 5179, loss_crf: 0.1520, loss: 0.1520, grad_norm: 5.6979 +2022-03-10 18:52:21,699 - davarocr - INFO - Epoch [21][465/541] lr: 2.500e-05, eta: 2:28:36, time: 0.543, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.1647 +2022-03-10 18:52:24,424 - davarocr - INFO - Epoch [21][470/541] lr: 2.500e-05, eta: 2:28:33, time: 0.545, data_time: 0.005, memory: 5179, loss_crf: 0.0445, loss: 0.0445, grad_norm: 11.0252 +2022-03-10 18:52:26,948 - davarocr - INFO - Epoch [21][475/541] lr: 2.500e-05, eta: 2:28:30, time: 0.505, data_time: 0.006, memory: 5179, loss_crf: 0.0146, loss: 0.0146, grad_norm: 1.3119 +2022-03-10 18:52:29,472 - davarocr - INFO - Epoch [21][480/541] lr: 2.500e-05, eta: 2:28:26, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 1.1695 +2022-03-10 18:52:32,035 - davarocr - INFO - Epoch [21][485/541] lr: 2.500e-05, eta: 2:28:23, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8933 +2022-03-10 18:52:34,714 - davarocr - INFO - Epoch [21][490/541] lr: 2.500e-05, eta: 2:28:20, time: 0.536, data_time: 0.006, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 2.0854 +2022-03-10 18:52:37,594 - davarocr - INFO - Epoch [21][495/541] lr: 2.500e-05, eta: 2:28:18, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0576, loss: 0.0576, grad_norm: 21.1369 +2022-03-10 18:52:40,352 - davarocr - INFO - Epoch [21][500/541] lr: 2.500e-05, eta: 2:28:15, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 2.5770 +2022-03-10 18:52:43,394 - davarocr - INFO - Epoch [21][505/541] lr: 2.500e-05, eta: 2:28:12, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 4.3685 +2022-03-10 18:52:46,277 - davarocr - INFO - Epoch [21][510/541] lr: 2.500e-05, eta: 2:28:09, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5167 +2022-03-10 18:52:49,159 - davarocr - INFO - Epoch [21][515/541] lr: 2.500e-05, eta: 2:28:07, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0541, loss: 0.0541, grad_norm: 10.4478 +2022-03-10 18:52:52,026 - davarocr - INFO - Epoch [21][520/541] lr: 2.500e-05, eta: 2:28:04, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6553 +2022-03-10 18:52:54,609 - davarocr - INFO - Epoch [21][525/541] lr: 2.500e-05, eta: 2:28:01, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 0.0134, loss: 0.0134, grad_norm: 4.3483 +2022-03-10 18:52:57,338 - davarocr - INFO - Epoch [21][530/541] lr: 2.500e-05, eta: 2:27:58, time: 0.546, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6359 +2022-03-10 18:53:00,066 - davarocr - INFO - Epoch [21][535/541] lr: 2.500e-05, eta: 2:27:55, time: 0.546, data_time: 0.008, memory: 5179, loss_crf: 0.0149, loss: 0.0149, grad_norm: 7.9338 +2022-03-10 18:53:02,686 - davarocr - INFO - Epoch [21][540/541] lr: 2.500e-05, eta: 2:27:52, time: 0.524, data_time: 0.010, memory: 5179, loss_crf: 0.0139, loss: 0.0139, grad_norm: 5.3525 +2022-03-10 18:53:41,373 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 18:53:41,374 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:53:41,374 - davarocr - INFO - Epoch(val) [21][541] LOC: {'precision': 0.9473039215686274, 'recall': 0.9268585131894485, 'f1-score': 0.9369696969696969}, PER: {'precision': 0.9756877799104287, 'recall': 0.943104514533086, 'f1-score': 0.9591194968553458}, MISC: {'precision': 0.8319327731092437, 'recall': 0.8461538461538461, 'f1-score': 0.8389830508474577}, ORG: {'precision': 0.8665158371040724, 'recall': 0.9223359422034919, 'f1-score': 0.8935549722951297}, all: {'precision': 0.9154483001585344, 'recall': 0.9201487252124646, 'f1-score': 0.9177924944812361}, hmean: 0.9178 +2022-03-10 18:53:46,716 - davarocr - INFO - Epoch [22][5/541] lr: 2.439e-05, eta: 2:27:51, time: 1.067, data_time: 0.490, memory: 5179, loss_crf: 0.0073, loss: 0.0073, grad_norm: 5.0213 +2022-03-10 18:53:49,612 - davarocr - INFO - Epoch [22][10/541] lr: 2.439e-05, eta: 2:27:48, time: 0.578, data_time: 0.005, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4940 +2022-03-10 18:53:52,521 - davarocr - INFO - Epoch [22][15/541] lr: 2.439e-05, eta: 2:27:45, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 2.1429 +2022-03-10 18:53:55,445 - davarocr - INFO - Epoch [22][20/541] lr: 2.439e-05, eta: 2:27:43, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.9238 +2022-03-10 18:53:58,526 - davarocr - INFO - Epoch [22][25/541] lr: 2.439e-05, eta: 2:27:40, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.0411, loss: 0.0411, grad_norm: 16.1682 +2022-03-10 18:54:01,355 - davarocr - INFO - Epoch [22][30/541] lr: 2.439e-05, eta: 2:27:37, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5310 +2022-03-10 18:54:03,923 - davarocr - INFO - Epoch [22][35/541] lr: 2.439e-05, eta: 2:27:34, time: 0.512, data_time: 0.005, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5296 +2022-03-10 18:54:06,475 - davarocr - INFO - Epoch [22][40/541] lr: 2.439e-05, eta: 2:27:31, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.2113, loss: 0.2113, grad_norm: 16.4727 +2022-03-10 18:54:09,036 - davarocr - INFO - Epoch [22][45/541] lr: 2.439e-05, eta: 2:27:28, time: 0.512, data_time: 0.005, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5723 +2022-03-10 18:54:11,786 - davarocr - INFO - Epoch [22][50/541] lr: 2.439e-05, eta: 2:27:25, time: 0.550, data_time: 0.006, memory: 5179, loss_crf: 0.1740, loss: 0.1740, grad_norm: 5.4289 +2022-03-10 18:54:14,519 - davarocr - INFO - Epoch [22][55/541] lr: 2.439e-05, eta: 2:27:22, time: 0.547, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6747 +2022-03-10 18:54:17,282 - davarocr - INFO - Epoch [22][60/541] lr: 2.439e-05, eta: 2:27:19, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.6600 +2022-03-10 18:54:20,239 - davarocr - INFO - Epoch [22][65/541] lr: 2.439e-05, eta: 2:27:16, time: 0.591, data_time: 0.009, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.7206 +2022-03-10 18:54:23,146 - davarocr - INFO - Epoch [22][70/541] lr: 2.439e-05, eta: 2:27:14, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 1.2636 +2022-03-10 18:54:26,040 - davarocr - INFO - Epoch [22][75/541] lr: 2.439e-05, eta: 2:27:11, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.5822 +2022-03-10 18:54:29,112 - davarocr - INFO - Epoch [22][80/541] lr: 2.439e-05, eta: 2:27:08, time: 0.614, data_time: 0.006, memory: 5179, loss_crf: 0.0060, loss: 0.0060, grad_norm: 4.5670 +2022-03-10 18:54:31,889 - davarocr - INFO - Epoch [22][85/541] lr: 2.439e-05, eta: 2:27:06, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 2.3575 +2022-03-10 18:54:34,629 - davarocr - INFO - Epoch [22][90/541] lr: 2.439e-05, eta: 2:27:03, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5900 +2022-03-10 18:54:37,210 - davarocr - INFO - Epoch [22][95/541] lr: 2.439e-05, eta: 2:26:59, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.7254 +2022-03-10 18:54:39,843 - davarocr - INFO - Epoch [22][100/541] lr: 2.439e-05, eta: 2:26:56, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6127 +2022-03-10 18:54:42,696 - davarocr - INFO - Epoch [22][105/541] lr: 2.439e-05, eta: 2:26:53, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0665, loss: 0.0665, grad_norm: 3.8696 +2022-03-10 18:54:45,579 - davarocr - INFO - Epoch [22][110/541] lr: 2.439e-05, eta: 2:26:51, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.1607, loss: 0.1607, grad_norm: 31.4671 +2022-03-10 18:54:48,286 - davarocr - INFO - Epoch [22][115/541] lr: 2.439e-05, eta: 2:26:48, time: 0.541, data_time: 0.008, memory: 5179, loss_crf: 0.0107, loss: 0.0107, grad_norm: 12.3393 +2022-03-10 18:54:51,165 - davarocr - INFO - Epoch [22][120/541] lr: 2.439e-05, eta: 2:26:45, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0183, loss: 0.0183, grad_norm: 28.4605 +2022-03-10 18:54:53,995 - davarocr - INFO - Epoch [22][125/541] lr: 2.439e-05, eta: 2:26:42, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.9226 +2022-03-10 18:54:56,740 - davarocr - INFO - Epoch [22][130/541] lr: 2.439e-05, eta: 2:26:39, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0085, loss: 0.0085, grad_norm: 6.9291 +2022-03-10 18:54:59,331 - davarocr - INFO - Epoch [22][135/541] lr: 2.439e-05, eta: 2:26:36, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5379 +2022-03-10 18:55:01,867 - davarocr - INFO - Epoch [22][140/541] lr: 2.439e-05, eta: 2:26:33, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5971 +2022-03-10 18:55:04,404 - davarocr - INFO - Epoch [22][145/541] lr: 2.439e-05, eta: 2:26:30, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8206 +2022-03-10 18:55:07,061 - davarocr - INFO - Epoch [22][150/541] lr: 2.439e-05, eta: 2:26:27, time: 0.532, data_time: 0.005, memory: 5179, loss_crf: 0.0509, loss: 0.0509, grad_norm: 24.0024 +2022-03-10 18:55:09,866 - davarocr - INFO - Epoch [22][155/541] lr: 2.439e-05, eta: 2:26:24, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 3.6360 +2022-03-10 18:55:12,869 - davarocr - INFO - Epoch [22][160/541] lr: 2.439e-05, eta: 2:26:21, time: 0.601, data_time: 0.007, memory: 5179, loss_crf: 0.0737, loss: 0.0737, grad_norm: 3.8899 +2022-03-10 18:55:15,776 - davarocr - INFO - Epoch [22][165/541] lr: 2.439e-05, eta: 2:26:18, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5219 +2022-03-10 18:55:18,366 - davarocr - INFO - Epoch [22][170/541] lr: 2.439e-05, eta: 2:26:15, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0271, loss: 0.0271, grad_norm: 14.1061 +2022-03-10 18:55:21,093 - davarocr - INFO - Epoch [22][175/541] lr: 2.439e-05, eta: 2:26:12, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0111, loss: 0.0111, grad_norm: 4.8318 +2022-03-10 18:55:24,146 - davarocr - INFO - Epoch [22][180/541] lr: 2.439e-05, eta: 2:26:10, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0487, loss: 0.0487, grad_norm: 13.2055 +2022-03-10 18:55:27,189 - davarocr - INFO - Epoch [22][185/541] lr: 2.439e-05, eta: 2:26:07, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0421, loss: 0.0421, grad_norm: 7.7484 +2022-03-10 18:55:29,935 - davarocr - INFO - Epoch [22][190/541] lr: 2.439e-05, eta: 2:26:04, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0371, loss: 0.0371, grad_norm: 1.7848 +2022-03-10 18:55:32,805 - davarocr - INFO - Epoch [22][195/541] lr: 2.439e-05, eta: 2:26:02, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0233, loss: 0.0233, grad_norm: 9.5304 +2022-03-10 18:55:35,705 - davarocr - INFO - Epoch [22][200/541] lr: 2.439e-05, eta: 2:25:59, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6759 +2022-03-10 18:55:38,629 - davarocr - INFO - Epoch [22][205/541] lr: 2.439e-05, eta: 2:25:56, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.1817, loss: 0.1817, grad_norm: 25.9129 +2022-03-10 18:55:41,520 - davarocr - INFO - Epoch [22][210/541] lr: 2.439e-05, eta: 2:25:53, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.1327, loss: 0.1327, grad_norm: 27.0493 +2022-03-10 18:55:44,432 - davarocr - INFO - Epoch [22][215/541] lr: 2.439e-05, eta: 2:25:51, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.4892 +2022-03-10 18:55:47,378 - davarocr - INFO - Epoch [22][220/541] lr: 2.439e-05, eta: 2:25:48, time: 0.589, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4805 +2022-03-10 18:55:50,309 - davarocr - INFO - Epoch [22][225/541] lr: 2.439e-05, eta: 2:25:45, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6860 +2022-03-10 18:55:53,433 - davarocr - INFO - Epoch [22][230/541] lr: 2.439e-05, eta: 2:25:43, time: 0.623, data_time: 0.007, memory: 5179, loss_crf: 0.0713, loss: 0.0713, grad_norm: 3.7165 +2022-03-10 18:55:56,509 - davarocr - INFO - Epoch [22][235/541] lr: 2.439e-05, eta: 2:25:40, time: 0.617, data_time: 0.008, memory: 5179, loss_crf: 0.0470, loss: 0.0470, grad_norm: 21.7087 +2022-03-10 18:55:59,325 - davarocr - INFO - Epoch [22][240/541] lr: 2.439e-05, eta: 2:25:38, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6425 +2022-03-10 18:56:01,910 - davarocr - INFO - Epoch [22][245/541] lr: 2.439e-05, eta: 2:25:34, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0379, loss: 0.0379, grad_norm: 9.9245 +2022-03-10 18:56:04,482 - davarocr - INFO - Epoch [22][250/541] lr: 2.439e-05, eta: 2:25:31, time: 0.515, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6157 +2022-03-10 18:56:07,231 - davarocr - INFO - Epoch [22][255/541] lr: 2.439e-05, eta: 2:25:28, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 1.0040 +2022-03-10 18:56:10,144 - davarocr - INFO - Epoch [22][260/541] lr: 2.439e-05, eta: 2:25:26, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6659 +2022-03-10 18:56:13,178 - davarocr - INFO - Epoch [22][265/541] lr: 2.439e-05, eta: 2:25:23, time: 0.610, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6808 +2022-03-10 18:56:16,215 - davarocr - INFO - Epoch [22][270/541] lr: 2.439e-05, eta: 2:25:20, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8463 +2022-03-10 18:56:19,076 - davarocr - INFO - Epoch [22][275/541] lr: 2.439e-05, eta: 2:25:18, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0122, loss: 0.0122, grad_norm: 5.6694 +2022-03-10 18:56:22,104 - davarocr - INFO - Epoch [22][280/541] lr: 2.439e-05, eta: 2:25:15, time: 0.606, data_time: 0.009, memory: 5179, loss_crf: 0.0317, loss: 0.0317, grad_norm: 3.4287 +2022-03-10 18:56:25,120 - davarocr - INFO - Epoch [22][285/541] lr: 2.439e-05, eta: 2:25:13, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6514 +2022-03-10 18:56:27,984 - davarocr - INFO - Epoch [22][290/541] lr: 2.439e-05, eta: 2:25:10, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.7917 +2022-03-10 18:56:30,921 - davarocr - INFO - Epoch [22][295/541] lr: 2.439e-05, eta: 2:25:07, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7255 +2022-03-10 18:56:33,683 - davarocr - INFO - Epoch [22][300/541] lr: 2.439e-05, eta: 2:25:04, time: 0.553, data_time: 0.008, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 3.8423 +2022-03-10 18:56:36,484 - davarocr - INFO - Epoch [22][305/541] lr: 2.439e-05, eta: 2:25:01, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8632 +2022-03-10 18:56:39,246 - davarocr - INFO - Epoch [22][310/541] lr: 2.439e-05, eta: 2:24:58, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6754 +2022-03-10 18:56:42,041 - davarocr - INFO - Epoch [22][315/541] lr: 2.439e-05, eta: 2:24:55, time: 0.559, data_time: 0.006, memory: 5179, loss_crf: 0.0443, loss: 0.0443, grad_norm: 37.5066 +2022-03-10 18:56:44,617 - davarocr - INFO - Epoch [22][320/541] lr: 2.439e-05, eta: 2:24:52, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0474, loss: 0.0474, grad_norm: 11.3167 +2022-03-10 18:56:47,177 - davarocr - INFO - Epoch [22][325/541] lr: 2.439e-05, eta: 2:24:49, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.1777, loss: 0.1777, grad_norm: 8.3673 +2022-03-10 18:56:49,829 - davarocr - INFO - Epoch [22][330/541] lr: 2.439e-05, eta: 2:24:46, time: 0.531, data_time: 0.007, memory: 5179, loss_crf: 0.0093, loss: 0.0093, grad_norm: 0.7511 +2022-03-10 18:56:52,547 - davarocr - INFO - Epoch [22][335/541] lr: 2.439e-05, eta: 2:24:43, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0141, loss: 0.0141, grad_norm: 6.6608 +2022-03-10 18:56:55,110 - davarocr - INFO - Epoch [22][340/541] lr: 2.439e-05, eta: 2:24:40, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 13.8203 +2022-03-10 18:56:57,665 - davarocr - INFO - Epoch [22][345/541] lr: 2.439e-05, eta: 2:24:37, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0506, loss: 0.0506, grad_norm: 41.6379 +2022-03-10 18:57:00,319 - davarocr - INFO - Epoch [22][350/541] lr: 2.439e-05, eta: 2:24:34, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.0261, loss: 0.0261, grad_norm: 6.5839 +2022-03-10 18:57:03,166 - davarocr - INFO - Epoch [22][355/541] lr: 2.439e-05, eta: 2:24:31, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.0750, loss: 0.0750, grad_norm: 22.2791 +2022-03-10 18:57:06,128 - davarocr - INFO - Epoch [22][360/541] lr: 2.439e-05, eta: 2:24:28, time: 0.592, data_time: 0.005, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5607 +2022-03-10 18:57:09,156 - davarocr - INFO - Epoch [22][365/541] lr: 2.439e-05, eta: 2:24:26, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 3.0647 +2022-03-10 18:57:12,342 - davarocr - INFO - Epoch [22][370/541] lr: 2.439e-05, eta: 2:24:23, time: 0.638, data_time: 0.008, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 6.0940 +2022-03-10 18:57:15,210 - davarocr - INFO - Epoch [22][375/541] lr: 2.439e-05, eta: 2:24:21, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0079, loss: 0.0079, grad_norm: 6.2766 +2022-03-10 18:57:18,064 - davarocr - INFO - Epoch [22][380/541] lr: 2.439e-05, eta: 2:24:18, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.9748 +2022-03-10 18:57:21,223 - davarocr - INFO - Epoch [22][385/541] lr: 2.439e-05, eta: 2:24:15, time: 0.631, data_time: 0.007, memory: 5179, loss_crf: 0.0218, loss: 0.0218, grad_norm: 23.9341 +2022-03-10 18:57:24,103 - davarocr - INFO - Epoch [22][390/541] lr: 2.439e-05, eta: 2:24:13, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 3.9166 +2022-03-10 18:57:26,992 - davarocr - INFO - Epoch [22][395/541] lr: 2.439e-05, eta: 2:24:10, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0737, loss: 0.0737, grad_norm: 36.3130 +2022-03-10 18:57:30,007 - davarocr - INFO - Epoch [22][400/541] lr: 2.439e-05, eta: 2:24:07, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0698, loss: 0.0698, grad_norm: 4.4855 +2022-03-10 18:57:32,864 - davarocr - INFO - Epoch [22][405/541] lr: 2.439e-05, eta: 2:24:04, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0080, loss: 0.0080, grad_norm: 1.8795 +2022-03-10 18:57:35,753 - davarocr - INFO - Epoch [22][410/541] lr: 2.439e-05, eta: 2:24:02, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0922, loss: 0.0922, grad_norm: 5.6830 +2022-03-10 18:57:38,618 - davarocr - INFO - Epoch [22][415/541] lr: 2.439e-05, eta: 2:23:59, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0170, loss: 0.0170, grad_norm: 11.6950 +2022-03-10 18:57:41,497 - davarocr - INFO - Epoch [22][420/541] lr: 2.439e-05, eta: 2:23:56, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7304 +2022-03-10 18:57:44,384 - davarocr - INFO - Epoch [22][425/541] lr: 2.439e-05, eta: 2:23:53, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 6.7172 +2022-03-10 18:57:47,256 - davarocr - INFO - Epoch [22][430/541] lr: 2.439e-05, eta: 2:23:51, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0470, loss: 0.0470, grad_norm: 79.6852 +2022-03-10 18:57:50,326 - davarocr - INFO - Epoch [22][435/541] lr: 2.439e-05, eta: 2:23:48, time: 0.614, data_time: 0.006, memory: 5179, loss_crf: 0.0400, loss: 0.0400, grad_norm: 25.6991 +2022-03-10 18:57:53,206 - davarocr - INFO - Epoch [22][440/541] lr: 2.439e-05, eta: 2:23:45, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0177, loss: 0.0177, grad_norm: 1.4442 +2022-03-10 18:57:56,112 - davarocr - INFO - Epoch [22][445/541] lr: 2.439e-05, eta: 2:23:43, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.2547 +2022-03-10 18:57:58,985 - davarocr - INFO - Epoch [22][450/541] lr: 2.439e-05, eta: 2:23:40, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.0479, loss: 0.0479, grad_norm: 12.8017 +2022-03-10 18:58:01,840 - davarocr - INFO - Epoch [22][455/541] lr: 2.439e-05, eta: 2:23:37, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.1619, loss: 0.1619, grad_norm: 21.0890 +2022-03-10 18:58:04,861 - davarocr - INFO - Epoch [22][460/541] lr: 2.439e-05, eta: 2:23:35, time: 0.604, data_time: 0.005, memory: 5179, loss_crf: 0.0826, loss: 0.0826, grad_norm: 4.6958 +2022-03-10 18:58:07,880 - davarocr - INFO - Epoch [22][465/541] lr: 2.439e-05, eta: 2:23:32, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.6085 +2022-03-10 18:58:11,051 - davarocr - INFO - Epoch [22][470/541] lr: 2.439e-05, eta: 2:23:30, time: 0.634, data_time: 0.006, memory: 5179, loss_crf: 0.0825, loss: 0.0825, grad_norm: 19.9461 +2022-03-10 18:58:13,911 - davarocr - INFO - Epoch [22][475/541] lr: 2.439e-05, eta: 2:23:27, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0226, loss: 0.0226, grad_norm: 2.2479 +2022-03-10 18:58:16,755 - davarocr - INFO - Epoch [22][480/541] lr: 2.439e-05, eta: 2:23:24, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.1740, loss: 0.1740, grad_norm: 31.5910 +2022-03-10 18:58:19,897 - davarocr - INFO - Epoch [22][485/541] lr: 2.439e-05, eta: 2:23:22, time: 0.628, data_time: 0.008, memory: 5179, loss_crf: 0.0660, loss: 0.0660, grad_norm: 14.7740 +2022-03-10 18:58:22,677 - davarocr - INFO - Epoch [22][490/541] lr: 2.439e-05, eta: 2:23:19, time: 0.556, data_time: 0.008, memory: 5179, loss_crf: 0.1468, loss: 0.1468, grad_norm: 10.2954 +2022-03-10 18:58:25,490 - davarocr - INFO - Epoch [22][495/541] lr: 2.439e-05, eta: 2:23:16, time: 0.563, data_time: 0.008, memory: 5179, loss_crf: 0.2939, loss: 0.2939, grad_norm: 26.4734 +2022-03-10 18:58:28,358 - davarocr - INFO - Epoch [22][500/541] lr: 2.439e-05, eta: 2:23:13, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0658, loss: 0.0658, grad_norm: 3.4540 +2022-03-10 18:58:31,168 - davarocr - INFO - Epoch [22][505/541] lr: 2.439e-05, eta: 2:23:10, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7032 +2022-03-10 18:58:33,754 - davarocr - INFO - Epoch [22][510/541] lr: 2.439e-05, eta: 2:23:07, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.9390 +2022-03-10 18:58:36,514 - davarocr - INFO - Epoch [22][515/541] lr: 2.439e-05, eta: 2:23:04, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.7059 +2022-03-10 18:58:39,415 - davarocr - INFO - Epoch [22][520/541] lr: 2.439e-05, eta: 2:23:01, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0771, loss: 0.0771, grad_norm: 28.5250 +2022-03-10 18:58:42,266 - davarocr - INFO - Epoch [22][525/541] lr: 2.439e-05, eta: 2:22:59, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0672, loss: 0.0672, grad_norm: 4.5961 +2022-03-10 18:58:45,126 - davarocr - INFO - Epoch [22][530/541] lr: 2.439e-05, eta: 2:22:56, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 6.4481 +2022-03-10 18:58:48,166 - davarocr - INFO - Epoch [22][535/541] lr: 2.439e-05, eta: 2:22:53, time: 0.608, data_time: 0.008, memory: 5179, loss_crf: 0.0918, loss: 0.0918, grad_norm: 48.0361 +2022-03-10 18:58:51,027 - davarocr - INFO - Epoch [22][540/541] lr: 2.439e-05, eta: 2:22:50, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.1710, loss: 0.1710, grad_norm: 11.5199 +2022-03-10 18:59:30,747 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 18:59:30,748 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 18:59:30,749 - davarocr - INFO - Epoch(val) [22][541] LOC: {'precision': 0.9144196951934349, 'recall': 0.935251798561151, 'f1-score': 0.924718435091879}, PER: {'precision': 0.9473684210526315, 'recall': 0.9573283858998145, 'f1-score': 0.9523223623500461}, MISC: {'precision': 0.8297567954220315, 'recall': 0.8262108262108262, 'f1-score': 0.8279800142755176}, ORG: {'precision': 0.912826899128269, 'recall': 0.8826008428657435, 'f1-score': 0.8974594429139883}, all: {'precision': 0.9130203720106289, 'recall': 0.9125354107648725, 'f1-score': 0.9127778269724609}, hmean: 0.9128 +2022-03-10 18:59:36,353 - davarocr - INFO - Epoch [23][5/541] lr: 2.381e-05, eta: 2:22:50, time: 1.120, data_time: 0.486, memory: 5179, loss_crf: 0.0211, loss: 0.0211, grad_norm: 0.9171 +2022-03-10 18:59:39,226 - davarocr - INFO - Epoch [23][10/541] lr: 2.381e-05, eta: 2:22:47, time: 0.575, data_time: 0.005, memory: 5179, loss_crf: 0.2155, loss: 0.2155, grad_norm: 70.2631 +2022-03-10 18:59:42,338 - davarocr - INFO - Epoch [23][15/541] lr: 2.381e-05, eta: 2:22:45, time: 0.619, data_time: 0.005, memory: 5179, loss_crf: 0.1473, loss: 0.1473, grad_norm: 27.5474 +2022-03-10 18:59:45,114 - davarocr - INFO - Epoch [23][20/541] lr: 2.381e-05, eta: 2:22:42, time: 0.555, data_time: 0.009, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 1.2683 +2022-03-10 18:59:47,724 - davarocr - INFO - Epoch [23][25/541] lr: 2.381e-05, eta: 2:22:39, time: 0.525, data_time: 0.010, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6997 +2022-03-10 18:59:50,285 - davarocr - INFO - Epoch [23][30/541] lr: 2.381e-05, eta: 2:22:35, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 3.6759 +2022-03-10 18:59:52,834 - davarocr - INFO - Epoch [23][35/541] lr: 2.381e-05, eta: 2:22:32, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.2012, loss: 0.2012, grad_norm: 87.5895 +2022-03-10 18:59:55,409 - davarocr - INFO - Epoch [23][40/541] lr: 2.381e-05, eta: 2:22:29, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.1509, loss: 0.1509, grad_norm: 29.2888 +2022-03-10 18:59:58,163 - davarocr - INFO - Epoch [23][45/541] lr: 2.381e-05, eta: 2:22:26, time: 0.550, data_time: 0.008, memory: 5179, loss_crf: 0.1040, loss: 0.1040, grad_norm: 19.0636 +2022-03-10 19:00:01,026 - davarocr - INFO - Epoch [23][50/541] lr: 2.381e-05, eta: 2:22:23, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0104, loss: 0.0104, grad_norm: 2.9900 +2022-03-10 19:00:03,959 - davarocr - INFO - Epoch [23][55/541] lr: 2.381e-05, eta: 2:22:21, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0125, loss: 0.0125, grad_norm: 4.2590 +2022-03-10 19:00:06,674 - davarocr - INFO - Epoch [23][60/541] lr: 2.381e-05, eta: 2:22:18, time: 0.543, data_time: 0.007, memory: 5179, loss_crf: 0.0667, loss: 0.0667, grad_norm: 10.7603 +2022-03-10 19:00:09,462 - davarocr - INFO - Epoch [23][65/541] lr: 2.381e-05, eta: 2:22:15, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.1391, loss: 0.1391, grad_norm: 9.6366 +2022-03-10 19:00:12,352 - davarocr - INFO - Epoch [23][70/541] lr: 2.381e-05, eta: 2:22:12, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.9750 +2022-03-10 19:00:15,129 - davarocr - INFO - Epoch [23][75/541] lr: 2.381e-05, eta: 2:22:09, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5987 +2022-03-10 19:00:18,125 - davarocr - INFO - Epoch [23][80/541] lr: 2.381e-05, eta: 2:22:07, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6079 +2022-03-10 19:00:21,179 - davarocr - INFO - Epoch [23][85/541] lr: 2.381e-05, eta: 2:22:04, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.0951, loss: 0.0951, grad_norm: 51.3458 +2022-03-10 19:00:24,232 - davarocr - INFO - Epoch [23][90/541] lr: 2.381e-05, eta: 2:22:01, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.1655, loss: 0.1655, grad_norm: 39.9549 +2022-03-10 19:00:27,105 - davarocr - INFO - Epoch [23][95/541] lr: 2.381e-05, eta: 2:21:59, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7607 +2022-03-10 19:00:29,970 - davarocr - INFO - Epoch [23][100/541] lr: 2.381e-05, eta: 2:21:56, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8284 +2022-03-10 19:00:32,926 - davarocr - INFO - Epoch [23][105/541] lr: 2.381e-05, eta: 2:21:53, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0106, loss: 0.0106, grad_norm: 9.5325 +2022-03-10 19:00:35,633 - davarocr - INFO - Epoch [23][110/541] lr: 2.381e-05, eta: 2:21:50, time: 0.542, data_time: 0.009, memory: 5179, loss_crf: 0.0623, loss: 0.0623, grad_norm: 4.2699 +2022-03-10 19:00:38,204 - davarocr - INFO - Epoch [23][115/541] lr: 2.381e-05, eta: 2:21:47, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.1791, loss: 0.1791, grad_norm: 4.4884 +2022-03-10 19:00:41,081 - davarocr - INFO - Epoch [23][120/541] lr: 2.381e-05, eta: 2:21:44, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.6216 +2022-03-10 19:00:43,980 - davarocr - INFO - Epoch [23][125/541] lr: 2.381e-05, eta: 2:21:42, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 2.4398 +2022-03-10 19:00:46,914 - davarocr - INFO - Epoch [23][130/541] lr: 2.381e-05, eta: 2:21:39, time: 0.589, data_time: 0.009, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5895 +2022-03-10 19:00:49,818 - davarocr - INFO - Epoch [23][135/541] lr: 2.381e-05, eta: 2:21:36, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.6842 +2022-03-10 19:00:52,710 - davarocr - INFO - Epoch [23][140/541] lr: 2.381e-05, eta: 2:21:33, time: 0.578, data_time: 0.010, memory: 5179, loss_crf: 0.0146, loss: 0.0146, grad_norm: 5.9744 +2022-03-10 19:00:55,584 - davarocr - INFO - Epoch [23][145/541] lr: 2.381e-05, eta: 2:21:31, time: 0.575, data_time: 0.010, memory: 5179, loss_crf: 0.0162, loss: 0.0162, grad_norm: 18.1114 +2022-03-10 19:00:58,454 - davarocr - INFO - Epoch [23][150/541] lr: 2.381e-05, eta: 2:21:28, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0259, loss: 0.0259, grad_norm: 5.5894 +2022-03-10 19:01:01,478 - davarocr - INFO - Epoch [23][155/541] lr: 2.381e-05, eta: 2:21:25, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0247, loss: 0.0247, grad_norm: 8.7473 +2022-03-10 19:01:04,328 - davarocr - INFO - Epoch [23][160/541] lr: 2.381e-05, eta: 2:21:22, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0616, loss: 0.0616, grad_norm: 17.0860 +2022-03-10 19:01:07,110 - davarocr - INFO - Epoch [23][165/541] lr: 2.381e-05, eta: 2:21:20, time: 0.556, data_time: 0.008, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5649 +2022-03-10 19:01:09,901 - davarocr - INFO - Epoch [23][170/541] lr: 2.381e-05, eta: 2:21:17, time: 0.558, data_time: 0.006, memory: 5179, loss_crf: 0.0088, loss: 0.0088, grad_norm: 3.5174 +2022-03-10 19:01:12,805 - davarocr - INFO - Epoch [23][175/541] lr: 2.381e-05, eta: 2:21:14, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0203, loss: 0.0203, grad_norm: 21.4452 +2022-03-10 19:01:15,604 - davarocr - INFO - Epoch [23][180/541] lr: 2.381e-05, eta: 2:21:11, time: 0.563, data_time: 0.011, memory: 5179, loss_crf: 0.1075, loss: 0.1075, grad_norm: 18.2790 +2022-03-10 19:01:18,678 - davarocr - INFO - Epoch [23][185/541] lr: 2.381e-05, eta: 2:21:08, time: 0.615, data_time: 0.007, memory: 5179, loss_crf: 0.0107, loss: 0.0107, grad_norm: 1.8894 +2022-03-10 19:01:21,561 - davarocr - INFO - Epoch [23][190/541] lr: 2.381e-05, eta: 2:21:06, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0730, loss: 0.0730, grad_norm: 17.8274 +2022-03-10 19:01:24,631 - davarocr - INFO - Epoch [23][195/541] lr: 2.381e-05, eta: 2:21:03, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5727 +2022-03-10 19:01:27,587 - davarocr - INFO - Epoch [23][200/541] lr: 2.381e-05, eta: 2:21:01, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.0157 +2022-03-10 19:01:30,669 - davarocr - INFO - Epoch [23][205/541] lr: 2.381e-05, eta: 2:20:58, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.0750 +2022-03-10 19:01:33,759 - davarocr - INFO - Epoch [23][210/541] lr: 2.381e-05, eta: 2:20:55, time: 0.618, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8371 +2022-03-10 19:01:36,672 - davarocr - INFO - Epoch [23][215/541] lr: 2.381e-05, eta: 2:20:53, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.1324, loss: 0.1324, grad_norm: 10.5837 +2022-03-10 19:01:39,639 - davarocr - INFO - Epoch [23][220/541] lr: 2.381e-05, eta: 2:20:50, time: 0.593, data_time: 0.006, memory: 5179, loss_crf: 0.0764, loss: 0.0764, grad_norm: 34.8357 +2022-03-10 19:01:42,740 - davarocr - INFO - Epoch [23][225/541] lr: 2.381e-05, eta: 2:20:48, time: 0.621, data_time: 0.008, memory: 5179, loss_crf: 0.0343, loss: 0.0343, grad_norm: 9.4461 +2022-03-10 19:01:45,539 - davarocr - INFO - Epoch [23][230/541] lr: 2.381e-05, eta: 2:20:45, time: 0.560, data_time: 0.005, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5513 +2022-03-10 19:01:48,354 - davarocr - INFO - Epoch [23][235/541] lr: 2.381e-05, eta: 2:20:42, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.1061, loss: 0.1061, grad_norm: 19.7980 +2022-03-10 19:01:51,242 - davarocr - INFO - Epoch [23][240/541] lr: 2.381e-05, eta: 2:20:39, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0192, loss: 0.0192, grad_norm: 0.7868 +2022-03-10 19:01:54,144 - davarocr - INFO - Epoch [23][245/541] lr: 2.381e-05, eta: 2:20:36, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0075, loss: 0.0075, grad_norm: 2.9472 +2022-03-10 19:01:57,034 - davarocr - INFO - Epoch [23][250/541] lr: 2.381e-05, eta: 2:20:34, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0644, loss: 0.0644, grad_norm: 28.4315 +2022-03-10 19:02:00,082 - davarocr - INFO - Epoch [23][255/541] lr: 2.381e-05, eta: 2:20:31, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.1024, loss: 0.1024, grad_norm: 9.0800 +2022-03-10 19:02:02,937 - davarocr - INFO - Epoch [23][260/541] lr: 2.381e-05, eta: 2:20:28, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5353 +2022-03-10 19:02:05,801 - davarocr - INFO - Epoch [23][265/541] lr: 2.381e-05, eta: 2:20:25, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.7445 +2022-03-10 19:02:08,642 - davarocr - INFO - Epoch [23][270/541] lr: 2.381e-05, eta: 2:20:23, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0679, loss: 0.0679, grad_norm: 7.5534 +2022-03-10 19:02:11,528 - davarocr - INFO - Epoch [23][275/541] lr: 2.381e-05, eta: 2:20:20, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6823 +2022-03-10 19:02:14,542 - davarocr - INFO - Epoch [23][280/541] lr: 2.381e-05, eta: 2:20:17, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0416, loss: 0.0416, grad_norm: 9.9958 +2022-03-10 19:02:17,599 - davarocr - INFO - Epoch [23][285/541] lr: 2.381e-05, eta: 2:20:15, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.1459, loss: 0.1459, grad_norm: 12.3081 +2022-03-10 19:02:20,621 - davarocr - INFO - Epoch [23][290/541] lr: 2.381e-05, eta: 2:20:12, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5642 +2022-03-10 19:02:23,668 - davarocr - INFO - Epoch [23][295/541] lr: 2.381e-05, eta: 2:20:10, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0428, loss: 0.0428, grad_norm: 11.4365 +2022-03-10 19:02:26,237 - davarocr - INFO - Epoch [23][300/541] lr: 2.381e-05, eta: 2:20:06, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 2.4595 +2022-03-10 19:02:28,916 - davarocr - INFO - Epoch [23][305/541] lr: 2.381e-05, eta: 2:20:03, time: 0.535, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6242 +2022-03-10 19:02:31,704 - davarocr - INFO - Epoch [23][310/541] lr: 2.381e-05, eta: 2:20:01, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.6989 +2022-03-10 19:02:34,568 - davarocr - INFO - Epoch [23][315/541] lr: 2.381e-05, eta: 2:19:58, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0082, loss: 0.0082, grad_norm: 9.4902 +2022-03-10 19:02:37,155 - davarocr - INFO - Epoch [23][320/541] lr: 2.381e-05, eta: 2:19:55, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0349, loss: 0.0349, grad_norm: 17.6047 +2022-03-10 19:02:39,861 - davarocr - INFO - Epoch [23][325/541] lr: 2.381e-05, eta: 2:19:52, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0452, loss: 0.0452, grad_norm: 40.0365 +2022-03-10 19:02:42,448 - davarocr - INFO - Epoch [23][330/541] lr: 2.381e-05, eta: 2:19:48, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4929 +2022-03-10 19:02:45,047 - davarocr - INFO - Epoch [23][335/541] lr: 2.381e-05, eta: 2:19:45, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0363, loss: 0.0363, grad_norm: 5.4750 +2022-03-10 19:02:47,558 - davarocr - INFO - Epoch [23][340/541] lr: 2.381e-05, eta: 2:19:42, time: 0.502, data_time: 0.006, memory: 5179, loss_crf: 0.1481, loss: 0.1481, grad_norm: 9.7821 +2022-03-10 19:02:50,112 - davarocr - INFO - Epoch [23][345/541] lr: 2.381e-05, eta: 2:19:39, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0130, loss: 0.0130, grad_norm: 27.2206 +2022-03-10 19:02:52,739 - davarocr - INFO - Epoch [23][350/541] lr: 2.381e-05, eta: 2:19:36, time: 0.525, data_time: 0.006, memory: 5179, loss_crf: 0.0276, loss: 0.0276, grad_norm: 4.4083 +2022-03-10 19:02:55,626 - davarocr - INFO - Epoch [23][355/541] lr: 2.381e-05, eta: 2:19:33, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7707 +2022-03-10 19:02:58,688 - davarocr - INFO - Epoch [23][360/541] lr: 2.381e-05, eta: 2:19:31, time: 0.613, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6840 +2022-03-10 19:03:01,593 - davarocr - INFO - Epoch [23][365/541] lr: 2.381e-05, eta: 2:19:28, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0231, loss: 0.0231, grad_norm: 4.0315 +2022-03-10 19:03:04,492 - davarocr - INFO - Epoch [23][370/541] lr: 2.381e-05, eta: 2:19:25, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0660, loss: 0.0660, grad_norm: 5.0987 +2022-03-10 19:03:07,382 - davarocr - INFO - Epoch [23][375/541] lr: 2.381e-05, eta: 2:19:22, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.1459, loss: 0.1459, grad_norm: 13.5697 +2022-03-10 19:03:10,431 - davarocr - INFO - Epoch [23][380/541] lr: 2.381e-05, eta: 2:19:20, time: 0.610, data_time: 0.009, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 1.0858 +2022-03-10 19:03:13,470 - davarocr - INFO - Epoch [23][385/541] lr: 2.381e-05, eta: 2:19:17, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0283, loss: 0.0283, grad_norm: 6.2277 +2022-03-10 19:03:16,412 - davarocr - INFO - Epoch [23][390/541] lr: 2.381e-05, eta: 2:19:15, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5961 +2022-03-10 19:03:19,302 - davarocr - INFO - Epoch [23][395/541] lr: 2.381e-05, eta: 2:19:12, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.1152, loss: 0.1152, grad_norm: 1.2570 +2022-03-10 19:03:22,054 - davarocr - INFO - Epoch [23][400/541] lr: 2.381e-05, eta: 2:19:09, time: 0.550, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8840 +2022-03-10 19:03:24,754 - davarocr - INFO - Epoch [23][405/541] lr: 2.381e-05, eta: 2:19:06, time: 0.540, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8275 +2022-03-10 19:03:27,477 - davarocr - INFO - Epoch [23][410/541] lr: 2.381e-05, eta: 2:19:03, time: 0.545, data_time: 0.008, memory: 5179, loss_crf: 0.2125, loss: 0.2125, grad_norm: 36.3333 +2022-03-10 19:03:30,036 - davarocr - INFO - Epoch [23][415/541] lr: 2.381e-05, eta: 2:19:00, time: 0.512, data_time: 0.008, memory: 5179, loss_crf: 0.0070, loss: 0.0070, grad_norm: 5.0030 +2022-03-10 19:03:32,573 - davarocr - INFO - Epoch [23][420/541] lr: 2.381e-05, eta: 2:18:57, time: 0.507, data_time: 0.007, memory: 5179, loss_crf: 0.0330, loss: 0.0330, grad_norm: 7.6206 +2022-03-10 19:03:35,126 - davarocr - INFO - Epoch [23][425/541] lr: 2.381e-05, eta: 2:18:53, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.0568 +2022-03-10 19:03:38,129 - davarocr - INFO - Epoch [23][430/541] lr: 2.381e-05, eta: 2:18:51, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.8738 +2022-03-10 19:03:41,015 - davarocr - INFO - Epoch [23][435/541] lr: 2.381e-05, eta: 2:18:48, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0202, loss: 0.0202, grad_norm: 7.0641 +2022-03-10 19:03:43,928 - davarocr - INFO - Epoch [23][440/541] lr: 2.381e-05, eta: 2:18:45, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.2149 +2022-03-10 19:03:46,832 - davarocr - INFO - Epoch [23][445/541] lr: 2.381e-05, eta: 2:18:43, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6875 +2022-03-10 19:03:49,737 - davarocr - INFO - Epoch [23][450/541] lr: 2.381e-05, eta: 2:18:40, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 1.0159 +2022-03-10 19:03:52,620 - davarocr - INFO - Epoch [23][455/541] lr: 2.381e-05, eta: 2:18:37, time: 0.576, data_time: 0.005, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7834 +2022-03-10 19:03:55,675 - davarocr - INFO - Epoch [23][460/541] lr: 2.381e-05, eta: 2:18:34, time: 0.611, data_time: 0.005, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7500 +2022-03-10 19:03:58,605 - davarocr - INFO - Epoch [23][465/541] lr: 2.381e-05, eta: 2:18:32, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0105, loss: 0.0105, grad_norm: 4.3127 +2022-03-10 19:04:01,514 - davarocr - INFO - Epoch [23][470/541] lr: 2.381e-05, eta: 2:18:29, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0078, loss: 0.0078, grad_norm: 4.4101 +2022-03-10 19:04:04,431 - davarocr - INFO - Epoch [23][475/541] lr: 2.381e-05, eta: 2:18:26, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0250, loss: 0.0250, grad_norm: 9.0387 +2022-03-10 19:04:07,484 - davarocr - INFO - Epoch [23][480/541] lr: 2.381e-05, eta: 2:18:24, time: 0.610, data_time: 0.008, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.6735 +2022-03-10 19:04:10,366 - davarocr - INFO - Epoch [23][485/541] lr: 2.381e-05, eta: 2:18:21, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7801 +2022-03-10 19:04:13,542 - davarocr - INFO - Epoch [23][490/541] lr: 2.381e-05, eta: 2:18:19, time: 0.635, data_time: 0.007, memory: 5179, loss_crf: 0.0701, loss: 0.0701, grad_norm: 8.1205 +2022-03-10 19:04:16,419 - davarocr - INFO - Epoch [23][495/541] lr: 2.381e-05, eta: 2:18:16, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0092, loss: 0.0092, grad_norm: 4.7373 +2022-03-10 19:04:19,516 - davarocr - INFO - Epoch [23][500/541] lr: 2.381e-05, eta: 2:18:13, time: 0.619, data_time: 0.006, memory: 5179, loss_crf: 0.0479, loss: 0.0479, grad_norm: 3.6687 +2022-03-10 19:04:22,383 - davarocr - INFO - Epoch [23][505/541] lr: 2.381e-05, eta: 2:18:10, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6075 +2022-03-10 19:04:25,563 - davarocr - INFO - Epoch [23][510/541] lr: 2.381e-05, eta: 2:18:08, time: 0.636, data_time: 0.007, memory: 5179, loss_crf: 0.0275, loss: 0.0275, grad_norm: 0.9738 +2022-03-10 19:04:28,432 - davarocr - INFO - Epoch [23][515/541] lr: 2.381e-05, eta: 2:18:05, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6488 +2022-03-10 19:04:31,351 - davarocr - INFO - Epoch [23][520/541] lr: 2.381e-05, eta: 2:18:02, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.1466, loss: 0.1466, grad_norm: 32.0719 +2022-03-10 19:04:34,235 - davarocr - INFO - Epoch [23][525/541] lr: 2.381e-05, eta: 2:18:00, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0194, loss: 0.0194, grad_norm: 22.5915 +2022-03-10 19:04:37,255 - davarocr - INFO - Epoch [23][530/541] lr: 2.381e-05, eta: 2:17:57, time: 0.604, data_time: 0.009, memory: 5179, loss_crf: 0.0946, loss: 0.0946, grad_norm: 37.7811 +2022-03-10 19:04:40,171 - davarocr - INFO - Epoch [23][535/541] lr: 2.381e-05, eta: 2:17:54, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0150, loss: 0.0150, grad_norm: 4.5243 +2022-03-10 19:04:42,948 - davarocr - INFO - Epoch [23][540/541] lr: 2.381e-05, eta: 2:17:51, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6190 +2022-03-10 19:05:20,751 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:05:20,753 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:05:20,754 - davarocr - INFO - Epoch(val) [23][541] LOC: {'precision': 0.9478584729981379, 'recall': 0.9154676258992805, 'f1-score': 0.9313815187557182}, PER: {'precision': 0.9375750300120048, 'recall': 0.9659863945578231, 'f1-score': 0.9515686871763631}, MISC: {'precision': 0.8290229885057471, 'recall': 0.8219373219373219, 'f1-score': 0.8254649499284692}, ORG: {'precision': 0.8892197736748064, 'recall': 0.8988561107766406, 'f1-score': 0.8940119760479043}, all: {'precision': 0.9127742392073602, 'recall': 0.9134206798866855, 'f1-score': 0.9130973451327432}, hmean: 0.9131 +2022-03-10 19:05:26,164 - davarocr - INFO - Epoch [24][5/541] lr: 2.326e-05, eta: 2:17:50, time: 1.078, data_time: 0.503, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5663 +2022-03-10 19:05:29,220 - davarocr - INFO - Epoch [24][10/541] lr: 2.326e-05, eta: 2:17:48, time: 0.614, data_time: 0.011, memory: 5179, loss_crf: 0.0417, loss: 0.0417, grad_norm: 28.0050 +2022-03-10 19:05:31,786 - davarocr - INFO - Epoch [24][15/541] lr: 2.326e-05, eta: 2:17:45, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4660 +2022-03-10 19:05:34,612 - davarocr - INFO - Epoch [24][20/541] lr: 2.326e-05, eta: 2:17:42, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0642, loss: 0.0642, grad_norm: 1.2130 +2022-03-10 19:05:37,132 - davarocr - INFO - Epoch [24][25/541] lr: 2.326e-05, eta: 2:17:39, time: 0.504, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.9319 +2022-03-10 19:05:40,039 - davarocr - INFO - Epoch [24][30/541] lr: 2.326e-05, eta: 2:17:36, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7517 +2022-03-10 19:05:42,840 - davarocr - INFO - Epoch [24][35/541] lr: 2.326e-05, eta: 2:17:33, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0245, loss: 0.0245, grad_norm: 17.6967 +2022-03-10 19:05:45,761 - davarocr - INFO - Epoch [24][40/541] lr: 2.326e-05, eta: 2:17:30, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0516, loss: 0.0516, grad_norm: 4.1565 +2022-03-10 19:05:48,828 - davarocr - INFO - Epoch [24][45/541] lr: 2.326e-05, eta: 2:17:28, time: 0.614, data_time: 0.008, memory: 5179, loss_crf: 0.0162, loss: 0.0162, grad_norm: 12.3011 +2022-03-10 19:05:51,514 - davarocr - INFO - Epoch [24][50/541] lr: 2.326e-05, eta: 2:17:25, time: 0.538, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5607 +2022-03-10 19:05:54,118 - davarocr - INFO - Epoch [24][55/541] lr: 2.326e-05, eta: 2:17:22, time: 0.521, data_time: 0.006, memory: 5179, loss_crf: 0.0546, loss: 0.0546, grad_norm: 31.1808 +2022-03-10 19:05:56,661 - davarocr - INFO - Epoch [24][60/541] lr: 2.326e-05, eta: 2:17:19, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 3.1534 +2022-03-10 19:05:59,281 - davarocr - INFO - Epoch [24][65/541] lr: 2.326e-05, eta: 2:17:15, time: 0.524, data_time: 0.007, memory: 5179, loss_crf: 0.2112, loss: 0.2112, grad_norm: 49.2321 +2022-03-10 19:06:02,187 - davarocr - INFO - Epoch [24][70/541] lr: 2.326e-05, eta: 2:17:13, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5647 +2022-03-10 19:06:05,110 - davarocr - INFO - Epoch [24][75/541] lr: 2.326e-05, eta: 2:17:10, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5691 +2022-03-10 19:06:08,205 - davarocr - INFO - Epoch [24][80/541] lr: 2.326e-05, eta: 2:17:07, time: 0.619, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5638 +2022-03-10 19:06:11,288 - davarocr - INFO - Epoch [24][85/541] lr: 2.326e-05, eta: 2:17:05, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5644 +2022-03-10 19:06:14,191 - davarocr - INFO - Epoch [24][90/541] lr: 2.326e-05, eta: 2:17:02, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0059, loss: 0.0059, grad_norm: 2.9131 +2022-03-10 19:06:17,017 - davarocr - INFO - Epoch [24][95/541] lr: 2.326e-05, eta: 2:16:59, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.6024 +2022-03-10 19:06:19,591 - davarocr - INFO - Epoch [24][100/541] lr: 2.326e-05, eta: 2:16:56, time: 0.516, data_time: 0.009, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5604 +2022-03-10 19:06:22,133 - davarocr - INFO - Epoch [24][105/541] lr: 2.326e-05, eta: 2:16:53, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 0.5419, loss: 0.5419, grad_norm: 32.9340 +2022-03-10 19:06:24,984 - davarocr - INFO - Epoch [24][110/541] lr: 2.326e-05, eta: 2:16:50, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.0109, loss: 0.0109, grad_norm: 2.5065 +2022-03-10 19:06:27,535 - davarocr - INFO - Epoch [24][115/541] lr: 2.326e-05, eta: 2:16:47, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 1.3025 +2022-03-10 19:06:30,338 - davarocr - INFO - Epoch [24][120/541] lr: 2.326e-05, eta: 2:16:44, time: 0.560, data_time: 0.006, memory: 5179, loss_crf: 0.0125, loss: 0.0125, grad_norm: 12.7348 +2022-03-10 19:06:33,243 - davarocr - INFO - Epoch [24][125/541] lr: 2.326e-05, eta: 2:16:41, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.1668, loss: 0.1668, grad_norm: 37.0124 +2022-03-10 19:06:36,140 - davarocr - INFO - Epoch [24][130/541] lr: 2.326e-05, eta: 2:16:39, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0600, loss: 0.0600, grad_norm: 1.1078 +2022-03-10 19:06:39,321 - davarocr - INFO - Epoch [24][135/541] lr: 2.326e-05, eta: 2:16:36, time: 0.636, data_time: 0.007, memory: 5179, loss_crf: 0.0258, loss: 0.0258, grad_norm: 4.3010 +2022-03-10 19:06:42,213 - davarocr - INFO - Epoch [24][140/541] lr: 2.326e-05, eta: 2:16:33, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7004 +2022-03-10 19:06:45,085 - davarocr - INFO - Epoch [24][145/541] lr: 2.326e-05, eta: 2:16:31, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0625, loss: 0.0625, grad_norm: 1.5328 +2022-03-10 19:06:48,102 - davarocr - INFO - Epoch [24][150/541] lr: 2.326e-05, eta: 2:16:28, time: 0.603, data_time: 0.010, memory: 5179, loss_crf: 0.0139, loss: 0.0139, grad_norm: 8.6178 +2022-03-10 19:06:50,977 - davarocr - INFO - Epoch [24][155/541] lr: 2.326e-05, eta: 2:16:25, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 1.5860 +2022-03-10 19:06:53,849 - davarocr - INFO - Epoch [24][160/541] lr: 2.326e-05, eta: 2:16:23, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.4024 +2022-03-10 19:06:56,538 - davarocr - INFO - Epoch [24][165/541] lr: 2.326e-05, eta: 2:16:20, time: 0.538, data_time: 0.009, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.8684 +2022-03-10 19:06:59,050 - davarocr - INFO - Epoch [24][170/541] lr: 2.326e-05, eta: 2:16:16, time: 0.502, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 2.2508 +2022-03-10 19:07:01,793 - davarocr - INFO - Epoch [24][175/541] lr: 2.326e-05, eta: 2:16:13, time: 0.548, data_time: 0.008, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 2.8326 +2022-03-10 19:07:04,743 - davarocr - INFO - Epoch [24][180/541] lr: 2.326e-05, eta: 2:16:11, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.6167 +2022-03-10 19:07:07,643 - davarocr - INFO - Epoch [24][185/541] lr: 2.326e-05, eta: 2:16:08, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0201, loss: 0.0201, grad_norm: 1.1504 +2022-03-10 19:07:10,679 - davarocr - INFO - Epoch [24][190/541] lr: 2.326e-05, eta: 2:16:05, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6848 +2022-03-10 19:07:13,268 - davarocr - INFO - Epoch [24][195/541] lr: 2.326e-05, eta: 2:16:02, time: 0.516, data_time: 0.010, memory: 5179, loss_crf: 0.0343, loss: 0.0343, grad_norm: 22.2264 +2022-03-10 19:07:15,839 - davarocr - INFO - Epoch [24][200/541] lr: 2.326e-05, eta: 2:15:59, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5722 +2022-03-10 19:07:18,647 - davarocr - INFO - Epoch [24][205/541] lr: 2.326e-05, eta: 2:15:56, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5739 +2022-03-10 19:07:21,608 - davarocr - INFO - Epoch [24][210/541] lr: 2.326e-05, eta: 2:15:54, time: 0.592, data_time: 0.009, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.5626 +2022-03-10 19:07:24,589 - davarocr - INFO - Epoch [24][215/541] lr: 2.326e-05, eta: 2:15:51, time: 0.596, data_time: 0.009, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 2.6693 +2022-03-10 19:07:27,509 - davarocr - INFO - Epoch [24][220/541] lr: 2.326e-05, eta: 2:15:48, time: 0.588, data_time: 0.011, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 6.5815 +2022-03-10 19:07:30,415 - davarocr - INFO - Epoch [24][225/541] lr: 2.326e-05, eta: 2:15:45, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.1027, loss: 0.1027, grad_norm: 33.7863 +2022-03-10 19:07:33,291 - davarocr - INFO - Epoch [24][230/541] lr: 2.326e-05, eta: 2:15:43, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0595, loss: 0.0595, grad_norm: 18.2205 +2022-03-10 19:07:36,363 - davarocr - INFO - Epoch [24][235/541] lr: 2.326e-05, eta: 2:15:40, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5578 +2022-03-10 19:07:39,308 - davarocr - INFO - Epoch [24][240/541] lr: 2.326e-05, eta: 2:15:37, time: 0.590, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.8789 +2022-03-10 19:07:42,246 - davarocr - INFO - Epoch [24][245/541] lr: 2.326e-05, eta: 2:15:35, time: 0.586, data_time: 0.005, memory: 5179, loss_crf: 0.0754, loss: 0.0754, grad_norm: 47.7482 +2022-03-10 19:07:44,838 - davarocr - INFO - Epoch [24][250/541] lr: 2.326e-05, eta: 2:15:32, time: 0.519, data_time: 0.008, memory: 5179, loss_crf: 0.0746, loss: 0.0746, grad_norm: 35.1243 +2022-03-10 19:07:47,484 - davarocr - INFO - Epoch [24][255/541] lr: 2.326e-05, eta: 2:15:29, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0889, loss: 0.0889, grad_norm: 39.3106 +2022-03-10 19:07:50,012 - davarocr - INFO - Epoch [24][260/541] lr: 2.326e-05, eta: 2:15:25, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.0284, loss: 0.0284, grad_norm: 31.8755 +2022-03-10 19:07:52,719 - davarocr - INFO - Epoch [24][265/541] lr: 2.326e-05, eta: 2:15:22, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 1.0911 +2022-03-10 19:07:55,600 - davarocr - INFO - Epoch [24][270/541] lr: 2.326e-05, eta: 2:15:20, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7287 +2022-03-10 19:07:58,492 - davarocr - INFO - Epoch [24][275/541] lr: 2.326e-05, eta: 2:15:17, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0485, loss: 0.0485, grad_norm: 12.2296 +2022-03-10 19:08:01,547 - davarocr - INFO - Epoch [24][280/541] lr: 2.326e-05, eta: 2:15:14, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5764 +2022-03-10 19:08:04,266 - davarocr - INFO - Epoch [24][285/541] lr: 2.326e-05, eta: 2:15:11, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0089, loss: 0.0089, grad_norm: 4.4821 +2022-03-10 19:08:07,140 - davarocr - INFO - Epoch [24][290/541] lr: 2.326e-05, eta: 2:15:08, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0810, loss: 0.0810, grad_norm: 6.7979 +2022-03-10 19:08:09,978 - davarocr - INFO - Epoch [24][295/541] lr: 2.326e-05, eta: 2:15:06, time: 0.568, data_time: 0.012, memory: 5179, loss_crf: 0.0884, loss: 0.0884, grad_norm: 13.4582 +2022-03-10 19:08:12,887 - davarocr - INFO - Epoch [24][300/541] lr: 2.326e-05, eta: 2:15:03, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0078, loss: 0.0078, grad_norm: 0.7990 +2022-03-10 19:08:15,819 - davarocr - INFO - Epoch [24][305/541] lr: 2.326e-05, eta: 2:15:00, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6156 +2022-03-10 19:08:18,893 - davarocr - INFO - Epoch [24][310/541] lr: 2.326e-05, eta: 2:14:58, time: 0.614, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6007 +2022-03-10 19:08:21,977 - davarocr - INFO - Epoch [24][315/541] lr: 2.326e-05, eta: 2:14:55, time: 0.617, data_time: 0.006, memory: 5179, loss_crf: 0.0433, loss: 0.0433, grad_norm: 4.6911 +2022-03-10 19:08:25,007 - davarocr - INFO - Epoch [24][320/541] lr: 2.326e-05, eta: 2:14:52, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0198, loss: 0.0198, grad_norm: 14.4628 +2022-03-10 19:08:27,855 - davarocr - INFO - Epoch [24][325/541] lr: 2.326e-05, eta: 2:14:50, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4750 +2022-03-10 19:08:30,432 - davarocr - INFO - Epoch [24][330/541] lr: 2.326e-05, eta: 2:14:47, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4460 +2022-03-10 19:08:32,984 - davarocr - INFO - Epoch [24][335/541] lr: 2.326e-05, eta: 2:14:43, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4857 +2022-03-10 19:08:35,855 - davarocr - INFO - Epoch [24][340/541] lr: 2.326e-05, eta: 2:14:41, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0382, loss: 0.0382, grad_norm: 7.2291 +2022-03-10 19:08:38,757 - davarocr - INFO - Epoch [24][345/541] lr: 2.326e-05, eta: 2:14:38, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 0.5754 +2022-03-10 19:08:41,679 - davarocr - INFO - Epoch [24][350/541] lr: 2.326e-05, eta: 2:14:35, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0175, loss: 0.0175, grad_norm: 4.3638 +2022-03-10 19:08:44,765 - davarocr - INFO - Epoch [24][355/541] lr: 2.326e-05, eta: 2:14:33, time: 0.618, data_time: 0.007, memory: 5179, loss_crf: 0.0873, loss: 0.0873, grad_norm: 20.8103 +2022-03-10 19:08:47,687 - davarocr - INFO - Epoch [24][360/541] lr: 2.326e-05, eta: 2:14:30, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0166, loss: 0.0166, grad_norm: 16.5747 +2022-03-10 19:08:50,337 - davarocr - INFO - Epoch [24][365/541] lr: 2.326e-05, eta: 2:14:27, time: 0.530, data_time: 0.007, memory: 5179, loss_crf: 0.0860, loss: 0.0860, grad_norm: 11.7213 +2022-03-10 19:08:52,906 - davarocr - INFO - Epoch [24][370/541] lr: 2.326e-05, eta: 2:14:24, time: 0.514, data_time: 0.008, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 1.2498 +2022-03-10 19:08:55,611 - davarocr - INFO - Epoch [24][375/541] lr: 2.326e-05, eta: 2:14:21, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.1540, loss: 0.1540, grad_norm: 2.4577 +2022-03-10 19:08:58,391 - davarocr - INFO - Epoch [24][380/541] lr: 2.326e-05, eta: 2:14:18, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0257, loss: 0.0257, grad_norm: 40.1747 +2022-03-10 19:09:01,319 - davarocr - INFO - Epoch [24][385/541] lr: 2.326e-05, eta: 2:14:15, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0307, loss: 0.0307, grad_norm: 11.0644 +2022-03-10 19:09:04,139 - davarocr - INFO - Epoch [24][390/541] lr: 2.326e-05, eta: 2:14:12, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5263 +2022-03-10 19:09:07,032 - davarocr - INFO - Epoch [24][395/541] lr: 2.326e-05, eta: 2:14:09, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5210 +2022-03-10 19:09:09,873 - davarocr - INFO - Epoch [24][400/541] lr: 2.326e-05, eta: 2:14:07, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0115, loss: 0.0115, grad_norm: 5.4709 +2022-03-10 19:09:12,792 - davarocr - INFO - Epoch [24][405/541] lr: 2.326e-05, eta: 2:14:04, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0607, loss: 0.0607, grad_norm: 5.9815 +2022-03-10 19:09:15,679 - davarocr - INFO - Epoch [24][410/541] lr: 2.326e-05, eta: 2:14:01, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0164, loss: 0.0164, grad_norm: 9.9287 +2022-03-10 19:09:18,814 - davarocr - INFO - Epoch [24][415/541] lr: 2.326e-05, eta: 2:13:59, time: 0.626, data_time: 0.007, memory: 5179, loss_crf: 0.2813, loss: 0.2813, grad_norm: 27.3939 +2022-03-10 19:09:21,682 - davarocr - INFO - Epoch [24][420/541] lr: 2.326e-05, eta: 2:13:56, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5459 +2022-03-10 19:09:24,730 - davarocr - INFO - Epoch [24][425/541] lr: 2.326e-05, eta: 2:13:53, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7021 +2022-03-10 19:09:27,693 - davarocr - INFO - Epoch [24][430/541] lr: 2.326e-05, eta: 2:13:51, time: 0.593, data_time: 0.011, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6247 +2022-03-10 19:09:30,268 - davarocr - INFO - Epoch [24][435/541] lr: 2.326e-05, eta: 2:13:47, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 4.1516 +2022-03-10 19:09:33,090 - davarocr - INFO - Epoch [24][440/541] lr: 2.326e-05, eta: 2:13:45, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0119, loss: 0.0119, grad_norm: 0.6362 +2022-03-10 19:09:35,864 - davarocr - INFO - Epoch [24][445/541] lr: 2.326e-05, eta: 2:13:42, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5581 +2022-03-10 19:09:38,765 - davarocr - INFO - Epoch [24][450/541] lr: 2.326e-05, eta: 2:13:39, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0619, loss: 0.0619, grad_norm: 9.0574 +2022-03-10 19:09:41,713 - davarocr - INFO - Epoch [24][455/541] lr: 2.326e-05, eta: 2:13:36, time: 0.592, data_time: 0.010, memory: 5179, loss_crf: 0.0937, loss: 0.0937, grad_norm: 1.8631 +2022-03-10 19:09:44,670 - davarocr - INFO - Epoch [24][460/541] lr: 2.326e-05, eta: 2:13:34, time: 0.591, data_time: 0.006, memory: 5179, loss_crf: 0.0107, loss: 0.0107, grad_norm: 9.8766 +2022-03-10 19:09:47,315 - davarocr - INFO - Epoch [24][465/541] lr: 2.326e-05, eta: 2:13:31, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0362, loss: 0.0362, grad_norm: 5.4831 +2022-03-10 19:09:50,299 - davarocr - INFO - Epoch [24][470/541] lr: 2.326e-05, eta: 2:13:28, time: 0.595, data_time: 0.007, memory: 5179, loss_crf: 0.1120, loss: 0.1120, grad_norm: 31.9039 +2022-03-10 19:09:53,209 - davarocr - INFO - Epoch [24][475/541] lr: 2.326e-05, eta: 2:13:25, time: 0.584, data_time: 0.010, memory: 5179, loss_crf: 0.0288, loss: 0.0288, grad_norm: 7.5244 +2022-03-10 19:09:55,964 - davarocr - INFO - Epoch [24][480/541] lr: 2.326e-05, eta: 2:13:22, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.7680 +2022-03-10 19:09:58,810 - davarocr - INFO - Epoch [24][485/541] lr: 2.326e-05, eta: 2:13:19, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0939, loss: 0.0939, grad_norm: 14.6390 +2022-03-10 19:10:01,714 - davarocr - INFO - Epoch [24][490/541] lr: 2.326e-05, eta: 2:13:17, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0120, loss: 0.0120, grad_norm: 1.1411 +2022-03-10 19:10:04,774 - davarocr - INFO - Epoch [24][495/541] lr: 2.326e-05, eta: 2:13:14, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0530, loss: 0.0530, grad_norm: 13.0900 +2022-03-10 19:10:07,643 - davarocr - INFO - Epoch [24][500/541] lr: 2.326e-05, eta: 2:13:11, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 2.7377 +2022-03-10 19:10:10,511 - davarocr - INFO - Epoch [24][505/541] lr: 2.326e-05, eta: 2:13:08, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.1639, loss: 0.1639, grad_norm: 62.7906 +2022-03-10 19:10:13,391 - davarocr - INFO - Epoch [24][510/541] lr: 2.326e-05, eta: 2:13:06, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5143 +2022-03-10 19:10:16,275 - davarocr - INFO - Epoch [24][515/541] lr: 2.326e-05, eta: 2:13:03, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5147 +2022-03-10 19:10:19,414 - davarocr - INFO - Epoch [24][520/541] lr: 2.326e-05, eta: 2:13:00, time: 0.627, data_time: 0.007, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 6.1709 +2022-03-10 19:10:22,378 - davarocr - INFO - Epoch [24][525/541] lr: 2.326e-05, eta: 2:12:58, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0680, loss: 0.0680, grad_norm: 30.8274 +2022-03-10 19:10:24,961 - davarocr - INFO - Epoch [24][530/541] lr: 2.326e-05, eta: 2:12:55, time: 0.518, data_time: 0.010, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5766 +2022-03-10 19:10:27,675 - davarocr - INFO - Epoch [24][535/541] lr: 2.326e-05, eta: 2:12:52, time: 0.543, data_time: 0.006, memory: 5179, loss_crf: 0.0493, loss: 0.0493, grad_norm: 11.9797 +2022-03-10 19:10:30,695 - davarocr - INFO - Epoch [24][540/541] lr: 2.326e-05, eta: 2:12:49, time: 0.601, data_time: 0.007, memory: 5179, loss_crf: 0.1331, loss: 0.1331, grad_norm: 8.6492 +2022-03-10 19:11:10,842 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:11:10,843 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:11:10,843 - davarocr - INFO - Epoch(val) [24][541] LOC: {'precision': 0.9404617253948967, 'recall': 0.9280575539568345, 'f1-score': 0.9342184671092335}, PER: {'precision': 0.9548267326732673, 'recall': 0.9542362399505256, 'f1-score': 0.9545313949891742}, MISC: {'precision': 0.8314121037463977, 'recall': 0.8219373219373219, 'f1-score': 0.826647564469914}, ORG: {'precision': 0.8977272727272727, 'recall': 0.9036724864539434, 'f1-score': 0.9006900690069006}, all: {'precision': 0.9184434968017058, 'recall': 0.9151912181303116, 'f1-score': 0.916814473217453}, hmean: 0.9168 +2022-03-10 19:11:16,216 - davarocr - INFO - Epoch [25][5/541] lr: 2.273e-05, eta: 2:12:48, time: 1.070, data_time: 0.486, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.9032 +2022-03-10 19:11:18,758 - davarocr - INFO - Epoch [25][10/541] lr: 2.273e-05, eta: 2:12:45, time: 0.511, data_time: 0.009, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5822 +2022-03-10 19:11:21,365 - davarocr - INFO - Epoch [25][15/541] lr: 2.273e-05, eta: 2:12:42, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.3393 +2022-03-10 19:11:23,927 - davarocr - INFO - Epoch [25][20/541] lr: 2.273e-05, eta: 2:12:38, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 2.9279 +2022-03-10 19:11:26,526 - davarocr - INFO - Epoch [25][25/541] lr: 2.273e-05, eta: 2:12:35, time: 0.520, data_time: 0.006, memory: 5179, loss_crf: 0.0490, loss: 0.0490, grad_norm: 49.7281 +2022-03-10 19:11:29,150 - davarocr - INFO - Epoch [25][30/541] lr: 2.273e-05, eta: 2:12:32, time: 0.525, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.4564 +2022-03-10 19:11:31,967 - davarocr - INFO - Epoch [25][35/541] lr: 2.273e-05, eta: 2:12:29, time: 0.563, data_time: 0.005, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6916 +2022-03-10 19:11:34,722 - davarocr - INFO - Epoch [25][40/541] lr: 2.273e-05, eta: 2:12:26, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.0747, loss: 0.0747, grad_norm: 13.0619 +2022-03-10 19:11:37,654 - davarocr - INFO - Epoch [25][45/541] lr: 2.273e-05, eta: 2:12:24, time: 0.586, data_time: 0.005, memory: 5179, loss_crf: 0.0111, loss: 0.0111, grad_norm: 9.8825 +2022-03-10 19:11:40,464 - davarocr - INFO - Epoch [25][50/541] lr: 2.273e-05, eta: 2:12:21, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5070 +2022-03-10 19:11:43,112 - davarocr - INFO - Epoch [25][55/541] lr: 2.273e-05, eta: 2:12:18, time: 0.531, data_time: 0.007, memory: 5179, loss_crf: 0.0347, loss: 0.0347, grad_norm: 11.4564 +2022-03-10 19:11:45,937 - davarocr - INFO - Epoch [25][60/541] lr: 2.273e-05, eta: 2:12:15, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0381, loss: 0.0381, grad_norm: 2.1412 +2022-03-10 19:11:48,997 - davarocr - INFO - Epoch [25][65/541] lr: 2.273e-05, eta: 2:12:12, time: 0.612, data_time: 0.005, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.8305 +2022-03-10 19:11:51,860 - davarocr - INFO - Epoch [25][70/541] lr: 2.273e-05, eta: 2:12:10, time: 0.573, data_time: 0.005, memory: 5179, loss_crf: 0.0405, loss: 0.0405, grad_norm: 10.9459 +2022-03-10 19:11:54,917 - davarocr - INFO - Epoch [25][75/541] lr: 2.273e-05, eta: 2:12:07, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0359, loss: 0.0359, grad_norm: 26.1770 +2022-03-10 19:11:57,834 - davarocr - INFO - Epoch [25][80/541] lr: 2.273e-05, eta: 2:12:04, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0746, loss: 0.0746, grad_norm: 2.3538 +2022-03-10 19:12:00,714 - davarocr - INFO - Epoch [25][85/541] lr: 2.273e-05, eta: 2:12:01, time: 0.575, data_time: 0.009, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.6740 +2022-03-10 19:12:03,613 - davarocr - INFO - Epoch [25][90/541] lr: 2.273e-05, eta: 2:11:59, time: 0.581, data_time: 0.011, memory: 5179, loss_crf: 0.0075, loss: 0.0075, grad_norm: 6.1291 +2022-03-10 19:12:06,496 - davarocr - INFO - Epoch [25][95/541] lr: 2.273e-05, eta: 2:11:56, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5988 +2022-03-10 19:12:09,374 - davarocr - INFO - Epoch [25][100/541] lr: 2.273e-05, eta: 2:11:53, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0614, loss: 0.0614, grad_norm: 8.3119 +2022-03-10 19:12:12,510 - davarocr - INFO - Epoch [25][105/541] lr: 2.273e-05, eta: 2:11:51, time: 0.629, data_time: 0.009, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 2.7173 +2022-03-10 19:12:15,202 - davarocr - INFO - Epoch [25][110/541] lr: 2.273e-05, eta: 2:11:48, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.0583, loss: 0.0583, grad_norm: 30.5077 +2022-03-10 19:12:17,771 - davarocr - INFO - Epoch [25][115/541] lr: 2.273e-05, eta: 2:11:45, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5957 +2022-03-10 19:12:20,308 - davarocr - INFO - Epoch [25][120/541] lr: 2.273e-05, eta: 2:11:41, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5707 +2022-03-10 19:12:22,854 - davarocr - INFO - Epoch [25][125/541] lr: 2.273e-05, eta: 2:11:38, time: 0.504, data_time: 0.005, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5889 +2022-03-10 19:12:25,394 - davarocr - INFO - Epoch [25][130/541] lr: 2.273e-05, eta: 2:11:35, time: 0.510, data_time: 0.010, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5760 +2022-03-10 19:12:28,168 - davarocr - INFO - Epoch [25][135/541] lr: 2.273e-05, eta: 2:11:32, time: 0.558, data_time: 0.010, memory: 5179, loss_crf: 0.2531, loss: 0.2531, grad_norm: 20.0174 +2022-03-10 19:12:30,750 - davarocr - INFO - Epoch [25][140/541] lr: 2.273e-05, eta: 2:11:29, time: 0.516, data_time: 0.005, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5398 +2022-03-10 19:12:33,472 - davarocr - INFO - Epoch [25][145/541] lr: 2.273e-05, eta: 2:11:26, time: 0.544, data_time: 0.004, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5538 +2022-03-10 19:12:36,214 - davarocr - INFO - Epoch [25][150/541] lr: 2.273e-05, eta: 2:11:23, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5296 +2022-03-10 19:12:39,154 - davarocr - INFO - Epoch [25][155/541] lr: 2.273e-05, eta: 2:11:21, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.5405 +2022-03-10 19:12:41,731 - davarocr - INFO - Epoch [25][160/541] lr: 2.273e-05, eta: 2:11:17, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7750 +2022-03-10 19:12:44,432 - davarocr - INFO - Epoch [25][165/541] lr: 2.273e-05, eta: 2:11:14, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.0073, loss: 0.0073, grad_norm: 1.2024 +2022-03-10 19:12:47,400 - davarocr - INFO - Epoch [25][170/541] lr: 2.273e-05, eta: 2:11:12, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7869 +2022-03-10 19:12:50,169 - davarocr - INFO - Epoch [25][175/541] lr: 2.273e-05, eta: 2:11:09, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0487, loss: 0.0487, grad_norm: 14.4900 +2022-03-10 19:12:53,151 - davarocr - INFO - Epoch [25][180/541] lr: 2.273e-05, eta: 2:11:06, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.6459 +2022-03-10 19:12:55,965 - davarocr - INFO - Epoch [25][185/541] lr: 2.273e-05, eta: 2:11:03, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0551, loss: 0.0551, grad_norm: 8.2847 +2022-03-10 19:12:58,854 - davarocr - INFO - Epoch [25][190/541] lr: 2.273e-05, eta: 2:11:01, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0066, loss: 0.0066, grad_norm: 5.3146 +2022-03-10 19:13:01,775 - davarocr - INFO - Epoch [25][195/541] lr: 2.273e-05, eta: 2:10:58, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0598, loss: 0.0598, grad_norm: 13.4722 +2022-03-10 19:13:04,705 - davarocr - INFO - Epoch [25][200/541] lr: 2.273e-05, eta: 2:10:55, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0571, loss: 0.0571, grad_norm: 1.6754 +2022-03-10 19:13:07,449 - davarocr - INFO - Epoch [25][205/541] lr: 2.273e-05, eta: 2:10:52, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 0.0677, loss: 0.0677, grad_norm: 21.4142 +2022-03-10 19:13:10,219 - davarocr - INFO - Epoch [25][210/541] lr: 2.273e-05, eta: 2:10:49, time: 0.553, data_time: 0.008, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.9024 +2022-03-10 19:13:12,773 - davarocr - INFO - Epoch [25][215/541] lr: 2.273e-05, eta: 2:10:46, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0561, loss: 0.0561, grad_norm: 20.8438 +2022-03-10 19:13:15,375 - davarocr - INFO - Epoch [25][220/541] lr: 2.273e-05, eta: 2:10:43, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 4.5782 +2022-03-10 19:13:17,960 - davarocr - INFO - Epoch [25][225/541] lr: 2.273e-05, eta: 2:10:40, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0565, loss: 0.0565, grad_norm: 14.2632 +2022-03-10 19:13:20,580 - davarocr - INFO - Epoch [25][230/541] lr: 2.273e-05, eta: 2:10:37, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5614 +2022-03-10 19:13:23,240 - davarocr - INFO - Epoch [25][235/541] lr: 2.273e-05, eta: 2:10:34, time: 0.532, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.5379 +2022-03-10 19:13:26,058 - davarocr - INFO - Epoch [25][240/541] lr: 2.273e-05, eta: 2:10:31, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0138, loss: 0.0138, grad_norm: 0.8627 +2022-03-10 19:13:29,069 - davarocr - INFO - Epoch [25][245/541] lr: 2.273e-05, eta: 2:10:28, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 3.2668 +2022-03-10 19:13:31,929 - davarocr - INFO - Epoch [25][250/541] lr: 2.273e-05, eta: 2:10:26, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0562, loss: 0.0562, grad_norm: 6.9213 +2022-03-10 19:13:34,796 - davarocr - INFO - Epoch [25][255/541] lr: 2.273e-05, eta: 2:10:23, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 1.9532 +2022-03-10 19:13:37,490 - davarocr - INFO - Epoch [25][260/541] lr: 2.273e-05, eta: 2:10:20, time: 0.538, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.6563 +2022-03-10 19:13:40,140 - davarocr - INFO - Epoch [25][265/541] lr: 2.273e-05, eta: 2:10:17, time: 0.530, data_time: 0.007, memory: 5179, loss_crf: 0.0142, loss: 0.0142, grad_norm: 13.1244 +2022-03-10 19:13:43,319 - davarocr - INFO - Epoch [25][270/541] lr: 2.273e-05, eta: 2:10:14, time: 0.636, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6246 +2022-03-10 19:13:46,203 - davarocr - INFO - Epoch [25][275/541] lr: 2.273e-05, eta: 2:10:12, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0415, loss: 0.0415, grad_norm: 7.3547 +2022-03-10 19:13:49,251 - davarocr - INFO - Epoch [25][280/541] lr: 2.273e-05, eta: 2:10:09, time: 0.610, data_time: 0.008, memory: 5179, loss_crf: 0.0103, loss: 0.0103, grad_norm: 18.2670 +2022-03-10 19:13:52,124 - davarocr - INFO - Epoch [25][285/541] lr: 2.273e-05, eta: 2:10:06, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0690, loss: 0.0690, grad_norm: 15.6852 +2022-03-10 19:13:55,005 - davarocr - INFO - Epoch [25][290/541] lr: 2.273e-05, eta: 2:10:03, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0257, loss: 0.0257, grad_norm: 0.8804 +2022-03-10 19:13:57,881 - davarocr - INFO - Epoch [25][295/541] lr: 2.273e-05, eta: 2:10:01, time: 0.575, data_time: 0.009, memory: 5179, loss_crf: 0.0412, loss: 0.0412, grad_norm: 64.4105 +2022-03-10 19:14:00,755 - davarocr - INFO - Epoch [25][300/541] lr: 2.273e-05, eta: 2:09:58, time: 0.574, data_time: 0.011, memory: 5179, loss_crf: 0.0476, loss: 0.0476, grad_norm: 3.7049 +2022-03-10 19:14:03,793 - davarocr - INFO - Epoch [25][305/541] lr: 2.273e-05, eta: 2:09:55, time: 0.608, data_time: 0.010, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 5.7581 +2022-03-10 19:14:06,656 - davarocr - INFO - Epoch [25][310/541] lr: 2.273e-05, eta: 2:09:52, time: 0.572, data_time: 0.009, memory: 5179, loss_crf: 0.1583, loss: 0.1583, grad_norm: 52.3629 +2022-03-10 19:14:09,681 - davarocr - INFO - Epoch [25][315/541] lr: 2.273e-05, eta: 2:09:50, time: 0.605, data_time: 0.009, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5878 +2022-03-10 19:14:12,573 - davarocr - INFO - Epoch [25][320/541] lr: 2.273e-05, eta: 2:09:47, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.0168, loss: 0.0168, grad_norm: 16.5029 +2022-03-10 19:14:15,459 - davarocr - INFO - Epoch [25][325/541] lr: 2.273e-05, eta: 2:09:44, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5914 +2022-03-10 19:14:18,112 - davarocr - INFO - Epoch [25][330/541] lr: 2.273e-05, eta: 2:09:41, time: 0.531, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5698 +2022-03-10 19:14:20,629 - davarocr - INFO - Epoch [25][335/541] lr: 2.273e-05, eta: 2:09:38, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.0094 +2022-03-10 19:14:23,306 - davarocr - INFO - Epoch [25][340/541] lr: 2.273e-05, eta: 2:09:35, time: 0.535, data_time: 0.005, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6195 +2022-03-10 19:14:25,967 - davarocr - INFO - Epoch [25][345/541] lr: 2.273e-05, eta: 2:09:32, time: 0.532, data_time: 0.005, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6299 +2022-03-10 19:14:28,561 - davarocr - INFO - Epoch [25][350/541] lr: 2.273e-05, eta: 2:09:29, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0077, loss: 0.0077, grad_norm: 4.7912 +2022-03-10 19:14:31,460 - davarocr - INFO - Epoch [25][355/541] lr: 2.273e-05, eta: 2:09:26, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0793, loss: 0.0793, grad_norm: 30.0976 +2022-03-10 19:14:34,345 - davarocr - INFO - Epoch [25][360/541] lr: 2.273e-05, eta: 2:09:23, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5067 +2022-03-10 19:14:37,224 - davarocr - INFO - Epoch [25][365/541] lr: 2.273e-05, eta: 2:09:21, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0243, loss: 0.0243, grad_norm: 24.0357 +2022-03-10 19:14:40,245 - davarocr - INFO - Epoch [25][370/541] lr: 2.273e-05, eta: 2:09:18, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.1123, loss: 0.1123, grad_norm: 14.4209 +2022-03-10 19:14:42,807 - davarocr - INFO - Epoch [25][375/541] lr: 2.273e-05, eta: 2:09:15, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5559 +2022-03-10 19:14:45,538 - davarocr - INFO - Epoch [25][380/541] lr: 2.273e-05, eta: 2:09:12, time: 0.547, data_time: 0.006, memory: 5179, loss_crf: 0.0243, loss: 0.0243, grad_norm: 1.7504 +2022-03-10 19:14:48,364 - davarocr - INFO - Epoch [25][385/541] lr: 2.273e-05, eta: 2:09:09, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0707, loss: 0.0707, grad_norm: 1.9170 +2022-03-10 19:14:51,211 - davarocr - INFO - Epoch [25][390/541] lr: 2.273e-05, eta: 2:09:06, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.9700 +2022-03-10 19:14:53,795 - davarocr - INFO - Epoch [25][395/541] lr: 2.273e-05, eta: 2:09:03, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 3.5405 +2022-03-10 19:14:56,379 - davarocr - INFO - Epoch [25][400/541] lr: 2.273e-05, eta: 2:09:00, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0253, loss: 0.0253, grad_norm: 0.9565 +2022-03-10 19:14:59,161 - davarocr - INFO - Epoch [25][405/541] lr: 2.273e-05, eta: 2:08:57, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 3.1542 +2022-03-10 19:15:02,147 - davarocr - INFO - Epoch [25][410/541] lr: 2.273e-05, eta: 2:08:55, time: 0.597, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6351 +2022-03-10 19:15:05,226 - davarocr - INFO - Epoch [25][415/541] lr: 2.273e-05, eta: 2:08:52, time: 0.617, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6008 +2022-03-10 19:15:08,125 - davarocr - INFO - Epoch [25][420/541] lr: 2.273e-05, eta: 2:08:49, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 1.2456 +2022-03-10 19:15:11,014 - davarocr - INFO - Epoch [25][425/541] lr: 2.273e-05, eta: 2:08:46, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7118 +2022-03-10 19:15:13,855 - davarocr - INFO - Epoch [25][430/541] lr: 2.273e-05, eta: 2:08:44, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.8092 +2022-03-10 19:15:16,712 - davarocr - INFO - Epoch [25][435/541] lr: 2.273e-05, eta: 2:08:41, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6983 +2022-03-10 19:15:19,674 - davarocr - INFO - Epoch [25][440/541] lr: 2.273e-05, eta: 2:08:38, time: 0.593, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7383 +2022-03-10 19:15:22,553 - davarocr - INFO - Epoch [25][445/541] lr: 2.273e-05, eta: 2:08:35, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0632, loss: 0.0632, grad_norm: 2.4843 +2022-03-10 19:15:25,588 - davarocr - INFO - Epoch [25][450/541] lr: 2.273e-05, eta: 2:08:33, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0084, loss: 0.0084, grad_norm: 5.7787 +2022-03-10 19:15:28,491 - davarocr - INFO - Epoch [25][455/541] lr: 2.273e-05, eta: 2:08:30, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5952 +2022-03-10 19:15:31,332 - davarocr - INFO - Epoch [25][460/541] lr: 2.273e-05, eta: 2:08:27, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.1021, loss: 0.1021, grad_norm: 4.8161 +2022-03-10 19:15:34,175 - davarocr - INFO - Epoch [25][465/541] lr: 2.273e-05, eta: 2:08:24, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.1190, loss: 0.1190, grad_norm: 30.7747 +2022-03-10 19:15:37,358 - davarocr - INFO - Epoch [25][470/541] lr: 2.273e-05, eta: 2:08:22, time: 0.637, data_time: 0.007, memory: 5179, loss_crf: 0.0132, loss: 0.0132, grad_norm: 1.4394 +2022-03-10 19:15:40,218 - davarocr - INFO - Epoch [25][475/541] lr: 2.273e-05, eta: 2:08:19, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0174, loss: 0.0174, grad_norm: 0.8493 +2022-03-10 19:15:43,085 - davarocr - INFO - Epoch [25][480/541] lr: 2.273e-05, eta: 2:08:16, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0068, loss: 0.0068, grad_norm: 4.5330 +2022-03-10 19:15:45,915 - davarocr - INFO - Epoch [25][485/541] lr: 2.273e-05, eta: 2:08:13, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0302, loss: 0.0302, grad_norm: 10.2914 +2022-03-10 19:15:48,705 - davarocr - INFO - Epoch [25][490/541] lr: 2.273e-05, eta: 2:08:11, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.6937 +2022-03-10 19:15:51,373 - davarocr - INFO - Epoch [25][495/541] lr: 2.273e-05, eta: 2:08:08, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.0416, loss: 0.0416, grad_norm: 10.8994 +2022-03-10 19:15:54,045 - davarocr - INFO - Epoch [25][500/541] lr: 2.273e-05, eta: 2:08:05, time: 0.533, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.4772 +2022-03-10 19:15:56,824 - davarocr - INFO - Epoch [25][505/541] lr: 2.273e-05, eta: 2:08:02, time: 0.559, data_time: 0.010, memory: 5179, loss_crf: 0.0121, loss: 0.0121, grad_norm: 5.4132 +2022-03-10 19:15:59,721 - davarocr - INFO - Epoch [25][510/541] lr: 2.273e-05, eta: 2:07:59, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5103 +2022-03-10 19:16:02,508 - davarocr - INFO - Epoch [25][515/541] lr: 2.273e-05, eta: 2:07:56, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5095 +2022-03-10 19:16:05,400 - davarocr - INFO - Epoch [25][520/541] lr: 2.273e-05, eta: 2:07:53, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8015 +2022-03-10 19:16:08,166 - davarocr - INFO - Epoch [25][525/541] lr: 2.273e-05, eta: 2:07:50, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7387 +2022-03-10 19:16:10,951 - davarocr - INFO - Epoch [25][530/541] lr: 2.273e-05, eta: 2:07:47, time: 0.557, data_time: 0.008, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.5311 +2022-03-10 19:16:13,771 - davarocr - INFO - Epoch [25][535/541] lr: 2.273e-05, eta: 2:07:45, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8164 +2022-03-10 19:16:16,749 - davarocr - INFO - Epoch [25][540/541] lr: 2.273e-05, eta: 2:07:42, time: 0.596, data_time: 0.008, memory: 5179, loss_crf: 0.0361, loss: 0.0361, grad_norm: 21.6806 +2022-03-10 19:16:55,524 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:16:55,525 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:16:55,525 - davarocr - INFO - Epoch(val) [25][541] LOC: {'precision': 0.9326518340348767, 'recall': 0.9298561151079137, 'f1-score': 0.9312518763134193}, PER: {'precision': 0.9600499375780275, 'recall': 0.9511440940012369, 'f1-score': 0.9555762659210936}, MISC: {'precision': 0.8304843304843305, 'recall': 0.8304843304843305, 'f1-score': 0.8304843304843305}, ORG: {'precision': 0.8782913984786425, 'recall': 0.9036724864539434, 'f1-score': 0.8908011869436202}, all: {'precision': 0.9113812544045102, 'recall': 0.915899433427762, 'f1-score': 0.9136347580360297}, hmean: 0.9136 +2022-03-10 19:17:00,860 - davarocr - INFO - Epoch [26][5/541] lr: 2.222e-05, eta: 2:07:40, time: 1.065, data_time: 0.510, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5318 +2022-03-10 19:17:03,526 - davarocr - INFO - Epoch [26][10/541] lr: 2.222e-05, eta: 2:07:37, time: 0.534, data_time: 0.007, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 1.8135 +2022-03-10 19:17:06,243 - davarocr - INFO - Epoch [26][15/541] lr: 2.222e-05, eta: 2:07:34, time: 0.543, data_time: 0.007, memory: 5179, loss_crf: 0.1620, loss: 0.1620, grad_norm: 6.6851 +2022-03-10 19:17:08,791 - davarocr - INFO - Epoch [26][20/541] lr: 2.222e-05, eta: 2:07:31, time: 0.510, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5513 +2022-03-10 19:17:11,529 - davarocr - INFO - Epoch [26][25/541] lr: 2.222e-05, eta: 2:07:28, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.1060, loss: 0.1060, grad_norm: 6.5255 +2022-03-10 19:17:14,196 - davarocr - INFO - Epoch [26][30/541] lr: 2.222e-05, eta: 2:07:25, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.0198, loss: 0.0198, grad_norm: 1.3469 +2022-03-10 19:17:16,756 - davarocr - INFO - Epoch [26][35/541] lr: 2.222e-05, eta: 2:07:22, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5835 +2022-03-10 19:17:19,334 - davarocr - INFO - Epoch [26][40/541] lr: 2.222e-05, eta: 2:07:19, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0706, loss: 0.0706, grad_norm: 6.7512 +2022-03-10 19:17:22,048 - davarocr - INFO - Epoch [26][45/541] lr: 2.222e-05, eta: 2:07:16, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5211 +2022-03-10 19:17:24,930 - davarocr - INFO - Epoch [26][50/541] lr: 2.222e-05, eta: 2:07:14, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0186, loss: 0.0186, grad_norm: 18.9288 +2022-03-10 19:17:27,633 - davarocr - INFO - Epoch [26][55/541] lr: 2.222e-05, eta: 2:07:11, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.0804, loss: 0.0804, grad_norm: 9.1647 +2022-03-10 19:17:30,449 - davarocr - INFO - Epoch [26][60/541] lr: 2.222e-05, eta: 2:07:08, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.0504, loss: 0.0504, grad_norm: 5.9520 +2022-03-10 19:17:32,979 - davarocr - INFO - Epoch [26][65/541] lr: 2.222e-05, eta: 2:07:05, time: 0.506, data_time: 0.008, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 0.6333 +2022-03-10 19:17:35,677 - davarocr - INFO - Epoch [26][70/541] lr: 2.222e-05, eta: 2:07:02, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5175 +2022-03-10 19:17:38,221 - davarocr - INFO - Epoch [26][75/541] lr: 2.222e-05, eta: 2:06:58, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 0.0230, loss: 0.0230, grad_norm: 13.2390 +2022-03-10 19:17:40,796 - davarocr - INFO - Epoch [26][80/541] lr: 2.222e-05, eta: 2:06:55, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.1198, loss: 0.1198, grad_norm: 45.7937 +2022-03-10 19:17:43,477 - davarocr - INFO - Epoch [26][85/541] lr: 2.222e-05, eta: 2:06:52, time: 0.537, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5554 +2022-03-10 19:17:46,564 - davarocr - INFO - Epoch [26][90/541] lr: 2.222e-05, eta: 2:06:50, time: 0.617, data_time: 0.006, memory: 5179, loss_crf: 0.0496, loss: 0.0496, grad_norm: 1.1610 +2022-03-10 19:17:49,580 - davarocr - INFO - Epoch [26][95/541] lr: 2.222e-05, eta: 2:06:47, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.2622, loss: 0.2622, grad_norm: 47.5946 +2022-03-10 19:17:52,588 - davarocr - INFO - Epoch [26][100/541] lr: 2.222e-05, eta: 2:06:45, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 4.0364 +2022-03-10 19:17:55,476 - davarocr - INFO - Epoch [26][105/541] lr: 2.222e-05, eta: 2:06:42, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8251 +2022-03-10 19:17:58,377 - davarocr - INFO - Epoch [26][110/541] lr: 2.222e-05, eta: 2:06:39, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7435 +2022-03-10 19:18:01,267 - davarocr - INFO - Epoch [26][115/541] lr: 2.222e-05, eta: 2:06:36, time: 0.578, data_time: 0.005, memory: 5179, loss_crf: 0.0982, loss: 0.0982, grad_norm: 13.9994 +2022-03-10 19:18:04,166 - davarocr - INFO - Epoch [26][120/541] lr: 2.222e-05, eta: 2:06:33, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.6120 +2022-03-10 19:18:07,220 - davarocr - INFO - Epoch [26][125/541] lr: 2.222e-05, eta: 2:06:31, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.8887 +2022-03-10 19:18:10,318 - davarocr - INFO - Epoch [26][130/541] lr: 2.222e-05, eta: 2:06:28, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0069, loss: 0.0069, grad_norm: 2.5534 +2022-03-10 19:18:13,186 - davarocr - INFO - Epoch [26][135/541] lr: 2.222e-05, eta: 2:06:25, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6731 +2022-03-10 19:18:15,992 - davarocr - INFO - Epoch [26][140/541] lr: 2.222e-05, eta: 2:06:23, time: 0.564, data_time: 0.011, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 3.9573 +2022-03-10 19:18:18,774 - davarocr - INFO - Epoch [26][145/541] lr: 2.222e-05, eta: 2:06:20, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0097, loss: 0.0097, grad_norm: 3.3893 +2022-03-10 19:18:21,606 - davarocr - INFO - Epoch [26][150/541] lr: 2.222e-05, eta: 2:06:17, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6124 +2022-03-10 19:18:24,420 - davarocr - INFO - Epoch [26][155/541] lr: 2.222e-05, eta: 2:06:14, time: 0.563, data_time: 0.009, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.8365 +2022-03-10 19:18:27,318 - davarocr - INFO - Epoch [26][160/541] lr: 2.222e-05, eta: 2:06:11, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6508 +2022-03-10 19:18:30,270 - davarocr - INFO - Epoch [26][165/541] lr: 2.222e-05, eta: 2:06:09, time: 0.591, data_time: 0.008, memory: 5179, loss_crf: 0.0145, loss: 0.0145, grad_norm: 0.9890 +2022-03-10 19:18:33,142 - davarocr - INFO - Epoch [26][170/541] lr: 2.222e-05, eta: 2:06:06, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7004 +2022-03-10 19:18:36,069 - davarocr - INFO - Epoch [26][175/541] lr: 2.222e-05, eta: 2:06:03, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7028 +2022-03-10 19:18:38,816 - davarocr - INFO - Epoch [26][180/541] lr: 2.222e-05, eta: 2:06:00, time: 0.549, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7018 +2022-03-10 19:18:41,706 - davarocr - INFO - Epoch [26][185/541] lr: 2.222e-05, eta: 2:05:57, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7030 +2022-03-10 19:18:44,547 - davarocr - INFO - Epoch [26][190/541] lr: 2.222e-05, eta: 2:05:54, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.7036 +2022-03-10 19:18:47,734 - davarocr - INFO - Epoch [26][195/541] lr: 2.222e-05, eta: 2:05:52, time: 0.637, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7042 +2022-03-10 19:18:50,738 - davarocr - INFO - Epoch [26][200/541] lr: 2.222e-05, eta: 2:05:49, time: 0.601, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7050 +2022-03-10 19:18:53,634 - davarocr - INFO - Epoch [26][205/541] lr: 2.222e-05, eta: 2:05:47, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 3.1013 +2022-03-10 19:18:56,527 - davarocr - INFO - Epoch [26][210/541] lr: 2.222e-05, eta: 2:05:44, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.8330 +2022-03-10 19:18:59,284 - davarocr - INFO - Epoch [26][215/541] lr: 2.222e-05, eta: 2:05:41, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.8327 +2022-03-10 19:19:01,879 - davarocr - INFO - Epoch [26][220/541] lr: 2.222e-05, eta: 2:05:38, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8528 +2022-03-10 19:19:04,604 - davarocr - INFO - Epoch [26][225/541] lr: 2.222e-05, eta: 2:05:35, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.1967 +2022-03-10 19:19:07,501 - davarocr - INFO - Epoch [26][230/541] lr: 2.222e-05, eta: 2:05:32, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7421 +2022-03-10 19:19:10,333 - davarocr - INFO - Epoch [26][235/541] lr: 2.222e-05, eta: 2:05:29, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.7421 +2022-03-10 19:19:13,225 - davarocr - INFO - Epoch [26][240/541] lr: 2.222e-05, eta: 2:05:26, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0241, loss: 0.0241, grad_norm: 7.2724 +2022-03-10 19:19:16,098 - davarocr - INFO - Epoch [26][245/541] lr: 2.222e-05, eta: 2:05:24, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0355, loss: 0.0355, grad_norm: 7.0136 +2022-03-10 19:19:19,006 - davarocr - INFO - Epoch [26][250/541] lr: 2.222e-05, eta: 2:05:21, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0317, loss: 0.0317, grad_norm: 8.5688 +2022-03-10 19:19:21,882 - davarocr - INFO - Epoch [26][255/541] lr: 2.222e-05, eta: 2:05:18, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0201, loss: 0.0201, grad_norm: 11.4063 +2022-03-10 19:19:24,754 - davarocr - INFO - Epoch [26][260/541] lr: 2.222e-05, eta: 2:05:15, time: 0.574, data_time: 0.005, memory: 5179, loss_crf: 0.0373, loss: 0.0373, grad_norm: 31.1372 +2022-03-10 19:19:27,770 - davarocr - INFO - Epoch [26][265/541] lr: 2.222e-05, eta: 2:05:13, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0333, loss: 0.0333, grad_norm: 8.4268 +2022-03-10 19:19:30,799 - davarocr - INFO - Epoch [26][270/541] lr: 2.222e-05, eta: 2:05:10, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 1.0620 +2022-03-10 19:19:33,825 - davarocr - INFO - Epoch [26][275/541] lr: 2.222e-05, eta: 2:05:07, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0281, loss: 0.0281, grad_norm: 3.1287 +2022-03-10 19:19:36,709 - davarocr - INFO - Epoch [26][280/541] lr: 2.222e-05, eta: 2:05:05, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5795 +2022-03-10 19:19:39,594 - davarocr - INFO - Epoch [26][285/541] lr: 2.222e-05, eta: 2:05:02, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 0.9771 +2022-03-10 19:19:42,555 - davarocr - INFO - Epoch [26][290/541] lr: 2.222e-05, eta: 2:04:59, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6534 +2022-03-10 19:19:45,767 - davarocr - INFO - Epoch [26][295/541] lr: 2.222e-05, eta: 2:04:57, time: 0.642, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6550 +2022-03-10 19:19:48,826 - davarocr - INFO - Epoch [26][300/541] lr: 2.222e-05, eta: 2:04:54, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0085, loss: 0.0085, grad_norm: 1.7784 +2022-03-10 19:19:51,790 - davarocr - INFO - Epoch [26][305/541] lr: 2.222e-05, eta: 2:04:51, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0695, loss: 0.0695, grad_norm: 6.7950 +2022-03-10 19:19:54,761 - davarocr - INFO - Epoch [26][310/541] lr: 2.222e-05, eta: 2:04:49, time: 0.595, data_time: 0.008, memory: 5179, loss_crf: 0.0102, loss: 0.0102, grad_norm: 4.9081 +2022-03-10 19:19:57,712 - davarocr - INFO - Epoch [26][315/541] lr: 2.222e-05, eta: 2:04:46, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 1.1971 +2022-03-10 19:20:00,676 - davarocr - INFO - Epoch [26][320/541] lr: 2.222e-05, eta: 2:04:43, time: 0.593, data_time: 0.008, memory: 5179, loss_crf: 0.0459, loss: 0.0459, grad_norm: 13.5904 +2022-03-10 19:20:03,647 - davarocr - INFO - Epoch [26][325/541] lr: 2.222e-05, eta: 2:04:40, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4378 +2022-03-10 19:20:06,848 - davarocr - INFO - Epoch [26][330/541] lr: 2.222e-05, eta: 2:04:38, time: 0.640, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5190 +2022-03-10 19:20:09,800 - davarocr - INFO - Epoch [26][335/541] lr: 2.222e-05, eta: 2:04:35, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.6063 +2022-03-10 19:20:12,756 - davarocr - INFO - Epoch [26][340/541] lr: 2.222e-05, eta: 2:04:33, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0736, loss: 0.0736, grad_norm: 21.6004 +2022-03-10 19:20:15,727 - davarocr - INFO - Epoch [26][345/541] lr: 2.222e-05, eta: 2:04:30, time: 0.595, data_time: 0.007, memory: 5179, loss_crf: 0.0305, loss: 0.0305, grad_norm: 1.8964 +2022-03-10 19:20:18,678 - davarocr - INFO - Epoch [26][350/541] lr: 2.222e-05, eta: 2:04:27, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7502 +2022-03-10 19:20:21,640 - davarocr - INFO - Epoch [26][355/541] lr: 2.222e-05, eta: 2:04:24, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7719 +2022-03-10 19:20:24,595 - davarocr - INFO - Epoch [26][360/541] lr: 2.222e-05, eta: 2:04:22, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7564 +2022-03-10 19:20:27,553 - davarocr - INFO - Epoch [26][365/541] lr: 2.222e-05, eta: 2:04:19, time: 0.592, data_time: 0.009, memory: 5179, loss_crf: 0.2325, loss: 0.2325, grad_norm: 24.9521 +2022-03-10 19:20:30,647 - davarocr - INFO - Epoch [26][370/541] lr: 2.222e-05, eta: 2:04:16, time: 0.619, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7287 +2022-03-10 19:20:33,715 - davarocr - INFO - Epoch [26][375/541] lr: 2.222e-05, eta: 2:04:14, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6237 +2022-03-10 19:20:36,663 - davarocr - INFO - Epoch [26][380/541] lr: 2.222e-05, eta: 2:04:11, time: 0.589, data_time: 0.006, memory: 5179, loss_crf: 0.0088, loss: 0.0088, grad_norm: 2.6609 +2022-03-10 19:20:39,582 - davarocr - INFO - Epoch [26][385/541] lr: 2.222e-05, eta: 2:04:08, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0161, loss: 0.0161, grad_norm: 12.3377 +2022-03-10 19:20:42,536 - davarocr - INFO - Epoch [26][390/541] lr: 2.222e-05, eta: 2:04:06, time: 0.591, data_time: 0.009, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6869 +2022-03-10 19:20:45,807 - davarocr - INFO - Epoch [26][395/541] lr: 2.222e-05, eta: 2:04:03, time: 0.654, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 3.0741 +2022-03-10 19:20:48,792 - davarocr - INFO - Epoch [26][400/541] lr: 2.222e-05, eta: 2:04:00, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0093, loss: 0.0093, grad_norm: 0.7047 +2022-03-10 19:20:51,891 - davarocr - INFO - Epoch [26][405/541] lr: 2.222e-05, eta: 2:03:58, time: 0.619, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5743 +2022-03-10 19:20:54,876 - davarocr - INFO - Epoch [26][410/541] lr: 2.222e-05, eta: 2:03:55, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.1474, loss: 0.1474, grad_norm: 33.3582 +2022-03-10 19:20:57,916 - davarocr - INFO - Epoch [26][415/541] lr: 2.222e-05, eta: 2:03:53, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0526, loss: 0.0526, grad_norm: 6.8127 +2022-03-10 19:21:00,827 - davarocr - INFO - Epoch [26][420/541] lr: 2.222e-05, eta: 2:03:50, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5400 +2022-03-10 19:21:03,753 - davarocr - INFO - Epoch [26][425/541] lr: 2.222e-05, eta: 2:03:47, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5650 +2022-03-10 19:21:06,795 - davarocr - INFO - Epoch [26][430/541] lr: 2.222e-05, eta: 2:03:44, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0869, loss: 0.0869, grad_norm: 12.5394 +2022-03-10 19:21:09,847 - davarocr - INFO - Epoch [26][435/541] lr: 2.222e-05, eta: 2:03:42, time: 0.610, data_time: 0.005, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.9242 +2022-03-10 19:21:12,763 - davarocr - INFO - Epoch [26][440/541] lr: 2.222e-05, eta: 2:03:39, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.8309 +2022-03-10 19:21:15,653 - davarocr - INFO - Epoch [26][445/541] lr: 2.222e-05, eta: 2:03:36, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.8327 +2022-03-10 19:21:18,542 - davarocr - INFO - Epoch [26][450/541] lr: 2.222e-05, eta: 2:03:33, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.9342 +2022-03-10 19:21:21,448 - davarocr - INFO - Epoch [26][455/541] lr: 2.222e-05, eta: 2:03:31, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.8037 +2022-03-10 19:21:24,339 - davarocr - INFO - Epoch [26][460/541] lr: 2.222e-05, eta: 2:03:28, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0143, loss: 0.0143, grad_norm: 1.8256 +2022-03-10 19:21:27,221 - davarocr - INFO - Epoch [26][465/541] lr: 2.222e-05, eta: 2:03:25, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.9650 +2022-03-10 19:21:30,270 - davarocr - INFO - Epoch [26][470/541] lr: 2.222e-05, eta: 2:03:22, time: 0.610, data_time: 0.009, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7803 +2022-03-10 19:21:33,171 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:21:33,172 - davarocr - INFO - Epoch [26][475/541] lr: 2.222e-05, eta: 2:03:20, time: 0.580, data_time: 0.010, memory: 5179, loss_crf: 0.0209, loss: 0.0209, grad_norm: 7.0909 +2022-03-10 19:21:36,250 - davarocr - INFO - Epoch [26][480/541] lr: 2.222e-05, eta: 2:03:17, time: 0.616, data_time: 0.009, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8005 +2022-03-10 19:21:39,148 - davarocr - INFO - Epoch [26][485/541] lr: 2.222e-05, eta: 2:03:14, time: 0.579, data_time: 0.010, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.5322 +2022-03-10 19:21:42,127 - davarocr - INFO - Epoch [26][490/541] lr: 2.222e-05, eta: 2:03:12, time: 0.596, data_time: 0.008, memory: 5179, loss_crf: 0.1291, loss: 0.1291, grad_norm: 60.3816 +2022-03-10 19:21:45,209 - davarocr - INFO - Epoch [26][495/541] lr: 2.222e-05, eta: 2:03:09, time: 0.616, data_time: 0.010, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7494 +2022-03-10 19:21:47,821 - davarocr - INFO - Epoch [26][500/541] lr: 2.222e-05, eta: 2:03:06, time: 0.524, data_time: 0.010, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.5846 +2022-03-10 19:21:50,699 - davarocr - INFO - Epoch [26][505/541] lr: 2.222e-05, eta: 2:03:03, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0669, loss: 0.0669, grad_norm: 14.8192 +2022-03-10 19:21:53,562 - davarocr - INFO - Epoch [26][510/541] lr: 2.222e-05, eta: 2:03:00, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7468 +2022-03-10 19:21:56,393 - davarocr - INFO - Epoch [26][515/541] lr: 2.222e-05, eta: 2:02:57, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.1579, loss: 0.1579, grad_norm: 3.6611 +2022-03-10 19:21:59,317 - davarocr - INFO - Epoch [26][520/541] lr: 2.222e-05, eta: 2:02:55, time: 0.588, data_time: 0.010, memory: 5179, loss_crf: 0.0681, loss: 0.0681, grad_norm: 5.9728 +2022-03-10 19:22:02,216 - davarocr - INFO - Epoch [26][525/541] lr: 2.222e-05, eta: 2:02:52, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.1274, loss: 0.1274, grad_norm: 20.0491 +2022-03-10 19:22:05,281 - davarocr - INFO - Epoch [26][530/541] lr: 2.222e-05, eta: 2:02:49, time: 0.613, data_time: 0.008, memory: 5179, loss_crf: 0.0162, loss: 0.0162, grad_norm: 1.4879 +2022-03-10 19:22:08,227 - davarocr - INFO - Epoch [26][535/541] lr: 2.222e-05, eta: 2:02:47, time: 0.588, data_time: 0.007, memory: 5179, loss_crf: 0.0537, loss: 0.0537, grad_norm: 6.8250 +2022-03-10 19:22:11,100 - davarocr - INFO - Epoch [26][540/541] lr: 2.222e-05, eta: 2:02:44, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0152, loss: 0.0152, grad_norm: 1.0779 +2022-03-10 19:22:50,743 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:22:50,745 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:22:50,745 - davarocr - INFO - Epoch(val) [26][541] LOC: {'precision': 0.93595166163142, 'recall': 0.9286570743405276, 'f1-score': 0.9322900993078544}, PER: {'precision': 0.933933933933934, 'recall': 0.9616573902288188, 'f1-score': 0.9475929311395491}, MISC: {'precision': 0.8073770491803278, 'recall': 0.8418803418803419, 'f1-score': 0.8242677824267782}, ORG: {'precision': 0.9107253564786113, 'recall': 0.884406983744732, 'f1-score': 0.897373243738546}, all: {'precision': 0.9115622241835835, 'recall': 0.9143059490084986, 'f1-score': 0.9129320251038628}, hmean: 0.9129 +2022-03-10 19:22:55,770 - davarocr - INFO - Epoch [27][5/541] lr: 2.174e-05, eta: 2:02:42, time: 1.000, data_time: 0.489, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 3.6485 +2022-03-10 19:22:58,495 - davarocr - INFO - Epoch [27][10/541] lr: 2.174e-05, eta: 2:02:39, time: 0.545, data_time: 0.010, memory: 5179, loss_crf: 0.0136, loss: 0.0136, grad_norm: 0.7193 +2022-03-10 19:23:01,544 - davarocr - INFO - Epoch [27][15/541] lr: 2.174e-05, eta: 2:02:36, time: 0.611, data_time: 0.010, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 3.0753 +2022-03-10 19:23:04,496 - davarocr - INFO - Epoch [27][20/541] lr: 2.174e-05, eta: 2:02:34, time: 0.591, data_time: 0.008, memory: 5179, loss_crf: 0.0077, loss: 0.0077, grad_norm: 2.0411 +2022-03-10 19:23:07,056 - davarocr - INFO - Epoch [27][25/541] lr: 2.174e-05, eta: 2:02:30, time: 0.512, data_time: 0.010, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6553 +2022-03-10 19:23:09,789 - davarocr - INFO - Epoch [27][30/541] lr: 2.174e-05, eta: 2:02:28, time: 0.546, data_time: 0.010, memory: 5179, loss_crf: 0.0946, loss: 0.0946, grad_norm: 8.8225 +2022-03-10 19:23:12,396 - davarocr - INFO - Epoch [27][35/541] lr: 2.174e-05, eta: 2:02:25, time: 0.521, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6239 +2022-03-10 19:23:14,974 - davarocr - INFO - Epoch [27][40/541] lr: 2.174e-05, eta: 2:02:21, time: 0.515, data_time: 0.009, memory: 5179, loss_crf: 0.0344, loss: 0.0344, grad_norm: 9.3345 +2022-03-10 19:23:17,870 - davarocr - INFO - Epoch [27][45/541] lr: 2.174e-05, eta: 2:02:19, time: 0.579, data_time: 0.010, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.7672 +2022-03-10 19:23:20,905 - davarocr - INFO - Epoch [27][50/541] lr: 2.174e-05, eta: 2:02:16, time: 0.607, data_time: 0.009, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6117 +2022-03-10 19:23:23,791 - davarocr - INFO - Epoch [27][55/541] lr: 2.174e-05, eta: 2:02:13, time: 0.577, data_time: 0.011, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6014 +2022-03-10 19:23:26,685 - davarocr - INFO - Epoch [27][60/541] lr: 2.174e-05, eta: 2:02:10, time: 0.579, data_time: 0.011, memory: 5179, loss_crf: 0.0225, loss: 0.0225, grad_norm: 7.6046 +2022-03-10 19:23:29,568 - davarocr - INFO - Epoch [27][65/541] lr: 2.174e-05, eta: 2:02:08, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.1050, loss: 0.1050, grad_norm: 19.9642 +2022-03-10 19:23:32,437 - davarocr - INFO - Epoch [27][70/541] lr: 2.174e-05, eta: 2:02:05, time: 0.574, data_time: 0.010, memory: 5179, loss_crf: 0.0158, loss: 0.0158, grad_norm: 8.4952 +2022-03-10 19:23:35,126 - davarocr - INFO - Epoch [27][75/541] lr: 2.174e-05, eta: 2:02:02, time: 0.538, data_time: 0.009, memory: 5179, loss_crf: 0.0060, loss: 0.0060, grad_norm: 6.1185 +2022-03-10 19:23:37,694 - davarocr - INFO - Epoch [27][80/541] lr: 2.174e-05, eta: 2:01:59, time: 0.514, data_time: 0.010, memory: 5179, loss_crf: 0.0067, loss: 0.0067, grad_norm: 6.3979 +2022-03-10 19:23:40,233 - davarocr - INFO - Epoch [27][85/541] lr: 2.174e-05, eta: 2:01:56, time: 0.507, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8386 +2022-03-10 19:23:43,152 - davarocr - INFO - Epoch [27][90/541] lr: 2.174e-05, eta: 2:01:53, time: 0.584, data_time: 0.010, memory: 5179, loss_crf: 0.1334, loss: 0.1334, grad_norm: 11.5353 +2022-03-10 19:23:45,903 - davarocr - INFO - Epoch [27][95/541] lr: 2.174e-05, eta: 2:01:50, time: 0.553, data_time: 0.009, memory: 5179, loss_crf: 0.0458, loss: 0.0458, grad_norm: 14.0602 +2022-03-10 19:23:48,920 - davarocr - INFO - Epoch [27][100/541] lr: 2.174e-05, eta: 2:01:47, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0672, loss: 0.0672, grad_norm: 10.1961 +2022-03-10 19:23:51,578 - davarocr - INFO - Epoch [27][105/541] lr: 2.174e-05, eta: 2:01:44, time: 0.531, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6439 +2022-03-10 19:23:54,453 - davarocr - INFO - Epoch [27][110/541] lr: 2.174e-05, eta: 2:01:42, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.7703 +2022-03-10 19:23:57,329 - davarocr - INFO - Epoch [27][115/541] lr: 2.174e-05, eta: 2:01:39, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.7026 +2022-03-10 19:24:00,544 - davarocr - INFO - Epoch [27][120/541] lr: 2.174e-05, eta: 2:01:36, time: 0.643, data_time: 0.006, memory: 5179, loss_crf: 0.0068, loss: 0.0068, grad_norm: 2.1392 +2022-03-10 19:24:03,610 - davarocr - INFO - Epoch [27][125/541] lr: 2.174e-05, eta: 2:01:34, time: 0.613, data_time: 0.006, memory: 5179, loss_crf: 0.0126, loss: 0.0126, grad_norm: 0.9985 +2022-03-10 19:24:06,495 - davarocr - INFO - Epoch [27][130/541] lr: 2.174e-05, eta: 2:01:31, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7423 +2022-03-10 19:24:09,523 - davarocr - INFO - Epoch [27][135/541] lr: 2.174e-05, eta: 2:01:28, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.7561 +2022-03-10 19:24:12,414 - davarocr - INFO - Epoch [27][140/541] lr: 2.174e-05, eta: 2:01:25, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.1571, loss: 0.1571, grad_norm: 9.8986 +2022-03-10 19:24:15,294 - davarocr - INFO - Epoch [27][145/541] lr: 2.174e-05, eta: 2:01:23, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0891, loss: 0.0891, grad_norm: 10.9148 +2022-03-10 19:24:18,318 - davarocr - INFO - Epoch [27][150/541] lr: 2.174e-05, eta: 2:01:20, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.7167 +2022-03-10 19:24:21,183 - davarocr - INFO - Epoch [27][155/541] lr: 2.174e-05, eta: 2:01:17, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6490 +2022-03-10 19:24:24,048 - davarocr - INFO - Epoch [27][160/541] lr: 2.174e-05, eta: 2:01:14, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7564 +2022-03-10 19:24:26,929 - davarocr - INFO - Epoch [27][165/541] lr: 2.174e-05, eta: 2:01:12, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0998, loss: 0.0998, grad_norm: 14.4005 +2022-03-10 19:24:29,792 - davarocr - INFO - Epoch [27][170/541] lr: 2.174e-05, eta: 2:01:09, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.1474, loss: 0.1474, grad_norm: 9.2075 +2022-03-10 19:24:32,648 - davarocr - INFO - Epoch [27][175/541] lr: 2.174e-05, eta: 2:01:06, time: 0.571, data_time: 0.005, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.1898 +2022-03-10 19:24:35,526 - davarocr - INFO - Epoch [27][180/541] lr: 2.174e-05, eta: 2:01:03, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 3.2550 +2022-03-10 19:24:38,404 - davarocr - INFO - Epoch [27][185/541] lr: 2.174e-05, eta: 2:01:00, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5937 +2022-03-10 19:24:41,268 - davarocr - INFO - Epoch [27][190/541] lr: 2.174e-05, eta: 2:00:57, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0276, loss: 0.0276, grad_norm: 12.9504 +2022-03-10 19:24:44,436 - davarocr - INFO - Epoch [27][195/541] lr: 2.174e-05, eta: 2:00:55, time: 0.634, data_time: 0.008, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 4.3159 +2022-03-10 19:24:47,485 - davarocr - INFO - Epoch [27][200/541] lr: 2.174e-05, eta: 2:00:52, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5035 +2022-03-10 19:24:50,357 - davarocr - INFO - Epoch [27][205/541] lr: 2.174e-05, eta: 2:00:49, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0547, loss: 0.0547, grad_norm: 7.7926 +2022-03-10 19:24:53,229 - davarocr - INFO - Epoch [27][210/541] lr: 2.174e-05, eta: 2:00:47, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0335, loss: 0.0335, grad_norm: 7.9640 +2022-03-10 19:24:56,120 - davarocr - INFO - Epoch [27][215/541] lr: 2.174e-05, eta: 2:00:44, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5862 +2022-03-10 19:24:59,182 - davarocr - INFO - Epoch [27][220/541] lr: 2.174e-05, eta: 2:00:41, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 2.3355 +2022-03-10 19:25:02,220 - davarocr - INFO - Epoch [27][225/541] lr: 2.174e-05, eta: 2:00:39, time: 0.608, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6008 +2022-03-10 19:25:05,231 - davarocr - INFO - Epoch [27][230/541] lr: 2.174e-05, eta: 2:00:36, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.1698, loss: 0.1698, grad_norm: 23.0437 +2022-03-10 19:25:08,261 - davarocr - INFO - Epoch [27][235/541] lr: 2.174e-05, eta: 2:00:33, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6051 +2022-03-10 19:25:11,128 - davarocr - INFO - Epoch [27][240/541] lr: 2.174e-05, eta: 2:00:30, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0109, loss: 0.0109, grad_norm: 2.8475 +2022-03-10 19:25:13,995 - davarocr - INFO - Epoch [27][245/541] lr: 2.174e-05, eta: 2:00:28, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0295, loss: 0.0295, grad_norm: 0.9445 +2022-03-10 19:25:16,865 - davarocr - INFO - Epoch [27][250/541] lr: 2.174e-05, eta: 2:00:25, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.2773 +2022-03-10 19:25:19,705 - davarocr - INFO - Epoch [27][255/541] lr: 2.174e-05, eta: 2:00:22, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.3345, loss: 0.3345, grad_norm: 29.9785 +2022-03-10 19:25:22,246 - davarocr - INFO - Epoch [27][260/541] lr: 2.174e-05, eta: 2:00:19, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 0.0311, loss: 0.0311, grad_norm: 4.1329 +2022-03-10 19:25:24,817 - davarocr - INFO - Epoch [27][265/541] lr: 2.174e-05, eta: 2:00:16, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.0089, loss: 0.0089, grad_norm: 5.2562 +2022-03-10 19:25:27,375 - davarocr - INFO - Epoch [27][270/541] lr: 2.174e-05, eta: 2:00:13, time: 0.512, data_time: 0.008, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.8544 +2022-03-10 19:25:30,209 - davarocr - INFO - Epoch [27][275/541] lr: 2.174e-05, eta: 2:00:10, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.0282, loss: 0.0282, grad_norm: 1.3136 +2022-03-10 19:25:33,101 - davarocr - INFO - Epoch [27][280/541] lr: 2.174e-05, eta: 2:00:07, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0476, loss: 0.0476, grad_norm: 13.1164 +2022-03-10 19:25:35,819 - davarocr - INFO - Epoch [27][285/541] lr: 2.174e-05, eta: 2:00:04, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0095, loss: 0.0095, grad_norm: 0.7628 +2022-03-10 19:25:38,729 - davarocr - INFO - Epoch [27][290/541] lr: 2.174e-05, eta: 2:00:01, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5887 +2022-03-10 19:25:41,618 - davarocr - INFO - Epoch [27][295/541] lr: 2.174e-05, eta: 1:59:59, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5544 +2022-03-10 19:25:44,742 - davarocr - INFO - Epoch [27][300/541] lr: 2.174e-05, eta: 1:59:56, time: 0.625, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5267 +2022-03-10 19:25:47,489 - davarocr - INFO - Epoch [27][305/541] lr: 2.174e-05, eta: 1:59:53, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5230 +2022-03-10 19:25:50,397 - davarocr - INFO - Epoch [27][310/541] lr: 2.174e-05, eta: 1:59:50, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5747 +2022-03-10 19:25:53,281 - davarocr - INFO - Epoch [27][315/541] lr: 2.174e-05, eta: 1:59:48, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0308, loss: 0.0308, grad_norm: 24.7670 +2022-03-10 19:25:56,145 - davarocr - INFO - Epoch [27][320/541] lr: 2.174e-05, eta: 1:59:45, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6228 +2022-03-10 19:25:59,348 - davarocr - INFO - Epoch [27][325/541] lr: 2.174e-05, eta: 1:59:42, time: 0.641, data_time: 0.007, memory: 5179, loss_crf: 0.0321, loss: 0.0321, grad_norm: 6.8893 +2022-03-10 19:26:02,378 - davarocr - INFO - Epoch [27][330/541] lr: 2.174e-05, eta: 1:59:40, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.8326 +2022-03-10 19:26:04,965 - davarocr - INFO - Epoch [27][335/541] lr: 2.174e-05, eta: 1:59:36, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.8334 +2022-03-10 19:26:07,923 - davarocr - INFO - Epoch [27][340/541] lr: 2.174e-05, eta: 1:59:34, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0172, loss: 0.0172, grad_norm: 8.9853 +2022-03-10 19:26:10,836 - davarocr - INFO - Epoch [27][345/541] lr: 2.174e-05, eta: 1:59:31, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0142, loss: 0.0142, grad_norm: 0.9347 +2022-03-10 19:26:13,730 - davarocr - INFO - Epoch [27][350/541] lr: 2.174e-05, eta: 1:59:28, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5558 +2022-03-10 19:26:16,781 - davarocr - INFO - Epoch [27][355/541] lr: 2.174e-05, eta: 1:59:26, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 2.2661 +2022-03-10 19:26:19,703 - davarocr - INFO - Epoch [27][360/541] lr: 2.174e-05, eta: 1:59:23, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5505 +2022-03-10 19:26:22,601 - davarocr - INFO - Epoch [27][365/541] lr: 2.174e-05, eta: 1:59:20, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5678 +2022-03-10 19:26:25,507 - davarocr - INFO - Epoch [27][370/541] lr: 2.174e-05, eta: 1:59:17, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0154, loss: 0.0154, grad_norm: 0.8474 +2022-03-10 19:26:28,413 - davarocr - INFO - Epoch [27][375/541] lr: 2.174e-05, eta: 1:59:14, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0077, loss: 0.0077, grad_norm: 11.9422 +2022-03-10 19:26:31,316 - davarocr - INFO - Epoch [27][380/541] lr: 2.174e-05, eta: 1:59:12, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0789, loss: 0.0789, grad_norm: 25.8548 +2022-03-10 19:26:34,216 - davarocr - INFO - Epoch [27][385/541] lr: 2.174e-05, eta: 1:59:09, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.1315, loss: 0.1315, grad_norm: 49.4875 +2022-03-10 19:26:37,110 - davarocr - INFO - Epoch [27][390/541] lr: 2.174e-05, eta: 1:59:06, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 3.5361 +2022-03-10 19:26:40,006 - davarocr - INFO - Epoch [27][395/541] lr: 2.174e-05, eta: 1:59:03, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.1041, loss: 0.1041, grad_norm: 5.2189 +2022-03-10 19:26:43,209 - davarocr - INFO - Epoch [27][400/541] lr: 2.174e-05, eta: 1:59:01, time: 0.640, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8852 +2022-03-10 19:26:46,267 - davarocr - INFO - Epoch [27][405/541] lr: 2.174e-05, eta: 1:58:58, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 4.8265 +2022-03-10 19:26:49,167 - davarocr - INFO - Epoch [27][410/541] lr: 2.174e-05, eta: 1:58:55, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.9378 +2022-03-10 19:26:52,034 - davarocr - INFO - Epoch [27][415/541] lr: 2.174e-05, eta: 1:58:53, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0645, loss: 0.0645, grad_norm: 4.6133 +2022-03-10 19:26:54,877 - davarocr - INFO - Epoch [27][420/541] lr: 2.174e-05, eta: 1:58:50, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6797 +2022-03-10 19:26:57,940 - davarocr - INFO - Epoch [27][425/541] lr: 2.174e-05, eta: 1:58:47, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8646 +2022-03-10 19:27:00,775 - davarocr - INFO - Epoch [27][430/541] lr: 2.174e-05, eta: 1:58:44, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0085, loss: 0.0085, grad_norm: 4.1676 +2022-03-10 19:27:03,793 - davarocr - INFO - Epoch [27][435/541] lr: 2.174e-05, eta: 1:58:42, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0237, loss: 0.0237, grad_norm: 1.3289 +2022-03-10 19:27:06,853 - davarocr - INFO - Epoch [27][440/541] lr: 2.174e-05, eta: 1:58:39, time: 0.612, data_time: 0.008, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 2.8428 +2022-03-10 19:27:09,742 - davarocr - INFO - Epoch [27][445/541] lr: 2.174e-05, eta: 1:58:36, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0157, loss: 0.0157, grad_norm: 1.8849 +2022-03-10 19:27:12,663 - davarocr - INFO - Epoch [27][450/541] lr: 2.174e-05, eta: 1:58:33, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.1282, loss: 0.1282, grad_norm: 52.5584 +2022-03-10 19:27:15,720 - davarocr - INFO - Epoch [27][455/541] lr: 2.174e-05, eta: 1:58:31, time: 0.612, data_time: 0.008, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 1.2696 +2022-03-10 19:27:18,631 - davarocr - INFO - Epoch [27][460/541] lr: 2.174e-05, eta: 1:58:28, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0306, loss: 0.0306, grad_norm: 19.5861 +2022-03-10 19:27:21,532 - davarocr - INFO - Epoch [27][465/541] lr: 2.174e-05, eta: 1:58:25, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0823, loss: 0.0823, grad_norm: 21.5182 +2022-03-10 19:27:24,373 - davarocr - INFO - Epoch [27][470/541] lr: 2.174e-05, eta: 1:58:22, time: 0.568, data_time: 0.008, memory: 5179, loss_crf: 0.0519, loss: 0.0519, grad_norm: 16.2030 +2022-03-10 19:27:27,158 - davarocr - INFO - Epoch [27][475/541] lr: 2.174e-05, eta: 1:58:19, time: 0.557, data_time: 0.008, memory: 5179, loss_crf: 0.0128, loss: 0.0128, grad_norm: 1.0126 +2022-03-10 19:27:30,003 - davarocr - INFO - Epoch [27][480/541] lr: 2.174e-05, eta: 1:58:17, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6274 +2022-03-10 19:27:32,573 - davarocr - INFO - Epoch [27][485/541] lr: 2.174e-05, eta: 1:58:14, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0172, loss: 0.0172, grad_norm: 10.5958 +2022-03-10 19:27:35,147 - davarocr - INFO - Epoch [27][490/541] lr: 2.174e-05, eta: 1:58:10, time: 0.515, data_time: 0.009, memory: 5179, loss_crf: 0.0117, loss: 0.0117, grad_norm: 1.3431 +2022-03-10 19:27:38,119 - davarocr - INFO - Epoch [27][495/541] lr: 2.174e-05, eta: 1:58:08, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0187, loss: 0.0187, grad_norm: 0.8789 +2022-03-10 19:27:41,345 - davarocr - INFO - Epoch [27][500/541] lr: 2.174e-05, eta: 1:58:05, time: 0.645, data_time: 0.006, memory: 5179, loss_crf: 0.0595, loss: 0.0595, grad_norm: 7.1604 +2022-03-10 19:27:44,253 - davarocr - INFO - Epoch [27][505/541] lr: 2.174e-05, eta: 1:58:02, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0157, loss: 0.0157, grad_norm: 0.6648 +2022-03-10 19:27:47,116 - davarocr - INFO - Epoch [27][510/541] lr: 2.174e-05, eta: 1:58:00, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.5286 +2022-03-10 19:27:49,733 - davarocr - INFO - Epoch [27][515/541] lr: 2.174e-05, eta: 1:57:57, time: 0.523, data_time: 0.009, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5343 +2022-03-10 19:27:52,622 - davarocr - INFO - Epoch [27][520/541] lr: 2.174e-05, eta: 1:57:54, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.7494 +2022-03-10 19:27:55,518 - davarocr - INFO - Epoch [27][525/541] lr: 2.174e-05, eta: 1:57:51, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5525 +2022-03-10 19:27:58,247 - davarocr - INFO - Epoch [27][530/541] lr: 2.174e-05, eta: 1:57:48, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5416 +2022-03-10 19:28:01,252 - davarocr - INFO - Epoch [27][535/541] lr: 2.174e-05, eta: 1:57:45, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5445 +2022-03-10 19:28:04,356 - davarocr - INFO - Epoch [27][540/541] lr: 2.174e-05, eta: 1:57:43, time: 0.619, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5503 +2022-03-10 19:28:42,587 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:28:42,588 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:28:42,588 - davarocr - INFO - Epoch(val) [27][541] LOC: {'precision': 0.9550561797752809, 'recall': 0.9172661870503597, 'f1-score': 0.9357798165137614}, PER: {'precision': 0.9514443761524278, 'recall': 0.9573283858998145, 'f1-score': 0.9543773119605425}, MISC: {'precision': 0.8286516853932584, 'recall': 0.8404558404558404, 'f1-score': 0.8345120226308345}, ORG: {'precision': 0.8692438885730529, 'recall': 0.9205298013245033, 'f1-score': 0.8941520467836257}, all: {'precision': 0.9117543859649123, 'recall': 0.9201487252124646, 'f1-score': 0.9159323228762778}, hmean: 0.9159 +2022-03-10 19:28:47,946 - davarocr - INFO - Epoch [28][5/541] lr: 2.128e-05, eta: 1:57:41, time: 1.070, data_time: 0.491, memory: 5179, loss_crf: 0.2077, loss: 0.2077, grad_norm: 15.7933 +2022-03-10 19:28:50,816 - davarocr - INFO - Epoch [28][10/541] lr: 2.128e-05, eta: 1:57:38, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5426 +2022-03-10 19:28:53,702 - davarocr - INFO - Epoch [28][15/541] lr: 2.128e-05, eta: 1:57:35, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5737 +2022-03-10 19:28:56,917 - davarocr - INFO - Epoch [28][20/541] lr: 2.128e-05, eta: 1:57:33, time: 0.642, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8522 +2022-03-10 19:28:59,803 - davarocr - INFO - Epoch [28][25/541] lr: 2.128e-05, eta: 1:57:30, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0506, loss: 0.0506, grad_norm: 2.9231 +2022-03-10 19:29:02,849 - davarocr - INFO - Epoch [28][30/541] lr: 2.128e-05, eta: 1:57:27, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5800 +2022-03-10 19:29:05,753 - davarocr - INFO - Epoch [28][35/541] lr: 2.128e-05, eta: 1:57:25, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0071, loss: 0.0071, grad_norm: 1.5911 +2022-03-10 19:29:08,508 - davarocr - INFO - Epoch [28][40/541] lr: 2.128e-05, eta: 1:57:22, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.7431 +2022-03-10 19:29:11,385 - davarocr - INFO - Epoch [28][45/541] lr: 2.128e-05, eta: 1:57:19, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7758 +2022-03-10 19:29:14,097 - davarocr - INFO - Epoch [28][50/541] lr: 2.128e-05, eta: 1:57:16, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.7467 +2022-03-10 19:29:16,646 - davarocr - INFO - Epoch [28][55/541] lr: 2.128e-05, eta: 1:57:13, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 1.2778 +2022-03-10 19:29:19,523 - davarocr - INFO - Epoch [28][60/541] lr: 2.128e-05, eta: 1:57:10, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7639 +2022-03-10 19:29:22,465 - davarocr - INFO - Epoch [28][65/541] lr: 2.128e-05, eta: 1:57:07, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8529 +2022-03-10 19:29:25,340 - davarocr - INFO - Epoch [28][70/541] lr: 2.128e-05, eta: 1:57:05, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7657 +2022-03-10 19:29:28,209 - davarocr - INFO - Epoch [28][75/541] lr: 2.128e-05, eta: 1:57:02, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 1.0751 +2022-03-10 19:29:31,257 - davarocr - INFO - Epoch [28][80/541] lr: 2.128e-05, eta: 1:56:59, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7885 +2022-03-10 19:29:34,126 - davarocr - INFO - Epoch [28][85/541] lr: 2.128e-05, eta: 1:56:56, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7898 +2022-03-10 19:29:37,008 - davarocr - INFO - Epoch [28][90/541] lr: 2.128e-05, eta: 1:56:53, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8610 +2022-03-10 19:29:39,881 - davarocr - INFO - Epoch [28][95/541] lr: 2.128e-05, eta: 1:56:51, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.1084, loss: 0.1084, grad_norm: 17.2994 +2022-03-10 19:29:42,794 - davarocr - INFO - Epoch [28][100/541] lr: 2.128e-05, eta: 1:56:48, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6838 +2022-03-10 19:29:45,718 - davarocr - INFO - Epoch [28][105/541] lr: 2.128e-05, eta: 1:56:45, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.5117 +2022-03-10 19:29:48,498 - davarocr - INFO - Epoch [28][110/541] lr: 2.128e-05, eta: 1:56:42, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5028 +2022-03-10 19:29:51,216 - davarocr - INFO - Epoch [28][115/541] lr: 2.128e-05, eta: 1:56:39, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5222 +2022-03-10 19:29:54,074 - davarocr - INFO - Epoch [28][120/541] lr: 2.128e-05, eta: 1:56:36, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7462 +2022-03-10 19:29:56,831 - davarocr - INFO - Epoch [28][125/541] lr: 2.128e-05, eta: 1:56:34, time: 0.552, data_time: 0.008, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.7867 +2022-03-10 19:29:59,576 - davarocr - INFO - Epoch [28][130/541] lr: 2.128e-05, eta: 1:56:31, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0237, loss: 0.0237, grad_norm: 5.8215 +2022-03-10 19:30:02,465 - davarocr - INFO - Epoch [28][135/541] lr: 2.128e-05, eta: 1:56:28, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5169 +2022-03-10 19:30:05,490 - davarocr - INFO - Epoch [28][140/541] lr: 2.128e-05, eta: 1:56:25, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6159 +2022-03-10 19:30:08,681 - davarocr - INFO - Epoch [28][145/541] lr: 2.128e-05, eta: 1:56:23, time: 0.639, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5260 +2022-03-10 19:30:11,602 - davarocr - INFO - Epoch [28][150/541] lr: 2.128e-05, eta: 1:56:20, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5514 +2022-03-10 19:30:14,630 - davarocr - INFO - Epoch [28][155/541] lr: 2.128e-05, eta: 1:56:17, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5307 +2022-03-10 19:30:17,522 - davarocr - INFO - Epoch [28][160/541] lr: 2.128e-05, eta: 1:56:14, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5325 +2022-03-10 19:30:20,419 - davarocr - INFO - Epoch [28][165/541] lr: 2.128e-05, eta: 1:56:12, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0336, loss: 0.0336, grad_norm: 0.8984 +2022-03-10 19:30:23,339 - davarocr - INFO - Epoch [28][170/541] lr: 2.128e-05, eta: 1:56:09, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.6467 +2022-03-10 19:30:26,146 - davarocr - INFO - Epoch [28][175/541] lr: 2.128e-05, eta: 1:56:06, time: 0.561, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7482 +2022-03-10 19:30:29,258 - davarocr - INFO - Epoch [28][180/541] lr: 2.128e-05, eta: 1:56:03, time: 0.624, data_time: 0.008, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.7925 +2022-03-10 19:30:32,117 - davarocr - INFO - Epoch [28][185/541] lr: 2.128e-05, eta: 1:56:00, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0138, loss: 0.0138, grad_norm: 29.2772 +2022-03-10 19:30:34,974 - davarocr - INFO - Epoch [28][190/541] lr: 2.128e-05, eta: 1:55:58, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7659 +2022-03-10 19:30:37,877 - davarocr - INFO - Epoch [28][195/541] lr: 2.128e-05, eta: 1:55:55, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5524 +2022-03-10 19:30:40,458 - davarocr - INFO - Epoch [28][200/541] lr: 2.128e-05, eta: 1:55:52, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0191, loss: 0.0191, grad_norm: 21.6420 +2022-03-10 19:30:43,025 - davarocr - INFO - Epoch [28][205/541] lr: 2.128e-05, eta: 1:55:49, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.4618 +2022-03-10 19:30:45,574 - davarocr - INFO - Epoch [28][210/541] lr: 2.128e-05, eta: 1:55:46, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4615 +2022-03-10 19:30:48,116 - davarocr - INFO - Epoch [28][215/541] lr: 2.128e-05, eta: 1:55:43, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 0.0146, loss: 0.0146, grad_norm: 0.7858 +2022-03-10 19:30:50,751 - davarocr - INFO - Epoch [28][220/541] lr: 2.128e-05, eta: 1:55:40, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.5200 +2022-03-10 19:30:53,943 - davarocr - INFO - Epoch [28][225/541] lr: 2.128e-05, eta: 1:55:37, time: 0.638, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8252 +2022-03-10 19:30:56,969 - davarocr - INFO - Epoch [28][230/541] lr: 2.128e-05, eta: 1:55:34, time: 0.605, data_time: 0.008, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.7671 +2022-03-10 19:30:59,824 - davarocr - INFO - Epoch [28][235/541] lr: 2.128e-05, eta: 1:55:31, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0452, loss: 0.0452, grad_norm: 23.0868 +2022-03-10 19:31:02,697 - davarocr - INFO - Epoch [28][240/541] lr: 2.128e-05, eta: 1:55:29, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 2.6225 +2022-03-10 19:31:06,035 - davarocr - INFO - Epoch [28][245/541] lr: 2.128e-05, eta: 1:55:26, time: 0.668, data_time: 0.007, memory: 5179, loss_crf: 0.0241, loss: 0.0241, grad_norm: 0.7847 +2022-03-10 19:31:08,714 - davarocr - INFO - Epoch [28][250/541] lr: 2.128e-05, eta: 1:55:23, time: 0.536, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5880 +2022-03-10 19:31:11,290 - davarocr - INFO - Epoch [28][255/541] lr: 2.128e-05, eta: 1:55:20, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6159 +2022-03-10 19:31:14,043 - davarocr - INFO - Epoch [28][260/541] lr: 2.128e-05, eta: 1:55:17, time: 0.550, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5834 +2022-03-10 19:31:16,621 - davarocr - INFO - Epoch [28][265/541] lr: 2.128e-05, eta: 1:55:14, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 1.3455 +2022-03-10 19:31:19,207 - davarocr - INFO - Epoch [28][270/541] lr: 2.128e-05, eta: 1:55:11, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.0202, loss: 0.0202, grad_norm: 16.6681 +2022-03-10 19:31:22,104 - davarocr - INFO - Epoch [28][275/541] lr: 2.128e-05, eta: 1:55:08, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0803, loss: 0.0803, grad_norm: 3.5093 +2022-03-10 19:31:24,963 - davarocr - INFO - Epoch [28][280/541] lr: 2.128e-05, eta: 1:55:06, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5129 +2022-03-10 19:31:27,815 - davarocr - INFO - Epoch [28][285/541] lr: 2.128e-05, eta: 1:55:03, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7120 +2022-03-10 19:31:30,566 - davarocr - INFO - Epoch [28][290/541] lr: 2.128e-05, eta: 1:55:00, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 6.1814 +2022-03-10 19:31:33,488 - davarocr - INFO - Epoch [28][295/541] lr: 2.128e-05, eta: 1:54:57, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4890 +2022-03-10 19:31:36,408 - davarocr - INFO - Epoch [28][300/541] lr: 2.128e-05, eta: 1:54:54, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 1.7152 +2022-03-10 19:31:39,328 - davarocr - INFO - Epoch [28][305/541] lr: 2.128e-05, eta: 1:54:52, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.9781 +2022-03-10 19:31:42,078 - davarocr - INFO - Epoch [28][310/541] lr: 2.128e-05, eta: 1:54:49, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6522 +2022-03-10 19:31:44,680 - davarocr - INFO - Epoch [28][315/541] lr: 2.128e-05, eta: 1:54:46, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.0126, loss: 0.0126, grad_norm: 2.0448 +2022-03-10 19:31:47,511 - davarocr - INFO - Epoch [28][320/541] lr: 2.128e-05, eta: 1:54:43, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7133 +2022-03-10 19:31:50,489 - davarocr - INFO - Epoch [28][325/541] lr: 2.128e-05, eta: 1:54:40, time: 0.597, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7091 +2022-03-10 19:31:53,471 - davarocr - INFO - Epoch [28][330/541] lr: 2.128e-05, eta: 1:54:37, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.0138, loss: 0.0138, grad_norm: 7.8374 +2022-03-10 19:31:56,404 - davarocr - INFO - Epoch [28][335/541] lr: 2.128e-05, eta: 1:54:35, time: 0.586, data_time: 0.005, memory: 5179, loss_crf: 0.0626, loss: 0.0626, grad_norm: 32.9264 +2022-03-10 19:31:59,322 - davarocr - INFO - Epoch [28][340/541] lr: 2.128e-05, eta: 1:54:32, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0386, loss: 0.0386, grad_norm: 18.1549 +2022-03-10 19:32:02,462 - davarocr - INFO - Epoch [28][345/541] lr: 2.128e-05, eta: 1:54:29, time: 0.627, data_time: 0.006, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 2.7385 +2022-03-10 19:32:05,180 - davarocr - INFO - Epoch [28][350/541] lr: 2.128e-05, eta: 1:54:26, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5905 +2022-03-10 19:32:08,082 - davarocr - INFO - Epoch [28][355/541] lr: 2.128e-05, eta: 1:54:23, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.0222, loss: 0.0222, grad_norm: 0.7542 +2022-03-10 19:32:11,077 - davarocr - INFO - Epoch [28][360/541] lr: 2.128e-05, eta: 1:54:21, time: 0.599, data_time: 0.007, memory: 5179, loss_crf: 0.0129, loss: 0.0129, grad_norm: 2.6998 +2022-03-10 19:32:13,949 - davarocr - INFO - Epoch [28][365/541] lr: 2.128e-05, eta: 1:54:18, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.6334 +2022-03-10 19:32:16,722 - davarocr - INFO - Epoch [28][370/541] lr: 2.128e-05, eta: 1:54:15, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5966 +2022-03-10 19:32:19,399 - davarocr - INFO - Epoch [28][375/541] lr: 2.128e-05, eta: 1:54:12, time: 0.536, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6609 +2022-03-10 19:32:22,286 - davarocr - INFO - Epoch [28][380/541] lr: 2.128e-05, eta: 1:54:09, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0267, loss: 0.0267, grad_norm: 19.7918 +2022-03-10 19:32:25,338 - davarocr - INFO - Epoch [28][385/541] lr: 2.128e-05, eta: 1:54:07, time: 0.610, data_time: 0.005, memory: 5179, loss_crf: 0.1030, loss: 0.1030, grad_norm: 11.6130 +2022-03-10 19:32:28,202 - davarocr - INFO - Epoch [28][390/541] lr: 2.128e-05, eta: 1:54:04, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 3.1305 +2022-03-10 19:32:31,123 - davarocr - INFO - Epoch [28][395/541] lr: 2.128e-05, eta: 1:54:01, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 2.0539 +2022-03-10 19:32:34,117 - davarocr - INFO - Epoch [28][400/541] lr: 2.128e-05, eta: 1:53:58, time: 0.598, data_time: 0.009, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6854 +2022-03-10 19:32:37,106 - davarocr - INFO - Epoch [28][405/541] lr: 2.128e-05, eta: 1:53:56, time: 0.599, data_time: 0.010, memory: 5179, loss_crf: 0.0487, loss: 0.0487, grad_norm: 6.0911 +2022-03-10 19:32:39,992 - davarocr - INFO - Epoch [28][410/541] lr: 2.128e-05, eta: 1:53:53, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6229 +2022-03-10 19:32:43,019 - davarocr - INFO - Epoch [28][415/541] lr: 2.128e-05, eta: 1:53:50, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.1656, loss: 0.1656, grad_norm: 26.2650 +2022-03-10 19:32:46,013 - davarocr - INFO - Epoch [28][420/541] lr: 2.128e-05, eta: 1:53:47, time: 0.599, data_time: 0.010, memory: 5179, loss_crf: 0.1012, loss: 0.1012, grad_norm: 11.1801 +2022-03-10 19:32:49,112 - davarocr - INFO - Epoch [28][425/541] lr: 2.128e-05, eta: 1:53:45, time: 0.620, data_time: 0.007, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 1.8280 +2022-03-10 19:32:52,307 - davarocr - INFO - Epoch [28][430/541] lr: 2.128e-05, eta: 1:53:42, time: 0.641, data_time: 0.009, memory: 5179, loss_crf: 0.0078, loss: 0.0078, grad_norm: 3.2730 +2022-03-10 19:32:55,203 - davarocr - INFO - Epoch [28][435/541] lr: 2.128e-05, eta: 1:53:39, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6330 +2022-03-10 19:32:58,187 - davarocr - INFO - Epoch [28][440/541] lr: 2.128e-05, eta: 1:53:37, time: 0.597, data_time: 0.007, memory: 5179, loss_crf: 0.0177, loss: 0.0177, grad_norm: 1.1597 +2022-03-10 19:33:01,463 - davarocr - INFO - Epoch [28][445/541] lr: 2.128e-05, eta: 1:53:34, time: 0.655, data_time: 0.007, memory: 5179, loss_crf: 0.0152, loss: 0.0152, grad_norm: 0.9895 +2022-03-10 19:33:04,546 - davarocr - INFO - Epoch [28][450/541] lr: 2.128e-05, eta: 1:53:32, time: 0.617, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.7627 +2022-03-10 19:33:07,521 - davarocr - INFO - Epoch [28][455/541] lr: 2.128e-05, eta: 1:53:29, time: 0.595, data_time: 0.007, memory: 5179, loss_crf: 0.0785, loss: 0.0785, grad_norm: 5.5694 +2022-03-10 19:33:10,334 - davarocr - INFO - Epoch [28][460/541] lr: 2.128e-05, eta: 1:53:26, time: 0.562, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5410 +2022-03-10 19:33:13,225 - davarocr - INFO - Epoch [28][465/541] lr: 2.128e-05, eta: 1:53:23, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5410 +2022-03-10 19:33:16,077 - davarocr - INFO - Epoch [28][470/541] lr: 2.128e-05, eta: 1:53:20, time: 0.571, data_time: 0.009, memory: 5179, loss_crf: 0.0120, loss: 0.0120, grad_norm: 9.0946 +2022-03-10 19:33:18,970 - davarocr - INFO - Epoch [28][475/541] lr: 2.128e-05, eta: 1:53:17, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4817 +2022-03-10 19:33:21,849 - davarocr - INFO - Epoch [28][480/541] lr: 2.128e-05, eta: 1:53:15, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8409 +2022-03-10 19:33:24,887 - davarocr - INFO - Epoch [28][485/541] lr: 2.128e-05, eta: 1:53:12, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0187, loss: 0.0187, grad_norm: 0.6543 +2022-03-10 19:33:27,725 - davarocr - INFO - Epoch [28][490/541] lr: 2.128e-05, eta: 1:53:09, time: 0.567, data_time: 0.006, memory: 5179, loss_crf: 0.0786, loss: 0.0786, grad_norm: 1.4018 +2022-03-10 19:33:30,630 - davarocr - INFO - Epoch [28][495/541] lr: 2.128e-05, eta: 1:53:06, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7714 +2022-03-10 19:33:33,625 - davarocr - INFO - Epoch [28][500/541] lr: 2.128e-05, eta: 1:53:04, time: 0.599, data_time: 0.006, memory: 5179, loss_crf: 0.0078, loss: 0.0078, grad_norm: 0.9058 +2022-03-10 19:33:36,611 - davarocr - INFO - Epoch [28][505/541] lr: 2.128e-05, eta: 1:53:01, time: 0.597, data_time: 0.005, memory: 5179, loss_crf: 0.0434, loss: 0.0434, grad_norm: 1.0662 +2022-03-10 19:33:39,591 - davarocr - INFO - Epoch [28][510/541] lr: 2.128e-05, eta: 1:52:58, time: 0.596, data_time: 0.005, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.8487 +2022-03-10 19:33:42,490 - davarocr - INFO - Epoch [28][515/541] lr: 2.128e-05, eta: 1:52:55, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8432 +2022-03-10 19:33:45,451 - davarocr - INFO - Epoch [28][520/541] lr: 2.128e-05, eta: 1:52:53, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.1165, loss: 0.1165, grad_norm: 12.4111 +2022-03-10 19:33:48,387 - davarocr - INFO - Epoch [28][525/541] lr: 2.128e-05, eta: 1:52:50, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5012 +2022-03-10 19:33:51,508 - davarocr - INFO - Epoch [28][530/541] lr: 2.128e-05, eta: 1:52:47, time: 0.624, data_time: 0.009, memory: 5179, loss_crf: 0.0156, loss: 0.0156, grad_norm: 0.7682 +2022-03-10 19:33:54,462 - davarocr - INFO - Epoch [28][535/541] lr: 2.128e-05, eta: 1:52:45, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0125, loss: 0.0125, grad_norm: 0.7340 +2022-03-10 19:33:57,320 - davarocr - INFO - Epoch [28][540/541] lr: 2.128e-05, eta: 1:52:42, time: 0.571, data_time: 0.005, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6005 +2022-03-10 19:34:34,885 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:34:34,886 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:34:34,887 - davarocr - INFO - Epoch(val) [28][541] LOC: {'precision': 0.9447513812154696, 'recall': 0.9226618705035972, 'f1-score': 0.9335759781619655}, PER: {'precision': 0.9450151057401812, 'recall': 0.9672232529375386, 'f1-score': 0.9559902200488997}, MISC: {'precision': 0.8223140495867769, 'recall': 0.8504273504273504, 'f1-score': 0.8361344537815125}, ORG: {'precision': 0.9041342121030557, 'recall': 0.9084888621312462, 'f1-score': 0.9063063063063064}, all: {'precision': 0.9172389505194577, 'recall': 0.9222733711048159, 'f1-score': 0.9197492716518055}, hmean: 0.9197 +2022-03-10 19:34:40,521 - davarocr - INFO - Epoch [29][5/541] lr: 2.083e-05, eta: 1:52:40, time: 1.126, data_time: 0.508, memory: 5179, loss_crf: 0.0075, loss: 0.0075, grad_norm: 0.6766 +2022-03-10 19:34:43,301 - davarocr - INFO - Epoch [29][10/541] lr: 2.083e-05, eta: 1:52:37, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0360, loss: 0.0360, grad_norm: 0.9857 +2022-03-10 19:34:45,934 - davarocr - INFO - Epoch [29][15/541] lr: 2.083e-05, eta: 1:52:34, time: 0.526, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6319 +2022-03-10 19:34:48,492 - davarocr - INFO - Epoch [29][20/541] lr: 2.083e-05, eta: 1:52:31, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6968 +2022-03-10 19:34:51,241 - davarocr - INFO - Epoch [29][25/541] lr: 2.083e-05, eta: 1:52:28, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7264 +2022-03-10 19:34:53,986 - davarocr - INFO - Epoch [29][30/541] lr: 2.083e-05, eta: 1:52:25, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6123 +2022-03-10 19:34:56,987 - davarocr - INFO - Epoch [29][35/541] lr: 2.083e-05, eta: 1:52:23, time: 0.598, data_time: 0.007, memory: 5179, loss_crf: 0.0689, loss: 0.0689, grad_norm: 4.7366 +2022-03-10 19:34:59,907 - davarocr - INFO - Epoch [29][40/541] lr: 2.083e-05, eta: 1:52:20, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0372, loss: 0.0372, grad_norm: 11.2315 +2022-03-10 19:35:02,989 - davarocr - INFO - Epoch [29][45/541] lr: 2.083e-05, eta: 1:52:17, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 0.1102, loss: 0.1102, grad_norm: 28.2867 +2022-03-10 19:35:06,256 - davarocr - INFO - Epoch [29][50/541] lr: 2.083e-05, eta: 1:52:15, time: 0.652, data_time: 0.007, memory: 5179, loss_crf: 0.0428, loss: 0.0428, grad_norm: 8.1754 +2022-03-10 19:35:09,244 - davarocr - INFO - Epoch [29][55/541] lr: 2.083e-05, eta: 1:52:12, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6024 +2022-03-10 19:35:12,168 - davarocr - INFO - Epoch [29][60/541] lr: 2.083e-05, eta: 1:52:09, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.1554, loss: 0.1554, grad_norm: 22.5724 +2022-03-10 19:35:15,214 - davarocr - INFO - Epoch [29][65/541] lr: 2.083e-05, eta: 1:52:06, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 3.2581 +2022-03-10 19:35:18,260 - davarocr - INFO - Epoch [29][70/541] lr: 2.083e-05, eta: 1:52:04, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0459, loss: 0.0459, grad_norm: 1.0866 +2022-03-10 19:35:21,132 - davarocr - INFO - Epoch [29][75/541] lr: 2.083e-05, eta: 1:52:01, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7817 +2022-03-10 19:35:24,183 - davarocr - INFO - Epoch [29][80/541] lr: 2.083e-05, eta: 1:51:58, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0069, loss: 0.0069, grad_norm: 0.9463 +2022-03-10 19:35:27,040 - davarocr - INFO - Epoch [29][85/541] lr: 2.083e-05, eta: 1:51:55, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0134, loss: 0.0134, grad_norm: 5.8499 +2022-03-10 19:35:29,843 - davarocr - INFO - Epoch [29][90/541] lr: 2.083e-05, eta: 1:51:53, time: 0.561, data_time: 0.006, memory: 5179, loss_crf: 0.0091, loss: 0.0091, grad_norm: 0.5859 +2022-03-10 19:35:32,688 - davarocr - INFO - Epoch [29][95/541] lr: 2.083e-05, eta: 1:51:50, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0189, loss: 0.0189, grad_norm: 13.0888 +2022-03-10 19:35:35,559 - davarocr - INFO - Epoch [29][100/541] lr: 2.083e-05, eta: 1:51:47, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6412 +2022-03-10 19:35:38,588 - davarocr - INFO - Epoch [29][105/541] lr: 2.083e-05, eta: 1:51:44, time: 0.606, data_time: 0.005, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.3361 +2022-03-10 19:35:41,466 - davarocr - INFO - Epoch [29][110/541] lr: 2.083e-05, eta: 1:51:41, time: 0.576, data_time: 0.005, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.7286 +2022-03-10 19:35:44,435 - davarocr - INFO - Epoch [29][115/541] lr: 2.083e-05, eta: 1:51:39, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.0289, loss: 0.0289, grad_norm: 1.9101 +2022-03-10 19:35:47,419 - davarocr - INFO - Epoch [29][120/541] lr: 2.083e-05, eta: 1:51:36, time: 0.597, data_time: 0.008, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.7793 +2022-03-10 19:35:50,289 - davarocr - INFO - Epoch [29][125/541] lr: 2.083e-05, eta: 1:51:33, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0181, loss: 0.0181, grad_norm: 4.0383 +2022-03-10 19:35:53,175 - davarocr - INFO - Epoch [29][130/541] lr: 2.083e-05, eta: 1:51:30, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.1631, loss: 0.1631, grad_norm: 21.7990 +2022-03-10 19:35:55,921 - davarocr - INFO - Epoch [29][135/541] lr: 2.083e-05, eta: 1:51:27, time: 0.550, data_time: 0.008, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 2.1396 +2022-03-10 19:35:58,797 - davarocr - INFO - Epoch [29][140/541] lr: 2.083e-05, eta: 1:51:25, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.5997 +2022-03-10 19:36:01,645 - davarocr - INFO - Epoch [29][145/541] lr: 2.083e-05, eta: 1:51:22, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.1146, loss: 0.1146, grad_norm: 14.6880 +2022-03-10 19:36:04,567 - davarocr - INFO - Epoch [29][150/541] lr: 2.083e-05, eta: 1:51:19, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0094, loss: 0.0094, grad_norm: 9.9641 +2022-03-10 19:36:07,708 - davarocr - INFO - Epoch [29][155/541] lr: 2.083e-05, eta: 1:51:16, time: 0.626, data_time: 0.010, memory: 5179, loss_crf: 0.0109, loss: 0.0109, grad_norm: 3.8212 +2022-03-10 19:36:10,628 - davarocr - INFO - Epoch [29][160/541] lr: 2.083e-05, eta: 1:51:13, time: 0.583, data_time: 0.010, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.6732 +2022-03-10 19:36:13,683 - davarocr - INFO - Epoch [29][165/541] lr: 2.083e-05, eta: 1:51:11, time: 0.615, data_time: 0.010, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7142 +2022-03-10 19:36:16,590 - davarocr - INFO - Epoch [29][170/541] lr: 2.083e-05, eta: 1:51:08, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8283 +2022-03-10 19:36:19,427 - davarocr - INFO - Epoch [29][175/541] lr: 2.083e-05, eta: 1:51:05, time: 0.567, data_time: 0.009, memory: 5179, loss_crf: 0.0153, loss: 0.0153, grad_norm: 2.6215 +2022-03-10 19:36:22,266 - davarocr - INFO - Epoch [29][180/541] lr: 2.083e-05, eta: 1:51:02, time: 0.566, data_time: 0.010, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7042 +2022-03-10 19:36:25,162 - davarocr - INFO - Epoch [29][185/541] lr: 2.083e-05, eta: 1:51:00, time: 0.582, data_time: 0.011, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7050 +2022-03-10 19:36:27,729 - davarocr - INFO - Epoch [29][190/541] lr: 2.083e-05, eta: 1:50:56, time: 0.514, data_time: 0.010, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.8189 +2022-03-10 19:36:30,311 - davarocr - INFO - Epoch [29][195/541] lr: 2.083e-05, eta: 1:50:53, time: 0.517, data_time: 0.009, memory: 5179, loss_crf: 0.0524, loss: 0.0524, grad_norm: 14.6993 +2022-03-10 19:36:32,875 - davarocr - INFO - Epoch [29][200/541] lr: 2.083e-05, eta: 1:50:50, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4960 +2022-03-10 19:36:35,621 - davarocr - INFO - Epoch [29][205/541] lr: 2.083e-05, eta: 1:50:47, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0920, loss: 0.0920, grad_norm: 16.2193 +2022-03-10 19:36:38,215 - davarocr - INFO - Epoch [29][210/541] lr: 2.083e-05, eta: 1:50:44, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0847, loss: 0.0847, grad_norm: 5.0748 +2022-03-10 19:36:40,791 - davarocr - INFO - Epoch [29][215/541] lr: 2.083e-05, eta: 1:50:41, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0108, loss: 0.0108, grad_norm: 0.6721 +2022-03-10 19:36:43,386 - davarocr - INFO - Epoch [29][220/541] lr: 2.083e-05, eta: 1:50:38, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0068, loss: 0.0068, grad_norm: 5.1944 +2022-03-10 19:36:46,110 - davarocr - INFO - Epoch [29][225/541] lr: 2.083e-05, eta: 1:50:35, time: 0.545, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5122 +2022-03-10 19:36:48,656 - davarocr - INFO - Epoch [29][230/541] lr: 2.083e-05, eta: 1:50:32, time: 0.509, data_time: 0.008, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5177 +2022-03-10 19:36:51,236 - davarocr - INFO - Epoch [29][235/541] lr: 2.083e-05, eta: 1:50:29, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6504 +2022-03-10 19:36:53,855 - davarocr - INFO - Epoch [29][240/541] lr: 2.083e-05, eta: 1:50:26, time: 0.524, data_time: 0.009, memory: 5179, loss_crf: 0.0286, loss: 0.0286, grad_norm: 12.7398 +2022-03-10 19:36:56,471 - davarocr - INFO - Epoch [29][245/541] lr: 2.083e-05, eta: 1:50:23, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 0.0121, loss: 0.0121, grad_norm: 5.2750 +2022-03-10 19:36:59,386 - davarocr - INFO - Epoch [29][250/541] lr: 2.083e-05, eta: 1:50:21, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.6788 +2022-03-10 19:37:02,397 - davarocr - INFO - Epoch [29][255/541] lr: 2.083e-05, eta: 1:50:18, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6021 +2022-03-10 19:37:05,583 - davarocr - INFO - Epoch [29][260/541] lr: 2.083e-05, eta: 1:50:15, time: 0.637, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6798 +2022-03-10 19:37:08,600 - davarocr - INFO - Epoch [29][265/541] lr: 2.083e-05, eta: 1:50:13, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5798 +2022-03-10 19:37:11,691 - davarocr - INFO - Epoch [29][270/541] lr: 2.083e-05, eta: 1:50:10, time: 0.618, data_time: 0.009, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7561 +2022-03-10 19:37:14,554 - davarocr - INFO - Epoch [29][275/541] lr: 2.083e-05, eta: 1:50:07, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5759 +2022-03-10 19:37:17,341 - davarocr - INFO - Epoch [29][280/541] lr: 2.083e-05, eta: 1:50:04, time: 0.558, data_time: 0.006, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 3.3231 +2022-03-10 19:37:20,248 - davarocr - INFO - Epoch [29][285/541] lr: 2.083e-05, eta: 1:50:01, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 7.2012 +2022-03-10 19:37:23,165 - davarocr - INFO - Epoch [29][290/541] lr: 2.083e-05, eta: 1:49:59, time: 0.583, data_time: 0.005, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.9515 +2022-03-10 19:37:26,038 - davarocr - INFO - Epoch [29][295/541] lr: 2.083e-05, eta: 1:49:56, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0466, loss: 0.0466, grad_norm: 3.2079 +2022-03-10 19:37:28,919 - davarocr - INFO - Epoch [29][300/541] lr: 2.083e-05, eta: 1:49:53, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0713, loss: 0.0713, grad_norm: 2.0490 +2022-03-10 19:37:31,804 - davarocr - INFO - Epoch [29][305/541] lr: 2.083e-05, eta: 1:49:50, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.8342 +2022-03-10 19:37:34,837 - davarocr - INFO - Epoch [29][310/541] lr: 2.083e-05, eta: 1:49:47, time: 0.607, data_time: 0.010, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 2.8754 +2022-03-10 19:37:37,735 - davarocr - INFO - Epoch [29][315/541] lr: 2.083e-05, eta: 1:49:45, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0590, loss: 0.0590, grad_norm: 1.8153 +2022-03-10 19:37:40,610 - davarocr - INFO - Epoch [29][320/541] lr: 2.083e-05, eta: 1:49:42, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0072, loss: 0.0072, grad_norm: 4.6661 +2022-03-10 19:37:43,477 - davarocr - INFO - Epoch [29][325/541] lr: 2.083e-05, eta: 1:49:39, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 0.8502 +2022-03-10 19:37:46,350 - davarocr - INFO - Epoch [29][330/541] lr: 2.083e-05, eta: 1:49:36, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0133, loss: 0.0133, grad_norm: 1.0047 +2022-03-10 19:37:49,243 - davarocr - INFO - Epoch [29][335/541] lr: 2.083e-05, eta: 1:49:33, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0465, loss: 0.0465, grad_norm: 8.3701 +2022-03-10 19:37:52,130 - davarocr - INFO - Epoch [29][340/541] lr: 2.083e-05, eta: 1:49:31, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5407 +2022-03-10 19:37:55,021 - davarocr - INFO - Epoch [29][345/541] lr: 2.083e-05, eta: 1:49:28, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0505, loss: 0.0505, grad_norm: 15.0323 +2022-03-10 19:37:57,882 - davarocr - INFO - Epoch [29][350/541] lr: 2.083e-05, eta: 1:49:25, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5338 +2022-03-10 19:38:00,670 - davarocr - INFO - Epoch [29][355/541] lr: 2.083e-05, eta: 1:49:22, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5182 +2022-03-10 19:38:03,684 - davarocr - INFO - Epoch [29][360/541] lr: 2.083e-05, eta: 1:49:19, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0071, loss: 0.0071, grad_norm: 0.8091 +2022-03-10 19:38:06,873 - davarocr - INFO - Epoch [29][365/541] lr: 2.083e-05, eta: 1:49:17, time: 0.638, data_time: 0.008, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.1505 +2022-03-10 19:38:09,972 - davarocr - INFO - Epoch [29][370/541] lr: 2.083e-05, eta: 1:49:14, time: 0.620, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.3007 +2022-03-10 19:38:12,826 - davarocr - INFO - Epoch [29][375/541] lr: 2.083e-05, eta: 1:49:11, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.8723 +2022-03-10 19:38:15,588 - davarocr - INFO - Epoch [29][380/541] lr: 2.083e-05, eta: 1:49:08, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.4465 +2022-03-10 19:38:18,574 - davarocr - INFO - Epoch [29][385/541] lr: 2.083e-05, eta: 1:49:06, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8721 +2022-03-10 19:38:21,436 - davarocr - INFO - Epoch [29][390/541] lr: 2.083e-05, eta: 1:49:03, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.8262 +2022-03-10 19:38:24,215 - davarocr - INFO - Epoch [29][395/541] lr: 2.083e-05, eta: 1:49:00, time: 0.557, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8318 +2022-03-10 19:38:27,009 - davarocr - INFO - Epoch [29][400/541] lr: 2.083e-05, eta: 1:48:57, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.9712 +2022-03-10 19:38:29,880 - davarocr - INFO - Epoch [29][405/541] lr: 2.083e-05, eta: 1:48:54, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0558, loss: 0.0558, grad_norm: 35.0816 +2022-03-10 19:38:32,911 - davarocr - INFO - Epoch [29][410/541] lr: 2.083e-05, eta: 1:48:52, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 2.9078 +2022-03-10 19:38:35,801 - davarocr - INFO - Epoch [29][415/541] lr: 2.083e-05, eta: 1:48:49, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5217 +2022-03-10 19:38:38,615 - davarocr - INFO - Epoch [29][420/541] lr: 2.083e-05, eta: 1:48:46, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5205 +2022-03-10 19:38:41,388 - davarocr - INFO - Epoch [29][425/541] lr: 2.083e-05, eta: 1:48:43, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.5788 +2022-03-10 19:38:44,266 - davarocr - INFO - Epoch [29][430/541] lr: 2.083e-05, eta: 1:48:40, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7348 +2022-03-10 19:38:47,121 - davarocr - INFO - Epoch [29][435/541] lr: 2.083e-05, eta: 1:48:37, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.0434, loss: 0.0434, grad_norm: 21.4352 +2022-03-10 19:38:50,011 - davarocr - INFO - Epoch [29][440/541] lr: 2.083e-05, eta: 1:48:35, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.9854 +2022-03-10 19:38:52,559 - davarocr - INFO - Epoch [29][445/541] lr: 2.083e-05, eta: 1:48:31, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 2.1086 +2022-03-10 19:38:55,224 - davarocr - INFO - Epoch [29][450/541] lr: 2.083e-05, eta: 1:48:28, time: 0.532, data_time: 0.006, memory: 5179, loss_crf: 0.0536, loss: 0.0536, grad_norm: 43.0060 +2022-03-10 19:38:58,113 - davarocr - INFO - Epoch [29][455/541] lr: 2.083e-05, eta: 1:48:26, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0770, loss: 0.0770, grad_norm: 11.7526 +2022-03-10 19:39:01,082 - davarocr - INFO - Epoch [29][460/541] lr: 2.083e-05, eta: 1:48:23, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0319, loss: 0.0319, grad_norm: 1.1730 +2022-03-10 19:39:03,975 - davarocr - INFO - Epoch [29][465/541] lr: 2.083e-05, eta: 1:48:20, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7156 +2022-03-10 19:39:07,204 - davarocr - INFO - Epoch [29][470/541] lr: 2.083e-05, eta: 1:48:18, time: 0.646, data_time: 0.009, memory: 5179, loss_crf: 0.2661, loss: 0.2661, grad_norm: 2.4927 +2022-03-10 19:39:09,828 - davarocr - INFO - Epoch [29][475/541] lr: 2.083e-05, eta: 1:48:15, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.6790 +2022-03-10 19:39:12,742 - davarocr - INFO - Epoch [29][480/541] lr: 2.083e-05, eta: 1:48:12, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0851, loss: 0.0851, grad_norm: 27.1488 +2022-03-10 19:39:15,753 - davarocr - INFO - Epoch [29][485/541] lr: 2.083e-05, eta: 1:48:09, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 0.7265 +2022-03-10 19:39:18,685 - davarocr - INFO - Epoch [29][490/541] lr: 2.083e-05, eta: 1:48:06, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 2.1738 +2022-03-10 19:39:21,639 - davarocr - INFO - Epoch [29][495/541] lr: 2.083e-05, eta: 1:48:04, time: 0.591, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6162 +2022-03-10 19:39:24,502 - davarocr - INFO - Epoch [29][500/541] lr: 2.083e-05, eta: 1:48:01, time: 0.572, data_time: 0.009, memory: 5179, loss_crf: 0.1309, loss: 0.1309, grad_norm: 58.7368 +2022-03-10 19:39:27,136 - davarocr - INFO - Epoch [29][505/541] lr: 2.083e-05, eta: 1:47:58, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0070, loss: 0.0070, grad_norm: 0.7139 +2022-03-10 19:39:29,888 - davarocr - INFO - Epoch [29][510/541] lr: 2.083e-05, eta: 1:47:55, time: 0.550, data_time: 0.008, memory: 5179, loss_crf: 0.0796, loss: 0.0796, grad_norm: 3.4049 +2022-03-10 19:39:32,794 - davarocr - INFO - Epoch [29][515/541] lr: 2.083e-05, eta: 1:47:52, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.3146, loss: 0.3146, grad_norm: 19.4438 +2022-03-10 19:39:35,593 - davarocr - INFO - Epoch [29][520/541] lr: 2.083e-05, eta: 1:47:49, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8074 +2022-03-10 19:39:38,290 - davarocr - INFO - Epoch [29][525/541] lr: 2.083e-05, eta: 1:47:46, time: 0.539, data_time: 0.010, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.8283 +2022-03-10 19:39:41,189 - davarocr - INFO - Epoch [29][530/541] lr: 2.083e-05, eta: 1:47:43, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.7672 +2022-03-10 19:39:44,160 - davarocr - INFO - Epoch [29][535/541] lr: 2.083e-05, eta: 1:47:41, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.7186 +2022-03-10 19:39:46,995 - davarocr - INFO - Epoch [29][540/541] lr: 2.083e-05, eta: 1:47:38, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.9305 +2022-03-10 19:40:24,227 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:40:24,228 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:40:24,228 - davarocr - INFO - Epoch(val) [29][541] LOC: {'precision': 0.9356584485868912, 'recall': 0.9328537170263789, 'f1-score': 0.9342539777844491}, PER: {'precision': 0.9629164047768699, 'recall': 0.9474335188620903, 'f1-score': 0.9551122194513717}, MISC: {'precision': 0.8462664714494875, 'recall': 0.8233618233618234, 'f1-score': 0.8346570397111914}, ORG: {'precision': 0.8884955752212389, 'recall': 0.9066827212522577, 'f1-score': 0.897497020262217}, all: {'precision': 0.9183238636363636, 'recall': 0.9157223796033994, 'f1-score': 0.9170212765957447}, hmean: 0.9170 +2022-03-10 19:40:29,774 - davarocr - INFO - Epoch [30][5/541] lr: 2.041e-05, eta: 1:47:36, time: 1.107, data_time: 0.496, memory: 5179, loss_crf: 0.0457, loss: 0.0457, grad_norm: 32.7035 +2022-03-10 19:40:32,699 - davarocr - INFO - Epoch [30][10/541] lr: 2.041e-05, eta: 1:47:33, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0974, loss: 0.0974, grad_norm: 38.9918 +2022-03-10 19:40:35,660 - davarocr - INFO - Epoch [30][15/541] lr: 2.041e-05, eta: 1:47:30, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5253 +2022-03-10 19:40:38,385 - davarocr - INFO - Epoch [30][20/541] lr: 2.041e-05, eta: 1:47:27, time: 0.545, data_time: 0.006, memory: 5179, loss_crf: 0.0433, loss: 0.0433, grad_norm: 12.2845 +2022-03-10 19:40:41,126 - davarocr - INFO - Epoch [30][25/541] lr: 2.041e-05, eta: 1:47:25, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7545 +2022-03-10 19:40:43,724 - davarocr - INFO - Epoch [30][30/541] lr: 2.041e-05, eta: 1:47:21, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7443 +2022-03-10 19:40:46,309 - davarocr - INFO - Epoch [30][35/541] lr: 2.041e-05, eta: 1:47:18, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 3.7210 +2022-03-10 19:40:49,022 - davarocr - INFO - Epoch [30][40/541] lr: 2.041e-05, eta: 1:47:16, time: 0.543, data_time: 0.005, memory: 5179, loss_crf: 0.1212, loss: 0.1212, grad_norm: 23.3831 +2022-03-10 19:40:51,908 - davarocr - INFO - Epoch [30][45/541] lr: 2.041e-05, eta: 1:47:13, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0102, loss: 0.0102, grad_norm: 0.9769 +2022-03-10 19:40:54,793 - davarocr - INFO - Epoch [30][50/541] lr: 2.041e-05, eta: 1:47:10, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6093 +2022-03-10 19:40:57,715 - davarocr - INFO - Epoch [30][55/541] lr: 2.041e-05, eta: 1:47:07, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6102 +2022-03-10 19:41:00,635 - davarocr - INFO - Epoch [30][60/541] lr: 2.041e-05, eta: 1:47:04, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.4061 +2022-03-10 19:41:03,732 - davarocr - INFO - Epoch [30][65/541] lr: 2.041e-05, eta: 1:47:02, time: 0.619, data_time: 0.007, memory: 5179, loss_crf: 0.0296, loss: 0.0296, grad_norm: 1.9091 +2022-03-10 19:41:06,574 - davarocr - INFO - Epoch [30][70/541] lr: 2.041e-05, eta: 1:46:59, time: 0.568, data_time: 0.008, memory: 5179, loss_crf: 0.0352, loss: 0.0352, grad_norm: 1.5829 +2022-03-10 19:41:09,179 - davarocr - INFO - Epoch [30][75/541] lr: 2.041e-05, eta: 1:46:56, time: 0.521, data_time: 0.006, memory: 5179, loss_crf: 0.0126, loss: 0.0126, grad_norm: 9.0438 +2022-03-10 19:41:11,929 - davarocr - INFO - Epoch [30][80/541] lr: 2.041e-05, eta: 1:46:53, time: 0.550, data_time: 0.006, memory: 5179, loss_crf: 0.3268, loss: 0.3268, grad_norm: 24.0852 +2022-03-10 19:41:14,668 - davarocr - INFO - Epoch [30][85/541] lr: 2.041e-05, eta: 1:46:50, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.7733 +2022-03-10 19:41:17,557 - davarocr - INFO - Epoch [30][90/541] lr: 2.041e-05, eta: 1:46:47, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6604 +2022-03-10 19:41:20,556 - davarocr - INFO - Epoch [30][95/541] lr: 2.041e-05, eta: 1:46:44, time: 0.599, data_time: 0.008, memory: 5179, loss_crf: 0.1106, loss: 0.1106, grad_norm: 26.8024 +2022-03-10 19:41:23,489 - davarocr - INFO - Epoch [30][100/541] lr: 2.041e-05, eta: 1:46:42, time: 0.588, data_time: 0.008, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 2.4288 +2022-03-10 19:41:26,417 - davarocr - INFO - Epoch [30][105/541] lr: 2.041e-05, eta: 1:46:39, time: 0.586, data_time: 0.009, memory: 5179, loss_crf: 0.0070, loss: 0.0070, grad_norm: 3.1145 +2022-03-10 19:41:29,478 - davarocr - INFO - Epoch [30][110/541] lr: 2.041e-05, eta: 1:46:36, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.7739 +2022-03-10 19:41:32,380 - davarocr - INFO - Epoch [30][115/541] lr: 2.041e-05, eta: 1:46:33, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.7512 +2022-03-10 19:41:35,297 - davarocr - INFO - Epoch [30][120/541] lr: 2.041e-05, eta: 1:46:31, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0438, loss: 0.0438, grad_norm: 10.7416 +2022-03-10 19:41:38,273 - davarocr - INFO - Epoch [30][125/541] lr: 2.041e-05, eta: 1:46:28, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.0514, loss: 0.0514, grad_norm: 5.7035 +2022-03-10 19:41:41,246 - davarocr - INFO - Epoch [30][130/541] lr: 2.041e-05, eta: 1:46:25, time: 0.595, data_time: 0.007, memory: 5179, loss_crf: 0.0403, loss: 0.0403, grad_norm: 1.5101 +2022-03-10 19:41:44,029 - davarocr - INFO - Epoch [30][135/541] lr: 2.041e-05, eta: 1:46:22, time: 0.556, data_time: 0.004, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 2.1824 +2022-03-10 19:41:46,922 - davarocr - INFO - Epoch [30][140/541] lr: 2.041e-05, eta: 1:46:19, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0671, loss: 0.0671, grad_norm: 27.3469 +2022-03-10 19:41:49,810 - davarocr - INFO - Epoch [30][145/541] lr: 2.041e-05, eta: 1:46:17, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4676 +2022-03-10 19:41:52,688 - davarocr - INFO - Epoch [30][150/541] lr: 2.041e-05, eta: 1:46:14, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0069, loss: 0.0069, grad_norm: 5.1057 +2022-03-10 19:41:55,568 - davarocr - INFO - Epoch [30][155/541] lr: 2.041e-05, eta: 1:46:11, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5655 +2022-03-10 19:41:58,477 - davarocr - INFO - Epoch [30][160/541] lr: 2.041e-05, eta: 1:46:08, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0142, loss: 0.0142, grad_norm: 5.3298 +2022-03-10 19:42:01,223 - davarocr - INFO - Epoch [30][165/541] lr: 2.041e-05, eta: 1:46:05, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5613 +2022-03-10 19:42:03,844 - davarocr - INFO - Epoch [30][170/541] lr: 2.041e-05, eta: 1:46:02, time: 0.524, data_time: 0.007, memory: 5179, loss_crf: 0.0260, loss: 0.0260, grad_norm: 14.1797 +2022-03-10 19:42:06,611 - davarocr - INFO - Epoch [30][175/541] lr: 2.041e-05, eta: 1:45:59, time: 0.553, data_time: 0.008, memory: 5179, loss_crf: 0.0134, loss: 0.0134, grad_norm: 6.7168 +2022-03-10 19:42:09,284 - davarocr - INFO - Epoch [30][180/541] lr: 2.041e-05, eta: 1:45:56, time: 0.534, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.6925 +2022-03-10 19:42:12,370 - davarocr - INFO - Epoch [30][185/541] lr: 2.041e-05, eta: 1:45:54, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0171, loss: 0.0171, grad_norm: 7.5662 +2022-03-10 19:42:15,401 - davarocr - INFO - Epoch [30][190/541] lr: 2.041e-05, eta: 1:45:51, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0167, loss: 0.0167, grad_norm: 2.1551 +2022-03-10 19:42:18,427 - davarocr - INFO - Epoch [30][195/541] lr: 2.041e-05, eta: 1:45:48, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0625, loss: 0.0625, grad_norm: 54.9136 +2022-03-10 19:42:21,261 - davarocr - INFO - Epoch [30][200/541] lr: 2.041e-05, eta: 1:45:45, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5108 +2022-03-10 19:42:24,084 - davarocr - INFO - Epoch [30][205/541] lr: 2.041e-05, eta: 1:45:43, time: 0.564, data_time: 0.005, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.5964 +2022-03-10 19:42:26,908 - davarocr - INFO - Epoch [30][210/541] lr: 2.041e-05, eta: 1:45:40, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 3.8227 +2022-03-10 19:42:29,785 - davarocr - INFO - Epoch [30][215/541] lr: 2.041e-05, eta: 1:45:37, time: 0.574, data_time: 0.005, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.6304 +2022-03-10 19:42:32,686 - davarocr - INFO - Epoch [30][220/541] lr: 2.041e-05, eta: 1:45:34, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.1297, loss: 0.1297, grad_norm: 23.6505 +2022-03-10 19:42:35,579 - davarocr - INFO - Epoch [30][225/541] lr: 2.041e-05, eta: 1:45:31, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0803, loss: 0.0803, grad_norm: 3.2831 +2022-03-10 19:42:38,624 - davarocr - INFO - Epoch [30][230/541] lr: 2.041e-05, eta: 1:45:29, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6602 +2022-03-10 19:42:41,377 - davarocr - INFO - Epoch [30][235/541] lr: 2.041e-05, eta: 1:45:26, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0485, loss: 0.0485, grad_norm: 10.4534 +2022-03-10 19:42:44,167 - davarocr - INFO - Epoch [30][240/541] lr: 2.041e-05, eta: 1:45:23, time: 0.558, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5330 +2022-03-10 19:42:47,062 - davarocr - INFO - Epoch [30][245/541] lr: 2.041e-05, eta: 1:45:20, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0553, loss: 0.0553, grad_norm: 12.5377 +2022-03-10 19:42:49,957 - davarocr - INFO - Epoch [30][250/541] lr: 2.041e-05, eta: 1:45:17, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5735 +2022-03-10 19:42:52,826 - davarocr - INFO - Epoch [30][255/541] lr: 2.041e-05, eta: 1:45:14, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0237, loss: 0.0237, grad_norm: 10.4974 +2022-03-10 19:42:55,728 - davarocr - INFO - Epoch [30][260/541] lr: 2.041e-05, eta: 1:45:12, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.7917 +2022-03-10 19:42:58,604 - davarocr - INFO - Epoch [30][265/541] lr: 2.041e-05, eta: 1:45:09, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5910 +2022-03-10 19:43:01,296 - davarocr - INFO - Epoch [30][270/541] lr: 2.041e-05, eta: 1:45:06, time: 0.538, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5322 +2022-03-10 19:43:04,297 - davarocr - INFO - Epoch [30][275/541] lr: 2.041e-05, eta: 1:45:03, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 1.2140 +2022-03-10 19:43:07,198 - davarocr - INFO - Epoch [30][280/541] lr: 2.041e-05, eta: 1:45:00, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.8205 +2022-03-10 19:43:10,226 - davarocr - INFO - Epoch [30][285/541] lr: 2.041e-05, eta: 1:44:58, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7024 +2022-03-10 19:43:13,255 - davarocr - INFO - Epoch [30][290/541] lr: 2.041e-05, eta: 1:44:55, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0106, loss: 0.0106, grad_norm: 1.7044 +2022-03-10 19:43:16,122 - davarocr - INFO - Epoch [30][295/541] lr: 2.041e-05, eta: 1:44:52, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 1.1072 +2022-03-10 19:43:19,137 - davarocr - INFO - Epoch [30][300/541] lr: 2.041e-05, eta: 1:44:49, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0579, loss: 0.0579, grad_norm: 24.9107 +2022-03-10 19:43:21,728 - davarocr - INFO - Epoch [30][305/541] lr: 2.041e-05, eta: 1:44:46, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5212 +2022-03-10 19:43:24,306 - davarocr - INFO - Epoch [30][310/541] lr: 2.041e-05, eta: 1:44:43, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5177 +2022-03-10 19:43:27,244 - davarocr - INFO - Epoch [30][315/541] lr: 2.041e-05, eta: 1:44:40, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.2100, loss: 0.2100, grad_norm: 47.8806 +2022-03-10 19:43:30,079 - davarocr - INFO - Epoch [30][320/541] lr: 2.041e-05, eta: 1:44:38, time: 0.569, data_time: 0.009, memory: 5179, loss_crf: 0.0163, loss: 0.0163, grad_norm: 1.0715 +2022-03-10 19:43:32,836 - davarocr - INFO - Epoch [30][325/541] lr: 2.041e-05, eta: 1:44:35, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6640 +2022-03-10 19:43:35,393 - davarocr - INFO - Epoch [30][330/541] lr: 2.041e-05, eta: 1:44:32, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0441, loss: 0.0441, grad_norm: 1.0994 +2022-03-10 19:43:38,289 - davarocr - INFO - Epoch [30][335/541] lr: 2.041e-05, eta: 1:44:29, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8942 +2022-03-10 19:43:41,168 - davarocr - INFO - Epoch [30][340/541] lr: 2.041e-05, eta: 1:44:26, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 2.7670 +2022-03-10 19:43:43,751 - davarocr - INFO - Epoch [30][345/541] lr: 2.041e-05, eta: 1:44:23, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.9773 +2022-03-10 19:43:46,336 - davarocr - INFO - Epoch [30][350/541] lr: 2.041e-05, eta: 1:44:20, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7419 +2022-03-10 19:43:49,033 - davarocr - INFO - Epoch [30][355/541] lr: 2.041e-05, eta: 1:44:17, time: 0.538, data_time: 0.006, memory: 5179, loss_crf: 0.0468, loss: 0.0468, grad_norm: 4.9935 +2022-03-10 19:43:51,908 - davarocr - INFO - Epoch [30][360/541] lr: 2.041e-05, eta: 1:44:14, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.4281 +2022-03-10 19:43:54,936 - davarocr - INFO - Epoch [30][365/541] lr: 2.041e-05, eta: 1:44:12, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8657 +2022-03-10 19:43:57,803 - davarocr - INFO - Epoch [30][370/541] lr: 2.041e-05, eta: 1:44:09, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7555 +2022-03-10 19:44:00,810 - davarocr - INFO - Epoch [30][375/541] lr: 2.041e-05, eta: 1:44:06, time: 0.599, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 2.2118 +2022-03-10 19:44:03,688 - davarocr - INFO - Epoch [30][380/541] lr: 2.041e-05, eta: 1:44:03, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 1.7306 +2022-03-10 19:44:06,563 - davarocr - INFO - Epoch [30][385/541] lr: 2.041e-05, eta: 1:44:00, time: 0.575, data_time: 0.009, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 2.2244 +2022-03-10 19:44:09,764 - davarocr - INFO - Epoch [30][390/541] lr: 2.041e-05, eta: 1:43:58, time: 0.640, data_time: 0.009, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6831 +2022-03-10 19:44:12,515 - davarocr - INFO - Epoch [30][395/541] lr: 2.041e-05, eta: 1:43:55, time: 0.550, data_time: 0.009, memory: 5179, loss_crf: 0.0090, loss: 0.0090, grad_norm: 7.6978 +2022-03-10 19:44:15,422 - davarocr - INFO - Epoch [30][400/541] lr: 2.041e-05, eta: 1:43:52, time: 0.585, data_time: 0.011, memory: 5179, loss_crf: 0.0987, loss: 0.0987, grad_norm: 4.4402 +2022-03-10 19:44:18,452 - davarocr - INFO - Epoch [30][405/541] lr: 2.041e-05, eta: 1:43:49, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5789 +2022-03-10 19:44:21,355 - davarocr - INFO - Epoch [30][410/541] lr: 2.041e-05, eta: 1:43:47, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.1638, loss: 0.1638, grad_norm: 28.6770 +2022-03-10 19:44:24,388 - davarocr - INFO - Epoch [30][415/541] lr: 2.041e-05, eta: 1:43:44, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.0201 +2022-03-10 19:44:27,276 - davarocr - INFO - Epoch [30][420/541] lr: 2.041e-05, eta: 1:43:41, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 4.5773 +2022-03-10 19:44:30,166 - davarocr - INFO - Epoch [30][425/541] lr: 2.041e-05, eta: 1:43:38, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0260, loss: 0.0260, grad_norm: 18.5062 +2022-03-10 19:44:33,081 - davarocr - INFO - Epoch [30][430/541] lr: 2.041e-05, eta: 1:43:35, time: 0.582, data_time: 0.005, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 1.3321 +2022-03-10 19:44:36,131 - davarocr - INFO - Epoch [30][435/541] lr: 2.041e-05, eta: 1:43:33, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6109 +2022-03-10 19:44:39,033 - davarocr - INFO - Epoch [30][440/541] lr: 2.041e-05, eta: 1:43:30, time: 0.580, data_time: 0.005, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5976 +2022-03-10 19:44:41,944 - davarocr - INFO - Epoch [30][445/541] lr: 2.041e-05, eta: 1:43:27, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6011 +2022-03-10 19:44:44,924 - davarocr - INFO - Epoch [30][450/541] lr: 2.041e-05, eta: 1:43:24, time: 0.596, data_time: 0.010, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6013 +2022-03-10 19:44:47,822 - davarocr - INFO - Epoch [30][455/541] lr: 2.041e-05, eta: 1:43:22, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7653 +2022-03-10 19:44:50,723 - davarocr - INFO - Epoch [30][460/541] lr: 2.041e-05, eta: 1:43:19, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6379 +2022-03-10 19:44:53,770 - davarocr - INFO - Epoch [30][465/541] lr: 2.041e-05, eta: 1:43:16, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6285 +2022-03-10 19:44:56,763 - davarocr - INFO - Epoch [30][470/541] lr: 2.041e-05, eta: 1:43:13, time: 0.599, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6295 +2022-03-10 19:44:59,819 - davarocr - INFO - Epoch [30][475/541] lr: 2.041e-05, eta: 1:43:11, time: 0.611, data_time: 0.005, memory: 5179, loss_crf: 0.0598, loss: 0.0598, grad_norm: 22.2586 +2022-03-10 19:45:02,708 - davarocr - INFO - Epoch [30][480/541] lr: 2.041e-05, eta: 1:43:08, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5375 +2022-03-10 19:45:05,606 - davarocr - INFO - Epoch [30][485/541] lr: 2.041e-05, eta: 1:43:05, time: 0.580, data_time: 0.005, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6440 +2022-03-10 19:45:08,662 - davarocr - INFO - Epoch [30][490/541] lr: 2.041e-05, eta: 1:43:02, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 2.2698 +2022-03-10 19:45:11,728 - davarocr - INFO - Epoch [30][495/541] lr: 2.041e-05, eta: 1:43:00, time: 0.613, data_time: 0.005, memory: 5179, loss_crf: 0.0192, loss: 0.0192, grad_norm: 3.0867 +2022-03-10 19:45:14,622 - davarocr - INFO - Epoch [30][500/541] lr: 2.041e-05, eta: 1:42:57, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.6553 +2022-03-10 19:45:17,685 - davarocr - INFO - Epoch [30][505/541] lr: 2.041e-05, eta: 1:42:54, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.1817, loss: 0.1817, grad_norm: 10.1160 +2022-03-10 19:45:20,570 - davarocr - INFO - Epoch [30][510/541] lr: 2.041e-05, eta: 1:42:51, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5159 +2022-03-10 19:45:23,494 - davarocr - INFO - Epoch [30][515/541] lr: 2.041e-05, eta: 1:42:48, time: 0.585, data_time: 0.009, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7267 +2022-03-10 19:45:26,325 - davarocr - INFO - Epoch [30][520/541] lr: 2.041e-05, eta: 1:42:46, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5333 +2022-03-10 19:45:29,145 - davarocr - INFO - Epoch [30][525/541] lr: 2.041e-05, eta: 1:42:43, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.0248, loss: 0.0248, grad_norm: 11.9351 +2022-03-10 19:45:31,949 - davarocr - INFO - Epoch [30][530/541] lr: 2.041e-05, eta: 1:42:40, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0775, loss: 0.0775, grad_norm: 18.3262 +2022-03-10 19:45:35,039 - davarocr - INFO - Epoch [30][535/541] lr: 2.041e-05, eta: 1:42:37, time: 0.618, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 1.0985 +2022-03-10 19:45:37,920 - davarocr - INFO - Epoch [30][540/541] lr: 2.041e-05, eta: 1:42:34, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.1047, loss: 0.1047, grad_norm: 13.9930 +2022-03-10 19:46:17,096 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:46:17,097 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:46:17,097 - davarocr - INFO - Epoch(val) [30][541] LOC: {'precision': 0.9464285714285714, 'recall': 0.9214628297362111, 'f1-score': 0.9337788578371811}, PER: {'precision': 0.9549938347718866, 'recall': 0.9579468150896723, 'f1-score': 0.9564680456931152}, MISC: {'precision': 0.835243553008596, 'recall': 0.8304843304843305, 'f1-score': 0.832857142857143}, ORG: {'precision': 0.9035350509286998, 'recall': 0.9078868151715834, 'f1-score': 0.9057057057057056}, all: {'precision': 0.9223231783360057, 'recall': 0.9166076487252125, 'f1-score': 0.9194565313915284}, hmean: 0.9195 +2022-03-10 19:46:22,710 - davarocr - INFO - Epoch [31][5/541] lr: 2.000e-05, eta: 1:42:32, time: 1.121, data_time: 0.493, memory: 5179, loss_crf: 0.0438, loss: 0.0438, grad_norm: 32.8350 +2022-03-10 19:46:25,964 - davarocr - INFO - Epoch [31][10/541] lr: 2.000e-05, eta: 1:42:30, time: 0.651, data_time: 0.007, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 0.7903 +2022-03-10 19:46:28,915 - davarocr - INFO - Epoch [31][15/541] lr: 2.000e-05, eta: 1:42:27, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 0.0490, loss: 0.0490, grad_norm: 18.0928 +2022-03-10 19:46:31,843 - davarocr - INFO - Epoch [31][20/541] lr: 2.000e-05, eta: 1:42:24, time: 0.586, data_time: 0.010, memory: 5179, loss_crf: 0.1159, loss: 0.1159, grad_norm: 27.5458 +2022-03-10 19:46:34,868 - davarocr - INFO - Epoch [31][25/541] lr: 2.000e-05, eta: 1:42:22, time: 0.605, data_time: 0.010, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5390 +2022-03-10 19:46:37,743 - davarocr - INFO - Epoch [31][30/541] lr: 2.000e-05, eta: 1:42:19, time: 0.575, data_time: 0.011, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 4.3401 +2022-03-10 19:46:40,810 - davarocr - INFO - Epoch [31][35/541] lr: 2.000e-05, eta: 1:42:16, time: 0.616, data_time: 0.009, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6162 +2022-03-10 19:46:43,674 - davarocr - INFO - Epoch [31][40/541] lr: 2.000e-05, eta: 1:42:13, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6110 +2022-03-10 19:46:46,523 - davarocr - INFO - Epoch [31][45/541] lr: 2.000e-05, eta: 1:42:10, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0387, loss: 0.0387, grad_norm: 11.0571 +2022-03-10 19:46:49,415 - davarocr - INFO - Epoch [31][50/541] lr: 2.000e-05, eta: 1:42:08, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0141, loss: 0.0141, grad_norm: 0.7225 +2022-03-10 19:46:52,472 - davarocr - INFO - Epoch [31][55/541] lr: 2.000e-05, eta: 1:42:05, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0122, loss: 0.0122, grad_norm: 0.6833 +2022-03-10 19:46:55,350 - davarocr - INFO - Epoch [31][60/541] lr: 2.000e-05, eta: 1:42:02, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0622, loss: 0.0622, grad_norm: 6.6364 +2022-03-10 19:46:58,430 - davarocr - INFO - Epoch [31][65/541] lr: 2.000e-05, eta: 1:41:59, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.1028, loss: 0.1028, grad_norm: 30.3986 +2022-03-10 19:47:01,379 - davarocr - INFO - Epoch [31][70/541] lr: 2.000e-05, eta: 1:41:57, time: 0.592, data_time: 0.009, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.1921 +2022-03-10 19:47:04,279 - davarocr - INFO - Epoch [31][75/541] lr: 2.000e-05, eta: 1:41:54, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5584 +2022-03-10 19:47:07,146 - davarocr - INFO - Epoch [31][80/541] lr: 2.000e-05, eta: 1:41:51, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.6254 +2022-03-10 19:47:10,020 - davarocr - INFO - Epoch [31][85/541] lr: 2.000e-05, eta: 1:41:48, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 2.0130 +2022-03-10 19:47:12,887 - davarocr - INFO - Epoch [31][90/541] lr: 2.000e-05, eta: 1:41:45, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0248, loss: 0.0248, grad_norm: 1.1678 +2022-03-10 19:47:15,937 - davarocr - INFO - Epoch [31][95/541] lr: 2.000e-05, eta: 1:41:43, time: 0.610, data_time: 0.008, memory: 5179, loss_crf: 0.0194, loss: 0.0194, grad_norm: 6.2694 +2022-03-10 19:47:18,816 - davarocr - INFO - Epoch [31][100/541] lr: 2.000e-05, eta: 1:41:40, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6216 +2022-03-10 19:47:21,732 - davarocr - INFO - Epoch [31][105/541] lr: 2.000e-05, eta: 1:41:37, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5541 +2022-03-10 19:47:24,919 - davarocr - INFO - Epoch [31][110/541] lr: 2.000e-05, eta: 1:41:34, time: 0.637, data_time: 0.006, memory: 5179, loss_crf: 0.0349, loss: 0.0349, grad_norm: 1.1779 +2022-03-10 19:47:27,596 - davarocr - INFO - Epoch [31][115/541] lr: 2.000e-05, eta: 1:41:31, time: 0.535, data_time: 0.007, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 4.2542 +2022-03-10 19:47:30,176 - davarocr - INFO - Epoch [31][120/541] lr: 2.000e-05, eta: 1:41:28, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0489, loss: 0.0489, grad_norm: 15.6330 +2022-03-10 19:47:33,110 - davarocr - INFO - Epoch [31][125/541] lr: 2.000e-05, eta: 1:41:26, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5336 +2022-03-10 19:47:36,014 - davarocr - INFO - Epoch [31][130/541] lr: 2.000e-05, eta: 1:41:23, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0673, loss: 0.0673, grad_norm: 1.7025 +2022-03-10 19:47:38,936 - davarocr - INFO - Epoch [31][135/541] lr: 2.000e-05, eta: 1:41:20, time: 0.584, data_time: 0.005, memory: 5179, loss_crf: 0.1996, loss: 0.1996, grad_norm: 52.6703 +2022-03-10 19:47:41,967 - davarocr - INFO - Epoch [31][140/541] lr: 2.000e-05, eta: 1:41:17, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.8301 +2022-03-10 19:47:44,825 - davarocr - INFO - Epoch [31][145/541] lr: 2.000e-05, eta: 1:41:14, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 2.0361 +2022-03-10 19:47:47,721 - davarocr - INFO - Epoch [31][150/541] lr: 2.000e-05, eta: 1:41:12, time: 0.579, data_time: 0.005, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7943 +2022-03-10 19:47:50,807 - davarocr - INFO - Epoch [31][155/541] lr: 2.000e-05, eta: 1:41:09, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8584 +2022-03-10 19:47:53,790 - davarocr - INFO - Epoch [31][160/541] lr: 2.000e-05, eta: 1:41:06, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7440 +2022-03-10 19:47:56,878 - davarocr - INFO - Epoch [31][165/541] lr: 2.000e-05, eta: 1:41:03, time: 0.618, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7448 +2022-03-10 19:47:59,827 - davarocr - INFO - Epoch [31][170/541] lr: 2.000e-05, eta: 1:41:01, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7613 +2022-03-10 19:48:02,642 - davarocr - INFO - Epoch [31][175/541] lr: 2.000e-05, eta: 1:40:58, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 5.4487 +2022-03-10 19:48:05,567 - davarocr - INFO - Epoch [31][180/541] lr: 2.000e-05, eta: 1:40:55, time: 0.585, data_time: 0.005, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5787 +2022-03-10 19:48:08,215 - davarocr - INFO - Epoch [31][185/541] lr: 2.000e-05, eta: 1:40:52, time: 0.530, data_time: 0.005, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7698 +2022-03-10 19:48:10,801 - davarocr - INFO - Epoch [31][190/541] lr: 2.000e-05, eta: 1:40:49, time: 0.517, data_time: 0.005, memory: 5179, loss_crf: 0.0509, loss: 0.0509, grad_norm: 15.9567 +2022-03-10 19:48:13,379 - davarocr - INFO - Epoch [31][195/541] lr: 2.000e-05, eta: 1:40:46, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0321, loss: 0.0321, grad_norm: 5.0009 +2022-03-10 19:48:16,267 - davarocr - INFO - Epoch [31][200/541] lr: 2.000e-05, eta: 1:40:43, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0102, loss: 0.0102, grad_norm: 0.6100 +2022-03-10 19:48:19,142 - davarocr - INFO - Epoch [31][205/541] lr: 2.000e-05, eta: 1:40:40, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6005 +2022-03-10 19:48:22,351 - davarocr - INFO - Epoch [31][210/541] lr: 2.000e-05, eta: 1:40:38, time: 0.642, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5445 +2022-03-10 19:48:25,370 - davarocr - INFO - Epoch [31][215/541] lr: 2.000e-05, eta: 1:40:35, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6676 +2022-03-10 19:48:28,267 - davarocr - INFO - Epoch [31][220/541] lr: 2.000e-05, eta: 1:40:32, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5456 +2022-03-10 19:48:31,199 - davarocr - INFO - Epoch [31][225/541] lr: 2.000e-05, eta: 1:40:29, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.0169, loss: 0.0169, grad_norm: 0.8743 +2022-03-10 19:48:33,979 - davarocr - INFO - Epoch [31][230/541] lr: 2.000e-05, eta: 1:40:27, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6036 +2022-03-10 19:48:36,786 - davarocr - INFO - Epoch [31][235/541] lr: 2.000e-05, eta: 1:40:24, time: 0.561, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6171 +2022-03-10 19:48:39,616 - davarocr - INFO - Epoch [31][240/541] lr: 2.000e-05, eta: 1:40:21, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0309, loss: 0.0309, grad_norm: 11.5029 +2022-03-10 19:48:42,567 - davarocr - INFO - Epoch [31][245/541] lr: 2.000e-05, eta: 1:40:18, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5073 +2022-03-10 19:48:45,379 - davarocr - INFO - Epoch [31][250/541] lr: 2.000e-05, eta: 1:40:15, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7120 +2022-03-10 19:48:48,161 - davarocr - INFO - Epoch [31][255/541] lr: 2.000e-05, eta: 1:40:12, time: 0.558, data_time: 0.009, memory: 5179, loss_crf: 0.0630, loss: 0.0630, grad_norm: 1.8615 +2022-03-10 19:48:50,887 - davarocr - INFO - Epoch [31][260/541] lr: 2.000e-05, eta: 1:40:09, time: 0.545, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7334 +2022-03-10 19:48:53,461 - davarocr - INFO - Epoch [31][265/541] lr: 2.000e-05, eta: 1:40:06, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0205, loss: 0.0205, grad_norm: 5.8083 +2022-03-10 19:48:56,235 - davarocr - INFO - Epoch [31][270/541] lr: 2.000e-05, eta: 1:40:03, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.0069, loss: 0.0069, grad_norm: 3.5258 +2022-03-10 19:48:59,114 - davarocr - INFO - Epoch [31][275/541] lr: 2.000e-05, eta: 1:40:01, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5895 +2022-03-10 19:49:02,021 - davarocr - INFO - Epoch [31][280/541] lr: 2.000e-05, eta: 1:39:58, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0614, loss: 0.0614, grad_norm: 3.6002 +2022-03-10 19:49:04,914 - davarocr - INFO - Epoch [31][285/541] lr: 2.000e-05, eta: 1:39:55, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0384, loss: 0.0384, grad_norm: 10.7523 +2022-03-10 19:49:07,841 - davarocr - INFO - Epoch [31][290/541] lr: 2.000e-05, eta: 1:39:52, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.0238, loss: 0.0238, grad_norm: 19.1831 +2022-03-10 19:49:10,724 - davarocr - INFO - Epoch [31][295/541] lr: 2.000e-05, eta: 1:39:49, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5633 +2022-03-10 19:49:13,595 - davarocr - INFO - Epoch [31][300/541] lr: 2.000e-05, eta: 1:39:47, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.5997 +2022-03-10 19:49:16,367 - davarocr - INFO - Epoch [31][305/541] lr: 2.000e-05, eta: 1:39:44, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.0131, loss: 0.0131, grad_norm: 1.0816 +2022-03-10 19:49:19,300 - davarocr - INFO - Epoch [31][310/541] lr: 2.000e-05, eta: 1:39:41, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.9366 +2022-03-10 19:49:22,174 - davarocr - INFO - Epoch [31][315/541] lr: 2.000e-05, eta: 1:39:38, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 1.0269 +2022-03-10 19:49:25,193 - davarocr - INFO - Epoch [31][320/541] lr: 2.000e-05, eta: 1:39:35, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7958 +2022-03-10 19:49:27,892 - davarocr - INFO - Epoch [31][325/541] lr: 2.000e-05, eta: 1:39:32, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7303 +2022-03-10 19:49:30,701 - davarocr - INFO - Epoch [31][330/541] lr: 2.000e-05, eta: 1:39:29, time: 0.561, data_time: 0.008, memory: 5179, loss_crf: 0.0148, loss: 0.0148, grad_norm: 10.1873 +2022-03-10 19:49:33,553 - davarocr - INFO - Epoch [31][335/541] lr: 2.000e-05, eta: 1:39:27, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 1.5609 +2022-03-10 19:49:36,445 - davarocr - INFO - Epoch [31][340/541] lr: 2.000e-05, eta: 1:39:24, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0169, loss: 0.0169, grad_norm: 1.7108 +2022-03-10 19:49:39,405 - davarocr - INFO - Epoch [31][345/541] lr: 2.000e-05, eta: 1:39:21, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.9340 +2022-03-10 19:49:42,315 - davarocr - INFO - Epoch [31][350/541] lr: 2.000e-05, eta: 1:39:18, time: 0.583, data_time: 0.010, memory: 5179, loss_crf: 0.0393, loss: 0.0393, grad_norm: 29.7196 +2022-03-10 19:49:45,173 - davarocr - INFO - Epoch [31][355/541] lr: 2.000e-05, eta: 1:39:15, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0726, loss: 0.0726, grad_norm: 2.7483 +2022-03-10 19:49:47,921 - davarocr - INFO - Epoch [31][360/541] lr: 2.000e-05, eta: 1:39:12, time: 0.552, data_time: 0.009, memory: 5179, loss_crf: 0.1356, loss: 0.1356, grad_norm: 24.5790 +2022-03-10 19:49:50,569 - davarocr - INFO - Epoch [31][365/541] lr: 2.000e-05, eta: 1:39:10, time: 0.529, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.9293 +2022-03-10 19:49:53,457 - davarocr - INFO - Epoch [31][370/541] lr: 2.000e-05, eta: 1:39:07, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0493, loss: 0.0493, grad_norm: 5.4104 +2022-03-10 19:49:56,460 - davarocr - INFO - Epoch [31][375/541] lr: 2.000e-05, eta: 1:39:04, time: 0.601, data_time: 0.006, memory: 5179, loss_crf: 0.0602, loss: 0.0602, grad_norm: 9.8560 +2022-03-10 19:49:59,361 - davarocr - INFO - Epoch [31][380/541] lr: 2.000e-05, eta: 1:39:01, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.7298 +2022-03-10 19:50:02,230 - davarocr - INFO - Epoch [31][385/541] lr: 2.000e-05, eta: 1:38:58, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.7844 +2022-03-10 19:50:05,139 - davarocr - INFO - Epoch [31][390/541] lr: 2.000e-05, eta: 1:38:56, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5628 +2022-03-10 19:50:08,028 - davarocr - INFO - Epoch [31][395/541] lr: 2.000e-05, eta: 1:38:53, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.9127 +2022-03-10 19:50:10,895 - davarocr - INFO - Epoch [31][400/541] lr: 2.000e-05, eta: 1:38:50, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 0.0691, loss: 0.0691, grad_norm: 11.2901 +2022-03-10 19:50:13,878 - davarocr - INFO - Epoch [31][405/541] lr: 2.000e-05, eta: 1:38:47, time: 0.597, data_time: 0.011, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6294 +2022-03-10 19:50:16,904 - davarocr - INFO - Epoch [31][410/541] lr: 2.000e-05, eta: 1:38:44, time: 0.604, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.8200 +2022-03-10 19:50:19,910 - davarocr - INFO - Epoch [31][415/541] lr: 2.000e-05, eta: 1:38:42, time: 0.602, data_time: 0.010, memory: 5179, loss_crf: 0.0367, loss: 0.0367, grad_norm: 2.0899 +2022-03-10 19:50:22,949 - davarocr - INFO - Epoch [31][420/541] lr: 2.000e-05, eta: 1:38:39, time: 0.608, data_time: 0.009, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7427 +2022-03-10 19:50:25,826 - davarocr - INFO - Epoch [31][425/541] lr: 2.000e-05, eta: 1:38:36, time: 0.575, data_time: 0.010, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.7433 +2022-03-10 19:50:28,864 - davarocr - INFO - Epoch [31][430/541] lr: 2.000e-05, eta: 1:38:33, time: 0.611, data_time: 0.010, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7132 +2022-03-10 19:50:31,739 - davarocr - INFO - Epoch [31][435/541] lr: 2.000e-05, eta: 1:38:31, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.1045, loss: 0.1045, grad_norm: 31.1816 +2022-03-10 19:50:34,605 - davarocr - INFO - Epoch [31][440/541] lr: 2.000e-05, eta: 1:38:28, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6056 +2022-03-10 19:50:37,646 - davarocr - INFO - Epoch [31][445/541] lr: 2.000e-05, eta: 1:38:25, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0429, loss: 0.0429, grad_norm: 10.6794 +2022-03-10 19:50:40,468 - davarocr - INFO - Epoch [31][450/541] lr: 2.000e-05, eta: 1:38:22, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0144, loss: 0.0144, grad_norm: 0.9701 +2022-03-10 19:50:43,368 - davarocr - INFO - Epoch [31][455/541] lr: 2.000e-05, eta: 1:38:19, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 3.2275 +2022-03-10 19:50:46,420 - davarocr - INFO - Epoch [31][460/541] lr: 2.000e-05, eta: 1:38:17, time: 0.611, data_time: 0.005, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6280 +2022-03-10 19:50:49,330 - davarocr - INFO - Epoch [31][465/541] lr: 2.000e-05, eta: 1:38:14, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0249, loss: 0.0249, grad_norm: 1.7645 +2022-03-10 19:50:52,253 - davarocr - INFO - Epoch [31][470/541] lr: 2.000e-05, eta: 1:38:11, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7817 +2022-03-10 19:50:55,152 - davarocr - INFO - Epoch [31][475/541] lr: 2.000e-05, eta: 1:38:08, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7799 +2022-03-10 19:50:58,215 - davarocr - INFO - Epoch [31][480/541] lr: 2.000e-05, eta: 1:38:05, time: 0.613, data_time: 0.006, memory: 5179, loss_crf: 0.0109, loss: 0.0109, grad_norm: 0.9784 +2022-03-10 19:51:01,109 - davarocr - INFO - Epoch [31][485/541] lr: 2.000e-05, eta: 1:38:03, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.7932 +2022-03-10 19:51:04,003 - davarocr - INFO - Epoch [31][490/541] lr: 2.000e-05, eta: 1:38:00, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7438 +2022-03-10 19:51:06,911 - davarocr - INFO - Epoch [31][495/541] lr: 2.000e-05, eta: 1:37:57, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 0.8863 +2022-03-10 19:51:09,792 - davarocr - INFO - Epoch [31][500/541] lr: 2.000e-05, eta: 1:37:54, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 1.3510 +2022-03-10 19:51:12,641 - davarocr - INFO - Epoch [31][505/541] lr: 2.000e-05, eta: 1:37:51, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7862 +2022-03-10 19:51:15,538 - davarocr - INFO - Epoch [31][510/541] lr: 2.000e-05, eta: 1:37:49, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0607, loss: 0.0607, grad_norm: 23.1106 +2022-03-10 19:51:18,530 - davarocr - INFO - Epoch [31][515/541] lr: 2.000e-05, eta: 1:37:46, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.0184, loss: 0.0184, grad_norm: 0.7897 +2022-03-10 19:51:21,573 - davarocr - INFO - Epoch [31][520/541] lr: 2.000e-05, eta: 1:37:43, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6757 +2022-03-10 19:51:24,255 - davarocr - INFO - Epoch [31][525/541] lr: 2.000e-05, eta: 1:37:40, time: 0.537, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5576 +2022-03-10 19:51:26,960 - davarocr - INFO - Epoch [31][530/541] lr: 2.000e-05, eta: 1:37:37, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.0349, loss: 0.0349, grad_norm: 23.8246 +2022-03-10 19:51:29,756 - davarocr - INFO - Epoch [31][535/541] lr: 2.000e-05, eta: 1:37:34, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 1.2750 +2022-03-10 19:51:32,632 - davarocr - INFO - Epoch [31][540/541] lr: 2.000e-05, eta: 1:37:31, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 3.8257 +2022-03-10 19:52:09,895 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:52:09,896 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:52:09,896 - davarocr - INFO - Epoch(val) [31][541] LOC: {'precision': 0.9458128078817734, 'recall': 0.920863309352518, 'f1-score': 0.9331713244228432}, PER: {'precision': 0.9666666666666667, 'recall': 0.9325912183055041, 'f1-score': 0.9493232609379919}, MISC: {'precision': 0.8412698412698413, 'recall': 0.8304843304843305, 'f1-score': 0.8358422939068101}, ORG: {'precision': 0.8607666290868095, 'recall': 0.9193257074051776, 'f1-score': 0.8890829694323145}, all: {'precision': 0.9120509644310741, 'recall': 0.9125354107648725, 'f1-score': 0.9122931232852465}, hmean: 0.9123 +2022-03-10 19:52:15,272 - davarocr - INFO - Epoch [32][5/541] lr: 1.961e-05, eta: 1:37:29, time: 1.073, data_time: 0.493, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5497 +2022-03-10 19:52:18,109 - davarocr - INFO - Epoch [32][10/541] lr: 1.961e-05, eta: 1:37:26, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0069, loss: 0.0069, grad_norm: 9.6295 +2022-03-10 19:52:20,979 - davarocr - INFO - Epoch [32][15/541] lr: 1.961e-05, eta: 1:37:24, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.1140, loss: 0.1140, grad_norm: 4.0549 +2022-03-10 19:52:23,865 - davarocr - INFO - Epoch [32][20/541] lr: 1.961e-05, eta: 1:37:21, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6206 +2022-03-10 19:52:26,743 - davarocr - INFO - Epoch [32][25/541] lr: 1.961e-05, eta: 1:37:18, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6159 +2022-03-10 19:52:30,122 - davarocr - INFO - Epoch [32][30/541] lr: 1.961e-05, eta: 1:37:15, time: 0.676, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6110 +2022-03-10 19:52:32,713 - davarocr - INFO - Epoch [32][35/541] lr: 1.961e-05, eta: 1:37:12, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6082 +2022-03-10 19:52:35,406 - davarocr - INFO - Epoch [32][40/541] lr: 1.961e-05, eta: 1:37:09, time: 0.538, data_time: 0.005, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7100 +2022-03-10 19:52:38,101 - davarocr - INFO - Epoch [32][45/541] lr: 1.961e-05, eta: 1:37:06, time: 0.539, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6152 +2022-03-10 19:52:41,164 - davarocr - INFO - Epoch [32][50/541] lr: 1.961e-05, eta: 1:37:04, time: 0.613, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5930 +2022-03-10 19:52:44,105 - davarocr - INFO - Epoch [32][55/541] lr: 1.961e-05, eta: 1:37:01, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.0930, loss: 0.0930, grad_norm: 10.5730 +2022-03-10 19:52:47,016 - davarocr - INFO - Epoch [32][60/541] lr: 1.961e-05, eta: 1:36:58, time: 0.585, data_time: 0.010, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6771 +2022-03-10 19:52:49,913 - davarocr - INFO - Epoch [32][65/541] lr: 1.961e-05, eta: 1:36:55, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6748 +2022-03-10 19:52:52,995 - davarocr - INFO - Epoch [32][70/541] lr: 1.961e-05, eta: 1:36:53, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7294 +2022-03-10 19:52:55,724 - davarocr - INFO - Epoch [32][75/541] lr: 1.961e-05, eta: 1:36:50, time: 0.545, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7244 +2022-03-10 19:52:58,693 - davarocr - INFO - Epoch [32][80/541] lr: 1.961e-05, eta: 1:36:47, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 7.5748 +2022-03-10 19:53:01,613 - davarocr - INFO - Epoch [32][85/541] lr: 1.961e-05, eta: 1:36:44, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5633 +2022-03-10 19:53:04,520 - davarocr - INFO - Epoch [32][90/541] lr: 1.961e-05, eta: 1:36:41, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.1277, loss: 0.1277, grad_norm: 31.3093 +2022-03-10 19:53:07,433 - davarocr - INFO - Epoch [32][95/541] lr: 1.961e-05, eta: 1:36:39, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7633 +2022-03-10 19:53:10,323 - davarocr - INFO - Epoch [32][100/541] lr: 1.961e-05, eta: 1:36:36, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.6527, loss: 0.6527, grad_norm: 23.2963 +2022-03-10 19:53:13,209 - davarocr - INFO - Epoch [32][105/541] lr: 1.961e-05, eta: 1:36:33, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5467 +2022-03-10 19:53:15,777 - davarocr - INFO - Epoch [32][110/541] lr: 1.961e-05, eta: 1:36:30, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5838 +2022-03-10 19:53:18,449 - davarocr - INFO - Epoch [32][115/541] lr: 1.961e-05, eta: 1:36:27, time: 0.535, data_time: 0.007, memory: 5179, loss_crf: 0.0135, loss: 0.0135, grad_norm: 16.9453 +2022-03-10 19:53:21,251 - davarocr - INFO - Epoch [32][120/541] lr: 1.961e-05, eta: 1:36:24, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5554 +2022-03-10 19:53:23,816 - davarocr - INFO - Epoch [32][125/541] lr: 1.961e-05, eta: 1:36:21, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.9302 +2022-03-10 19:53:26,528 - davarocr - INFO - Epoch [32][130/541] lr: 1.961e-05, eta: 1:36:18, time: 0.544, data_time: 0.008, memory: 5179, loss_crf: 0.0090, loss: 0.0090, grad_norm: 0.6719 +2022-03-10 19:53:29,292 - davarocr - INFO - Epoch [32][135/541] lr: 1.961e-05, eta: 1:36:15, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.1473, loss: 0.1473, grad_norm: 67.2705 +2022-03-10 19:53:32,029 - davarocr - INFO - Epoch [32][140/541] lr: 1.961e-05, eta: 1:36:12, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.0141, loss: 0.0141, grad_norm: 0.6426 +2022-03-10 19:53:35,072 - davarocr - INFO - Epoch [32][145/541] lr: 1.961e-05, eta: 1:36:10, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5328 +2022-03-10 19:53:37,953 - davarocr - INFO - Epoch [32][150/541] lr: 1.961e-05, eta: 1:36:07, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0306, loss: 0.0306, grad_norm: 6.0508 +2022-03-10 19:53:40,970 - davarocr - INFO - Epoch [32][155/541] lr: 1.961e-05, eta: 1:36:04, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4639 +2022-03-10 19:53:43,836 - davarocr - INFO - Epoch [32][160/541] lr: 1.961e-05, eta: 1:36:01, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0216, loss: 0.0216, grad_norm: 45.5089 +2022-03-10 19:53:46,733 - davarocr - INFO - Epoch [32][165/541] lr: 1.961e-05, eta: 1:35:58, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0400, loss: 0.0400, grad_norm: 11.3816 +2022-03-10 19:53:49,521 - davarocr - INFO - Epoch [32][170/541] lr: 1.961e-05, eta: 1:35:55, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0181, loss: 0.0181, grad_norm: 25.8850 +2022-03-10 19:53:52,387 - davarocr - INFO - Epoch [32][175/541] lr: 1.961e-05, eta: 1:35:53, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7240 +2022-03-10 19:53:55,386 - davarocr - INFO - Epoch [32][180/541] lr: 1.961e-05, eta: 1:35:50, time: 0.600, data_time: 0.005, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 4.6162 +2022-03-10 19:53:58,407 - davarocr - INFO - Epoch [32][185/541] lr: 1.961e-05, eta: 1:35:47, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.5859 +2022-03-10 19:54:01,312 - davarocr - INFO - Epoch [32][190/541] lr: 1.961e-05, eta: 1:35:44, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0426, loss: 0.0426, grad_norm: 19.3745 +2022-03-10 19:54:04,176 - davarocr - INFO - Epoch [32][195/541] lr: 1.961e-05, eta: 1:35:41, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.1056, loss: 0.1056, grad_norm: 22.0192 +2022-03-10 19:54:07,049 - davarocr - INFO - Epoch [32][200/541] lr: 1.961e-05, eta: 1:35:39, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0547, loss: 0.0547, grad_norm: 1.8835 +2022-03-10 19:54:09,916 - davarocr - INFO - Epoch [32][205/541] lr: 1.961e-05, eta: 1:35:36, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7765 +2022-03-10 19:54:12,801 - davarocr - INFO - Epoch [32][210/541] lr: 1.961e-05, eta: 1:35:33, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7773 +2022-03-10 19:54:15,706 - davarocr - INFO - Epoch [32][215/541] lr: 1.961e-05, eta: 1:35:30, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 0.8248 +2022-03-10 19:54:18,596 - davarocr - INFO - Epoch [32][220/541] lr: 1.961e-05, eta: 1:35:27, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0630, loss: 0.0630, grad_norm: 30.6315 +2022-03-10 19:54:21,411 - davarocr - INFO - Epoch [32][225/541] lr: 1.961e-05, eta: 1:35:24, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.4795 +2022-03-10 19:54:24,486 - davarocr - INFO - Epoch [32][230/541] lr: 1.961e-05, eta: 1:35:22, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0136, loss: 0.0136, grad_norm: 4.3232 +2022-03-10 19:54:27,535 - davarocr - INFO - Epoch [32][235/541] lr: 1.961e-05, eta: 1:35:19, time: 0.610, data_time: 0.009, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6549 +2022-03-10 19:54:30,550 - davarocr - INFO - Epoch [32][240/541] lr: 1.961e-05, eta: 1:35:16, time: 0.603, data_time: 0.009, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7376 +2022-03-10 19:54:33,568 - davarocr - INFO - Epoch [32][245/541] lr: 1.961e-05, eta: 1:35:14, time: 0.603, data_time: 0.009, memory: 5179, loss_crf: 0.1531, loss: 0.1531, grad_norm: 13.9703 +2022-03-10 19:54:36,433 - davarocr - INFO - Epoch [32][250/541] lr: 1.961e-05, eta: 1:35:11, time: 0.573, data_time: 0.009, memory: 5179, loss_crf: 0.2217, loss: 0.2217, grad_norm: 50.6295 +2022-03-10 19:54:39,464 - davarocr - INFO - Epoch [32][255/541] lr: 1.961e-05, eta: 1:35:08, time: 0.606, data_time: 0.009, memory: 5179, loss_crf: 0.0443, loss: 0.0443, grad_norm: 1.0283 +2022-03-10 19:54:42,278 - davarocr - INFO - Epoch [32][260/541] lr: 1.961e-05, eta: 1:35:05, time: 0.563, data_time: 0.009, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.6925 +2022-03-10 19:54:44,987 - davarocr - INFO - Epoch [32][265/541] lr: 1.961e-05, eta: 1:35:02, time: 0.542, data_time: 0.008, memory: 5179, loss_crf: 0.0759, loss: 0.0759, grad_norm: 29.8856 +2022-03-10 19:54:47,527 - davarocr - INFO - Epoch [32][270/541] lr: 1.961e-05, eta: 1:34:59, time: 0.508, data_time: 0.009, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7330 +2022-03-10 19:54:50,257 - davarocr - INFO - Epoch [32][275/541] lr: 1.961e-05, eta: 1:34:56, time: 0.546, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6182 +2022-03-10 19:54:53,279 - davarocr - INFO - Epoch [32][280/541] lr: 1.961e-05, eta: 1:34:53, time: 0.604, data_time: 0.009, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 10.3038 +2022-03-10 19:54:56,053 - davarocr - INFO - Epoch [32][285/541] lr: 1.961e-05, eta: 1:34:51, time: 0.555, data_time: 0.010, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.9407 +2022-03-10 19:54:58,775 - davarocr - INFO - Epoch [32][290/541] lr: 1.961e-05, eta: 1:34:48, time: 0.544, data_time: 0.009, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7247 +2022-03-10 19:55:01,657 - davarocr - INFO - Epoch [32][295/541] lr: 1.961e-05, eta: 1:34:45, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7475 +2022-03-10 19:55:04,522 - davarocr - INFO - Epoch [32][300/541] lr: 1.961e-05, eta: 1:34:42, time: 0.576, data_time: 0.010, memory: 5179, loss_crf: 0.0124, loss: 0.0124, grad_norm: 10.9971 +2022-03-10 19:55:07,374 - davarocr - INFO - Epoch [32][305/541] lr: 1.961e-05, eta: 1:34:39, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0436, loss: 0.0436, grad_norm: 1.2550 +2022-03-10 19:55:10,241 - davarocr - INFO - Epoch [32][310/541] lr: 1.961e-05, eta: 1:34:36, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0435, loss: 0.0435, grad_norm: 1.6273 +2022-03-10 19:55:13,119 - davarocr - INFO - Epoch [32][315/541] lr: 1.961e-05, eta: 1:34:34, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.9367 +2022-03-10 19:55:16,042 - davarocr - INFO - Epoch [32][320/541] lr: 1.961e-05, eta: 1:34:31, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0092, loss: 0.0092, grad_norm: 8.1216 +2022-03-10 19:55:18,900 - davarocr - INFO - Epoch [32][325/541] lr: 1.961e-05, eta: 1:34:28, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5696 +2022-03-10 19:55:21,896 - davarocr - INFO - Epoch [32][330/541] lr: 1.961e-05, eta: 1:34:25, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5413 +2022-03-10 19:55:24,923 - davarocr - INFO - Epoch [32][335/541] lr: 1.961e-05, eta: 1:34:22, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5400 +2022-03-10 19:55:27,954 - davarocr - INFO - Epoch [32][340/541] lr: 1.961e-05, eta: 1:34:20, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0095, loss: 0.0095, grad_norm: 3.6254 +2022-03-10 19:55:30,996 - davarocr - INFO - Epoch [32][345/541] lr: 1.961e-05, eta: 1:34:17, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0099, loss: 0.0099, grad_norm: 0.6641 +2022-03-10 19:55:33,876 - davarocr - INFO - Epoch [32][350/541] lr: 1.961e-05, eta: 1:34:14, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0066, loss: 0.0066, grad_norm: 0.6891 +2022-03-10 19:55:36,735 - davarocr - INFO - Epoch [32][355/541] lr: 1.961e-05, eta: 1:34:11, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6476 +2022-03-10 19:55:39,627 - davarocr - INFO - Epoch [32][360/541] lr: 1.961e-05, eta: 1:34:08, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0201, loss: 0.0201, grad_norm: 3.0022 +2022-03-10 19:55:42,295 - davarocr - INFO - Epoch [32][365/541] lr: 1.961e-05, eta: 1:34:05, time: 0.534, data_time: 0.006, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 4.6610 +2022-03-10 19:55:45,202 - davarocr - INFO - Epoch [32][370/541] lr: 1.961e-05, eta: 1:34:03, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.5544 +2022-03-10 19:55:48,208 - davarocr - INFO - Epoch [32][375/541] lr: 1.961e-05, eta: 1:34:00, time: 0.601, data_time: 0.007, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 1.6704 +2022-03-10 19:55:51,083 - davarocr - INFO - Epoch [32][380/541] lr: 1.961e-05, eta: 1:33:57, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.3599 +2022-03-10 19:55:54,165 - davarocr - INFO - Epoch [32][385/541] lr: 1.961e-05, eta: 1:33:54, time: 0.617, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 1.1533 +2022-03-10 19:55:57,187 - davarocr - INFO - Epoch [32][390/541] lr: 1.961e-05, eta: 1:33:52, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.3567 +2022-03-10 19:56:00,095 - davarocr - INFO - Epoch [32][395/541] lr: 1.961e-05, eta: 1:33:49, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 1.9909 +2022-03-10 19:56:02,717 - davarocr - INFO - Epoch [32][400/541] lr: 1.961e-05, eta: 1:33:46, time: 0.525, data_time: 0.007, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 5.2943 +2022-03-10 19:56:05,320 - davarocr - INFO - Epoch [32][405/541] lr: 1.961e-05, eta: 1:33:43, time: 0.521, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5243 +2022-03-10 19:56:07,900 - davarocr - INFO - Epoch [32][410/541] lr: 1.961e-05, eta: 1:33:40, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.4677, loss: 0.4677, grad_norm: 32.7788 +2022-03-10 19:56:10,587 - davarocr - INFO - Epoch [32][415/541] lr: 1.961e-05, eta: 1:33:37, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.0498, loss: 0.0498, grad_norm: 14.7464 +2022-03-10 19:56:13,485 - davarocr - INFO - Epoch [32][420/541] lr: 1.961e-05, eta: 1:33:34, time: 0.579, data_time: 0.005, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5501 +2022-03-10 19:56:16,058 - davarocr - INFO - Epoch [32][425/541] lr: 1.961e-05, eta: 1:33:31, time: 0.515, data_time: 0.005, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 1.6605 +2022-03-10 19:56:18,797 - davarocr - INFO - Epoch [32][430/541] lr: 1.961e-05, eta: 1:33:28, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.1167 +2022-03-10 19:56:21,556 - davarocr - INFO - Epoch [32][435/541] lr: 1.961e-05, eta: 1:33:25, time: 0.551, data_time: 0.007, memory: 5179, loss_crf: 0.0093, loss: 0.0093, grad_norm: 3.7378 +2022-03-10 19:56:24,658 - davarocr - INFO - Epoch [32][440/541] lr: 1.961e-05, eta: 1:33:23, time: 0.621, data_time: 0.007, memory: 5179, loss_crf: 0.0068, loss: 0.0068, grad_norm: 0.7534 +2022-03-10 19:56:27,388 - davarocr - INFO - Epoch [32][445/541] lr: 1.961e-05, eta: 1:33:20, time: 0.546, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6879 +2022-03-10 19:56:30,142 - davarocr - INFO - Epoch [32][450/541] lr: 1.961e-05, eta: 1:33:17, time: 0.551, data_time: 0.009, memory: 5179, loss_crf: 0.0564, loss: 0.0564, grad_norm: 8.7445 +2022-03-10 19:56:32,812 - davarocr - INFO - Epoch [32][455/541] lr: 1.961e-05, eta: 1:33:14, time: 0.534, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4927 +2022-03-10 19:56:35,520 - davarocr - INFO - Epoch [32][460/541] lr: 1.961e-05, eta: 1:33:11, time: 0.542, data_time: 0.008, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.4816 +2022-03-10 19:56:38,072 - davarocr - INFO - Epoch [32][465/541] lr: 1.961e-05, eta: 1:33:08, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 0.1359, loss: 0.1359, grad_norm: 16.8539 +2022-03-10 19:56:40,657 - davarocr - INFO - Epoch [32][470/541] lr: 1.961e-05, eta: 1:33:05, time: 0.517, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6349 +2022-03-10 19:56:43,398 - davarocr - INFO - Epoch [32][475/541] lr: 1.961e-05, eta: 1:33:02, time: 0.547, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5781 +2022-03-10 19:56:46,301 - davarocr - INFO - Epoch [32][480/541] lr: 1.961e-05, eta: 1:32:59, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0904, loss: 0.0904, grad_norm: 31.4458 +2022-03-10 19:56:49,320 - davarocr - INFO - Epoch [32][485/541] lr: 1.961e-05, eta: 1:32:56, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5277 +2022-03-10 19:56:52,342 - davarocr - INFO - Epoch [32][490/541] lr: 1.961e-05, eta: 1:32:54, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 3.2757 +2022-03-10 19:56:55,216 - davarocr - INFO - Epoch [32][495/541] lr: 1.961e-05, eta: 1:32:51, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.5370 +2022-03-10 19:56:58,066 - davarocr - INFO - Epoch [32][500/541] lr: 1.961e-05, eta: 1:32:48, time: 0.569, data_time: 0.005, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8383 +2022-03-10 19:57:00,948 - davarocr - INFO - Epoch [32][505/541] lr: 1.961e-05, eta: 1:32:45, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0215, loss: 0.0215, grad_norm: 5.3970 +2022-03-10 19:57:03,836 - davarocr - INFO - Epoch [32][510/541] lr: 1.961e-05, eta: 1:32:42, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0123, loss: 0.0123, grad_norm: 1.7312 +2022-03-10 19:57:06,715 - davarocr - INFO - Epoch [32][515/541] lr: 1.961e-05, eta: 1:32:39, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0901, loss: 0.0901, grad_norm: 6.2670 +2022-03-10 19:57:09,457 - davarocr - INFO - Epoch [32][520/541] lr: 1.961e-05, eta: 1:32:37, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0091, loss: 0.0091, grad_norm: 3.9598 +2022-03-10 19:57:12,042 - davarocr - INFO - Epoch [32][525/541] lr: 1.961e-05, eta: 1:32:34, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7239 +2022-03-10 19:57:14,706 - davarocr - INFO - Epoch [32][530/541] lr: 1.961e-05, eta: 1:32:31, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5374 +2022-03-10 19:57:17,806 - davarocr - INFO - Epoch [32][535/541] lr: 1.961e-05, eta: 1:32:28, time: 0.620, data_time: 0.007, memory: 5179, loss_crf: 0.0445, loss: 0.0445, grad_norm: 27.0245 +2022-03-10 19:57:21,004 - davarocr - INFO - Epoch [32][540/541] lr: 1.961e-05, eta: 1:32:25, time: 0.639, data_time: 0.007, memory: 5179, loss_crf: 0.0059, loss: 0.0059, grad_norm: 4.0396 +2022-03-10 19:57:57,955 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 19:57:57,956 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 19:57:57,956 - davarocr - INFO - Epoch(val) [32][541] LOC: {'precision': 0.9493201483312732, 'recall': 0.920863309352518, 'f1-score': 0.9348752282410225}, PER: {'precision': 0.9713375796178344, 'recall': 0.943104514533086, 'f1-score': 0.9570128647631001}, MISC: {'precision': 0.8265162200282088, 'recall': 0.8347578347578347, 'f1-score': 0.8306165839829909}, ORG: {'precision': 0.8695899772209568, 'recall': 0.9193257074051776, 'f1-score': 0.8937664618086041}, all: {'precision': 0.915266230320184, 'recall': 0.9160764872521246, 'f1-score': 0.9156711795416336}, hmean: 0.9157 +2022-03-10 19:58:03,495 - davarocr - INFO - Epoch [33][5/541] lr: 1.923e-05, eta: 1:32:23, time: 1.106, data_time: 0.490, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.7538 +2022-03-10 19:58:06,374 - davarocr - INFO - Epoch [33][10/541] lr: 1.923e-05, eta: 1:32:20, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6131 +2022-03-10 19:58:09,251 - davarocr - INFO - Epoch [33][15/541] lr: 1.923e-05, eta: 1:32:17, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0196, loss: 0.0196, grad_norm: 2.3043 +2022-03-10 19:58:12,114 - davarocr - INFO - Epoch [33][20/541] lr: 1.923e-05, eta: 1:32:15, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6229 +2022-03-10 19:58:14,978 - davarocr - INFO - Epoch [33][25/541] lr: 1.923e-05, eta: 1:32:12, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7279 +2022-03-10 19:58:17,833 - davarocr - INFO - Epoch [33][30/541] lr: 1.923e-05, eta: 1:32:09, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5971 +2022-03-10 19:58:20,691 - davarocr - INFO - Epoch [33][35/541] lr: 1.923e-05, eta: 1:32:06, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0273, loss: 0.0273, grad_norm: 7.8339 +2022-03-10 19:58:23,554 - davarocr - INFO - Epoch [33][40/541] lr: 1.923e-05, eta: 1:32:03, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5324 +2022-03-10 19:58:26,296 - davarocr - INFO - Epoch [33][45/541] lr: 1.923e-05, eta: 1:32:00, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5355 +2022-03-10 19:58:29,075 - davarocr - INFO - Epoch [33][50/541] lr: 1.923e-05, eta: 1:31:57, time: 0.556, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5789 +2022-03-10 19:58:31,833 - davarocr - INFO - Epoch [33][55/541] lr: 1.923e-05, eta: 1:31:54, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5544 +2022-03-10 19:58:34,675 - davarocr - INFO - Epoch [33][60/541] lr: 1.923e-05, eta: 1:31:52, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5595 +2022-03-10 19:58:37,304 - davarocr - INFO - Epoch [33][65/541] lr: 1.923e-05, eta: 1:31:49, time: 0.526, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5424 +2022-03-10 19:58:40,124 - davarocr - INFO - Epoch [33][70/541] lr: 1.923e-05, eta: 1:31:46, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5412 +2022-03-10 19:58:42,782 - davarocr - INFO - Epoch [33][75/541] lr: 1.923e-05, eta: 1:31:43, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5433 +2022-03-10 19:58:45,707 - davarocr - INFO - Epoch [33][80/541] lr: 1.923e-05, eta: 1:31:40, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 2.3969 +2022-03-10 19:58:48,793 - davarocr - INFO - Epoch [33][85/541] lr: 1.923e-05, eta: 1:31:37, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5725 +2022-03-10 19:58:51,706 - davarocr - INFO - Epoch [33][90/541] lr: 1.923e-05, eta: 1:31:34, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0443, loss: 0.0443, grad_norm: 45.1287 +2022-03-10 19:58:54,947 - davarocr - INFO - Epoch [33][95/541] lr: 1.923e-05, eta: 1:31:32, time: 0.648, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5546 +2022-03-10 19:58:57,852 - davarocr - INFO - Epoch [33][100/541] lr: 1.923e-05, eta: 1:31:29, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.2127, loss: 0.2127, grad_norm: 9.8233 +2022-03-10 19:59:00,917 - davarocr - INFO - Epoch [33][105/541] lr: 1.923e-05, eta: 1:31:26, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7008 +2022-03-10 19:59:03,856 - davarocr - INFO - Epoch [33][110/541] lr: 1.923e-05, eta: 1:31:24, time: 0.589, data_time: 0.009, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 1.0115 +2022-03-10 19:59:06,750 - davarocr - INFO - Epoch [33][115/541] lr: 1.923e-05, eta: 1:31:21, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0524, loss: 0.0524, grad_norm: 11.0992 +2022-03-10 19:59:09,645 - davarocr - INFO - Epoch [33][120/541] lr: 1.923e-05, eta: 1:31:18, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0402, loss: 0.0402, grad_norm: 1.5981 +2022-03-10 19:59:12,554 - davarocr - INFO - Epoch [33][125/541] lr: 1.923e-05, eta: 1:31:15, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 3.4947 +2022-03-10 19:59:15,459 - davarocr - INFO - Epoch [33][130/541] lr: 1.923e-05, eta: 1:31:12, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6315 +2022-03-10 19:59:18,397 - davarocr - INFO - Epoch [33][135/541] lr: 1.923e-05, eta: 1:31:09, time: 0.588, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.9042 +2022-03-10 19:59:21,306 - davarocr - INFO - Epoch [33][140/541] lr: 1.923e-05, eta: 1:31:07, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.9543 +2022-03-10 19:59:24,228 - davarocr - INFO - Epoch [33][145/541] lr: 1.923e-05, eta: 1:31:04, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6510 +2022-03-10 19:59:27,282 - davarocr - INFO - Epoch [33][150/541] lr: 1.923e-05, eta: 1:31:01, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6514 +2022-03-10 19:59:30,180 - davarocr - INFO - Epoch [33][155/541] lr: 1.923e-05, eta: 1:30:58, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0414, loss: 0.0414, grad_norm: 2.8635 +2022-03-10 19:59:33,229 - davarocr - INFO - Epoch [33][160/541] lr: 1.923e-05, eta: 1:30:56, time: 0.610, data_time: 0.008, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.8459 +2022-03-10 19:59:36,370 - davarocr - INFO - Epoch [33][165/541] lr: 1.923e-05, eta: 1:30:53, time: 0.628, data_time: 0.007, memory: 5179, loss_crf: 0.3040, loss: 0.3040, grad_norm: 29.8701 +2022-03-10 19:59:39,341 - davarocr - INFO - Epoch [33][170/541] lr: 1.923e-05, eta: 1:30:50, time: 0.594, data_time: 0.008, memory: 5179, loss_crf: 0.1080, loss: 0.1080, grad_norm: 3.9432 +2022-03-10 19:59:42,152 - davarocr - INFO - Epoch [33][175/541] lr: 1.923e-05, eta: 1:30:47, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6105 +2022-03-10 19:59:45,017 - davarocr - INFO - Epoch [33][180/541] lr: 1.923e-05, eta: 1:30:44, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6037 +2022-03-10 19:59:48,075 - davarocr - INFO - Epoch [33][185/541] lr: 1.923e-05, eta: 1:30:42, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6256 +2022-03-10 19:59:50,848 - davarocr - INFO - Epoch [33][190/541] lr: 1.923e-05, eta: 1:30:39, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6153 +2022-03-10 19:59:53,436 - davarocr - INFO - Epoch [33][195/541] lr: 1.923e-05, eta: 1:30:36, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0162, loss: 0.0162, grad_norm: 0.8038 +2022-03-10 19:59:56,437 - davarocr - INFO - Epoch [33][200/541] lr: 1.923e-05, eta: 1:30:33, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6543 +2022-03-10 19:59:59,425 - davarocr - INFO - Epoch [33][205/541] lr: 1.923e-05, eta: 1:30:30, time: 0.598, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5948 +2022-03-10 20:00:02,275 - davarocr - INFO - Epoch [33][210/541] lr: 1.923e-05, eta: 1:30:27, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5892 +2022-03-10 20:00:05,114 - davarocr - INFO - Epoch [33][215/541] lr: 1.923e-05, eta: 1:30:24, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6066 +2022-03-10 20:00:08,035 - davarocr - INFO - Epoch [33][220/541] lr: 1.923e-05, eta: 1:30:22, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0987, loss: 0.0987, grad_norm: 11.0587 +2022-03-10 20:00:10,882 - davarocr - INFO - Epoch [33][225/541] lr: 1.923e-05, eta: 1:30:19, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5298 +2022-03-10 20:00:13,667 - davarocr - INFO - Epoch [33][230/541] lr: 1.923e-05, eta: 1:30:16, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0088, loss: 0.0088, grad_norm: 7.2389 +2022-03-10 20:00:16,421 - davarocr - INFO - Epoch [33][235/541] lr: 1.923e-05, eta: 1:30:13, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.0265, loss: 0.0265, grad_norm: 8.4358 +2022-03-10 20:00:19,225 - davarocr - INFO - Epoch [33][240/541] lr: 1.923e-05, eta: 1:30:10, time: 0.557, data_time: 0.005, memory: 5179, loss_crf: 0.0146, loss: 0.0146, grad_norm: 0.8047 +2022-03-10 20:00:21,811 - davarocr - INFO - Epoch [33][245/541] lr: 1.923e-05, eta: 1:30:07, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6336 +2022-03-10 20:00:24,527 - davarocr - INFO - Epoch [33][250/541] lr: 1.923e-05, eta: 1:30:04, time: 0.543, data_time: 0.009, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 3.1939 +2022-03-10 20:00:27,381 - davarocr - INFO - Epoch [33][255/541] lr: 1.923e-05, eta: 1:30:01, time: 0.571, data_time: 0.009, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5545 +2022-03-10 20:00:30,386 - davarocr - INFO - Epoch [33][260/541] lr: 1.923e-05, eta: 1:29:59, time: 0.604, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5791 +2022-03-10 20:00:33,264 - davarocr - INFO - Epoch [33][265/541] lr: 1.923e-05, eta: 1:29:56, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0185, loss: 0.0185, grad_norm: 0.9143 +2022-03-10 20:00:36,536 - davarocr - INFO - Epoch [33][270/541] lr: 1.923e-05, eta: 1:29:53, time: 0.654, data_time: 0.006, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 2.0851 +2022-03-10 20:00:39,405 - davarocr - INFO - Epoch [33][275/541] lr: 1.923e-05, eta: 1:29:50, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6429 +2022-03-10 20:00:42,020 - davarocr - INFO - Epoch [33][280/541] lr: 1.923e-05, eta: 1:29:47, time: 0.523, data_time: 0.006, memory: 5179, loss_crf: 0.4665, loss: 0.4665, grad_norm: 75.1000 +2022-03-10 20:00:44,830 - davarocr - INFO - Epoch [33][285/541] lr: 1.923e-05, eta: 1:29:45, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7424 +2022-03-10 20:00:47,782 - davarocr - INFO - Epoch [33][290/541] lr: 1.923e-05, eta: 1:29:42, time: 0.590, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5548 +2022-03-10 20:00:50,666 - davarocr - INFO - Epoch [33][295/541] lr: 1.923e-05, eta: 1:29:39, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.9898 +2022-03-10 20:00:53,471 - davarocr - INFO - Epoch [33][300/541] lr: 1.923e-05, eta: 1:29:36, time: 0.561, data_time: 0.009, memory: 5179, loss_crf: 0.0137, loss: 0.0137, grad_norm: 22.3745 +2022-03-10 20:00:56,320 - davarocr - INFO - Epoch [33][305/541] lr: 1.923e-05, eta: 1:29:33, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5097 +2022-03-10 20:00:58,870 - davarocr - INFO - Epoch [33][310/541] lr: 1.923e-05, eta: 1:29:30, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 0.0288, loss: 0.0288, grad_norm: 5.1696 +2022-03-10 20:01:01,454 - davarocr - INFO - Epoch [33][315/541] lr: 1.923e-05, eta: 1:29:27, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5408 +2022-03-10 20:01:04,053 - davarocr - INFO - Epoch [33][320/541] lr: 1.923e-05, eta: 1:29:24, time: 0.520, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5569 +2022-03-10 20:01:06,904 - davarocr - INFO - Epoch [33][325/541] lr: 1.923e-05, eta: 1:29:21, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0317, loss: 0.0317, grad_norm: 0.8507 +2022-03-10 20:01:09,796 - davarocr - INFO - Epoch [33][330/541] lr: 1.923e-05, eta: 1:29:19, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0427, loss: 0.0427, grad_norm: 12.6477 +2022-03-10 20:01:12,514 - davarocr - INFO - Epoch [33][335/541] lr: 1.923e-05, eta: 1:29:16, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.0123, loss: 0.0123, grad_norm: 1.1272 +2022-03-10 20:01:15,114 - davarocr - INFO - Epoch [33][340/541] lr: 1.923e-05, eta: 1:29:13, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6280 +2022-03-10 20:01:17,635 - davarocr - INFO - Epoch [33][345/541] lr: 1.923e-05, eta: 1:29:10, time: 0.505, data_time: 0.009, memory: 5179, loss_crf: 0.0419, loss: 0.0419, grad_norm: 14.3827 +2022-03-10 20:01:20,299 - davarocr - INFO - Epoch [33][350/541] lr: 1.923e-05, eta: 1:29:07, time: 0.534, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5997 +2022-03-10 20:01:23,257 - davarocr - INFO - Epoch [33][355/541] lr: 1.923e-05, eta: 1:29:04, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0140, loss: 0.0140, grad_norm: 1.8349 +2022-03-10 20:01:26,249 - davarocr - INFO - Epoch [33][360/541] lr: 1.923e-05, eta: 1:29:01, time: 0.598, data_time: 0.007, memory: 5179, loss_crf: 0.0286, loss: 0.0286, grad_norm: 6.4343 +2022-03-10 20:01:29,115 - davarocr - INFO - Epoch [33][365/541] lr: 1.923e-05, eta: 1:28:58, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0137, loss: 0.0137, grad_norm: 7.4223 +2022-03-10 20:01:32,182 - davarocr - INFO - Epoch [33][370/541] lr: 1.923e-05, eta: 1:28:56, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6050 +2022-03-10 20:01:34,876 - davarocr - INFO - Epoch [33][375/541] lr: 1.923e-05, eta: 1:28:53, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.0957, loss: 0.0957, grad_norm: 19.5275 +2022-03-10 20:01:37,741 - davarocr - INFO - Epoch [33][380/541] lr: 1.923e-05, eta: 1:28:50, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.2994, loss: 0.2994, grad_norm: 7.6067 +2022-03-10 20:01:40,753 - davarocr - INFO - Epoch [33][385/541] lr: 1.923e-05, eta: 1:28:47, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0541, loss: 0.0541, grad_norm: 1.1780 +2022-03-10 20:01:43,639 - davarocr - INFO - Epoch [33][390/541] lr: 1.923e-05, eta: 1:28:44, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0158, loss: 0.0158, grad_norm: 3.7877 +2022-03-10 20:01:46,505 - davarocr - INFO - Epoch [33][395/541] lr: 1.923e-05, eta: 1:28:41, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5492 +2022-03-10 20:01:49,526 - davarocr - INFO - Epoch [33][400/541] lr: 1.923e-05, eta: 1:28:39, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.1290 +2022-03-10 20:01:52,509 - davarocr - INFO - Epoch [33][405/541] lr: 1.923e-05, eta: 1:28:36, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7397 +2022-03-10 20:01:55,512 - davarocr - INFO - Epoch [33][410/541] lr: 1.923e-05, eta: 1:28:33, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0155, loss: 0.0155, grad_norm: 1.2419 +2022-03-10 20:01:58,391 - davarocr - INFO - Epoch [33][415/541] lr: 1.923e-05, eta: 1:28:30, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6770 +2022-03-10 20:02:01,270 - davarocr - INFO - Epoch [33][420/541] lr: 1.923e-05, eta: 1:28:27, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6764 +2022-03-10 20:02:04,035 - davarocr - INFO - Epoch [33][425/541] lr: 1.923e-05, eta: 1:28:24, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.7205 +2022-03-10 20:02:06,625 - davarocr - INFO - Epoch [33][430/541] lr: 1.923e-05, eta: 1:28:22, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0794, loss: 0.0794, grad_norm: 4.3132 +2022-03-10 20:02:09,396 - davarocr - INFO - Epoch [33][435/541] lr: 1.923e-05, eta: 1:28:19, time: 0.554, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5071 +2022-03-10 20:02:12,257 - davarocr - INFO - Epoch [33][440/541] lr: 1.923e-05, eta: 1:28:16, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5925 +2022-03-10 20:02:15,134 - davarocr - INFO - Epoch [33][445/541] lr: 1.923e-05, eta: 1:28:13, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0094, loss: 0.0094, grad_norm: 3.1324 +2022-03-10 20:02:18,150 - davarocr - INFO - Epoch [33][450/541] lr: 1.923e-05, eta: 1:28:10, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 2.0375 +2022-03-10 20:02:20,827 - davarocr - INFO - Epoch [33][455/541] lr: 1.923e-05, eta: 1:28:07, time: 0.536, data_time: 0.008, memory: 5179, loss_crf: 0.0238, loss: 0.0238, grad_norm: 8.2739 +2022-03-10 20:02:23,410 - davarocr - INFO - Epoch [33][460/541] lr: 1.923e-05, eta: 1:28:04, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0549, loss: 0.0549, grad_norm: 15.5605 +2022-03-10 20:02:26,368 - davarocr - INFO - Epoch [33][465/541] lr: 1.923e-05, eta: 1:28:01, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0131, loss: 0.0131, grad_norm: 3.7985 +2022-03-10 20:02:29,708 - davarocr - INFO - Epoch [33][470/541] lr: 1.923e-05, eta: 1:27:59, time: 0.668, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5642 +2022-03-10 20:02:32,554 - davarocr - INFO - Epoch [33][475/541] lr: 1.923e-05, eta: 1:27:56, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6033 +2022-03-10 20:02:35,465 - davarocr - INFO - Epoch [33][480/541] lr: 1.923e-05, eta: 1:27:53, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5232 +2022-03-10 20:02:38,485 - davarocr - INFO - Epoch [33][485/541] lr: 1.923e-05, eta: 1:27:50, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.1830, loss: 0.1830, grad_norm: 19.3947 +2022-03-10 20:02:41,353 - davarocr - INFO - Epoch [33][490/541] lr: 1.923e-05, eta: 1:27:48, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0397, loss: 0.0397, grad_norm: 1.1890 +2022-03-10 20:02:44,224 - davarocr - INFO - Epoch [33][495/541] lr: 1.923e-05, eta: 1:27:45, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.9393 +2022-03-10 20:02:47,115 - davarocr - INFO - Epoch [33][500/541] lr: 1.923e-05, eta: 1:27:42, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 1.4421 +2022-03-10 20:02:50,292 - davarocr - INFO - Epoch [33][505/541] lr: 1.923e-05, eta: 1:27:39, time: 0.635, data_time: 0.007, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 1.0699 +2022-03-10 20:02:53,293 - davarocr - INFO - Epoch [33][510/541] lr: 1.923e-05, eta: 1:27:37, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.9855 +2022-03-10 20:02:56,153 - davarocr - INFO - Epoch [33][515/541] lr: 1.923e-05, eta: 1:27:34, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.9364 +2022-03-10 20:02:59,065 - davarocr - INFO - Epoch [33][520/541] lr: 1.923e-05, eta: 1:27:31, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 2.2549 +2022-03-10 20:03:01,958 - davarocr - INFO - Epoch [33][525/541] lr: 1.923e-05, eta: 1:27:28, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0162, loss: 0.0162, grad_norm: 0.9120 +2022-03-10 20:03:04,830 - davarocr - INFO - Epoch [33][530/541] lr: 1.923e-05, eta: 1:27:25, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8160 +2022-03-10 20:03:07,711 - davarocr - INFO - Epoch [33][535/541] lr: 1.923e-05, eta: 1:27:22, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.5032 +2022-03-10 20:03:10,534 - davarocr - INFO - Epoch [33][540/541] lr: 1.923e-05, eta: 1:27:19, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8969 +2022-03-10 20:03:51,996 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:03:51,997 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:03:51,997 - davarocr - INFO - Epoch(val) [33][541] LOC: {'precision': 0.9429265330904675, 'recall': 0.9310551558752997, 'f1-score': 0.9369532428355958}, PER: {'precision': 0.9409282700421941, 'recall': 0.9653679653679653, 'f1-score': 0.9529914529914529}, MISC: {'precision': 0.8255977496483825, 'recall': 0.8361823361823362, 'f1-score': 0.8308563340410473}, ORG: {'precision': 0.8972520908004779, 'recall': 0.9042745334136063, 'f1-score': 0.9007496251874063}, all: {'precision': 0.9142505710771394, 'recall': 0.9212110481586402, 'f1-score': 0.9177176117823441}, hmean: 0.9177 +2022-03-10 20:03:57,409 - davarocr - INFO - Epoch [34][5/541] lr: 1.887e-05, eta: 1:27:17, time: 1.081, data_time: 0.531, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 1.0310 +2022-03-10 20:04:00,149 - davarocr - INFO - Epoch [34][10/541] lr: 1.887e-05, eta: 1:27:14, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8972 +2022-03-10 20:04:02,739 - davarocr - INFO - Epoch [34][15/541] lr: 1.887e-05, eta: 1:27:11, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0066, loss: 0.0066, grad_norm: 3.7776 +2022-03-10 20:04:05,508 - davarocr - INFO - Epoch [34][20/541] lr: 1.887e-05, eta: 1:27:08, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5821 +2022-03-10 20:04:08,280 - davarocr - INFO - Epoch [34][25/541] lr: 1.887e-05, eta: 1:27:05, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5928 +2022-03-10 20:04:10,999 - davarocr - INFO - Epoch [34][30/541] lr: 1.887e-05, eta: 1:27:03, time: 0.544, data_time: 0.009, memory: 5179, loss_crf: 0.0141, loss: 0.0141, grad_norm: 5.7450 +2022-03-10 20:04:13,874 - davarocr - INFO - Epoch [34][35/541] lr: 1.887e-05, eta: 1:27:00, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0223, loss: 0.0223, grad_norm: 5.1048 +2022-03-10 20:04:16,654 - davarocr - INFO - Epoch [34][40/541] lr: 1.887e-05, eta: 1:26:57, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5056 +2022-03-10 20:04:19,363 - davarocr - INFO - Epoch [34][45/541] lr: 1.887e-05, eta: 1:26:54, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5125 +2022-03-10 20:04:22,264 - davarocr - INFO - Epoch [34][50/541] lr: 1.887e-05, eta: 1:26:51, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8316 +2022-03-10 20:04:25,152 - davarocr - INFO - Epoch [34][55/541] lr: 1.887e-05, eta: 1:26:48, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0532, loss: 0.0532, grad_norm: 27.3986 +2022-03-10 20:04:28,051 - davarocr - INFO - Epoch [34][60/541] lr: 1.887e-05, eta: 1:26:45, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5266 +2022-03-10 20:04:30,944 - davarocr - INFO - Epoch [34][65/541] lr: 1.887e-05, eta: 1:26:43, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.9601 +2022-03-10 20:04:33,852 - davarocr - INFO - Epoch [34][70/541] lr: 1.887e-05, eta: 1:26:40, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5919 +2022-03-10 20:04:36,891 - davarocr - INFO - Epoch [34][75/541] lr: 1.887e-05, eta: 1:26:37, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6031 +2022-03-10 20:04:39,924 - davarocr - INFO - Epoch [34][80/541] lr: 1.887e-05, eta: 1:26:34, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5900 +2022-03-10 20:04:42,793 - davarocr - INFO - Epoch [34][85/541] lr: 1.887e-05, eta: 1:26:31, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6104 +2022-03-10 20:04:45,682 - davarocr - INFO - Epoch [34][90/541] lr: 1.887e-05, eta: 1:26:29, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5839 +2022-03-10 20:04:48,913 - davarocr - INFO - Epoch [34][95/541] lr: 1.887e-05, eta: 1:26:26, time: 0.646, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5851 +2022-03-10 20:04:51,773 - davarocr - INFO - Epoch [34][100/541] lr: 1.887e-05, eta: 1:26:23, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.7629 +2022-03-10 20:04:54,784 - davarocr - INFO - Epoch [34][105/541] lr: 1.887e-05, eta: 1:26:20, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7358 +2022-03-10 20:04:57,814 - davarocr - INFO - Epoch [34][110/541] lr: 1.887e-05, eta: 1:26:18, time: 0.606, data_time: 0.005, memory: 5179, loss_crf: 0.0222, loss: 0.0222, grad_norm: 20.1706 +2022-03-10 20:05:00,722 - davarocr - INFO - Epoch [34][115/541] lr: 1.887e-05, eta: 1:26:15, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5305 +2022-03-10 20:05:03,597 - davarocr - INFO - Epoch [34][120/541] lr: 1.887e-05, eta: 1:26:12, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0179, loss: 0.0179, grad_norm: 23.7391 +2022-03-10 20:05:06,605 - davarocr - INFO - Epoch [34][125/541] lr: 1.887e-05, eta: 1:26:09, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4810 +2022-03-10 20:05:09,617 - davarocr - INFO - Epoch [34][130/541] lr: 1.887e-05, eta: 1:26:06, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4741 +2022-03-10 20:05:12,497 - davarocr - INFO - Epoch [34][135/541] lr: 1.887e-05, eta: 1:26:04, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5494 +2022-03-10 20:05:15,394 - davarocr - INFO - Epoch [34][140/541] lr: 1.887e-05, eta: 1:26:01, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5016 +2022-03-10 20:05:18,002 - davarocr - INFO - Epoch [34][145/541] lr: 1.887e-05, eta: 1:25:58, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0136, loss: 0.0136, grad_norm: 2.5410 +2022-03-10 20:05:20,908 - davarocr - INFO - Epoch [34][150/541] lr: 1.887e-05, eta: 1:25:55, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7193 +2022-03-10 20:05:23,811 - davarocr - INFO - Epoch [34][155/541] lr: 1.887e-05, eta: 1:25:52, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6187 +2022-03-10 20:05:26,708 - davarocr - INFO - Epoch [34][160/541] lr: 1.887e-05, eta: 1:25:49, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6496 +2022-03-10 20:05:29,647 - davarocr - INFO - Epoch [34][165/541] lr: 1.887e-05, eta: 1:25:46, time: 0.587, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6412 +2022-03-10 20:05:32,535 - davarocr - INFO - Epoch [34][170/541] lr: 1.887e-05, eta: 1:25:44, time: 0.577, data_time: 0.005, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6365 +2022-03-10 20:05:35,550 - davarocr - INFO - Epoch [34][175/541] lr: 1.887e-05, eta: 1:25:41, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0571, loss: 0.0571, grad_norm: 1.1475 +2022-03-10 20:05:38,414 - davarocr - INFO - Epoch [34][180/541] lr: 1.887e-05, eta: 1:25:38, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.6941 +2022-03-10 20:05:41,428 - davarocr - INFO - Epoch [34][185/541] lr: 1.887e-05, eta: 1:25:35, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7616 +2022-03-10 20:05:44,289 - davarocr - INFO - Epoch [34][190/541] lr: 1.887e-05, eta: 1:25:32, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7420 +2022-03-10 20:05:47,311 - davarocr - INFO - Epoch [34][195/541] lr: 1.887e-05, eta: 1:25:30, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.6837 +2022-03-10 20:05:50,375 - davarocr - INFO - Epoch [34][200/541] lr: 1.887e-05, eta: 1:25:27, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.6839 +2022-03-10 20:05:53,399 - davarocr - INFO - Epoch [34][205/541] lr: 1.887e-05, eta: 1:25:24, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.7219 +2022-03-10 20:05:56,432 - davarocr - INFO - Epoch [34][210/541] lr: 1.887e-05, eta: 1:25:21, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0340, loss: 0.0340, grad_norm: 9.5456 +2022-03-10 20:05:59,237 - davarocr - INFO - Epoch [34][215/541] lr: 1.887e-05, eta: 1:25:19, time: 0.561, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4960 +2022-03-10 20:06:01,841 - davarocr - INFO - Epoch [34][220/541] lr: 1.887e-05, eta: 1:25:16, time: 0.521, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4986 +2022-03-10 20:06:04,470 - davarocr - INFO - Epoch [34][225/541] lr: 1.887e-05, eta: 1:25:13, time: 0.524, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4956 +2022-03-10 20:06:07,394 - davarocr - INFO - Epoch [34][230/541] lr: 1.887e-05, eta: 1:25:10, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 0.0079, loss: 0.0079, grad_norm: 5.2759 +2022-03-10 20:06:10,230 - davarocr - INFO - Epoch [34][235/541] lr: 1.887e-05, eta: 1:25:07, time: 0.567, data_time: 0.005, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5055 +2022-03-10 20:06:13,151 - davarocr - INFO - Epoch [34][240/541] lr: 1.887e-05, eta: 1:25:04, time: 0.581, data_time: 0.005, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5057 +2022-03-10 20:06:16,152 - davarocr - INFO - Epoch [34][245/541] lr: 1.887e-05, eta: 1:25:01, time: 0.602, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8902 +2022-03-10 20:06:19,043 - davarocr - INFO - Epoch [34][250/541] lr: 1.887e-05, eta: 1:24:59, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5715 +2022-03-10 20:06:21,913 - davarocr - INFO - Epoch [34][255/541] lr: 1.887e-05, eta: 1:24:56, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6205 +2022-03-10 20:06:24,815 - davarocr - INFO - Epoch [34][260/541] lr: 1.887e-05, eta: 1:24:53, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.5770 +2022-03-10 20:06:27,688 - davarocr - INFO - Epoch [34][265/541] lr: 1.887e-05, eta: 1:24:50, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5804 +2022-03-10 20:06:30,487 - davarocr - INFO - Epoch [34][270/541] lr: 1.887e-05, eta: 1:24:47, time: 0.560, data_time: 0.009, memory: 5179, loss_crf: 0.0426, loss: 0.0426, grad_norm: 3.3846 +2022-03-10 20:06:33,495 - davarocr - INFO - Epoch [34][275/541] lr: 1.887e-05, eta: 1:24:44, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.0364, loss: 0.0364, grad_norm: 8.2946 +2022-03-10 20:06:36,080 - davarocr - INFO - Epoch [34][280/541] lr: 1.887e-05, eta: 1:24:41, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4929 +2022-03-10 20:06:38,663 - davarocr - INFO - Epoch [34][285/541] lr: 1.887e-05, eta: 1:24:38, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0179, loss: 0.0179, grad_norm: 0.7577 +2022-03-10 20:06:41,613 - davarocr - INFO - Epoch [34][290/541] lr: 1.887e-05, eta: 1:24:36, time: 0.590, data_time: 0.005, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5183 +2022-03-10 20:06:44,660 - davarocr - INFO - Epoch [34][295/541] lr: 1.887e-05, eta: 1:24:33, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5284 +2022-03-10 20:06:47,697 - davarocr - INFO - Epoch [34][300/541] lr: 1.887e-05, eta: 1:24:30, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5283 +2022-03-10 20:06:50,549 - davarocr - INFO - Epoch [34][305/541] lr: 1.887e-05, eta: 1:24:27, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8146 +2022-03-10 20:06:53,599 - davarocr - INFO - Epoch [34][310/541] lr: 1.887e-05, eta: 1:24:24, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6198 +2022-03-10 20:06:56,624 - davarocr - INFO - Epoch [34][315/541] lr: 1.887e-05, eta: 1:24:22, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5715 +2022-03-10 20:06:59,457 - davarocr - INFO - Epoch [34][320/541] lr: 1.887e-05, eta: 1:24:19, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5786 +2022-03-10 20:07:02,029 - davarocr - INFO - Epoch [34][325/541] lr: 1.887e-05, eta: 1:24:16, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5909 +2022-03-10 20:07:04,741 - davarocr - INFO - Epoch [34][330/541] lr: 1.887e-05, eta: 1:24:13, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5800 +2022-03-10 20:07:07,604 - davarocr - INFO - Epoch [34][335/541] lr: 1.887e-05, eta: 1:24:10, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5869 +2022-03-10 20:07:10,489 - davarocr - INFO - Epoch [34][340/541] lr: 1.887e-05, eta: 1:24:07, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5791 +2022-03-10 20:07:13,384 - davarocr - INFO - Epoch [34][345/541] lr: 1.887e-05, eta: 1:24:04, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0219, loss: 0.0219, grad_norm: 2.9386 +2022-03-10 20:07:16,265 - davarocr - INFO - Epoch [34][350/541] lr: 1.887e-05, eta: 1:24:02, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0337, loss: 0.0337, grad_norm: 0.9590 +2022-03-10 20:07:19,143 - davarocr - INFO - Epoch [34][355/541] lr: 1.887e-05, eta: 1:23:59, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.6541 +2022-03-10 20:07:22,004 - davarocr - INFO - Epoch [34][360/541] lr: 1.887e-05, eta: 1:23:56, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6906 +2022-03-10 20:07:24,801 - davarocr - INFO - Epoch [34][365/541] lr: 1.887e-05, eta: 1:23:53, time: 0.559, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6548 +2022-03-10 20:07:27,666 - davarocr - INFO - Epoch [34][370/541] lr: 1.887e-05, eta: 1:23:50, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0070, loss: 0.0070, grad_norm: 8.0614 +2022-03-10 20:07:30,708 - davarocr - INFO - Epoch [34][375/541] lr: 1.887e-05, eta: 1:23:47, time: 0.611, data_time: 0.009, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.9170 +2022-03-10 20:07:33,570 - davarocr - INFO - Epoch [34][380/541] lr: 1.887e-05, eta: 1:23:45, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0386, loss: 0.0386, grad_norm: 1.1470 +2022-03-10 20:07:36,467 - davarocr - INFO - Epoch [34][385/541] lr: 1.887e-05, eta: 1:23:42, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6926 +2022-03-10 20:07:39,461 - davarocr - INFO - Epoch [34][390/541] lr: 1.887e-05, eta: 1:23:39, time: 0.600, data_time: 0.008, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.7629 +2022-03-10 20:07:42,498 - davarocr - INFO - Epoch [34][395/541] lr: 1.887e-05, eta: 1:23:36, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0988, loss: 0.0988, grad_norm: 24.2561 +2022-03-10 20:07:45,512 - davarocr - INFO - Epoch [34][400/541] lr: 1.887e-05, eta: 1:23:33, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 1.3158 +2022-03-10 20:07:48,390 - davarocr - INFO - Epoch [34][405/541] lr: 1.887e-05, eta: 1:23:31, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6955 +2022-03-10 20:07:51,414 - davarocr - INFO - Epoch [34][410/541] lr: 1.887e-05, eta: 1:23:28, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7151 +2022-03-10 20:07:54,437 - davarocr - INFO - Epoch [34][415/541] lr: 1.887e-05, eta: 1:23:25, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7021 +2022-03-10 20:07:57,086 - davarocr - INFO - Epoch [34][420/541] lr: 1.887e-05, eta: 1:23:22, time: 0.530, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.7003 +2022-03-10 20:07:59,627 - davarocr - INFO - Epoch [34][425/541] lr: 1.887e-05, eta: 1:23:19, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7701 +2022-03-10 20:08:02,206 - davarocr - INFO - Epoch [34][430/541] lr: 1.887e-05, eta: 1:23:16, time: 0.515, data_time: 0.005, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6986 +2022-03-10 20:08:05,269 - davarocr - INFO - Epoch [34][435/541] lr: 1.887e-05, eta: 1:23:13, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6985 +2022-03-10 20:08:08,137 - davarocr - INFO - Epoch [34][440/541] lr: 1.887e-05, eta: 1:23:11, time: 0.574, data_time: 0.005, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.5331 +2022-03-10 20:08:11,001 - davarocr - INFO - Epoch [34][445/541] lr: 1.887e-05, eta: 1:23:08, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 0.2141, loss: 0.2141, grad_norm: 1.6455 +2022-03-10 20:08:13,875 - davarocr - INFO - Epoch [34][450/541] lr: 1.887e-05, eta: 1:23:05, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.9531 +2022-03-10 20:08:16,745 - davarocr - INFO - Epoch [34][455/541] lr: 1.887e-05, eta: 1:23:02, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0114, loss: 0.0114, grad_norm: 1.0829 +2022-03-10 20:08:19,619 - davarocr - INFO - Epoch [34][460/541] lr: 1.887e-05, eta: 1:22:59, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.1172, loss: 0.1172, grad_norm: 20.8290 +2022-03-10 20:08:22,487 - davarocr - INFO - Epoch [34][465/541] lr: 1.887e-05, eta: 1:22:56, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5009 +2022-03-10 20:08:25,357 - davarocr - INFO - Epoch [34][470/541] lr: 1.887e-05, eta: 1:22:54, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0362, loss: 0.0362, grad_norm: 12.6075 +2022-03-10 20:08:28,354 - davarocr - INFO - Epoch [34][475/541] lr: 1.887e-05, eta: 1:22:51, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0188, loss: 0.0188, grad_norm: 7.6441 +2022-03-10 20:08:31,221 - davarocr - INFO - Epoch [34][480/541] lr: 1.887e-05, eta: 1:22:48, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5682 +2022-03-10 20:08:34,076 - davarocr - INFO - Epoch [34][485/541] lr: 1.887e-05, eta: 1:22:45, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5581 +2022-03-10 20:08:36,962 - davarocr - INFO - Epoch [34][490/541] lr: 1.887e-05, eta: 1:22:42, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0156, loss: 0.0156, grad_norm: 11.6081 +2022-03-10 20:08:40,141 - davarocr - INFO - Epoch [34][495/541] lr: 1.887e-05, eta: 1:22:40, time: 0.636, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 5.2727 +2022-03-10 20:08:43,157 - davarocr - INFO - Epoch [34][500/541] lr: 1.887e-05, eta: 1:22:37, time: 0.603, data_time: 0.008, memory: 5179, loss_crf: 0.0243, loss: 0.0243, grad_norm: 8.4091 +2022-03-10 20:08:46,020 - davarocr - INFO - Epoch [34][505/541] lr: 1.887e-05, eta: 1:22:34, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4797 +2022-03-10 20:08:49,027 - davarocr - INFO - Epoch [34][510/541] lr: 1.887e-05, eta: 1:22:31, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8096 +2022-03-10 20:08:52,100 - davarocr - INFO - Epoch [34][515/541] lr: 1.887e-05, eta: 1:22:28, time: 0.614, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5101 +2022-03-10 20:08:54,965 - davarocr - INFO - Epoch [34][520/541] lr: 1.887e-05, eta: 1:22:26, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5157 +2022-03-10 20:08:57,637 - davarocr - INFO - Epoch [34][525/541] lr: 1.887e-05, eta: 1:22:23, time: 0.535, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 1.1748 +2022-03-10 20:09:00,178 - davarocr - INFO - Epoch [34][530/541] lr: 1.887e-05, eta: 1:22:20, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 0.0495, loss: 0.0495, grad_norm: 14.8458 +2022-03-10 20:09:03,169 - davarocr - INFO - Epoch [34][535/541] lr: 1.887e-05, eta: 1:22:17, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.0105, loss: 0.0105, grad_norm: 8.4647 +2022-03-10 20:09:06,017 - davarocr - INFO - Epoch [34][540/541] lr: 1.887e-05, eta: 1:22:14, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0099, loss: 0.0099, grad_norm: 0.6461 +2022-03-10 20:09:44,422 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:09:44,423 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:09:44,423 - davarocr - INFO - Epoch(val) [34][541] LOC: {'precision': 0.9273809523809524, 'recall': 0.934052757793765, 'f1-score': 0.930704898446834}, PER: {'precision': 0.9547707558859975, 'recall': 0.9529993815708101, 'f1-score': 0.953884246363355}, MISC: {'precision': 0.8260869565217391, 'recall': 0.8390313390313391, 'f1-score': 0.8325088339222616}, ORG: {'precision': 0.9083129584352079, 'recall': 0.8946417820590006, 'f1-score': 0.9014255383682136}, all: {'precision': 0.9168881800460748, 'recall': 0.9160764872521246, 'f1-score': 0.9164821539279071}, hmean: 0.9165 +2022-03-10 20:09:49,813 - davarocr - INFO - Epoch [35][5/541] lr: 1.852e-05, eta: 1:22:12, time: 1.076, data_time: 0.498, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5586 +2022-03-10 20:09:52,439 - davarocr - INFO - Epoch [35][10/541] lr: 1.852e-05, eta: 1:22:09, time: 0.525, data_time: 0.008, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 0.6644 +2022-03-10 20:09:55,547 - davarocr - INFO - Epoch [35][15/541] lr: 1.852e-05, eta: 1:22:06, time: 0.622, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5543 +2022-03-10 20:09:58,624 - davarocr - INFO - Epoch [35][20/541] lr: 1.852e-05, eta: 1:22:03, time: 0.615, data_time: 0.008, memory: 5179, loss_crf: 0.1253, loss: 0.1253, grad_norm: 42.1727 +2022-03-10 20:10:01,565 - davarocr - INFO - Epoch [35][25/541] lr: 1.852e-05, eta: 1:22:00, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5604 +2022-03-10 20:10:04,634 - davarocr - INFO - Epoch [35][30/541] lr: 1.852e-05, eta: 1:21:58, time: 0.617, data_time: 0.009, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.7486 +2022-03-10 20:10:07,588 - davarocr - INFO - Epoch [35][35/541] lr: 1.852e-05, eta: 1:21:55, time: 0.590, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5253 +2022-03-10 20:10:10,482 - davarocr - INFO - Epoch [35][40/541] lr: 1.852e-05, eta: 1:21:52, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0095, loss: 0.0095, grad_norm: 0.6190 +2022-03-10 20:10:13,390 - davarocr - INFO - Epoch [35][45/541] lr: 1.852e-05, eta: 1:21:49, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5397 +2022-03-10 20:10:16,643 - davarocr - INFO - Epoch [35][50/541] lr: 1.852e-05, eta: 1:21:46, time: 0.651, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5396 +2022-03-10 20:10:19,560 - davarocr - INFO - Epoch [35][55/541] lr: 1.852e-05, eta: 1:21:44, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.6857 +2022-03-10 20:10:22,468 - davarocr - INFO - Epoch [35][60/541] lr: 1.852e-05, eta: 1:21:41, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0339, loss: 0.0339, grad_norm: 27.5171 +2022-03-10 20:10:25,362 - davarocr - INFO - Epoch [35][65/541] lr: 1.852e-05, eta: 1:21:38, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.9946 +2022-03-10 20:10:28,225 - davarocr - INFO - Epoch [35][70/541] lr: 1.852e-05, eta: 1:21:35, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5266 +2022-03-10 20:10:31,099 - davarocr - INFO - Epoch [35][75/541] lr: 1.852e-05, eta: 1:21:32, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0515, loss: 0.0515, grad_norm: 43.8755 +2022-03-10 20:10:33,978 - davarocr - INFO - Epoch [35][80/541] lr: 1.852e-05, eta: 1:21:29, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5213 +2022-03-10 20:10:36,854 - davarocr - INFO - Epoch [35][85/541] lr: 1.852e-05, eta: 1:21:27, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 1.3014 +2022-03-10 20:10:39,721 - davarocr - INFO - Epoch [35][90/541] lr: 1.852e-05, eta: 1:21:24, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6754 +2022-03-10 20:10:42,581 - davarocr - INFO - Epoch [35][95/541] lr: 1.852e-05, eta: 1:21:21, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6827 +2022-03-10 20:10:45,595 - davarocr - INFO - Epoch [35][100/541] lr: 1.852e-05, eta: 1:21:18, time: 0.603, data_time: 0.008, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.6949 +2022-03-10 20:10:48,450 - davarocr - INFO - Epoch [35][105/541] lr: 1.852e-05, eta: 1:21:15, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0001, loss: 0.0001, grad_norm: 0.6840 +2022-03-10 20:10:51,213 - davarocr - INFO - Epoch [35][110/541] lr: 1.852e-05, eta: 1:21:12, time: 0.554, data_time: 0.009, memory: 5179, loss_crf: 0.0382, loss: 0.0382, grad_norm: 6.4696 +2022-03-10 20:10:53,957 - davarocr - INFO - Epoch [35][115/541] lr: 1.852e-05, eta: 1:21:09, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4957 +2022-03-10 20:10:56,862 - davarocr - INFO - Epoch [35][120/541] lr: 1.852e-05, eta: 1:21:07, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4946 +2022-03-10 20:10:59,458 - davarocr - INFO - Epoch [35][125/541] lr: 1.852e-05, eta: 1:21:04, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4937 +2022-03-10 20:11:02,037 - davarocr - INFO - Epoch [35][130/541] lr: 1.852e-05, eta: 1:21:01, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 4.4554 +2022-03-10 20:11:05,097 - davarocr - INFO - Epoch [35][135/541] lr: 1.852e-05, eta: 1:20:58, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4857 +2022-03-10 20:11:07,830 - davarocr - INFO - Epoch [35][140/541] lr: 1.852e-05, eta: 1:20:55, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.5446 +2022-03-10 20:11:10,412 - davarocr - INFO - Epoch [35][145/541] lr: 1.852e-05, eta: 1:20:52, time: 0.516, data_time: 0.005, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 4.3910 +2022-03-10 20:11:12,999 - davarocr - INFO - Epoch [35][150/541] lr: 1.852e-05, eta: 1:20:49, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5056 +2022-03-10 20:11:16,062 - davarocr - INFO - Epoch [35][155/541] lr: 1.852e-05, eta: 1:20:46, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5061 +2022-03-10 20:11:18,923 - davarocr - INFO - Epoch [35][160/541] lr: 1.852e-05, eta: 1:20:44, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.5321 +2022-03-10 20:11:21,783 - davarocr - INFO - Epoch [35][165/541] lr: 1.852e-05, eta: 1:20:41, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5215 +2022-03-10 20:11:24,649 - davarocr - INFO - Epoch [35][170/541] lr: 1.852e-05, eta: 1:20:38, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.5910 +2022-03-10 20:11:27,515 - davarocr - INFO - Epoch [35][175/541] lr: 1.852e-05, eta: 1:20:35, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0538, loss: 0.0538, grad_norm: 7.1708 +2022-03-10 20:11:30,385 - davarocr - INFO - Epoch [35][180/541] lr: 1.852e-05, eta: 1:20:32, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 6.2463 +2022-03-10 20:11:32,992 - davarocr - INFO - Epoch [35][185/541] lr: 1.852e-05, eta: 1:20:29, time: 0.522, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6120 +2022-03-10 20:11:35,577 - davarocr - INFO - Epoch [35][190/541] lr: 1.852e-05, eta: 1:20:26, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0219, loss: 0.0219, grad_norm: 3.4198 +2022-03-10 20:11:38,478 - davarocr - INFO - Epoch [35][195/541] lr: 1.852e-05, eta: 1:20:23, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6326 +2022-03-10 20:11:41,513 - davarocr - INFO - Epoch [35][200/541] lr: 1.852e-05, eta: 1:20:21, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6325 +2022-03-10 20:11:44,392 - davarocr - INFO - Epoch [35][205/541] lr: 1.852e-05, eta: 1:20:18, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6335 +2022-03-10 20:11:47,281 - davarocr - INFO - Epoch [35][210/541] lr: 1.852e-05, eta: 1:20:15, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0785, loss: 0.0785, grad_norm: 5.1421 +2022-03-10 20:11:50,313 - davarocr - INFO - Epoch [35][215/541] lr: 1.852e-05, eta: 1:20:12, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0082, loss: 0.0082, grad_norm: 7.1887 +2022-03-10 20:11:53,298 - davarocr - INFO - Epoch [35][220/541] lr: 1.852e-05, eta: 1:20:09, time: 0.598, data_time: 0.009, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8599 +2022-03-10 20:11:56,374 - davarocr - INFO - Epoch [35][225/541] lr: 1.852e-05, eta: 1:20:07, time: 0.614, data_time: 0.006, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 2.8460 +2022-03-10 20:11:59,243 - davarocr - INFO - Epoch [35][230/541] lr: 1.852e-05, eta: 1:20:04, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.8280 +2022-03-10 20:12:02,265 - davarocr - INFO - Epoch [35][235/541] lr: 1.852e-05, eta: 1:20:01, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0641, loss: 0.0641, grad_norm: 1.8292 +2022-03-10 20:12:05,156 - davarocr - INFO - Epoch [35][240/541] lr: 1.852e-05, eta: 1:19:58, time: 0.579, data_time: 0.010, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7015 +2022-03-10 20:12:08,046 - davarocr - INFO - Epoch [35][245/541] lr: 1.852e-05, eta: 1:19:55, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.7048 +2022-03-10 20:12:10,915 - davarocr - INFO - Epoch [35][250/541] lr: 1.852e-05, eta: 1:19:52, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6896 +2022-03-10 20:12:13,952 - davarocr - INFO - Epoch [35][255/541] lr: 1.852e-05, eta: 1:19:50, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.1913, loss: 0.1913, grad_norm: 5.0134 +2022-03-10 20:12:17,022 - davarocr - INFO - Epoch [35][260/541] lr: 1.852e-05, eta: 1:19:47, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6786 +2022-03-10 20:12:19,898 - davarocr - INFO - Epoch [35][265/541] lr: 1.852e-05, eta: 1:19:44, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 3.6092 +2022-03-10 20:12:22,795 - davarocr - INFO - Epoch [35][270/541] lr: 1.852e-05, eta: 1:19:41, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5699 +2022-03-10 20:12:25,681 - davarocr - INFO - Epoch [35][275/541] lr: 1.852e-05, eta: 1:19:38, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5727 +2022-03-10 20:12:28,383 - davarocr - INFO - Epoch [35][280/541] lr: 1.852e-05, eta: 1:19:36, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5820 +2022-03-10 20:12:30,964 - davarocr - INFO - Epoch [35][285/541] lr: 1.852e-05, eta: 1:19:33, time: 0.516, data_time: 0.005, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 2.5753 +2022-03-10 20:12:33,706 - davarocr - INFO - Epoch [35][290/541] lr: 1.852e-05, eta: 1:19:30, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.2514 +2022-03-10 20:12:36,588 - davarocr - INFO - Epoch [35][295/541] lr: 1.852e-05, eta: 1:19:27, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.9065 +2022-03-10 20:12:39,455 - davarocr - INFO - Epoch [35][300/541] lr: 1.852e-05, eta: 1:19:24, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.3175 +2022-03-10 20:12:42,467 - davarocr - INFO - Epoch [35][305/541] lr: 1.852e-05, eta: 1:19:21, time: 0.602, data_time: 0.010, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7442 +2022-03-10 20:12:45,397 - davarocr - INFO - Epoch [35][310/541] lr: 1.852e-05, eta: 1:19:18, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7476 +2022-03-10 20:12:48,381 - davarocr - INFO - Epoch [35][315/541] lr: 1.852e-05, eta: 1:19:16, time: 0.597, data_time: 0.009, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.9383 +2022-03-10 20:12:51,393 - davarocr - INFO - Epoch [35][320/541] lr: 1.852e-05, eta: 1:19:13, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7647 +2022-03-10 20:12:54,423 - davarocr - INFO - Epoch [35][325/541] lr: 1.852e-05, eta: 1:19:10, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0226, loss: 0.0226, grad_norm: 6.1581 +2022-03-10 20:12:57,298 - davarocr - INFO - Epoch [35][330/541] lr: 1.852e-05, eta: 1:19:07, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5672 +2022-03-10 20:13:00,136 - davarocr - INFO - Epoch [35][335/541] lr: 1.852e-05, eta: 1:19:04, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5700 +2022-03-10 20:13:02,897 - davarocr - INFO - Epoch [35][340/541] lr: 1.852e-05, eta: 1:19:01, time: 0.552, data_time: 0.009, memory: 5179, loss_crf: 0.0726, loss: 0.0726, grad_norm: 2.8942 +2022-03-10 20:13:05,495 - davarocr - INFO - Epoch [35][345/541] lr: 1.852e-05, eta: 1:18:59, time: 0.520, data_time: 0.011, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6194 +2022-03-10 20:13:08,052 - davarocr - INFO - Epoch [35][350/541] lr: 1.852e-05, eta: 1:18:56, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.0990 +2022-03-10 20:13:10,952 - davarocr - INFO - Epoch [35][355/541] lr: 1.852e-05, eta: 1:18:53, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.2187, loss: 0.2187, grad_norm: 19.7472 +2022-03-10 20:13:13,872 - davarocr - INFO - Epoch [35][360/541] lr: 1.852e-05, eta: 1:18:50, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0317, loss: 0.0317, grad_norm: 0.8104 +2022-03-10 20:13:16,909 - davarocr - INFO - Epoch [35][365/541] lr: 1.852e-05, eta: 1:18:47, time: 0.610, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5722 +2022-03-10 20:13:19,842 - davarocr - INFO - Epoch [35][370/541] lr: 1.852e-05, eta: 1:18:44, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.3084 +2022-03-10 20:13:22,749 - davarocr - INFO - Epoch [35][375/541] lr: 1.852e-05, eta: 1:18:41, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0394, loss: 0.0394, grad_norm: 3.8471 +2022-03-10 20:13:25,619 - davarocr - INFO - Epoch [35][380/541] lr: 1.852e-05, eta: 1:18:39, time: 0.574, data_time: 0.010, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 19.7925 +2022-03-10 20:13:28,497 - davarocr - INFO - Epoch [35][385/541] lr: 1.852e-05, eta: 1:18:36, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0183, loss: 0.0183, grad_norm: 5.7929 +2022-03-10 20:13:31,377 - davarocr - INFO - Epoch [35][390/541] lr: 1.852e-05, eta: 1:18:33, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0198, loss: 0.0198, grad_norm: 1.6119 +2022-03-10 20:13:34,215 - davarocr - INFO - Epoch [35][395/541] lr: 1.852e-05, eta: 1:18:30, time: 0.567, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7151 +2022-03-10 20:13:37,022 - davarocr - INFO - Epoch [35][400/541] lr: 1.852e-05, eta: 1:18:27, time: 0.561, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7126 +2022-03-10 20:13:39,819 - davarocr - INFO - Epoch [35][405/541] lr: 1.852e-05, eta: 1:18:24, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0561, loss: 0.0561, grad_norm: 1.2351 +2022-03-10 20:13:42,834 - davarocr - INFO - Epoch [35][410/541] lr: 1.852e-05, eta: 1:18:22, time: 0.603, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.8750 +2022-03-10 20:13:45,894 - davarocr - INFO - Epoch [35][415/541] lr: 1.852e-05, eta: 1:18:19, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.8711 +2022-03-10 20:13:48,796 - davarocr - INFO - Epoch [35][420/541] lr: 1.852e-05, eta: 1:18:16, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0149, loss: 0.0149, grad_norm: 1.0404 +2022-03-10 20:13:52,012 - davarocr - INFO - Epoch [35][425/541] lr: 1.852e-05, eta: 1:18:13, time: 0.643, data_time: 0.007, memory: 5179, loss_crf: 0.0184, loss: 0.0184, grad_norm: 4.7276 +2022-03-10 20:13:54,937 - davarocr - INFO - Epoch [35][430/541] lr: 1.852e-05, eta: 1:18:10, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 1.7790 +2022-03-10 20:13:57,858 - davarocr - INFO - Epoch [35][435/541] lr: 1.852e-05, eta: 1:18:08, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6667 +2022-03-10 20:14:00,911 - davarocr - INFO - Epoch [35][440/541] lr: 1.852e-05, eta: 1:18:05, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.9010 +2022-03-10 20:14:03,819 - davarocr - INFO - Epoch [35][445/541] lr: 1.852e-05, eta: 1:18:02, time: 0.582, data_time: 0.009, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.7155 +2022-03-10 20:14:06,724 - davarocr - INFO - Epoch [35][450/541] lr: 1.852e-05, eta: 1:17:59, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0570, loss: 0.0570, grad_norm: 27.7193 +2022-03-10 20:14:09,631 - davarocr - INFO - Epoch [35][455/541] lr: 1.852e-05, eta: 1:17:56, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5064 +2022-03-10 20:14:12,670 - davarocr - INFO - Epoch [35][460/541] lr: 1.852e-05, eta: 1:17:54, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5065 +2022-03-10 20:14:15,693 - davarocr - INFO - Epoch [35][465/541] lr: 1.852e-05, eta: 1:17:51, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0463, loss: 0.0463, grad_norm: 32.1181 +2022-03-10 20:14:18,682 - davarocr - INFO - Epoch [35][470/541] lr: 1.852e-05, eta: 1:17:48, time: 0.599, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5468 +2022-03-10 20:14:21,673 - davarocr - INFO - Epoch [35][475/541] lr: 1.852e-05, eta: 1:17:45, time: 0.596, data_time: 0.005, memory: 5179, loss_crf: 0.1459, loss: 0.1459, grad_norm: 20.3116 +2022-03-10 20:14:24,674 - davarocr - INFO - Epoch [35][480/541] lr: 1.852e-05, eta: 1:17:42, time: 0.602, data_time: 0.011, memory: 5179, loss_crf: 0.0100, loss: 0.0100, grad_norm: 6.3055 +2022-03-10 20:14:27,611 - davarocr - INFO - Epoch [35][485/541] lr: 1.852e-05, eta: 1:17:40, time: 0.588, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6437 +2022-03-10 20:14:30,536 - davarocr - INFO - Epoch [35][490/541] lr: 1.852e-05, eta: 1:17:37, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.8295 +2022-03-10 20:14:33,465 - davarocr - INFO - Epoch [35][495/541] lr: 1.852e-05, eta: 1:17:34, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6590 +2022-03-10 20:14:36,376 - davarocr - INFO - Epoch [35][500/541] lr: 1.852e-05, eta: 1:17:31, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0184, loss: 0.0184, grad_norm: 10.3589 +2022-03-10 20:14:39,138 - davarocr - INFO - Epoch [35][505/541] lr: 1.852e-05, eta: 1:17:28, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5728 +2022-03-10 20:14:41,932 - davarocr - INFO - Epoch [35][510/541] lr: 1.852e-05, eta: 1:17:25, time: 0.560, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5730 +2022-03-10 20:14:44,794 - davarocr - INFO - Epoch [35][515/541] lr: 1.852e-05, eta: 1:17:23, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5742 +2022-03-10 20:14:47,654 - davarocr - INFO - Epoch [35][520/541] lr: 1.852e-05, eta: 1:17:20, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6667 +2022-03-10 20:14:50,566 - davarocr - INFO - Epoch [35][525/541] lr: 1.852e-05, eta: 1:17:17, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.6025 +2022-03-10 20:14:53,155 - davarocr - INFO - Epoch [35][530/541] lr: 1.852e-05, eta: 1:17:14, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.7274 +2022-03-10 20:14:55,756 - davarocr - INFO - Epoch [35][535/541] lr: 1.852e-05, eta: 1:17:11, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.9253 +2022-03-10 20:14:58,355 - davarocr - INFO - Epoch [35][540/541] lr: 1.852e-05, eta: 1:17:08, time: 0.520, data_time: 0.009, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 8.6063 +2022-03-10 20:15:36,382 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:15:36,383 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:15:36,384 - davarocr - INFO - Epoch(val) [35][541] LOC: {'precision': 0.9359903381642513, 'recall': 0.9292565947242206, 'f1-score': 0.9326113116726835}, PER: {'precision': 0.9481074481074481, 'recall': 0.9604205318491033, 'f1-score': 0.9542242703533026}, MISC: {'precision': 0.8155737704918032, 'recall': 0.8504273504273504, 'f1-score': 0.8326359832635982}, ORG: {'precision': 0.893048128342246, 'recall': 0.9048765803732691, 'f1-score': 0.8989234449760766}, all: {'precision': 0.9113680154142582, 'recall': 0.9212110481586402, 'f1-score': 0.9162630976490269}, hmean: 0.9163 +2022-03-10 20:15:41,695 - davarocr - INFO - Epoch [36][5/541] lr: 1.818e-05, eta: 1:17:05, time: 1.060, data_time: 0.494, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5109 +2022-03-10 20:15:44,577 - davarocr - INFO - Epoch [36][10/541] lr: 1.818e-05, eta: 1:17:03, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5122 +2022-03-10 20:15:47,446 - davarocr - INFO - Epoch [36][15/541] lr: 1.818e-05, eta: 1:17:00, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5199 +2022-03-10 20:15:50,315 - davarocr - INFO - Epoch [36][20/541] lr: 1.818e-05, eta: 1:16:57, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5124 +2022-03-10 20:15:53,360 - davarocr - INFO - Epoch [36][25/541] lr: 1.818e-05, eta: 1:16:54, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5119 +2022-03-10 20:15:56,232 - davarocr - INFO - Epoch [36][30/541] lr: 1.818e-05, eta: 1:16:51, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 2.3483 +2022-03-10 20:15:59,113 - davarocr - INFO - Epoch [36][35/541] lr: 1.818e-05, eta: 1:16:48, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 2.1507 +2022-03-10 20:16:02,246 - davarocr - INFO - Epoch [36][40/541] lr: 1.818e-05, eta: 1:16:46, time: 0.626, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6545 +2022-03-10 20:16:05,182 - davarocr - INFO - Epoch [36][45/541] lr: 1.818e-05, eta: 1:16:43, time: 0.586, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6654 +2022-03-10 20:16:08,110 - davarocr - INFO - Epoch [36][50/541] lr: 1.818e-05, eta: 1:16:40, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6568 +2022-03-10 20:16:10,732 - davarocr - INFO - Epoch [36][55/541] lr: 1.818e-05, eta: 1:16:37, time: 0.525, data_time: 0.009, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6573 +2022-03-10 20:16:13,494 - davarocr - INFO - Epoch [36][60/541] lr: 1.818e-05, eta: 1:16:34, time: 0.552, data_time: 0.011, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6576 +2022-03-10 20:16:16,538 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:16:16,538 - davarocr - INFO - Epoch [36][65/541] lr: 1.818e-05, eta: 1:16:31, time: 0.609, data_time: 0.009, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6584 +2022-03-10 20:16:19,429 - davarocr - INFO - Epoch [36][70/541] lr: 1.818e-05, eta: 1:16:29, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8791 +2022-03-10 20:16:22,289 - davarocr - INFO - Epoch [36][75/541] lr: 1.818e-05, eta: 1:16:26, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0070, loss: 0.0070, grad_norm: 17.1598 +2022-03-10 20:16:25,517 - davarocr - INFO - Epoch [36][80/541] lr: 1.818e-05, eta: 1:16:23, time: 0.647, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.4286 +2022-03-10 20:16:28,429 - davarocr - INFO - Epoch [36][85/541] lr: 1.818e-05, eta: 1:16:20, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 2.3687 +2022-03-10 20:16:31,331 - davarocr - INFO - Epoch [36][90/541] lr: 1.818e-05, eta: 1:16:17, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5370 +2022-03-10 20:16:34,210 - davarocr - INFO - Epoch [36][95/541] lr: 1.818e-05, eta: 1:16:15, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5366 +2022-03-10 20:16:37,076 - davarocr - INFO - Epoch [36][100/541] lr: 1.818e-05, eta: 1:16:12, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5365 +2022-03-10 20:16:39,637 - davarocr - INFO - Epoch [36][105/541] lr: 1.818e-05, eta: 1:16:09, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5364 +2022-03-10 20:16:42,204 - davarocr - INFO - Epoch [36][110/541] lr: 1.818e-05, eta: 1:16:06, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0169, loss: 0.0169, grad_norm: 1.2025 +2022-03-10 20:16:44,795 - davarocr - INFO - Epoch [36][115/541] lr: 1.818e-05, eta: 1:16:03, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6800 +2022-03-10 20:16:47,344 - davarocr - INFO - Epoch [36][120/541] lr: 1.818e-05, eta: 1:16:00, time: 0.509, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7172 +2022-03-10 20:16:49,881 - davarocr - INFO - Epoch [36][125/541] lr: 1.818e-05, eta: 1:15:57, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6824 +2022-03-10 20:16:52,738 - davarocr - INFO - Epoch [36][130/541] lr: 1.818e-05, eta: 1:15:54, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6813 +2022-03-10 20:16:55,359 - davarocr - INFO - Epoch [36][135/541] lr: 1.818e-05, eta: 1:15:51, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.6808 +2022-03-10 20:16:58,461 - davarocr - INFO - Epoch [36][140/541] lr: 1.818e-05, eta: 1:15:48, time: 0.620, data_time: 0.007, memory: 5179, loss_crf: 0.0691, loss: 0.0691, grad_norm: 9.5004 +2022-03-10 20:17:01,491 - davarocr - INFO - Epoch [36][145/541] lr: 1.818e-05, eta: 1:15:46, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5531 +2022-03-10 20:17:04,373 - davarocr - INFO - Epoch [36][150/541] lr: 1.818e-05, eta: 1:15:43, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5159 +2022-03-10 20:17:07,243 - davarocr - INFO - Epoch [36][155/541] lr: 1.818e-05, eta: 1:15:40, time: 0.574, data_time: 0.010, memory: 5179, loss_crf: 0.0120, loss: 0.0120, grad_norm: 0.6548 +2022-03-10 20:17:10,097 - davarocr - INFO - Epoch [36][160/541] lr: 1.818e-05, eta: 1:15:37, time: 0.570, data_time: 0.009, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6042 +2022-03-10 20:17:12,974 - davarocr - INFO - Epoch [36][165/541] lr: 1.818e-05, eta: 1:15:34, time: 0.575, data_time: 0.010, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7217 +2022-03-10 20:17:15,973 - davarocr - INFO - Epoch [36][170/541] lr: 1.818e-05, eta: 1:15:31, time: 0.603, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5490 +2022-03-10 20:17:18,846 - davarocr - INFO - Epoch [36][175/541] lr: 1.818e-05, eta: 1:15:29, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5490 +2022-03-10 20:17:21,731 - davarocr - INFO - Epoch [36][180/541] lr: 1.818e-05, eta: 1:15:26, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5498 +2022-03-10 20:17:24,753 - davarocr - INFO - Epoch [36][185/541] lr: 1.818e-05, eta: 1:15:23, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.5698 +2022-03-10 20:17:27,809 - davarocr - INFO - Epoch [36][190/541] lr: 1.818e-05, eta: 1:15:20, time: 0.611, data_time: 0.009, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5862 +2022-03-10 20:17:30,685 - davarocr - INFO - Epoch [36][195/541] lr: 1.818e-05, eta: 1:15:17, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 1.2872 +2022-03-10 20:17:33,562 - davarocr - INFO - Epoch [36][200/541] lr: 1.818e-05, eta: 1:15:14, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 1.6287 +2022-03-10 20:17:36,459 - davarocr - INFO - Epoch [36][205/541] lr: 1.818e-05, eta: 1:15:12, time: 0.579, data_time: 0.011, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.8135 +2022-03-10 20:17:39,306 - davarocr - INFO - Epoch [36][210/541] lr: 1.818e-05, eta: 1:15:09, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 1.0421 +2022-03-10 20:17:42,168 - davarocr - INFO - Epoch [36][215/541] lr: 1.818e-05, eta: 1:15:06, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 2.7211 +2022-03-10 20:17:45,077 - davarocr - INFO - Epoch [36][220/541] lr: 1.818e-05, eta: 1:15:03, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0277, loss: 0.0277, grad_norm: 0.8689 +2022-03-10 20:17:47,943 - davarocr - INFO - Epoch [36][225/541] lr: 1.818e-05, eta: 1:15:00, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0104, loss: 0.0104, grad_norm: 5.3751 +2022-03-10 20:17:50,825 - davarocr - INFO - Epoch [36][230/541] lr: 1.818e-05, eta: 1:14:57, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4968 +2022-03-10 20:17:54,021 - davarocr - INFO - Epoch [36][235/541] lr: 1.818e-05, eta: 1:14:55, time: 0.640, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4944 +2022-03-10 20:17:57,044 - davarocr - INFO - Epoch [36][240/541] lr: 1.818e-05, eta: 1:14:52, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4988 +2022-03-10 20:18:00,068 - davarocr - INFO - Epoch [36][245/541] lr: 1.818e-05, eta: 1:14:49, time: 0.607, data_time: 0.009, memory: 5179, loss_crf: 0.0374, loss: 0.0374, grad_norm: 0.9329 +2022-03-10 20:18:03,086 - davarocr - INFO - Epoch [36][250/541] lr: 1.818e-05, eta: 1:14:46, time: 0.604, data_time: 0.008, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5809 +2022-03-10 20:18:05,958 - davarocr - INFO - Epoch [36][255/541] lr: 1.818e-05, eta: 1:14:43, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5841 +2022-03-10 20:18:08,843 - davarocr - INFO - Epoch [36][260/541] lr: 1.818e-05, eta: 1:14:41, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0111, loss: 0.0111, grad_norm: 0.7743 +2022-03-10 20:18:11,705 - davarocr - INFO - Epoch [36][265/541] lr: 1.818e-05, eta: 1:14:38, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6211 +2022-03-10 20:18:14,733 - davarocr - INFO - Epoch [36][270/541] lr: 1.818e-05, eta: 1:14:35, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0496, loss: 0.0496, grad_norm: 2.2454 +2022-03-10 20:18:17,434 - davarocr - INFO - Epoch [36][275/541] lr: 1.818e-05, eta: 1:14:32, time: 0.540, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6972 +2022-03-10 20:18:20,067 - davarocr - INFO - Epoch [36][280/541] lr: 1.818e-05, eta: 1:14:29, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0157, loss: 0.0157, grad_norm: 1.3399 +2022-03-10 20:18:22,932 - davarocr - INFO - Epoch [36][285/541] lr: 1.818e-05, eta: 1:14:26, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0388, loss: 0.0388, grad_norm: 39.2179 +2022-03-10 20:18:25,980 - davarocr - INFO - Epoch [36][290/541] lr: 1.818e-05, eta: 1:14:24, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.7504 +2022-03-10 20:18:28,545 - davarocr - INFO - Epoch [36][295/541] lr: 1.818e-05, eta: 1:14:21, time: 0.513, data_time: 0.008, memory: 5179, loss_crf: 0.0094, loss: 0.0094, grad_norm: 14.3976 +2022-03-10 20:18:31,070 - davarocr - INFO - Epoch [36][300/541] lr: 1.818e-05, eta: 1:14:18, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.0141, loss: 0.0141, grad_norm: 7.1610 +2022-03-10 20:18:33,693 - davarocr - INFO - Epoch [36][305/541] lr: 1.818e-05, eta: 1:14:15, time: 0.525, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.9600 +2022-03-10 20:18:36,440 - davarocr - INFO - Epoch [36][310/541] lr: 1.818e-05, eta: 1:14:12, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6136 +2022-03-10 20:18:39,331 - davarocr - INFO - Epoch [36][315/541] lr: 1.818e-05, eta: 1:14:09, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.0450 +2022-03-10 20:18:42,219 - davarocr - INFO - Epoch [36][320/541] lr: 1.818e-05, eta: 1:14:06, time: 0.580, data_time: 0.010, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 1.0328 +2022-03-10 20:18:44,802 - davarocr - INFO - Epoch [36][325/541] lr: 1.818e-05, eta: 1:14:03, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6945 +2022-03-10 20:18:47,595 - davarocr - INFO - Epoch [36][330/541] lr: 1.818e-05, eta: 1:14:00, time: 0.558, data_time: 0.005, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.0223 +2022-03-10 20:18:50,598 - davarocr - INFO - Epoch [36][335/541] lr: 1.818e-05, eta: 1:13:57, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0148, loss: 0.0148, grad_norm: 5.7061 +2022-03-10 20:18:53,401 - davarocr - INFO - Epoch [36][340/541] lr: 1.818e-05, eta: 1:13:55, time: 0.560, data_time: 0.006, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5443 +2022-03-10 20:18:56,272 - davarocr - INFO - Epoch [36][345/541] lr: 1.818e-05, eta: 1:13:52, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6036 +2022-03-10 20:18:59,046 - davarocr - INFO - Epoch [36][350/541] lr: 1.818e-05, eta: 1:13:49, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5424 +2022-03-10 20:19:02,063 - davarocr - INFO - Epoch [36][355/541] lr: 1.818e-05, eta: 1:13:46, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5431 +2022-03-10 20:19:05,026 - davarocr - INFO - Epoch [36][360/541] lr: 1.818e-05, eta: 1:13:43, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5428 +2022-03-10 20:19:08,048 - davarocr - INFO - Epoch [36][365/541] lr: 1.818e-05, eta: 1:13:40, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0070, loss: 0.0070, grad_norm: 3.6544 +2022-03-10 20:19:11,188 - davarocr - INFO - Epoch [36][370/541] lr: 1.818e-05, eta: 1:13:38, time: 0.627, data_time: 0.007, memory: 5179, loss_crf: 0.1378, loss: 0.1378, grad_norm: 14.9015 +2022-03-10 20:19:14,147 - davarocr - INFO - Epoch [36][375/541] lr: 1.818e-05, eta: 1:13:35, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5343 +2022-03-10 20:19:17,042 - davarocr - INFO - Epoch [36][380/541] lr: 1.818e-05, eta: 1:13:32, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6518 +2022-03-10 20:19:19,868 - davarocr - INFO - Epoch [36][385/541] lr: 1.818e-05, eta: 1:13:29, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5449 +2022-03-10 20:19:22,889 - davarocr - INFO - Epoch [36][390/541] lr: 1.818e-05, eta: 1:13:26, time: 0.605, data_time: 0.008, memory: 5179, loss_crf: 0.0976, loss: 0.0976, grad_norm: 26.3381 +2022-03-10 20:19:25,932 - davarocr - INFO - Epoch [36][395/541] lr: 1.818e-05, eta: 1:13:24, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0133, loss: 0.0133, grad_norm: 4.3274 +2022-03-10 20:19:28,792 - davarocr - INFO - Epoch [36][400/541] lr: 1.818e-05, eta: 1:13:21, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5304 +2022-03-10 20:19:31,409 - davarocr - INFO - Epoch [36][405/541] lr: 1.818e-05, eta: 1:13:18, time: 0.523, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4818 +2022-03-10 20:19:34,235 - davarocr - INFO - Epoch [36][410/541] lr: 1.818e-05, eta: 1:13:15, time: 0.565, data_time: 0.008, memory: 5179, loss_crf: 0.0264, loss: 0.0264, grad_norm: 0.7374 +2022-03-10 20:19:37,232 - davarocr - INFO - Epoch [36][415/541] lr: 1.818e-05, eta: 1:13:12, time: 0.600, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 1.5110 +2022-03-10 20:19:40,257 - davarocr - INFO - Epoch [36][420/541] lr: 1.818e-05, eta: 1:13:09, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7016 +2022-03-10 20:19:43,213 - davarocr - INFO - Epoch [36][425/541] lr: 1.818e-05, eta: 1:13:07, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 1.0663 +2022-03-10 20:19:46,056 - davarocr - INFO - Epoch [36][430/541] lr: 1.818e-05, eta: 1:13:04, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.7336 +2022-03-10 20:19:48,909 - davarocr - INFO - Epoch [36][435/541] lr: 1.818e-05, eta: 1:13:01, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 2.5668 +2022-03-10 20:19:51,880 - davarocr - INFO - Epoch [36][440/541] lr: 1.818e-05, eta: 1:12:58, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0588, loss: 0.0588, grad_norm: 12.6884 +2022-03-10 20:19:54,604 - davarocr - INFO - Epoch [36][445/541] lr: 1.818e-05, eta: 1:12:55, time: 0.545, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4898 +2022-03-10 20:19:57,398 - davarocr - INFO - Epoch [36][450/541] lr: 1.818e-05, eta: 1:12:52, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.2052, loss: 0.2052, grad_norm: 34.5221 +2022-03-10 20:20:00,231 - davarocr - INFO - Epoch [36][455/541] lr: 1.818e-05, eta: 1:12:49, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5211 +2022-03-10 20:20:03,205 - davarocr - INFO - Epoch [36][460/541] lr: 1.818e-05, eta: 1:12:47, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5516 +2022-03-10 20:20:06,105 - davarocr - INFO - Epoch [36][465/541] lr: 1.818e-05, eta: 1:12:44, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.2653, loss: 0.2653, grad_norm: 6.6384 +2022-03-10 20:20:09,086 - davarocr - INFO - Epoch [36][470/541] lr: 1.818e-05, eta: 1:12:41, time: 0.597, data_time: 0.008, memory: 5179, loss_crf: 0.0715, loss: 0.0715, grad_norm: 6.9766 +2022-03-10 20:20:11,757 - davarocr - INFO - Epoch [36][475/541] lr: 1.818e-05, eta: 1:12:38, time: 0.537, data_time: 0.008, memory: 5179, loss_crf: 0.0107, loss: 0.0107, grad_norm: 14.5463 +2022-03-10 20:20:14,460 - davarocr - INFO - Epoch [36][480/541] lr: 1.818e-05, eta: 1:12:35, time: 0.540, data_time: 0.006, memory: 5179, loss_crf: 0.0162, loss: 0.0162, grad_norm: 3.4244 +2022-03-10 20:20:17,374 - davarocr - INFO - Epoch [36][485/541] lr: 1.818e-05, eta: 1:12:32, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6607 +2022-03-10 20:20:20,422 - davarocr - INFO - Epoch [36][490/541] lr: 1.818e-05, eta: 1:12:30, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0431, loss: 0.0431, grad_norm: 34.5783 +2022-03-10 20:20:23,289 - davarocr - INFO - Epoch [36][495/541] lr: 1.818e-05, eta: 1:12:27, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.9073 +2022-03-10 20:20:25,856 - davarocr - INFO - Epoch [36][500/541] lr: 1.818e-05, eta: 1:12:24, time: 0.513, data_time: 0.008, memory: 5179, loss_crf: 0.0173, loss: 0.0173, grad_norm: 14.3563 +2022-03-10 20:20:28,460 - davarocr - INFO - Epoch [36][505/541] lr: 1.818e-05, eta: 1:12:21, time: 0.523, data_time: 0.010, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5701 +2022-03-10 20:20:30,997 - davarocr - INFO - Epoch [36][510/541] lr: 1.818e-05, eta: 1:12:18, time: 0.507, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5697 +2022-03-10 20:20:33,764 - davarocr - INFO - Epoch [36][515/541] lr: 1.818e-05, eta: 1:12:15, time: 0.554, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6126 +2022-03-10 20:20:36,542 - davarocr - INFO - Epoch [36][520/541] lr: 1.818e-05, eta: 1:12:12, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5685 +2022-03-10 20:20:39,389 - davarocr - INFO - Epoch [36][525/541] lr: 1.818e-05, eta: 1:12:09, time: 0.570, data_time: 0.005, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 10.0691 +2022-03-10 20:20:42,282 - davarocr - INFO - Epoch [36][530/541] lr: 1.818e-05, eta: 1:12:06, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 5.6843 +2022-03-10 20:20:45,171 - davarocr - INFO - Epoch [36][535/541] lr: 1.818e-05, eta: 1:12:04, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0835, loss: 0.0835, grad_norm: 3.4226 +2022-03-10 20:20:48,199 - davarocr - INFO - Epoch [36][540/541] lr: 1.818e-05, eta: 1:12:01, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6369 +2022-03-10 20:21:25,371 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:21:25,372 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:21:25,372 - davarocr - INFO - Epoch(val) [36][541] LOC: {'precision': 0.9358741681790683, 'recall': 0.9274580335731415, 'f1-score': 0.9316470942487203}, PER: {'precision': 0.9596523898199876, 'recall': 0.956091527520099, 'f1-score': 0.9578686493184634}, MISC: {'precision': 0.7819843342036553, 'recall': 0.8532763532763533, 'f1-score': 0.8160762942779292}, ORG: {'precision': 0.9085365853658537, 'recall': 0.8970499698976521, 'f1-score': 0.9027567403817026}, all: {'precision': 0.9139329805996472, 'recall': 0.9174929178470255, 'f1-score': 0.9157094893090651}, hmean: 0.9157 +2022-03-10 20:21:30,824 - davarocr - INFO - Epoch [37][5/541] lr: 1.786e-05, eta: 1:11:58, time: 1.088, data_time: 0.498, memory: 5179, loss_crf: 0.0078, loss: 0.0078, grad_norm: 3.5129 +2022-03-10 20:21:33,592 - davarocr - INFO - Epoch [37][10/541] lr: 1.786e-05, eta: 1:11:55, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6208 +2022-03-10 20:21:36,445 - davarocr - INFO - Epoch [37][15/541] lr: 1.786e-05, eta: 1:11:52, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 2.0312 +2022-03-10 20:21:39,025 - davarocr - INFO - Epoch [37][20/541] lr: 1.786e-05, eta: 1:11:49, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7151 +2022-03-10 20:21:42,021 - davarocr - INFO - Epoch [37][25/541] lr: 1.786e-05, eta: 1:11:47, time: 0.599, data_time: 0.009, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7131 +2022-03-10 20:21:44,701 - davarocr - INFO - Epoch [37][30/541] lr: 1.786e-05, eta: 1:11:44, time: 0.537, data_time: 0.007, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 7.1162 +2022-03-10 20:21:47,592 - davarocr - INFO - Epoch [37][35/541] lr: 1.786e-05, eta: 1:11:41, time: 0.579, data_time: 0.010, memory: 5179, loss_crf: 0.0314, loss: 0.0314, grad_norm: 26.2184 +2022-03-10 20:21:50,470 - davarocr - INFO - Epoch [37][40/541] lr: 1.786e-05, eta: 1:11:38, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0418, loss: 0.0418, grad_norm: 13.6903 +2022-03-10 20:21:53,246 - davarocr - INFO - Epoch [37][45/541] lr: 1.786e-05, eta: 1:11:35, time: 0.555, data_time: 0.008, memory: 5179, loss_crf: 0.0175, loss: 0.0175, grad_norm: 3.6551 +2022-03-10 20:21:56,008 - davarocr - INFO - Epoch [37][50/541] lr: 1.786e-05, eta: 1:11:32, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5467 +2022-03-10 20:21:58,722 - davarocr - INFO - Epoch [37][55/541] lr: 1.786e-05, eta: 1:11:29, time: 0.543, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5467 +2022-03-10 20:22:01,583 - davarocr - INFO - Epoch [37][60/541] lr: 1.786e-05, eta: 1:11:27, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5469 +2022-03-10 20:22:04,321 - davarocr - INFO - Epoch [37][65/541] lr: 1.786e-05, eta: 1:11:24, time: 0.547, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5467 +2022-03-10 20:22:07,351 - davarocr - INFO - Epoch [37][70/541] lr: 1.786e-05, eta: 1:11:21, time: 0.607, data_time: 0.009, memory: 5179, loss_crf: 0.1426, loss: 0.1426, grad_norm: 13.2797 +2022-03-10 20:22:10,436 - davarocr - INFO - Epoch [37][75/541] lr: 1.786e-05, eta: 1:11:18, time: 0.617, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5200 +2022-03-10 20:22:13,322 - davarocr - INFO - Epoch [37][80/541] lr: 1.786e-05, eta: 1:11:15, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5286 +2022-03-10 20:22:16,222 - davarocr - INFO - Epoch [37][85/541] lr: 1.786e-05, eta: 1:11:12, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0418, loss: 0.0418, grad_norm: 12.5719 +2022-03-10 20:22:19,122 - davarocr - INFO - Epoch [37][90/541] lr: 1.786e-05, eta: 1:11:10, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5920 +2022-03-10 20:22:22,171 - davarocr - INFO - Epoch [37][95/541] lr: 1.786e-05, eta: 1:11:07, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7040 +2022-03-10 20:22:25,087 - davarocr - INFO - Epoch [37][100/541] lr: 1.786e-05, eta: 1:11:04, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.2228, loss: 0.2228, grad_norm: 13.2162 +2022-03-10 20:22:27,953 - davarocr - INFO - Epoch [37][105/541] lr: 1.786e-05, eta: 1:11:01, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0212, loss: 0.0212, grad_norm: 7.8437 +2022-03-10 20:22:30,896 - davarocr - INFO - Epoch [37][110/541] lr: 1.786e-05, eta: 1:10:58, time: 0.588, data_time: 0.007, memory: 5179, loss_crf: 0.0185, loss: 0.0185, grad_norm: 10.4402 +2022-03-10 20:22:33,743 - davarocr - INFO - Epoch [37][115/541] lr: 1.786e-05, eta: 1:10:55, time: 0.568, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5156 +2022-03-10 20:22:36,371 - davarocr - INFO - Epoch [37][120/541] lr: 1.786e-05, eta: 1:10:52, time: 0.529, data_time: 0.010, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4974 +2022-03-10 20:22:39,303 - davarocr - INFO - Epoch [37][125/541] lr: 1.786e-05, eta: 1:10:50, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5094 +2022-03-10 20:22:42,160 - davarocr - INFO - Epoch [37][130/541] lr: 1.786e-05, eta: 1:10:47, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4997 +2022-03-10 20:22:44,975 - davarocr - INFO - Epoch [37][135/541] lr: 1.786e-05, eta: 1:10:44, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4988 +2022-03-10 20:22:47,892 - davarocr - INFO - Epoch [37][140/541] lr: 1.786e-05, eta: 1:10:41, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5018 +2022-03-10 20:22:50,923 - davarocr - INFO - Epoch [37][145/541] lr: 1.786e-05, eta: 1:10:38, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0303, loss: 0.0303, grad_norm: 9.8844 +2022-03-10 20:22:53,840 - davarocr - INFO - Epoch [37][150/541] lr: 1.786e-05, eta: 1:10:36, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4972 +2022-03-10 20:22:56,820 - davarocr - INFO - Epoch [37][155/541] lr: 1.786e-05, eta: 1:10:33, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5015 +2022-03-10 20:22:59,570 - davarocr - INFO - Epoch [37][160/541] lr: 1.786e-05, eta: 1:10:30, time: 0.551, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6314 +2022-03-10 20:23:02,372 - davarocr - INFO - Epoch [37][165/541] lr: 1.786e-05, eta: 1:10:27, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4896 +2022-03-10 20:23:05,081 - davarocr - INFO - Epoch [37][170/541] lr: 1.786e-05, eta: 1:10:24, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4982 +2022-03-10 20:23:08,049 - davarocr - INFO - Epoch [37][175/541] lr: 1.786e-05, eta: 1:10:21, time: 0.593, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5259 +2022-03-10 20:23:10,911 - davarocr - INFO - Epoch [37][180/541] lr: 1.786e-05, eta: 1:10:18, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5299 +2022-03-10 20:23:13,737 - davarocr - INFO - Epoch [37][185/541] lr: 1.786e-05, eta: 1:10:16, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0066, loss: 0.0066, grad_norm: 9.3232 +2022-03-10 20:23:16,312 - davarocr - INFO - Epoch [37][190/541] lr: 1.786e-05, eta: 1:10:13, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5148 +2022-03-10 20:23:19,337 - davarocr - INFO - Epoch [37][195/541] lr: 1.786e-05, eta: 1:10:10, time: 0.605, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5113 +2022-03-10 20:23:22,215 - davarocr - INFO - Epoch [37][200/541] lr: 1.786e-05, eta: 1:10:07, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5521 +2022-03-10 20:23:24,969 - davarocr - INFO - Epoch [37][205/541] lr: 1.786e-05, eta: 1:10:04, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 7.2800 +2022-03-10 20:23:27,691 - davarocr - INFO - Epoch [37][210/541] lr: 1.786e-05, eta: 1:10:01, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4895 +2022-03-10 20:23:30,240 - davarocr - INFO - Epoch [37][215/541] lr: 1.786e-05, eta: 1:09:58, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0178, loss: 0.0178, grad_norm: 31.4056 +2022-03-10 20:23:32,957 - davarocr - INFO - Epoch [37][220/541] lr: 1.786e-05, eta: 1:09:55, time: 0.543, data_time: 0.005, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5523 +2022-03-10 20:23:35,590 - davarocr - INFO - Epoch [37][225/541] lr: 1.786e-05, eta: 1:09:52, time: 0.526, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5927 +2022-03-10 20:23:38,265 - davarocr - INFO - Epoch [37][230/541] lr: 1.786e-05, eta: 1:09:49, time: 0.535, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5349 +2022-03-10 20:23:40,855 - davarocr - INFO - Epoch [37][235/541] lr: 1.786e-05, eta: 1:09:46, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5337 +2022-03-10 20:23:43,388 - davarocr - INFO - Epoch [37][240/541] lr: 1.786e-05, eta: 1:09:43, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.0193, loss: 0.0193, grad_norm: 8.7376 +2022-03-10 20:23:45,984 - davarocr - INFO - Epoch [37][245/541] lr: 1.786e-05, eta: 1:09:41, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0180, loss: 0.0180, grad_norm: 1.0135 +2022-03-10 20:23:48,744 - davarocr - INFO - Epoch [37][250/541] lr: 1.786e-05, eta: 1:09:38, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6579 +2022-03-10 20:23:51,634 - davarocr - INFO - Epoch [37][255/541] lr: 1.786e-05, eta: 1:09:35, time: 0.579, data_time: 0.012, memory: 5179, loss_crf: 0.0002, loss: 0.0002, grad_norm: 0.5593 +2022-03-10 20:23:54,421 - davarocr - INFO - Epoch [37][260/541] lr: 1.786e-05, eta: 1:09:32, time: 0.556, data_time: 0.006, memory: 5179, loss_crf: 0.0080, loss: 0.0080, grad_norm: 3.4605 +2022-03-10 20:23:57,272 - davarocr - INFO - Epoch [37][265/541] lr: 1.786e-05, eta: 1:09:29, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.4936 +2022-03-10 20:23:59,884 - davarocr - INFO - Epoch [37][270/541] lr: 1.786e-05, eta: 1:09:26, time: 0.523, data_time: 0.008, memory: 5179, loss_crf: 0.0466, loss: 0.0466, grad_norm: 20.8602 +2022-03-10 20:24:02,735 - davarocr - INFO - Epoch [37][275/541] lr: 1.786e-05, eta: 1:09:23, time: 0.570, data_time: 0.005, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6659 +2022-03-10 20:24:05,502 - davarocr - INFO - Epoch [37][280/541] lr: 1.786e-05, eta: 1:09:20, time: 0.553, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6663 +2022-03-10 20:24:08,361 - davarocr - INFO - Epoch [37][285/541] lr: 1.786e-05, eta: 1:09:18, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.0322, loss: 0.0322, grad_norm: 0.9079 +2022-03-10 20:24:11,200 - davarocr - INFO - Epoch [37][290/541] lr: 1.786e-05, eta: 1:09:15, time: 0.568, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.1792 +2022-03-10 20:24:14,239 - davarocr - INFO - Epoch [37][295/541] lr: 1.786e-05, eta: 1:09:12, time: 0.608, data_time: 0.010, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7738 +2022-03-10 20:24:17,098 - davarocr - INFO - Epoch [37][300/541] lr: 1.786e-05, eta: 1:09:09, time: 0.572, data_time: 0.009, memory: 5179, loss_crf: 0.0100, loss: 0.0100, grad_norm: 0.8674 +2022-03-10 20:24:19,972 - davarocr - INFO - Epoch [37][305/541] lr: 1.786e-05, eta: 1:09:06, time: 0.575, data_time: 0.010, memory: 5179, loss_crf: 0.0128, loss: 0.0128, grad_norm: 23.2199 +2022-03-10 20:24:22,668 - davarocr - INFO - Epoch [37][310/541] lr: 1.786e-05, eta: 1:09:03, time: 0.542, data_time: 0.011, memory: 5179, loss_crf: 0.0788, loss: 0.0788, grad_norm: 1.2452 +2022-03-10 20:24:25,414 - davarocr - INFO - Epoch [37][315/541] lr: 1.786e-05, eta: 1:09:00, time: 0.549, data_time: 0.007, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 0.7767 +2022-03-10 20:24:28,248 - davarocr - INFO - Epoch [37][320/541] lr: 1.786e-05, eta: 1:08:58, time: 0.567, data_time: 0.009, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.7232 +2022-03-10 20:24:31,141 - davarocr - INFO - Epoch [37][325/541] lr: 1.786e-05, eta: 1:08:55, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.8267 +2022-03-10 20:24:34,027 - davarocr - INFO - Epoch [37][330/541] lr: 1.786e-05, eta: 1:08:52, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6572 +2022-03-10 20:24:36,924 - davarocr - INFO - Epoch [37][335/541] lr: 1.786e-05, eta: 1:08:49, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.5023 +2022-03-10 20:24:39,814 - davarocr - INFO - Epoch [37][340/541] lr: 1.786e-05, eta: 1:08:46, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0069, loss: 0.0069, grad_norm: 10.0587 +2022-03-10 20:24:42,693 - davarocr - INFO - Epoch [37][345/541] lr: 1.786e-05, eta: 1:08:43, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0356, loss: 0.0356, grad_norm: 0.9950 +2022-03-10 20:24:45,806 - davarocr - INFO - Epoch [37][350/541] lr: 1.786e-05, eta: 1:08:41, time: 0.623, data_time: 0.007, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.6337 +2022-03-10 20:24:48,838 - davarocr - INFO - Epoch [37][355/541] lr: 1.786e-05, eta: 1:08:38, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.1038, loss: 0.1038, grad_norm: 30.2126 +2022-03-10 20:24:51,652 - davarocr - INFO - Epoch [37][360/541] lr: 1.786e-05, eta: 1:08:35, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0084, loss: 0.0084, grad_norm: 0.6398 +2022-03-10 20:24:54,482 - davarocr - INFO - Epoch [37][365/541] lr: 1.786e-05, eta: 1:08:32, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5471 +2022-03-10 20:24:57,429 - davarocr - INFO - Epoch [37][370/541] lr: 1.786e-05, eta: 1:08:29, time: 0.590, data_time: 0.009, memory: 5179, loss_crf: 0.0122, loss: 0.0122, grad_norm: 1.0219 +2022-03-10 20:25:00,536 - davarocr - INFO - Epoch [37][375/541] lr: 1.786e-05, eta: 1:08:27, time: 0.622, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6946 +2022-03-10 20:25:03,401 - davarocr - INFO - Epoch [37][380/541] lr: 1.786e-05, eta: 1:08:24, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6180 +2022-03-10 20:25:06,427 - davarocr - INFO - Epoch [37][385/541] lr: 1.786e-05, eta: 1:08:21, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.1861, loss: 0.1861, grad_norm: 14.3876 +2022-03-10 20:25:09,212 - davarocr - INFO - Epoch [37][390/541] lr: 1.786e-05, eta: 1:08:18, time: 0.557, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5047 +2022-03-10 20:25:12,183 - davarocr - INFO - Epoch [37][395/541] lr: 1.786e-05, eta: 1:08:15, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0461, loss: 0.0461, grad_norm: 2.2868 +2022-03-10 20:25:14,772 - davarocr - INFO - Epoch [37][400/541] lr: 1.786e-05, eta: 1:08:12, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0941, loss: 0.0941, grad_norm: 19.1498 +2022-03-10 20:25:17,385 - davarocr - INFO - Epoch [37][405/541] lr: 1.786e-05, eta: 1:08:09, time: 0.524, data_time: 0.008, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5475 +2022-03-10 20:25:19,943 - davarocr - INFO - Epoch [37][410/541] lr: 1.786e-05, eta: 1:08:06, time: 0.512, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5390 +2022-03-10 20:25:22,737 - davarocr - INFO - Epoch [37][415/541] lr: 1.786e-05, eta: 1:08:03, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5432 +2022-03-10 20:25:25,726 - davarocr - INFO - Epoch [37][420/541] lr: 1.786e-05, eta: 1:08:01, time: 0.599, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5267 +2022-03-10 20:25:28,635 - davarocr - INFO - Epoch [37][425/541] lr: 1.786e-05, eta: 1:07:58, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.0750 +2022-03-10 20:25:31,529 - davarocr - INFO - Epoch [37][430/541] lr: 1.786e-05, eta: 1:07:55, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5520 +2022-03-10 20:25:34,435 - davarocr - INFO - Epoch [37][435/541] lr: 1.786e-05, eta: 1:07:52, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6483 +2022-03-10 20:25:37,354 - davarocr - INFO - Epoch [37][440/541] lr: 1.786e-05, eta: 1:07:49, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0887, loss: 0.0887, grad_norm: 44.2631 +2022-03-10 20:25:40,183 - davarocr - INFO - Epoch [37][445/541] lr: 1.786e-05, eta: 1:07:46, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5540 +2022-03-10 20:25:43,046 - davarocr - INFO - Epoch [37][450/541] lr: 1.786e-05, eta: 1:07:44, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5380 +2022-03-10 20:25:45,945 - davarocr - INFO - Epoch [37][455/541] lr: 1.786e-05, eta: 1:07:41, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5387 +2022-03-10 20:25:48,981 - davarocr - INFO - Epoch [37][460/541] lr: 1.786e-05, eta: 1:07:38, time: 0.607, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5399 +2022-03-10 20:25:51,757 - davarocr - INFO - Epoch [37][465/541] lr: 1.786e-05, eta: 1:07:35, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5398 +2022-03-10 20:25:54,566 - davarocr - INFO - Epoch [37][470/541] lr: 1.786e-05, eta: 1:07:32, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 4.4901 +2022-03-10 20:25:57,453 - davarocr - INFO - Epoch [37][475/541] lr: 1.786e-05, eta: 1:07:29, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5922 +2022-03-10 20:26:00,007 - davarocr - INFO - Epoch [37][480/541] lr: 1.786e-05, eta: 1:07:26, time: 0.511, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5916 +2022-03-10 20:26:02,712 - davarocr - INFO - Epoch [37][485/541] lr: 1.786e-05, eta: 1:07:24, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5928 +2022-03-10 20:26:05,395 - davarocr - INFO - Epoch [37][490/541] lr: 1.786e-05, eta: 1:07:21, time: 0.536, data_time: 0.007, memory: 5179, loss_crf: 0.0172, loss: 0.0172, grad_norm: 10.0918 +2022-03-10 20:26:08,345 - davarocr - INFO - Epoch [37][495/541] lr: 1.786e-05, eta: 1:07:18, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0193, loss: 0.0193, grad_norm: 14.4020 +2022-03-10 20:26:11,388 - davarocr - INFO - Epoch [37][500/541] lr: 1.786e-05, eta: 1:07:15, time: 0.608, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5231 +2022-03-10 20:26:14,238 - davarocr - INFO - Epoch [37][505/541] lr: 1.786e-05, eta: 1:07:12, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5256 +2022-03-10 20:26:17,036 - davarocr - INFO - Epoch [37][510/541] lr: 1.786e-05, eta: 1:07:09, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5217 +2022-03-10 20:26:19,871 - davarocr - INFO - Epoch [37][515/541] lr: 1.786e-05, eta: 1:07:06, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0779, loss: 0.0779, grad_norm: 29.5672 +2022-03-10 20:26:22,591 - davarocr - INFO - Epoch [37][520/541] lr: 1.786e-05, eta: 1:07:04, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5015 +2022-03-10 20:26:25,240 - davarocr - INFO - Epoch [37][525/541] lr: 1.786e-05, eta: 1:07:01, time: 0.529, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5020 +2022-03-10 20:26:28,147 - davarocr - INFO - Epoch [37][530/541] lr: 1.786e-05, eta: 1:06:58, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 0.5294 +2022-03-10 20:26:30,842 - davarocr - INFO - Epoch [37][535/541] lr: 1.786e-05, eta: 1:06:55, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4993 +2022-03-10 20:26:33,722 - davarocr - INFO - Epoch [37][540/541] lr: 1.786e-05, eta: 1:06:52, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4986 +2022-03-10 20:27:10,930 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:27:10,931 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:27:10,931 - davarocr - INFO - Epoch(val) [37][541] LOC: {'precision': 0.9364791288566243, 'recall': 0.9280575539568345, 'f1-score': 0.9322493224932249}, PER: {'precision': 0.9649122807017544, 'recall': 0.9523809523809523, 'f1-score': 0.9586056644880173}, MISC: {'precision': 0.8384279475982532, 'recall': 0.8205128205128205, 'f1-score': 0.8293736501079914}, ORG: {'precision': 0.8661731207289294, 'recall': 0.9157134256472005, 'f1-score': 0.8902546093064092}, all: {'precision': 0.9109276177090654, 'recall': 0.9180240793201133, 'f1-score': 0.9144620811287478}, hmean: 0.9145 +2022-03-10 20:27:16,373 - davarocr - INFO - Epoch [38][5/541] lr: 1.754e-05, eta: 1:06:49, time: 1.084, data_time: 0.490, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4976 +2022-03-10 20:27:19,333 - davarocr - INFO - Epoch [38][10/541] lr: 1.754e-05, eta: 1:06:47, time: 0.594, data_time: 0.011, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5007 +2022-03-10 20:27:22,253 - davarocr - INFO - Epoch [38][15/541] lr: 1.754e-05, eta: 1:06:44, time: 0.584, data_time: 0.009, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4973 +2022-03-10 20:27:25,107 - davarocr - INFO - Epoch [38][20/541] lr: 1.754e-05, eta: 1:06:41, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5799 +2022-03-10 20:27:27,956 - davarocr - INFO - Epoch [38][25/541] lr: 1.754e-05, eta: 1:06:38, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5565 +2022-03-10 20:27:30,997 - davarocr - INFO - Epoch [38][30/541] lr: 1.754e-05, eta: 1:06:35, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5015 +2022-03-10 20:27:33,846 - davarocr - INFO - Epoch [38][35/541] lr: 1.754e-05, eta: 1:06:32, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6527 +2022-03-10 20:27:36,731 - davarocr - INFO - Epoch [38][40/541] lr: 1.754e-05, eta: 1:06:30, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0246, loss: 0.0246, grad_norm: 20.0154 +2022-03-10 20:27:39,848 - davarocr - INFO - Epoch [38][45/541] lr: 1.754e-05, eta: 1:06:27, time: 0.623, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5076 +2022-03-10 20:27:42,884 - davarocr - INFO - Epoch [38][50/541] lr: 1.754e-05, eta: 1:06:24, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0275, loss: 0.0275, grad_norm: 11.7175 +2022-03-10 20:27:45,620 - davarocr - INFO - Epoch [38][55/541] lr: 1.754e-05, eta: 1:06:21, time: 0.548, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4694 +2022-03-10 20:27:48,157 - davarocr - INFO - Epoch [38][60/541] lr: 1.754e-05, eta: 1:06:18, time: 0.507, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.5037 +2022-03-10 20:27:51,053 - davarocr - INFO - Epoch [38][65/541] lr: 1.754e-05, eta: 1:06:15, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 6.4006 +2022-03-10 20:27:53,970 - davarocr - INFO - Epoch [38][70/541] lr: 1.754e-05, eta: 1:06:12, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5184 +2022-03-10 20:27:56,859 - davarocr - INFO - Epoch [38][75/541] lr: 1.754e-05, eta: 1:06:10, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.5474 +2022-03-10 20:27:59,955 - davarocr - INFO - Epoch [38][80/541] lr: 1.754e-05, eta: 1:06:07, time: 0.619, data_time: 0.006, memory: 5179, loss_crf: 0.0280, loss: 0.0280, grad_norm: 6.3640 +2022-03-10 20:28:02,866 - davarocr - INFO - Epoch [38][85/541] lr: 1.754e-05, eta: 1:06:04, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4919 +2022-03-10 20:28:05,938 - davarocr - INFO - Epoch [38][90/541] lr: 1.754e-05, eta: 1:06:01, time: 0.615, data_time: 0.007, memory: 5179, loss_crf: 0.0378, loss: 0.0378, grad_norm: 15.5721 +2022-03-10 20:28:09,024 - davarocr - INFO - Epoch [38][95/541] lr: 1.754e-05, eta: 1:05:58, time: 0.618, data_time: 0.007, memory: 5179, loss_crf: 0.0200, loss: 0.0200, grad_norm: 0.7886 +2022-03-10 20:28:11,910 - davarocr - INFO - Epoch [38][100/541] lr: 1.754e-05, eta: 1:05:56, time: 0.577, data_time: 0.005, memory: 5179, loss_crf: 0.0596, loss: 0.0596, grad_norm: 24.2307 +2022-03-10 20:28:14,660 - davarocr - INFO - Epoch [38][105/541] lr: 1.754e-05, eta: 1:05:53, time: 0.551, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6683 +2022-03-10 20:28:17,371 - davarocr - INFO - Epoch [38][110/541] lr: 1.754e-05, eta: 1:05:50, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.2871 +2022-03-10 20:28:20,272 - davarocr - INFO - Epoch [38][115/541] lr: 1.754e-05, eta: 1:05:47, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7854 +2022-03-10 20:28:23,314 - davarocr - INFO - Epoch [38][120/541] lr: 1.754e-05, eta: 1:05:44, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.8229 +2022-03-10 20:28:26,137 - davarocr - INFO - Epoch [38][125/541] lr: 1.754e-05, eta: 1:05:41, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7589 +2022-03-10 20:28:28,729 - davarocr - INFO - Epoch [38][130/541] lr: 1.754e-05, eta: 1:05:38, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 5.8441 +2022-03-10 20:28:31,559 - davarocr - INFO - Epoch [38][135/541] lr: 1.754e-05, eta: 1:05:36, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5002 +2022-03-10 20:28:34,265 - davarocr - INFO - Epoch [38][140/541] lr: 1.754e-05, eta: 1:05:33, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4898 +2022-03-10 20:28:37,264 - davarocr - INFO - Epoch [38][145/541] lr: 1.754e-05, eta: 1:05:30, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6557 +2022-03-10 20:28:40,224 - davarocr - INFO - Epoch [38][150/541] lr: 1.754e-05, eta: 1:05:27, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5366 +2022-03-10 20:28:43,375 - davarocr - INFO - Epoch [38][155/541] lr: 1.754e-05, eta: 1:05:24, time: 0.630, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.6546 +2022-03-10 20:28:46,375 - davarocr - INFO - Epoch [38][160/541] lr: 1.754e-05, eta: 1:05:21, time: 0.600, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6197 +2022-03-10 20:28:49,413 - davarocr - INFO - Epoch [38][165/541] lr: 1.754e-05, eta: 1:05:19, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.5566 +2022-03-10 20:28:52,257 - davarocr - INFO - Epoch [38][170/541] lr: 1.754e-05, eta: 1:05:16, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5504 +2022-03-10 20:28:55,024 - davarocr - INFO - Epoch [38][175/541] lr: 1.754e-05, eta: 1:05:13, time: 0.553, data_time: 0.004, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5748 +2022-03-10 20:28:57,806 - davarocr - INFO - Epoch [38][180/541] lr: 1.754e-05, eta: 1:05:10, time: 0.556, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6014 +2022-03-10 20:29:00,401 - davarocr - INFO - Epoch [38][185/541] lr: 1.754e-05, eta: 1:05:07, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0410, loss: 0.0410, grad_norm: 0.9610 +2022-03-10 20:29:03,146 - davarocr - INFO - Epoch [38][190/541] lr: 1.754e-05, eta: 1:05:04, time: 0.549, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6199 +2022-03-10 20:29:05,848 - davarocr - INFO - Epoch [38][195/541] lr: 1.754e-05, eta: 1:05:01, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6206 +2022-03-10 20:29:08,877 - davarocr - INFO - Epoch [38][200/541] lr: 1.754e-05, eta: 1:04:59, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6209 +2022-03-10 20:29:11,499 - davarocr - INFO - Epoch [38][205/541] lr: 1.754e-05, eta: 1:04:56, time: 0.524, data_time: 0.007, memory: 5179, loss_crf: 0.0615, loss: 0.0615, grad_norm: 12.4293 +2022-03-10 20:29:14,190 - davarocr - INFO - Epoch [38][210/541] lr: 1.754e-05, eta: 1:04:53, time: 0.539, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5640 +2022-03-10 20:29:16,769 - davarocr - INFO - Epoch [38][215/541] lr: 1.754e-05, eta: 1:04:50, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6089 +2022-03-10 20:29:19,329 - davarocr - INFO - Epoch [38][220/541] lr: 1.754e-05, eta: 1:04:47, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.0403, loss: 0.0403, grad_norm: 0.9168 +2022-03-10 20:29:22,308 - davarocr - INFO - Epoch [38][225/541] lr: 1.754e-05, eta: 1:04:44, time: 0.595, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.7615 +2022-03-10 20:29:25,129 - davarocr - INFO - Epoch [38][230/541] lr: 1.754e-05, eta: 1:04:41, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0597, loss: 0.0597, grad_norm: 8.7623 +2022-03-10 20:29:27,837 - davarocr - INFO - Epoch [38][235/541] lr: 1.754e-05, eta: 1:04:38, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5809 +2022-03-10 20:29:30,634 - davarocr - INFO - Epoch [38][240/541] lr: 1.754e-05, eta: 1:04:35, time: 0.559, data_time: 0.005, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5805 +2022-03-10 20:29:33,547 - davarocr - INFO - Epoch [38][245/541] lr: 1.754e-05, eta: 1:04:32, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5813 +2022-03-10 20:29:36,480 - davarocr - INFO - Epoch [38][250/541] lr: 1.754e-05, eta: 1:04:30, time: 0.588, data_time: 0.010, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5764 +2022-03-10 20:29:39,377 - davarocr - INFO - Epoch [38][255/541] lr: 1.754e-05, eta: 1:04:27, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5815 +2022-03-10 20:29:42,413 - davarocr - INFO - Epoch [38][260/541] lr: 1.754e-05, eta: 1:04:24, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5797 +2022-03-10 20:29:45,293 - davarocr - INFO - Epoch [38][265/541] lr: 1.754e-05, eta: 1:04:21, time: 0.576, data_time: 0.005, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.7154 +2022-03-10 20:29:48,062 - davarocr - INFO - Epoch [38][270/541] lr: 1.754e-05, eta: 1:04:18, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 1.0216 +2022-03-10 20:29:50,680 - davarocr - INFO - Epoch [38][275/541] lr: 1.754e-05, eta: 1:04:15, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6192 +2022-03-10 20:29:53,558 - davarocr - INFO - Epoch [38][280/541] lr: 1.754e-05, eta: 1:04:13, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.6372 +2022-03-10 20:29:56,483 - davarocr - INFO - Epoch [38][285/541] lr: 1.754e-05, eta: 1:04:10, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6246 +2022-03-10 20:29:59,496 - davarocr - INFO - Epoch [38][290/541] lr: 1.754e-05, eta: 1:04:07, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0289, loss: 0.0289, grad_norm: 0.8658 +2022-03-10 20:30:02,379 - davarocr - INFO - Epoch [38][295/541] lr: 1.754e-05, eta: 1:04:04, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.9848 +2022-03-10 20:30:05,249 - davarocr - INFO - Epoch [38][300/541] lr: 1.754e-05, eta: 1:04:01, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6950 +2022-03-10 20:30:08,261 - davarocr - INFO - Epoch [38][305/541] lr: 1.754e-05, eta: 1:03:58, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0499, loss: 0.0499, grad_norm: 12.9310 +2022-03-10 20:30:11,149 - davarocr - INFO - Epoch [38][310/541] lr: 1.754e-05, eta: 1:03:56, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4844 +2022-03-10 20:30:14,176 - davarocr - INFO - Epoch [38][315/541] lr: 1.754e-05, eta: 1:03:53, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4843 +2022-03-10 20:30:17,046 - davarocr - INFO - Epoch [38][320/541] lr: 1.754e-05, eta: 1:03:50, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4844 +2022-03-10 20:30:19,847 - davarocr - INFO - Epoch [38][325/541] lr: 1.754e-05, eta: 1:03:47, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0471, loss: 0.0471, grad_norm: 8.6780 +2022-03-10 20:30:22,867 - davarocr - INFO - Epoch [38][330/541] lr: 1.754e-05, eta: 1:03:44, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0189, loss: 0.0189, grad_norm: 5.8387 +2022-03-10 20:30:25,724 - davarocr - INFO - Epoch [38][335/541] lr: 1.754e-05, eta: 1:03:41, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5891 +2022-03-10 20:30:28,596 - davarocr - INFO - Epoch [38][340/541] lr: 1.754e-05, eta: 1:03:39, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 5.5774 +2022-03-10 20:30:31,486 - davarocr - INFO - Epoch [38][345/541] lr: 1.754e-05, eta: 1:03:36, time: 0.581, data_time: 0.010, memory: 5179, loss_crf: 0.0637, loss: 0.0637, grad_norm: 21.0826 +2022-03-10 20:30:34,173 - davarocr - INFO - Epoch [38][350/541] lr: 1.754e-05, eta: 1:03:33, time: 0.537, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4780 +2022-03-10 20:30:36,680 - davarocr - INFO - Epoch [38][355/541] lr: 1.754e-05, eta: 1:03:30, time: 0.502, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4786 +2022-03-10 20:30:39,391 - davarocr - INFO - Epoch [38][360/541] lr: 1.754e-05, eta: 1:03:27, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0793, loss: 0.0793, grad_norm: 1.9201 +2022-03-10 20:30:41,992 - davarocr - INFO - Epoch [38][365/541] lr: 1.754e-05, eta: 1:03:24, time: 0.521, data_time: 0.010, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7069 +2022-03-10 20:30:44,506 - davarocr - INFO - Epoch [38][370/541] lr: 1.754e-05, eta: 1:03:21, time: 0.503, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6248 +2022-03-10 20:30:47,224 - davarocr - INFO - Epoch [38][375/541] lr: 1.754e-05, eta: 1:03:18, time: 0.543, data_time: 0.005, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6202 +2022-03-10 20:30:50,159 - davarocr - INFO - Epoch [38][380/541] lr: 1.754e-05, eta: 1:03:15, time: 0.587, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6080 +2022-03-10 20:30:53,001 - davarocr - INFO - Epoch [38][385/541] lr: 1.754e-05, eta: 1:03:12, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6017 +2022-03-10 20:30:55,796 - davarocr - INFO - Epoch [38][390/541] lr: 1.754e-05, eta: 1:03:10, time: 0.559, data_time: 0.010, memory: 5179, loss_crf: 0.0113, loss: 0.0113, grad_norm: 1.0681 +2022-03-10 20:30:58,662 - davarocr - INFO - Epoch [38][395/541] lr: 1.754e-05, eta: 1:03:07, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6717 +2022-03-10 20:31:01,437 - davarocr - INFO - Epoch [38][400/541] lr: 1.754e-05, eta: 1:03:04, time: 0.555, data_time: 0.009, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.8614 +2022-03-10 20:31:04,352 - davarocr - INFO - Epoch [38][405/541] lr: 1.754e-05, eta: 1:03:01, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6626 +2022-03-10 20:31:07,131 - davarocr - INFO - Epoch [38][410/541] lr: 1.754e-05, eta: 1:02:58, time: 0.556, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6608 +2022-03-10 20:31:10,001 - davarocr - INFO - Epoch [38][415/541] lr: 1.754e-05, eta: 1:02:55, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6588 +2022-03-10 20:31:12,814 - davarocr - INFO - Epoch [38][420/541] lr: 1.754e-05, eta: 1:02:52, time: 0.563, data_time: 0.008, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.6881 +2022-03-10 20:31:15,619 - davarocr - INFO - Epoch [38][425/541] lr: 1.754e-05, eta: 1:02:50, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6579 +2022-03-10 20:31:18,492 - davarocr - INFO - Epoch [38][430/541] lr: 1.754e-05, eta: 1:02:47, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6569 +2022-03-10 20:31:21,332 - davarocr - INFO - Epoch [38][435/541] lr: 1.754e-05, eta: 1:02:44, time: 0.568, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6608 +2022-03-10 20:31:24,408 - davarocr - INFO - Epoch [38][440/541] lr: 1.754e-05, eta: 1:02:41, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6979 +2022-03-10 20:31:27,344 - davarocr - INFO - Epoch [38][445/541] lr: 1.754e-05, eta: 1:02:38, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7274 +2022-03-10 20:31:30,321 - davarocr - INFO - Epoch [38][450/541] lr: 1.754e-05, eta: 1:02:35, time: 0.596, data_time: 0.010, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6536 +2022-03-10 20:31:33,213 - davarocr - INFO - Epoch [38][455/541] lr: 1.754e-05, eta: 1:02:33, time: 0.581, data_time: 0.011, memory: 5179, loss_crf: 0.0201, loss: 0.0201, grad_norm: 0.8789 +2022-03-10 20:31:36,000 - davarocr - INFO - Epoch [38][460/541] lr: 1.754e-05, eta: 1:02:30, time: 0.558, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7045 +2022-03-10 20:31:38,640 - davarocr - INFO - Epoch [38][465/541] lr: 1.754e-05, eta: 1:02:27, time: 0.528, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6747 +2022-03-10 20:31:41,520 - davarocr - INFO - Epoch [38][470/541] lr: 1.754e-05, eta: 1:02:24, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6734 +2022-03-10 20:31:44,385 - davarocr - INFO - Epoch [38][475/541] lr: 1.754e-05, eta: 1:02:21, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6744 +2022-03-10 20:31:47,248 - davarocr - INFO - Epoch [38][480/541] lr: 1.754e-05, eta: 1:02:18, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6727 +2022-03-10 20:31:50,257 - davarocr - INFO - Epoch [38][485/541] lr: 1.754e-05, eta: 1:02:15, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.6951 +2022-03-10 20:31:53,131 - davarocr - INFO - Epoch [38][490/541] lr: 1.754e-05, eta: 1:02:13, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.6639 +2022-03-10 20:31:56,122 - davarocr - INFO - Epoch [38][495/541] lr: 1.754e-05, eta: 1:02:10, time: 0.598, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 3.1405 +2022-03-10 20:31:59,009 - davarocr - INFO - Epoch [38][500/541] lr: 1.754e-05, eta: 1:02:07, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.7376 +2022-03-10 20:32:02,024 - davarocr - INFO - Epoch [38][505/541] lr: 1.754e-05, eta: 1:02:04, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0208, loss: 0.0208, grad_norm: 9.6699 +2022-03-10 20:32:04,891 - davarocr - INFO - Epoch [38][510/541] lr: 1.754e-05, eta: 1:02:01, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4856 +2022-03-10 20:32:07,927 - davarocr - INFO - Epoch [38][515/541] lr: 1.754e-05, eta: 1:01:59, time: 0.604, data_time: 0.008, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.4856 +2022-03-10 20:32:10,740 - davarocr - INFO - Epoch [38][520/541] lr: 1.754e-05, eta: 1:01:56, time: 0.565, data_time: 0.011, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4932 +2022-03-10 20:32:13,649 - davarocr - INFO - Epoch [38][525/541] lr: 1.754e-05, eta: 1:01:53, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4932 +2022-03-10 20:32:16,714 - davarocr - INFO - Epoch [38][530/541] lr: 1.754e-05, eta: 1:01:50, time: 0.614, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4909 +2022-03-10 20:32:19,613 - davarocr - INFO - Epoch [38][535/541] lr: 1.754e-05, eta: 1:01:47, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4904 +2022-03-10 20:32:22,474 - davarocr - INFO - Epoch [38][540/541] lr: 1.754e-05, eta: 1:01:44, time: 0.573, data_time: 0.005, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 8.6836 +2022-03-10 20:32:59,926 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:32:59,928 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:32:59,928 - davarocr - INFO - Epoch(val) [38][541] LOC: {'precision': 0.9315315315315316, 'recall': 0.9298561151079137, 'f1-score': 0.9306930693069306}, PER: {'precision': 0.9630325814536341, 'recall': 0.9505256648113791, 'f1-score': 0.9567382508558978}, MISC: {'precision': 0.8371757925072046, 'recall': 0.8276353276353277, 'f1-score': 0.8323782234957021}, ORG: {'precision': 0.8913043478260869, 'recall': 0.9133052378085491, 'f1-score': 0.9021706809396371}, all: {'precision': 0.9167403217252961, 'recall': 0.9182011331444759, 'f1-score': 0.9174701459531182}, hmean: 0.9175 +2022-03-10 20:33:05,265 - davarocr - INFO - Epoch [39][5/541] lr: 1.724e-05, eta: 1:01:42, time: 1.066, data_time: 0.497, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 7.4572 +2022-03-10 20:33:08,043 - davarocr - INFO - Epoch [39][10/541] lr: 1.724e-05, eta: 1:01:39, time: 0.556, data_time: 0.005, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4932 +2022-03-10 20:33:11,077 - davarocr - INFO - Epoch [39][15/541] lr: 1.724e-05, eta: 1:01:36, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0554, loss: 0.0554, grad_norm: 11.9437 +2022-03-10 20:33:13,650 - davarocr - INFO - Epoch [39][20/541] lr: 1.724e-05, eta: 1:01:33, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5042 +2022-03-10 20:33:16,414 - davarocr - INFO - Epoch [39][25/541] lr: 1.724e-05, eta: 1:01:30, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0154, loss: 0.0154, grad_norm: 0.6935 +2022-03-10 20:33:18,991 - davarocr - INFO - Epoch [39][30/541] lr: 1.724e-05, eta: 1:01:27, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5215 +2022-03-10 20:33:21,576 - davarocr - INFO - Epoch [39][35/541] lr: 1.724e-05, eta: 1:01:24, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5214 +2022-03-10 20:33:24,334 - davarocr - INFO - Epoch [39][40/541] lr: 1.724e-05, eta: 1:01:21, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 1.0090 +2022-03-10 20:33:26,875 - davarocr - INFO - Epoch [39][45/541] lr: 1.724e-05, eta: 1:01:18, time: 0.507, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5952 +2022-03-10 20:33:29,640 - davarocr - INFO - Epoch [39][50/541] lr: 1.724e-05, eta: 1:01:15, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0003, loss: 0.0003, grad_norm: 0.5946 +2022-03-10 20:33:32,216 - davarocr - INFO - Epoch [39][55/541] lr: 1.724e-05, eta: 1:01:13, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 20.6864 +2022-03-10 20:33:35,181 - davarocr - INFO - Epoch [39][60/541] lr: 1.724e-05, eta: 1:01:10, time: 0.593, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5392 +2022-03-10 20:33:38,243 - davarocr - INFO - Epoch [39][65/541] lr: 1.724e-05, eta: 1:01:07, time: 0.613, data_time: 0.008, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 7.1121 +2022-03-10 20:33:41,036 - davarocr - INFO - Epoch [39][70/541] lr: 1.724e-05, eta: 1:01:04, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5685 +2022-03-10 20:33:43,929 - davarocr - INFO - Epoch [39][75/541] lr: 1.724e-05, eta: 1:01:01, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0862, loss: 0.0862, grad_norm: 1.8195 +2022-03-10 20:33:46,796 - davarocr - INFO - Epoch [39][80/541] lr: 1.724e-05, eta: 1:00:58, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6111 +2022-03-10 20:33:49,677 - davarocr - INFO - Epoch [39][85/541] lr: 1.724e-05, eta: 1:00:55, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.6292 +2022-03-10 20:33:52,330 - davarocr - INFO - Epoch [39][90/541] lr: 1.724e-05, eta: 1:00:53, time: 0.531, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6189 +2022-03-10 20:33:54,934 - davarocr - INFO - Epoch [39][95/541] lr: 1.724e-05, eta: 1:00:50, time: 0.520, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6032 +2022-03-10 20:33:57,471 - davarocr - INFO - Epoch [39][100/541] lr: 1.724e-05, eta: 1:00:47, time: 0.507, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.8928 +2022-03-10 20:34:00,176 - davarocr - INFO - Epoch [39][105/541] lr: 1.724e-05, eta: 1:00:44, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.0451, loss: 0.0451, grad_norm: 1.7071 +2022-03-10 20:34:02,825 - davarocr - INFO - Epoch [39][110/541] lr: 1.724e-05, eta: 1:00:41, time: 0.526, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7795 +2022-03-10 20:34:05,536 - davarocr - INFO - Epoch [39][115/541] lr: 1.724e-05, eta: 1:00:38, time: 0.546, data_time: 0.010, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7774 +2022-03-10 20:34:08,087 - davarocr - INFO - Epoch [39][120/541] lr: 1.724e-05, eta: 1:00:35, time: 0.510, data_time: 0.009, memory: 5179, loss_crf: 0.1294, loss: 0.1294, grad_norm: 6.5160 +2022-03-10 20:34:11,024 - davarocr - INFO - Epoch [39][125/541] lr: 1.724e-05, eta: 1:00:32, time: 0.586, data_time: 0.010, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5454 +2022-03-10 20:34:13,820 - davarocr - INFO - Epoch [39][130/541] lr: 1.724e-05, eta: 1:00:29, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5469 +2022-03-10 20:34:16,643 - davarocr - INFO - Epoch [39][135/541] lr: 1.724e-05, eta: 1:00:26, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0530, loss: 0.0530, grad_norm: 4.6375 +2022-03-10 20:34:19,717 - davarocr - INFO - Epoch [39][140/541] lr: 1.724e-05, eta: 1:00:24, time: 0.615, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6019 +2022-03-10 20:34:22,588 - davarocr - INFO - Epoch [39][145/541] lr: 1.724e-05, eta: 1:00:21, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0184, loss: 0.0184, grad_norm: 7.7751 +2022-03-10 20:34:25,630 - davarocr - INFO - Epoch [39][150/541] lr: 1.724e-05, eta: 1:00:18, time: 0.609, data_time: 0.010, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.2226 +2022-03-10 20:34:28,516 - davarocr - INFO - Epoch [39][155/541] lr: 1.724e-05, eta: 1:00:15, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0071, loss: 0.0071, grad_norm: 0.8741 +2022-03-10 20:34:31,535 - davarocr - INFO - Epoch [39][160/541] lr: 1.724e-05, eta: 1:00:12, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 11.2785 +2022-03-10 20:34:34,602 - davarocr - INFO - Epoch [39][165/541] lr: 1.724e-05, eta: 1:00:10, time: 0.614, data_time: 0.008, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 3.9663 +2022-03-10 20:34:37,592 - davarocr - INFO - Epoch [39][170/541] lr: 1.724e-05, eta: 1:00:07, time: 0.598, data_time: 0.007, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.7631 +2022-03-10 20:34:40,480 - davarocr - INFO - Epoch [39][175/541] lr: 1.724e-05, eta: 1:00:04, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5590 +2022-03-10 20:34:43,359 - davarocr - INFO - Epoch [39][180/541] lr: 1.724e-05, eta: 1:00:01, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0339, loss: 0.0339, grad_norm: 16.6091 +2022-03-10 20:34:46,248 - davarocr - INFO - Epoch [39][185/541] lr: 1.724e-05, eta: 0:59:58, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5898 +2022-03-10 20:34:49,127 - davarocr - INFO - Epoch [39][190/541] lr: 1.724e-05, eta: 0:59:55, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0174, loss: 0.0174, grad_norm: 33.0771 +2022-03-10 20:34:51,997 - davarocr - INFO - Epoch [39][195/541] lr: 1.724e-05, eta: 0:59:53, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4952 +2022-03-10 20:34:54,861 - davarocr - INFO - Epoch [39][200/541] lr: 1.724e-05, eta: 0:59:50, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0555, loss: 0.0555, grad_norm: 27.5413 +2022-03-10 20:34:57,819 - davarocr - INFO - Epoch [39][205/541] lr: 1.724e-05, eta: 0:59:47, time: 0.592, data_time: 0.008, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4689 +2022-03-10 20:35:00,633 - davarocr - INFO - Epoch [39][210/541] lr: 1.724e-05, eta: 0:59:44, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4791 +2022-03-10 20:35:03,740 - davarocr - INFO - Epoch [39][215/541] lr: 1.724e-05, eta: 0:59:41, time: 0.621, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4750 +2022-03-10 20:35:06,379 - davarocr - INFO - Epoch [39][220/541] lr: 1.724e-05, eta: 0:59:38, time: 0.529, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4741 +2022-03-10 20:35:09,295 - davarocr - INFO - Epoch [39][225/541] lr: 1.724e-05, eta: 0:59:36, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4954 +2022-03-10 20:35:12,193 - davarocr - INFO - Epoch [39][230/541] lr: 1.724e-05, eta: 0:59:33, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4884 +2022-03-10 20:35:15,047 - davarocr - INFO - Epoch [39][235/541] lr: 1.724e-05, eta: 0:59:30, time: 0.571, data_time: 0.009, memory: 5179, loss_crf: 0.2108, loss: 0.2108, grad_norm: 23.9306 +2022-03-10 20:35:18,004 - davarocr - INFO - Epoch [39][240/541] lr: 1.724e-05, eta: 0:59:27, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5676 +2022-03-10 20:35:20,919 - davarocr - INFO - Epoch [39][245/541] lr: 1.724e-05, eta: 0:59:24, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0649, loss: 0.0649, grad_norm: 13.9522 +2022-03-10 20:35:23,951 - davarocr - INFO - Epoch [39][250/541] lr: 1.724e-05, eta: 0:59:21, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0229, loss: 0.0229, grad_norm: 6.7352 +2022-03-10 20:35:26,776 - davarocr - INFO - Epoch [39][255/541] lr: 1.724e-05, eta: 0:59:19, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 7.3197 +2022-03-10 20:35:29,796 - davarocr - INFO - Epoch [39][260/541] lr: 1.724e-05, eta: 0:59:16, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 5.1182 +2022-03-10 20:35:32,674 - davarocr - INFO - Epoch [39][265/541] lr: 1.724e-05, eta: 0:59:13, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 2.1106 +2022-03-10 20:35:35,734 - davarocr - INFO - Epoch [39][270/541] lr: 1.724e-05, eta: 0:59:10, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6869 +2022-03-10 20:35:38,629 - davarocr - INFO - Epoch [39][275/541] lr: 1.724e-05, eta: 0:59:07, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6823 +2022-03-10 20:35:41,516 - davarocr - INFO - Epoch [39][280/541] lr: 1.724e-05, eta: 0:59:04, time: 0.577, data_time: 0.005, memory: 5179, loss_crf: 0.0179, loss: 0.0179, grad_norm: 13.4058 +2022-03-10 20:35:44,131 - davarocr - INFO - Epoch [39][285/541] lr: 1.724e-05, eta: 0:59:01, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 0.1056, loss: 0.1056, grad_norm: 21.2839 +2022-03-10 20:35:46,704 - davarocr - INFO - Epoch [39][290/541] lr: 1.724e-05, eta: 0:58:59, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5315 +2022-03-10 20:35:49,617 - davarocr - INFO - Epoch [39][295/541] lr: 1.724e-05, eta: 0:58:56, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8670 +2022-03-10 20:35:52,486 - davarocr - INFO - Epoch [39][300/541] lr: 1.724e-05, eta: 0:58:53, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5547 +2022-03-10 20:35:55,464 - davarocr - INFO - Epoch [39][305/541] lr: 1.724e-05, eta: 0:58:50, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.0253, loss: 0.0253, grad_norm: 0.8141 +2022-03-10 20:35:58,349 - davarocr - INFO - Epoch [39][310/541] lr: 1.724e-05, eta: 0:58:47, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0094, loss: 0.0094, grad_norm: 0.7194 +2022-03-10 20:36:01,403 - davarocr - INFO - Epoch [39][315/541] lr: 1.724e-05, eta: 0:58:44, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6348 +2022-03-10 20:36:04,258 - davarocr - INFO - Epoch [39][320/541] lr: 1.724e-05, eta: 0:58:42, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0175, loss: 0.0175, grad_norm: 0.7529 +2022-03-10 20:36:07,367 - davarocr - INFO - Epoch [39][325/541] lr: 1.724e-05, eta: 0:58:39, time: 0.621, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6470 +2022-03-10 20:36:09,920 - davarocr - INFO - Epoch [39][330/541] lr: 1.724e-05, eta: 0:58:36, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6464 +2022-03-10 20:36:12,506 - davarocr - INFO - Epoch [39][335/541] lr: 1.724e-05, eta: 0:58:33, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.6482 +2022-03-10 20:36:15,414 - davarocr - INFO - Epoch [39][340/541] lr: 1.724e-05, eta: 0:58:30, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0464, loss: 0.0464, grad_norm: 19.7369 +2022-03-10 20:36:18,231 - davarocr - INFO - Epoch [39][345/541] lr: 1.724e-05, eta: 0:58:27, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0269, loss: 0.0269, grad_norm: 7.4822 +2022-03-10 20:36:21,135 - davarocr - INFO - Epoch [39][350/541] lr: 1.724e-05, eta: 0:58:24, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0258, loss: 0.0258, grad_norm: 11.5627 +2022-03-10 20:36:24,173 - davarocr - INFO - Epoch [39][355/541] lr: 1.724e-05, eta: 0:58:22, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0165, loss: 0.0165, grad_norm: 3.1534 +2022-03-10 20:36:27,059 - davarocr - INFO - Epoch [39][360/541] lr: 1.724e-05, eta: 0:58:19, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4991 +2022-03-10 20:36:30,107 - davarocr - INFO - Epoch [39][365/541] lr: 1.724e-05, eta: 0:58:16, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.9346 +2022-03-10 20:36:33,123 - davarocr - INFO - Epoch [39][370/541] lr: 1.724e-05, eta: 0:58:13, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8718 +2022-03-10 20:36:36,216 - davarocr - INFO - Epoch [39][375/541] lr: 1.724e-05, eta: 0:58:10, time: 0.619, data_time: 0.008, memory: 5179, loss_crf: 0.0067, loss: 0.0067, grad_norm: 2.4266 +2022-03-10 20:36:39,107 - davarocr - INFO - Epoch [39][380/541] lr: 1.724e-05, eta: 0:58:07, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.9770 +2022-03-10 20:36:41,993 - davarocr - INFO - Epoch [39][385/541] lr: 1.724e-05, eta: 0:58:05, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.2304, loss: 0.2304, grad_norm: 7.0438 +2022-03-10 20:36:44,890 - davarocr - INFO - Epoch [39][390/541] lr: 1.724e-05, eta: 0:58:02, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5494 +2022-03-10 20:36:47,659 - davarocr - INFO - Epoch [39][395/541] lr: 1.724e-05, eta: 0:57:59, time: 0.554, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.8156 +2022-03-10 20:36:50,319 - davarocr - INFO - Epoch [39][400/541] lr: 1.724e-05, eta: 0:57:56, time: 0.532, data_time: 0.009, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5684 +2022-03-10 20:36:53,375 - davarocr - INFO - Epoch [39][405/541] lr: 1.724e-05, eta: 0:57:53, time: 0.611, data_time: 0.008, memory: 5179, loss_crf: 0.0532, loss: 0.0532, grad_norm: 1.8232 +2022-03-10 20:36:56,268 - davarocr - INFO - Epoch [39][410/541] lr: 1.724e-05, eta: 0:57:50, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0111, loss: 0.0111, grad_norm: 5.8780 +2022-03-10 20:36:59,180 - davarocr - INFO - Epoch [39][415/541] lr: 1.724e-05, eta: 0:57:48, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.8378 +2022-03-10 20:37:02,222 - davarocr - INFO - Epoch [39][420/541] lr: 1.724e-05, eta: 0:57:45, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 2.0450 +2022-03-10 20:37:05,091 - davarocr - INFO - Epoch [39][425/541] lr: 1.724e-05, eta: 0:57:42, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6380 +2022-03-10 20:37:08,229 - davarocr - INFO - Epoch [39][430/541] lr: 1.724e-05, eta: 0:57:39, time: 0.628, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6052 +2022-03-10 20:37:11,118 - davarocr - INFO - Epoch [39][435/541] lr: 1.724e-05, eta: 0:57:36, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0150, loss: 0.0150, grad_norm: 10.6060 +2022-03-10 20:37:14,164 - davarocr - INFO - Epoch [39][440/541] lr: 1.724e-05, eta: 0:57:33, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5492 +2022-03-10 20:37:17,050 - davarocr - INFO - Epoch [39][445/541] lr: 1.724e-05, eta: 0:57:31, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5779 +2022-03-10 20:37:19,948 - davarocr - INFO - Epoch [39][450/541] lr: 1.724e-05, eta: 0:57:28, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5729 +2022-03-10 20:37:22,999 - davarocr - INFO - Epoch [39][455/541] lr: 1.724e-05, eta: 0:57:25, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.7758 +2022-03-10 20:37:25,890 - davarocr - INFO - Epoch [39][460/541] lr: 1.724e-05, eta: 0:57:22, time: 0.578, data_time: 0.010, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5474 +2022-03-10 20:37:28,928 - davarocr - INFO - Epoch [39][465/541] lr: 1.724e-05, eta: 0:57:19, time: 0.608, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5476 +2022-03-10 20:37:32,002 - davarocr - INFO - Epoch [39][470/541] lr: 1.724e-05, eta: 0:57:17, time: 0.617, data_time: 0.008, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 2.9428 +2022-03-10 20:37:35,113 - davarocr - INFO - Epoch [39][475/541] lr: 1.724e-05, eta: 0:57:14, time: 0.623, data_time: 0.006, memory: 5179, loss_crf: 0.0455, loss: 0.0455, grad_norm: 14.2014 +2022-03-10 20:37:38,080 - davarocr - INFO - Epoch [39][480/541] lr: 1.724e-05, eta: 0:57:11, time: 0.593, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.3664 +2022-03-10 20:37:41,046 - davarocr - INFO - Epoch [39][485/541] lr: 1.724e-05, eta: 0:57:08, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0068, loss: 0.0068, grad_norm: 11.9238 +2022-03-10 20:37:43,870 - davarocr - INFO - Epoch [39][490/541] lr: 1.724e-05, eta: 0:57:05, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5034 +2022-03-10 20:37:46,689 - davarocr - INFO - Epoch [39][495/541] lr: 1.724e-05, eta: 0:57:02, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0089, loss: 0.0089, grad_norm: 3.9916 +2022-03-10 20:37:49,503 - davarocr - INFO - Epoch [39][500/541] lr: 1.724e-05, eta: 0:57:00, time: 0.563, data_time: 0.006, memory: 5179, loss_crf: 0.2487, loss: 0.2487, grad_norm: 43.2370 +2022-03-10 20:37:52,445 - davarocr - INFO - Epoch [39][505/541] lr: 1.724e-05, eta: 0:56:57, time: 0.589, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7155 +2022-03-10 20:37:55,471 - davarocr - INFO - Epoch [39][510/541] lr: 1.724e-05, eta: 0:56:54, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5297 +2022-03-10 20:37:58,322 - davarocr - INFO - Epoch [39][515/541] lr: 1.724e-05, eta: 0:56:51, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0442, loss: 0.0442, grad_norm: 9.4381 +2022-03-10 20:38:01,254 - davarocr - INFO - Epoch [39][520/541] lr: 1.724e-05, eta: 0:56:48, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 2.1905 +2022-03-10 20:38:04,213 - davarocr - INFO - Epoch [39][525/541] lr: 1.724e-05, eta: 0:56:45, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0937, loss: 0.0937, grad_norm: 5.5443 +2022-03-10 20:38:07,370 - davarocr - INFO - Epoch [39][530/541] lr: 1.724e-05, eta: 0:56:43, time: 0.631, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5059 +2022-03-10 20:38:10,372 - davarocr - INFO - Epoch [39][535/541] lr: 1.724e-05, eta: 0:56:40, time: 0.600, data_time: 0.005, memory: 5179, loss_crf: 0.0366, loss: 0.0366, grad_norm: 3.1244 +2022-03-10 20:38:13,354 - davarocr - INFO - Epoch [39][540/541] lr: 1.724e-05, eta: 0:56:37, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.4139 +2022-03-10 20:38:50,608 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:38:50,609 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:38:50,609 - davarocr - INFO - Epoch(val) [39][541] LOC: {'precision': 0.9359129383313181, 'recall': 0.9280575539568345, 'f1-score': 0.9319686935580976}, PER: {'precision': 0.9621451104100947, 'recall': 0.943104514533086, 'f1-score': 0.9525296689569018}, MISC: {'precision': 0.8462686567164179, 'recall': 0.8076923076923077, 'f1-score': 0.8265306122448979}, ORG: {'precision': 0.8601007274762171, 'recall': 0.9253461770018061, 'f1-score': 0.8915313225058005}, all: {'precision': 0.9088834269662921, 'recall': 0.9166076487252125, 'f1-score': 0.9127291960507757}, hmean: 0.9127 +2022-03-10 20:38:55,900 - davarocr - INFO - Epoch [40][5/541] lr: 1.695e-05, eta: 0:56:34, time: 1.057, data_time: 0.495, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7106 +2022-03-10 20:38:58,669 - davarocr - INFO - Epoch [40][10/541] lr: 1.695e-05, eta: 0:56:31, time: 0.554, data_time: 0.006, memory: 5179, loss_crf: 0.0308, loss: 0.0308, grad_norm: 10.5357 +2022-03-10 20:39:01,317 - davarocr - INFO - Epoch [40][15/541] lr: 1.695e-05, eta: 0:56:28, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0514, loss: 0.0514, grad_norm: 10.2063 +2022-03-10 20:39:04,191 - davarocr - INFO - Epoch [40][20/541] lr: 1.695e-05, eta: 0:56:25, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5229 +2022-03-10 20:39:07,261 - davarocr - INFO - Epoch [40][25/541] lr: 1.695e-05, eta: 0:56:23, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5287 +2022-03-10 20:39:10,154 - davarocr - INFO - Epoch [40][30/541] lr: 1.695e-05, eta: 0:56:20, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5195 +2022-03-10 20:39:13,052 - davarocr - INFO - Epoch [40][35/541] lr: 1.695e-05, eta: 0:56:17, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5179 +2022-03-10 20:39:15,785 - davarocr - INFO - Epoch [40][40/541] lr: 1.695e-05, eta: 0:56:14, time: 0.546, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5191 +2022-03-10 20:39:18,721 - davarocr - INFO - Epoch [40][45/541] lr: 1.695e-05, eta: 0:56:11, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0158, loss: 0.0158, grad_norm: 4.5504 +2022-03-10 20:39:21,603 - davarocr - INFO - Epoch [40][50/541] lr: 1.695e-05, eta: 0:56:08, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.1857, loss: 0.1857, grad_norm: 10.4480 +2022-03-10 20:39:24,492 - davarocr - INFO - Epoch [40][55/541] lr: 1.695e-05, eta: 0:56:06, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7418 +2022-03-10 20:39:27,433 - davarocr - INFO - Epoch [40][60/541] lr: 1.695e-05, eta: 0:56:03, time: 0.588, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.8550 +2022-03-10 20:39:29,990 - davarocr - INFO - Epoch [40][65/541] lr: 1.695e-05, eta: 0:56:00, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0088, loss: 0.0088, grad_norm: 5.1568 +2022-03-10 20:39:32,714 - davarocr - INFO - Epoch [40][70/541] lr: 1.695e-05, eta: 0:55:57, time: 0.544, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.1495 +2022-03-10 20:39:35,817 - davarocr - INFO - Epoch [40][75/541] lr: 1.695e-05, eta: 0:55:54, time: 0.621, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6300 +2022-03-10 20:39:38,372 - davarocr - INFO - Epoch [40][80/541] lr: 1.695e-05, eta: 0:55:51, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6306 +2022-03-10 20:39:41,123 - davarocr - INFO - Epoch [40][85/541] lr: 1.695e-05, eta: 0:55:48, time: 0.550, data_time: 0.005, memory: 5179, loss_crf: 0.1190, loss: 0.1190, grad_norm: 3.3120 +2022-03-10 20:39:43,702 - davarocr - INFO - Epoch [40][90/541] lr: 1.695e-05, eta: 0:55:45, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0064, loss: 0.0064, grad_norm: 0.8846 +2022-03-10 20:39:46,487 - davarocr - INFO - Epoch [40][95/541] lr: 1.695e-05, eta: 0:55:43, time: 0.557, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6643 +2022-03-10 20:39:49,072 - davarocr - INFO - Epoch [40][100/541] lr: 1.695e-05, eta: 0:55:40, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0228, loss: 0.0228, grad_norm: 20.4376 +2022-03-10 20:39:51,629 - davarocr - INFO - Epoch [40][105/541] lr: 1.695e-05, eta: 0:55:37, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5661 +2022-03-10 20:39:54,202 - davarocr - INFO - Epoch [40][110/541] lr: 1.695e-05, eta: 0:55:34, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.1825, loss: 0.1825, grad_norm: 51.9448 +2022-03-10 20:39:57,036 - davarocr - INFO - Epoch [40][115/541] lr: 1.695e-05, eta: 0:55:31, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5308 +2022-03-10 20:39:59,607 - davarocr - INFO - Epoch [40][120/541] lr: 1.695e-05, eta: 0:55:28, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 2.2521 +2022-03-10 20:40:02,405 - davarocr - INFO - Epoch [40][125/541] lr: 1.695e-05, eta: 0:55:25, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 1.7358 +2022-03-10 20:40:05,370 - davarocr - INFO - Epoch [40][130/541] lr: 1.695e-05, eta: 0:55:22, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7938 +2022-03-10 20:40:08,310 - davarocr - INFO - Epoch [40][135/541] lr: 1.695e-05, eta: 0:55:19, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.1788 +2022-03-10 20:40:11,358 - davarocr - INFO - Epoch [40][140/541] lr: 1.695e-05, eta: 0:55:17, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 1.1249 +2022-03-10 20:40:14,297 - davarocr - INFO - Epoch [40][145/541] lr: 1.695e-05, eta: 0:55:14, time: 0.588, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8735 +2022-03-10 20:40:17,341 - davarocr - INFO - Epoch [40][150/541] lr: 1.695e-05, eta: 0:55:11, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 1.0237 +2022-03-10 20:40:20,238 - davarocr - INFO - Epoch [40][155/541] lr: 1.695e-05, eta: 0:55:08, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.8946 +2022-03-10 20:40:23,285 - davarocr - INFO - Epoch [40][160/541] lr: 1.695e-05, eta: 0:55:05, time: 0.610, data_time: 0.009, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 2.8364 +2022-03-10 20:40:26,155 - davarocr - INFO - Epoch [40][165/541] lr: 1.695e-05, eta: 0:55:02, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.9949 +2022-03-10 20:40:28,928 - davarocr - INFO - Epoch [40][170/541] lr: 1.695e-05, eta: 0:55:00, time: 0.555, data_time: 0.008, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.9966 +2022-03-10 20:40:31,486 - davarocr - INFO - Epoch [40][175/541] lr: 1.695e-05, eta: 0:54:57, time: 0.511, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 1.1334 +2022-03-10 20:40:34,642 - davarocr - INFO - Epoch [40][180/541] lr: 1.695e-05, eta: 0:54:54, time: 0.631, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.9650 +2022-03-10 20:40:37,655 - davarocr - INFO - Epoch [40][185/541] lr: 1.695e-05, eta: 0:54:51, time: 0.601, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.9737 +2022-03-10 20:40:40,699 - davarocr - INFO - Epoch [40][190/541] lr: 1.695e-05, eta: 0:54:48, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.9756 +2022-03-10 20:40:43,598 - davarocr - INFO - Epoch [40][195/541] lr: 1.695e-05, eta: 0:54:45, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.9730 +2022-03-10 20:40:46,627 - davarocr - INFO - Epoch [40][200/541] lr: 1.695e-05, eta: 0:54:43, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0159, loss: 0.0159, grad_norm: 1.0486 +2022-03-10 20:40:49,519 - davarocr - INFO - Epoch [40][205/541] lr: 1.695e-05, eta: 0:54:40, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.1204, loss: 0.1204, grad_norm: 5.6312 +2022-03-10 20:40:52,391 - davarocr - INFO - Epoch [40][210/541] lr: 1.695e-05, eta: 0:54:37, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0189, loss: 0.0189, grad_norm: 9.4507 +2022-03-10 20:40:55,020 - davarocr - INFO - Epoch [40][215/541] lr: 1.695e-05, eta: 0:54:34, time: 0.526, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5383 +2022-03-10 20:40:57,821 - davarocr - INFO - Epoch [40][220/541] lr: 1.695e-05, eta: 0:54:31, time: 0.560, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5168 +2022-03-10 20:41:00,870 - davarocr - INFO - Epoch [40][225/541] lr: 1.695e-05, eta: 0:54:28, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0779, loss: 0.0779, grad_norm: 52.7386 +2022-03-10 20:41:03,616 - davarocr - INFO - Epoch [40][230/541] lr: 1.695e-05, eta: 0:54:25, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5102 +2022-03-10 20:41:06,316 - davarocr - INFO - Epoch [40][235/541] lr: 1.695e-05, eta: 0:54:23, time: 0.540, data_time: 0.005, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5100 +2022-03-10 20:41:09,351 - davarocr - INFO - Epoch [40][240/541] lr: 1.695e-05, eta: 0:54:20, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7965 +2022-03-10 20:41:12,163 - davarocr - INFO - Epoch [40][245/541] lr: 1.695e-05, eta: 0:54:17, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7319 +2022-03-10 20:41:15,040 - davarocr - INFO - Epoch [40][250/541] lr: 1.695e-05, eta: 0:54:14, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.2587 +2022-03-10 20:41:18,071 - davarocr - INFO - Epoch [40][255/541] lr: 1.695e-05, eta: 0:54:11, time: 0.607, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8248 +2022-03-10 20:41:21,121 - davarocr - INFO - Epoch [40][260/541] lr: 1.695e-05, eta: 0:54:08, time: 0.610, data_time: 0.005, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7003 +2022-03-10 20:41:23,756 - davarocr - INFO - Epoch [40][265/541] lr: 1.695e-05, eta: 0:54:06, time: 0.526, data_time: 0.008, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.7193 +2022-03-10 20:41:26,319 - davarocr - INFO - Epoch [40][270/541] lr: 1.695e-05, eta: 0:54:03, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7488 +2022-03-10 20:41:28,883 - davarocr - INFO - Epoch [40][275/541] lr: 1.695e-05, eta: 0:54:00, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7071 +2022-03-10 20:41:31,562 - davarocr - INFO - Epoch [40][280/541] lr: 1.695e-05, eta: 0:53:57, time: 0.537, data_time: 0.007, memory: 5179, loss_crf: 0.0887, loss: 0.0887, grad_norm: 19.4902 +2022-03-10 20:41:34,295 - davarocr - INFO - Epoch [40][285/541] lr: 1.695e-05, eta: 0:53:54, time: 0.547, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.8518 +2022-03-10 20:41:36,858 - davarocr - INFO - Epoch [40][290/541] lr: 1.695e-05, eta: 0:53:51, time: 0.512, data_time: 0.005, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5792 +2022-03-10 20:41:39,570 - davarocr - INFO - Epoch [40][295/541] lr: 1.695e-05, eta: 0:53:48, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 3.3596 +2022-03-10 20:41:42,243 - davarocr - INFO - Epoch [40][300/541] lr: 1.695e-05, eta: 0:53:45, time: 0.535, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.0614 +2022-03-10 20:41:44,803 - davarocr - INFO - Epoch [40][305/541] lr: 1.695e-05, eta: 0:53:42, time: 0.511, data_time: 0.005, memory: 5179, loss_crf: 0.0201, loss: 0.0201, grad_norm: 34.8100 +2022-03-10 20:41:47,353 - davarocr - INFO - Epoch [40][310/541] lr: 1.695e-05, eta: 0:53:39, time: 0.511, data_time: 0.007, memory: 5179, loss_crf: 0.0211, loss: 0.0211, grad_norm: 0.7251 +2022-03-10 20:41:49,920 - davarocr - INFO - Epoch [40][315/541] lr: 1.695e-05, eta: 0:53:36, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5479 +2022-03-10 20:41:52,541 - davarocr - INFO - Epoch [40][320/541] lr: 1.695e-05, eta: 0:53:33, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.9084 +2022-03-10 20:41:55,272 - davarocr - INFO - Epoch [40][325/541] lr: 1.695e-05, eta: 0:53:31, time: 0.546, data_time: 0.005, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6032 +2022-03-10 20:41:58,033 - davarocr - INFO - Epoch [40][330/541] lr: 1.695e-05, eta: 0:53:28, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6069 +2022-03-10 20:42:00,726 - davarocr - INFO - Epoch [40][335/541] lr: 1.695e-05, eta: 0:53:25, time: 0.539, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6107 +2022-03-10 20:42:03,740 - davarocr - INFO - Epoch [40][340/541] lr: 1.695e-05, eta: 0:53:22, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0205, loss: 0.0205, grad_norm: 0.7533 +2022-03-10 20:42:06,267 - davarocr - INFO - Epoch [40][345/541] lr: 1.695e-05, eta: 0:53:19, time: 0.506, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.6278 +2022-03-10 20:42:08,785 - davarocr - INFO - Epoch [40][350/541] lr: 1.695e-05, eta: 0:53:16, time: 0.504, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6283 +2022-03-10 20:42:11,820 - davarocr - INFO - Epoch [40][355/541] lr: 1.695e-05, eta: 0:53:13, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6284 +2022-03-10 20:42:14,718 - davarocr - INFO - Epoch [40][360/541] lr: 1.695e-05, eta: 0:53:10, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6292 +2022-03-10 20:42:17,723 - davarocr - INFO - Epoch [40][365/541] lr: 1.695e-05, eta: 0:53:08, time: 0.601, data_time: 0.006, memory: 5179, loss_crf: 0.2666, loss: 0.2666, grad_norm: 10.1640 +2022-03-10 20:42:20,600 - davarocr - INFO - Epoch [40][370/541] lr: 1.695e-05, eta: 0:53:05, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5291 +2022-03-10 20:42:23,496 - davarocr - INFO - Epoch [40][375/541] lr: 1.695e-05, eta: 0:53:02, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5312 +2022-03-10 20:42:26,513 - davarocr - INFO - Epoch [40][380/541] lr: 1.695e-05, eta: 0:52:59, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5352 +2022-03-10 20:42:29,238 - davarocr - INFO - Epoch [40][385/541] lr: 1.695e-05, eta: 0:52:56, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.0505, loss: 0.0505, grad_norm: 2.2225 +2022-03-10 20:42:31,940 - davarocr - INFO - Epoch [40][390/541] lr: 1.695e-05, eta: 0:52:53, time: 0.541, data_time: 0.008, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.7627 +2022-03-10 20:42:34,720 - davarocr - INFO - Epoch [40][395/541] lr: 1.695e-05, eta: 0:52:50, time: 0.556, data_time: 0.010, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7600 +2022-03-10 20:42:37,441 - davarocr - INFO - Epoch [40][400/541] lr: 1.695e-05, eta: 0:52:48, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.0546, loss: 0.0546, grad_norm: 54.0770 +2022-03-10 20:42:40,066 - davarocr - INFO - Epoch [40][405/541] lr: 1.695e-05, eta: 0:52:45, time: 0.526, data_time: 0.009, memory: 5179, loss_crf: 0.0111, loss: 0.0111, grad_norm: 8.4142 +2022-03-10 20:42:42,869 - davarocr - INFO - Epoch [40][410/541] lr: 1.695e-05, eta: 0:52:42, time: 0.561, data_time: 0.006, memory: 5179, loss_crf: 0.0473, loss: 0.0473, grad_norm: 6.2687 +2022-03-10 20:42:45,778 - davarocr - INFO - Epoch [40][415/541] lr: 1.695e-05, eta: 0:52:39, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4916 +2022-03-10 20:42:48,661 - davarocr - INFO - Epoch [40][420/541] lr: 1.695e-05, eta: 0:52:36, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.4984 +2022-03-10 20:42:51,617 - davarocr - INFO - Epoch [40][425/541] lr: 1.695e-05, eta: 0:52:33, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5110 +2022-03-10 20:42:54,601 - davarocr - INFO - Epoch [40][430/541] lr: 1.695e-05, eta: 0:52:30, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.4939 +2022-03-10 20:42:57,557 - davarocr - INFO - Epoch [40][435/541] lr: 1.695e-05, eta: 0:52:28, time: 0.591, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.3873 +2022-03-10 20:43:00,424 - davarocr - INFO - Epoch [40][440/541] lr: 1.695e-05, eta: 0:52:25, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7560 +2022-03-10 20:43:03,417 - davarocr - INFO - Epoch [40][445/541] lr: 1.695e-05, eta: 0:52:22, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8948 +2022-03-10 20:43:06,286 - davarocr - INFO - Epoch [40][450/541] lr: 1.695e-05, eta: 0:52:19, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.7314 +2022-03-10 20:43:09,154 - davarocr - INFO - Epoch [40][455/541] lr: 1.695e-05, eta: 0:52:16, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0380, loss: 0.0380, grad_norm: 13.6696 +2022-03-10 20:43:12,171 - davarocr - INFO - Epoch [40][460/541] lr: 1.695e-05, eta: 0:52:13, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0599, loss: 0.0599, grad_norm: 41.6982 +2022-03-10 20:43:15,198 - davarocr - INFO - Epoch [40][465/541] lr: 1.695e-05, eta: 0:52:11, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5863 +2022-03-10 20:43:18,083 - davarocr - INFO - Epoch [40][470/541] lr: 1.695e-05, eta: 0:52:08, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5881 +2022-03-10 20:43:20,960 - davarocr - INFO - Epoch [40][475/541] lr: 1.695e-05, eta: 0:52:05, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6011 +2022-03-10 20:43:24,042 - davarocr - INFO - Epoch [40][480/541] lr: 1.695e-05, eta: 0:52:02, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5960 +2022-03-10 20:43:27,141 - davarocr - INFO - Epoch [40][485/541] lr: 1.695e-05, eta: 0:51:59, time: 0.619, data_time: 0.007, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 8.9018 +2022-03-10 20:43:30,167 - davarocr - INFO - Epoch [40][490/541] lr: 1.695e-05, eta: 0:51:57, time: 0.605, data_time: 0.009, memory: 5179, loss_crf: 0.0104, loss: 0.0104, grad_norm: 1.0318 +2022-03-10 20:43:33,006 - davarocr - INFO - Epoch [40][495/541] lr: 1.695e-05, eta: 0:51:54, time: 0.567, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 1.0973 +2022-03-10 20:43:35,748 - davarocr - INFO - Epoch [40][500/541] lr: 1.695e-05, eta: 0:51:51, time: 0.549, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5658 +2022-03-10 20:43:38,287 - davarocr - INFO - Epoch [40][505/541] lr: 1.695e-05, eta: 0:51:48, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 0.0261, loss: 0.0261, grad_norm: 13.6008 +2022-03-10 20:43:41,016 - davarocr - INFO - Epoch [40][510/541] lr: 1.695e-05, eta: 0:51:45, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.4978 +2022-03-10 20:43:43,642 - davarocr - INFO - Epoch [40][515/541] lr: 1.695e-05, eta: 0:51:42, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.4966 +2022-03-10 20:43:46,457 - davarocr - INFO - Epoch [40][520/541] lr: 1.695e-05, eta: 0:51:39, time: 0.562, data_time: 0.009, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4948 +2022-03-10 20:43:49,364 - davarocr - INFO - Epoch [40][525/541] lr: 1.695e-05, eta: 0:51:36, time: 0.585, data_time: 0.011, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4954 +2022-03-10 20:43:52,356 - davarocr - INFO - Epoch [40][530/541] lr: 1.695e-05, eta: 0:51:34, time: 0.599, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4955 +2022-03-10 20:43:55,149 - davarocr - INFO - Epoch [40][535/541] lr: 1.695e-05, eta: 0:51:31, time: 0.558, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5703 +2022-03-10 20:43:57,991 - davarocr - INFO - Epoch [40][540/541] lr: 1.695e-05, eta: 0:51:28, time: 0.568, data_time: 0.005, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.7292 +2022-03-10 20:44:36,048 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:44:36,049 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:44:36,049 - davarocr - INFO - Epoch(val) [40][541] LOC: {'precision': 0.9469790382244143, 'recall': 0.920863309352518, 'f1-score': 0.9337386018237083}, PER: {'precision': 0.9522643818849449, 'recall': 0.9622758194186766, 'f1-score': 0.9572439249461704}, MISC: {'precision': 0.8262108262108262, 'recall': 0.8262108262108262, 'f1-score': 0.8262108262108262}, ORG: {'precision': 0.8944281524926686, 'recall': 0.9181216134858519, 'f1-score': 0.9061200237670826}, all: {'precision': 0.9177114603567014, 'recall': 0.9201487252124646, 'f1-score': 0.9189284767040934}, hmean: 0.9189 +2022-03-10 20:44:41,503 - davarocr - INFO - Epoch [41][5/541] lr: 1.667e-05, eta: 0:51:25, time: 1.089, data_time: 0.493, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5593 +2022-03-10 20:44:44,382 - davarocr - INFO - Epoch [41][10/541] lr: 1.667e-05, eta: 0:51:22, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5402 +2022-03-10 20:44:47,456 - davarocr - INFO - Epoch [41][15/541] lr: 1.667e-05, eta: 0:51:19, time: 0.614, data_time: 0.005, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5934 +2022-03-10 20:44:50,532 - davarocr - INFO - Epoch [41][20/541] lr: 1.667e-05, eta: 0:51:16, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5462 +2022-03-10 20:44:53,451 - davarocr - INFO - Epoch [41][25/541] lr: 1.667e-05, eta: 0:51:14, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5469 +2022-03-10 20:44:56,332 - davarocr - INFO - Epoch [41][30/541] lr: 1.667e-05, eta: 0:51:11, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.5487 +2022-03-10 20:44:59,195 - davarocr - INFO - Epoch [41][35/541] lr: 1.667e-05, eta: 0:51:08, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.8825 +2022-03-10 20:45:01,745 - davarocr - INFO - Epoch [41][40/541] lr: 1.667e-05, eta: 0:51:05, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.6842 +2022-03-10 20:45:04,593 - davarocr - INFO - Epoch [41][45/541] lr: 1.667e-05, eta: 0:51:02, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0262, loss: 0.0262, grad_norm: 0.8717 +2022-03-10 20:45:07,331 - davarocr - INFO - Epoch [41][50/541] lr: 1.667e-05, eta: 0:50:59, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6920 +2022-03-10 20:45:10,246 - davarocr - INFO - Epoch [41][55/541] lr: 1.667e-05, eta: 0:50:56, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6888 +2022-03-10 20:45:13,124 - davarocr - INFO - Epoch [41][60/541] lr: 1.667e-05, eta: 0:50:54, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.2379, loss: 0.2379, grad_norm: 4.3740 +2022-03-10 20:45:16,197 - davarocr - INFO - Epoch [41][65/541] lr: 1.667e-05, eta: 0:50:51, time: 0.615, data_time: 0.008, memory: 5179, loss_crf: 0.0137, loss: 0.0137, grad_norm: 0.6960 +2022-03-10 20:45:19,118 - davarocr - INFO - Epoch [41][70/541] lr: 1.667e-05, eta: 0:50:48, time: 0.584, data_time: 0.009, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 1.1673 +2022-03-10 20:45:22,153 - davarocr - INFO - Epoch [41][75/541] lr: 1.667e-05, eta: 0:50:45, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 1.7437 +2022-03-10 20:45:25,045 - davarocr - INFO - Epoch [41][80/541] lr: 1.667e-05, eta: 0:50:42, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0320, loss: 0.0320, grad_norm: 9.0475 +2022-03-10 20:45:28,075 - davarocr - INFO - Epoch [41][85/541] lr: 1.667e-05, eta: 0:50:39, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0004, loss: 0.0004, grad_norm: 0.4647 +2022-03-10 20:45:30,997 - davarocr - INFO - Epoch [41][90/541] lr: 1.667e-05, eta: 0:50:37, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8371 +2022-03-10 20:45:33,915 - davarocr - INFO - Epoch [41][95/541] lr: 1.667e-05, eta: 0:50:34, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5406 +2022-03-10 20:45:36,453 - davarocr - INFO - Epoch [41][100/541] lr: 1.667e-05, eta: 0:50:31, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 0.0289, loss: 0.0289, grad_norm: 12.6400 +2022-03-10 20:45:39,159 - davarocr - INFO - Epoch [41][105/541] lr: 1.667e-05, eta: 0:50:28, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5582 +2022-03-10 20:45:41,791 - davarocr - INFO - Epoch [41][110/541] lr: 1.667e-05, eta: 0:50:25, time: 0.529, data_time: 0.013, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5528 +2022-03-10 20:45:44,798 - davarocr - INFO - Epoch [41][115/541] lr: 1.667e-05, eta: 0:50:22, time: 0.602, data_time: 0.009, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5533 +2022-03-10 20:45:47,830 - davarocr - INFO - Epoch [41][120/541] lr: 1.667e-05, eta: 0:50:19, time: 0.606, data_time: 0.008, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5524 +2022-03-10 20:45:50,705 - davarocr - INFO - Epoch [41][125/541] lr: 1.667e-05, eta: 0:50:17, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5565 +2022-03-10 20:45:53,587 - davarocr - INFO - Epoch [41][130/541] lr: 1.667e-05, eta: 0:50:14, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5534 +2022-03-10 20:45:56,469 - davarocr - INFO - Epoch [41][135/541] lr: 1.667e-05, eta: 0:50:11, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5563 +2022-03-10 20:45:59,300 - davarocr - INFO - Epoch [41][140/541] lr: 1.667e-05, eta: 0:50:08, time: 0.566, data_time: 0.010, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5558 +2022-03-10 20:46:02,075 - davarocr - INFO - Epoch [41][145/541] lr: 1.667e-05, eta: 0:50:05, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6525 +2022-03-10 20:46:04,975 - davarocr - INFO - Epoch [41][150/541] lr: 1.667e-05, eta: 0:50:02, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5589 +2022-03-10 20:46:07,768 - davarocr - INFO - Epoch [41][155/541] lr: 1.667e-05, eta: 0:49:59, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5621 +2022-03-10 20:46:10,632 - davarocr - INFO - Epoch [41][160/541] lr: 1.667e-05, eta: 0:49:57, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5628 +2022-03-10 20:46:13,711 - davarocr - INFO - Epoch [41][165/541] lr: 1.667e-05, eta: 0:49:54, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0451, loss: 0.0451, grad_norm: 78.5322 +2022-03-10 20:46:16,624 - davarocr - INFO - Epoch [41][170/541] lr: 1.667e-05, eta: 0:49:51, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5036 +2022-03-10 20:46:19,559 - davarocr - INFO - Epoch [41][175/541] lr: 1.667e-05, eta: 0:49:48, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.4672 +2022-03-10 20:46:22,594 - davarocr - INFO - Epoch [41][180/541] lr: 1.667e-05, eta: 0:49:45, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7370 +2022-03-10 20:46:25,462 - davarocr - INFO - Epoch [41][185/541] lr: 1.667e-05, eta: 0:49:42, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0832, loss: 0.0832, grad_norm: 10.0059 +2022-03-10 20:46:28,491 - davarocr - INFO - Epoch [41][190/541] lr: 1.667e-05, eta: 0:49:40, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.3807 +2022-03-10 20:46:31,535 - davarocr - INFO - Epoch [41][195/541] lr: 1.667e-05, eta: 0:49:37, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.3816 +2022-03-10 20:46:34,407 - davarocr - INFO - Epoch [41][200/541] lr: 1.667e-05, eta: 0:49:34, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.3805 +2022-03-10 20:46:37,450 - davarocr - INFO - Epoch [41][205/541] lr: 1.667e-05, eta: 0:49:31, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.3828 +2022-03-10 20:46:40,324 - davarocr - INFO - Epoch [41][210/541] lr: 1.667e-05, eta: 0:49:28, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0249, loss: 0.0249, grad_norm: 0.9453 +2022-03-10 20:46:43,211 - davarocr - INFO - Epoch [41][215/541] lr: 1.667e-05, eta: 0:49:25, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.4808 +2022-03-10 20:46:46,256 - davarocr - INFO - Epoch [41][220/541] lr: 1.667e-05, eta: 0:49:23, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0098, loss: 0.0098, grad_norm: 5.5058 +2022-03-10 20:46:49,256 - davarocr - INFO - Epoch [41][225/541] lr: 1.667e-05, eta: 0:49:20, time: 0.600, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5738 +2022-03-10 20:46:52,140 - davarocr - INFO - Epoch [41][230/541] lr: 1.667e-05, eta: 0:49:17, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 4.5873 +2022-03-10 20:46:54,958 - davarocr - INFO - Epoch [41][235/541] lr: 1.667e-05, eta: 0:49:14, time: 0.564, data_time: 0.009, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 2.2903 +2022-03-10 20:46:57,517 - davarocr - INFO - Epoch [41][240/541] lr: 1.667e-05, eta: 0:49:11, time: 0.509, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6171 +2022-03-10 20:47:00,091 - davarocr - INFO - Epoch [41][245/541] lr: 1.667e-05, eta: 0:49:08, time: 0.517, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6163 +2022-03-10 20:47:02,816 - davarocr - INFO - Epoch [41][250/541] lr: 1.667e-05, eta: 0:49:05, time: 0.545, data_time: 0.007, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 1.5108 +2022-03-10 20:47:05,384 - davarocr - INFO - Epoch [41][255/541] lr: 1.667e-05, eta: 0:49:02, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.0086, loss: 0.0086, grad_norm: 10.3674 +2022-03-10 20:47:08,276 - davarocr - INFO - Epoch [41][260/541] lr: 1.667e-05, eta: 0:49:00, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5237 +2022-03-10 20:47:11,053 - davarocr - INFO - Epoch [41][265/541] lr: 1.667e-05, eta: 0:48:57, time: 0.556, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5236 +2022-03-10 20:47:13,967 - davarocr - INFO - Epoch [41][270/541] lr: 1.667e-05, eta: 0:48:54, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5243 +2022-03-10 20:47:16,692 - davarocr - INFO - Epoch [41][275/541] lr: 1.667e-05, eta: 0:48:51, time: 0.544, data_time: 0.007, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.5532 +2022-03-10 20:47:19,374 - davarocr - INFO - Epoch [41][280/541] lr: 1.667e-05, eta: 0:48:48, time: 0.536, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 1.2180 +2022-03-10 20:47:21,956 - davarocr - INFO - Epoch [41][285/541] lr: 1.667e-05, eta: 0:48:45, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.7359 +2022-03-10 20:47:24,647 - davarocr - INFO - Epoch [41][290/541] lr: 1.667e-05, eta: 0:48:42, time: 0.538, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7006 +2022-03-10 20:47:27,331 - davarocr - INFO - Epoch [41][295/541] lr: 1.667e-05, eta: 0:48:39, time: 0.537, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 2.3241 +2022-03-10 20:47:29,855 - davarocr - INFO - Epoch [41][300/541] lr: 1.667e-05, eta: 0:48:37, time: 0.505, data_time: 0.008, memory: 5179, loss_crf: 0.0095, loss: 0.0095, grad_norm: 3.6790 +2022-03-10 20:47:32,703 - davarocr - INFO - Epoch [41][305/541] lr: 1.667e-05, eta: 0:48:34, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 4.2241 +2022-03-10 20:47:35,566 - davarocr - INFO - Epoch [41][310/541] lr: 1.667e-05, eta: 0:48:31, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.4868 +2022-03-10 20:47:38,426 - davarocr - INFO - Epoch [41][315/541] lr: 1.667e-05, eta: 0:48:28, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0098, loss: 0.0098, grad_norm: 7.7143 +2022-03-10 20:47:41,461 - davarocr - INFO - Epoch [41][320/541] lr: 1.667e-05, eta: 0:48:25, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.6214 +2022-03-10 20:47:44,306 - davarocr - INFO - Epoch [41][325/541] lr: 1.667e-05, eta: 0:48:22, time: 0.569, data_time: 0.006, memory: 5179, loss_crf: 0.0248, loss: 0.0248, grad_norm: 8.1522 +2022-03-10 20:47:47,198 - davarocr - INFO - Epoch [41][330/541] lr: 1.667e-05, eta: 0:48:19, time: 0.578, data_time: 0.011, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.3889 +2022-03-10 20:47:50,072 - davarocr - INFO - Epoch [41][335/541] lr: 1.667e-05, eta: 0:48:17, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0240, loss: 0.0240, grad_norm: 0.5683 +2022-03-10 20:47:52,953 - davarocr - INFO - Epoch [41][340/541] lr: 1.667e-05, eta: 0:48:14, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 0.4773 +2022-03-10 20:47:55,838 - davarocr - INFO - Epoch [41][345/541] lr: 1.667e-05, eta: 0:48:11, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5587 +2022-03-10 20:47:58,723 - davarocr - INFO - Epoch [41][350/541] lr: 1.667e-05, eta: 0:48:08, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.4543 +2022-03-10 20:48:01,730 - davarocr - INFO - Epoch [41][355/541] lr: 1.667e-05, eta: 0:48:05, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.4372 +2022-03-10 20:48:04,689 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:48:04,689 - davarocr - INFO - Epoch [41][360/541] lr: 1.667e-05, eta: 0:48:02, time: 0.589, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.4363 +2022-03-10 20:48:07,359 - davarocr - INFO - Epoch [41][365/541] lr: 1.667e-05, eta: 0:47:59, time: 0.537, data_time: 0.010, memory: 5179, loss_crf: 0.0178, loss: 0.0178, grad_norm: 37.3309 +2022-03-10 20:48:09,911 - davarocr - INFO - Epoch [41][370/541] lr: 1.667e-05, eta: 0:47:57, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 4.6564 +2022-03-10 20:48:12,591 - davarocr - INFO - Epoch [41][375/541] lr: 1.667e-05, eta: 0:47:54, time: 0.536, data_time: 0.006, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5096 +2022-03-10 20:48:15,627 - davarocr - INFO - Epoch [41][380/541] lr: 1.667e-05, eta: 0:47:51, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0205, loss: 0.0205, grad_norm: 7.7319 +2022-03-10 20:48:18,536 - davarocr - INFO - Epoch [41][385/541] lr: 1.667e-05, eta: 0:47:48, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.4904 +2022-03-10 20:48:21,598 - davarocr - INFO - Epoch [41][390/541] lr: 1.667e-05, eta: 0:47:45, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.4832 +2022-03-10 20:48:24,632 - davarocr - INFO - Epoch [41][395/541] lr: 1.667e-05, eta: 0:47:42, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.9125 +2022-03-10 20:48:27,514 - davarocr - INFO - Epoch [41][400/541] lr: 1.667e-05, eta: 0:47:40, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0437, loss: 0.0437, grad_norm: 7.1124 +2022-03-10 20:48:30,551 - davarocr - INFO - Epoch [41][405/541] lr: 1.667e-05, eta: 0:47:37, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5130 +2022-03-10 20:48:33,470 - davarocr - INFO - Epoch [41][410/541] lr: 1.667e-05, eta: 0:47:34, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5115 +2022-03-10 20:48:36,337 - davarocr - INFO - Epoch [41][415/541] lr: 1.667e-05, eta: 0:47:31, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0258, loss: 0.0258, grad_norm: 12.0256 +2022-03-10 20:48:39,372 - davarocr - INFO - Epoch [41][420/541] lr: 1.667e-05, eta: 0:47:28, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.5052 +2022-03-10 20:48:42,361 - davarocr - INFO - Epoch [41][425/541] lr: 1.667e-05, eta: 0:47:25, time: 0.599, data_time: 0.006, memory: 5179, loss_crf: 0.0580, loss: 0.0580, grad_norm: 1.5822 +2022-03-10 20:48:45,231 - davarocr - INFO - Epoch [41][430/541] lr: 1.667e-05, eta: 0:47:23, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0230, loss: 0.0230, grad_norm: 4.4753 +2022-03-10 20:48:48,018 - davarocr - INFO - Epoch [41][435/541] lr: 1.667e-05, eta: 0:47:20, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0097, loss: 0.0097, grad_norm: 3.6484 +2022-03-10 20:48:50,915 - davarocr - INFO - Epoch [41][440/541] lr: 1.667e-05, eta: 0:47:17, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0148, loss: 0.0148, grad_norm: 20.7172 +2022-03-10 20:48:53,831 - davarocr - INFO - Epoch [41][445/541] lr: 1.667e-05, eta: 0:47:14, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.5557 +2022-03-10 20:48:56,722 - davarocr - INFO - Epoch [41][450/541] lr: 1.667e-05, eta: 0:47:11, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.4381 +2022-03-10 20:48:59,766 - davarocr - INFO - Epoch [41][455/541] lr: 1.667e-05, eta: 0:47:08, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 1.8882 +2022-03-10 20:49:02,792 - davarocr - INFO - Epoch [41][460/541] lr: 1.667e-05, eta: 0:47:06, time: 0.607, data_time: 0.009, memory: 5179, loss_crf: 0.0498, loss: 0.0498, grad_norm: 2.4224 +2022-03-10 20:49:05,684 - davarocr - INFO - Epoch [41][465/541] lr: 1.667e-05, eta: 0:47:03, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0463, loss: 0.0463, grad_norm: 1.1207 +2022-03-10 20:49:08,611 - davarocr - INFO - Epoch [41][470/541] lr: 1.667e-05, eta: 0:47:00, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.8274 +2022-03-10 20:49:11,636 - davarocr - INFO - Epoch [41][475/541] lr: 1.667e-05, eta: 0:46:57, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.9287 +2022-03-10 20:49:14,540 - davarocr - INFO - Epoch [41][480/541] lr: 1.667e-05, eta: 0:46:54, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7736 +2022-03-10 20:49:17,380 - davarocr - INFO - Epoch [41][485/541] lr: 1.667e-05, eta: 0:46:51, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.7731 +2022-03-10 20:49:20,375 - davarocr - INFO - Epoch [41][490/541] lr: 1.667e-05, eta: 0:46:48, time: 0.599, data_time: 0.008, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.8070 +2022-03-10 20:49:23,067 - davarocr - INFO - Epoch [41][495/541] lr: 1.667e-05, eta: 0:46:46, time: 0.538, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7720 +2022-03-10 20:49:25,789 - davarocr - INFO - Epoch [41][500/541] lr: 1.667e-05, eta: 0:46:43, time: 0.545, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 1.0564 +2022-03-10 20:49:28,500 - davarocr - INFO - Epoch [41][505/541] lr: 1.667e-05, eta: 0:46:40, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7883 +2022-03-10 20:49:31,098 - davarocr - INFO - Epoch [41][510/541] lr: 1.667e-05, eta: 0:46:37, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0459, loss: 0.0459, grad_norm: 17.1686 +2022-03-10 20:49:33,757 - davarocr - INFO - Epoch [41][515/541] lr: 1.667e-05, eta: 0:46:34, time: 0.532, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5209 +2022-03-10 20:49:36,267 - davarocr - INFO - Epoch [41][520/541] lr: 1.667e-05, eta: 0:46:31, time: 0.502, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5217 +2022-03-10 20:49:39,112 - davarocr - INFO - Epoch [41][525/541] lr: 1.667e-05, eta: 0:46:28, time: 0.569, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5344 +2022-03-10 20:49:41,744 - davarocr - INFO - Epoch [41][530/541] lr: 1.667e-05, eta: 0:46:25, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5209 +2022-03-10 20:49:44,629 - davarocr - INFO - Epoch [41][535/541] lr: 1.667e-05, eta: 0:46:22, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.8821 +2022-03-10 20:49:47,412 - davarocr - INFO - Epoch [41][540/541] lr: 1.667e-05, eta: 0:46:20, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0098, loss: 0.0098, grad_norm: 4.2777 +2022-03-10 20:50:25,907 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:50:25,908 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:50:25,908 - davarocr - INFO - Epoch(val) [41][541] LOC: {'precision': 0.9364791288566243, 'recall': 0.9280575539568345, 'f1-score': 0.9322493224932249}, PER: {'precision': 0.944140862173649, 'recall': 0.9616573902288188, 'f1-score': 0.9528186274509804}, MISC: {'precision': 0.8464912280701754, 'recall': 0.8247863247863247, 'f1-score': 0.8354978354978356}, ORG: {'precision': 0.8962655601659751, 'recall': 0.9102950030102348, 'f1-score': 0.903225806451613}, all: {'precision': 0.9158878504672897, 'recall': 0.9196175637393768, 'f1-score': 0.9177489177489176}, hmean: 0.9177 +2022-03-10 20:50:31,258 - davarocr - INFO - Epoch [42][5/541] lr: 1.639e-05, eta: 0:46:17, time: 1.069, data_time: 0.495, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 8.2950 +2022-03-10 20:50:34,064 - davarocr - INFO - Epoch [42][10/541] lr: 1.639e-05, eta: 0:46:14, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5338 +2022-03-10 20:50:36,587 - davarocr - INFO - Epoch [42][15/541] lr: 1.639e-05, eta: 0:46:11, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5340 +2022-03-10 20:50:39,415 - davarocr - INFO - Epoch [42][20/541] lr: 1.639e-05, eta: 0:46:08, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5342 +2022-03-10 20:50:42,227 - davarocr - INFO - Epoch [42][25/541] lr: 1.639e-05, eta: 0:46:05, time: 0.562, data_time: 0.006, memory: 5179, loss_crf: 0.0245, loss: 0.0245, grad_norm: 22.1159 +2022-03-10 20:50:45,155 - davarocr - INFO - Epoch [42][30/541] lr: 1.639e-05, eta: 0:46:02, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5030 +2022-03-10 20:50:48,027 - davarocr - INFO - Epoch [42][35/541] lr: 1.639e-05, eta: 0:45:59, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5083 +2022-03-10 20:50:51,061 - davarocr - INFO - Epoch [42][40/541] lr: 1.639e-05, eta: 0:45:57, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5091 +2022-03-10 20:50:53,871 - davarocr - INFO - Epoch [42][45/541] lr: 1.639e-05, eta: 0:45:54, time: 0.561, data_time: 0.009, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.8249 +2022-03-10 20:50:56,541 - davarocr - INFO - Epoch [42][50/541] lr: 1.639e-05, eta: 0:45:51, time: 0.535, data_time: 0.011, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5284 +2022-03-10 20:50:59,485 - davarocr - INFO - Epoch [42][55/541] lr: 1.639e-05, eta: 0:45:48, time: 0.588, data_time: 0.005, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5325 +2022-03-10 20:51:02,297 - davarocr - INFO - Epoch [42][60/541] lr: 1.639e-05, eta: 0:45:45, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0226, loss: 0.0226, grad_norm: 3.9310 +2022-03-10 20:51:05,016 - davarocr - INFO - Epoch [42][65/541] lr: 1.639e-05, eta: 0:45:42, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0434, loss: 0.0434, grad_norm: 0.9413 +2022-03-10 20:51:08,099 - davarocr - INFO - Epoch [42][70/541] lr: 1.639e-05, eta: 0:45:39, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6447 +2022-03-10 20:51:10,979 - davarocr - INFO - Epoch [42][75/541] lr: 1.639e-05, eta: 0:45:37, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6239 +2022-03-10 20:51:13,866 - davarocr - INFO - Epoch [42][80/541] lr: 1.639e-05, eta: 0:45:34, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0105, loss: 0.0105, grad_norm: 0.7065 +2022-03-10 20:51:16,755 - davarocr - INFO - Epoch [42][85/541] lr: 1.639e-05, eta: 0:45:31, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.6365 +2022-03-10 20:51:19,405 - davarocr - INFO - Epoch [42][90/541] lr: 1.639e-05, eta: 0:45:28, time: 0.533, data_time: 0.010, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6672 +2022-03-10 20:51:22,342 - davarocr - INFO - Epoch [42][95/541] lr: 1.639e-05, eta: 0:45:25, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0107, loss: 0.0107, grad_norm: 0.6889 +2022-03-10 20:51:25,288 - davarocr - INFO - Epoch [42][100/541] lr: 1.639e-05, eta: 0:45:22, time: 0.589, data_time: 0.007, memory: 5179, loss_crf: 0.0531, loss: 0.0531, grad_norm: 9.6902 +2022-03-10 20:51:28,390 - davarocr - INFO - Epoch [42][105/541] lr: 1.639e-05, eta: 0:45:20, time: 0.620, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5452 +2022-03-10 20:51:31,242 - davarocr - INFO - Epoch [42][110/541] lr: 1.639e-05, eta: 0:45:17, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5249 +2022-03-10 20:51:34,262 - davarocr - INFO - Epoch [42][115/541] lr: 1.639e-05, eta: 0:45:14, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0007, loss: 0.0007, grad_norm: 0.5259 +2022-03-10 20:51:37,146 - davarocr - INFO - Epoch [42][120/541] lr: 1.639e-05, eta: 0:45:11, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.5277 +2022-03-10 20:51:39,947 - davarocr - INFO - Epoch [42][125/541] lr: 1.639e-05, eta: 0:45:08, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7889 +2022-03-10 20:51:42,990 - davarocr - INFO - Epoch [42][130/541] lr: 1.639e-05, eta: 0:45:05, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 4.5010 +2022-03-10 20:51:45,918 - davarocr - INFO - Epoch [42][135/541] lr: 1.639e-05, eta: 0:45:02, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5485 +2022-03-10 20:51:48,903 - davarocr - INFO - Epoch [42][140/541] lr: 1.639e-05, eta: 0:45:00, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5440 +2022-03-10 20:51:51,648 - davarocr - INFO - Epoch [42][145/541] lr: 1.639e-05, eta: 0:44:57, time: 0.552, data_time: 0.009, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5612 +2022-03-10 20:51:54,486 - davarocr - INFO - Epoch [42][150/541] lr: 1.639e-05, eta: 0:44:54, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.8751 +2022-03-10 20:51:57,424 - davarocr - INFO - Epoch [42][155/541] lr: 1.639e-05, eta: 0:44:51, time: 0.587, data_time: 0.005, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7001 +2022-03-10 20:52:00,325 - davarocr - INFO - Epoch [42][160/541] lr: 1.639e-05, eta: 0:44:48, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0080, loss: 0.0080, grad_norm: 10.0885 +2022-03-10 20:52:03,230 - davarocr - INFO - Epoch [42][165/541] lr: 1.639e-05, eta: 0:44:45, time: 0.584, data_time: 0.011, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.4689 +2022-03-10 20:52:06,121 - davarocr - INFO - Epoch [42][170/541] lr: 1.639e-05, eta: 0:44:43, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.4475 +2022-03-10 20:52:08,997 - davarocr - INFO - Epoch [42][175/541] lr: 1.639e-05, eta: 0:44:40, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.2644 +2022-03-10 20:52:12,019 - davarocr - INFO - Epoch [42][180/541] lr: 1.639e-05, eta: 0:44:37, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0251, loss: 0.0251, grad_norm: 6.4988 +2022-03-10 20:52:14,932 - davarocr - INFO - Epoch [42][185/541] lr: 1.639e-05, eta: 0:44:34, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.4147, loss: 0.4147, grad_norm: 15.9527 +2022-03-10 20:52:17,781 - davarocr - INFO - Epoch [42][190/541] lr: 1.639e-05, eta: 0:44:31, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.8302 +2022-03-10 20:52:20,714 - davarocr - INFO - Epoch [42][195/541] lr: 1.639e-05, eta: 0:44:28, time: 0.587, data_time: 0.008, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.5383 +2022-03-10 20:52:23,633 - davarocr - INFO - Epoch [42][200/541] lr: 1.639e-05, eta: 0:44:25, time: 0.585, data_time: 0.006, memory: 5179, loss_crf: 0.0269, loss: 0.0269, grad_norm: 1.4092 +2022-03-10 20:52:26,847 - davarocr - INFO - Epoch [42][205/541] lr: 1.639e-05, eta: 0:44:23, time: 0.643, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6900 +2022-03-10 20:52:29,716 - davarocr - INFO - Epoch [42][210/541] lr: 1.639e-05, eta: 0:44:20, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.2059, loss: 0.2059, grad_norm: 6.1603 +2022-03-10 20:52:32,465 - davarocr - INFO - Epoch [42][215/541] lr: 1.639e-05, eta: 0:44:17, time: 0.550, data_time: 0.008, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 1.1279 +2022-03-10 20:52:35,063 - davarocr - INFO - Epoch [42][220/541] lr: 1.639e-05, eta: 0:44:14, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0110, loss: 0.0110, grad_norm: 1.6233 +2022-03-10 20:52:37,665 - davarocr - INFO - Epoch [42][225/541] lr: 1.639e-05, eta: 0:44:11, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.8683 +2022-03-10 20:52:40,481 - davarocr - INFO - Epoch [42][230/541] lr: 1.639e-05, eta: 0:44:08, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 3.2060 +2022-03-10 20:52:43,413 - davarocr - INFO - Epoch [42][235/541] lr: 1.639e-05, eta: 0:44:05, time: 0.587, data_time: 0.010, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7208 +2022-03-10 20:52:46,339 - davarocr - INFO - Epoch [42][240/541] lr: 1.639e-05, eta: 0:44:03, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0005, loss: 0.0005, grad_norm: 0.6975 +2022-03-10 20:52:49,368 - davarocr - INFO - Epoch [42][245/541] lr: 1.639e-05, eta: 0:44:00, time: 0.606, data_time: 0.008, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6949 +2022-03-10 20:52:52,342 - davarocr - INFO - Epoch [42][250/541] lr: 1.639e-05, eta: 0:43:57, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.0006, loss: 0.0006, grad_norm: 0.6936 +2022-03-10 20:52:55,205 - davarocr - INFO - Epoch [42][255/541] lr: 1.639e-05, eta: 0:43:54, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6945 +2022-03-10 20:52:58,102 - davarocr - INFO - Epoch [42][260/541] lr: 1.639e-05, eta: 0:43:51, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.7345 +2022-03-10 20:53:00,973 - davarocr - INFO - Epoch [42][265/541] lr: 1.639e-05, eta: 0:43:48, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 2.8557 +2022-03-10 20:53:03,848 - davarocr - INFO - Epoch [42][270/541] lr: 1.639e-05, eta: 0:43:46, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6102 +2022-03-10 20:53:06,721 - davarocr - INFO - Epoch [42][275/541] lr: 1.639e-05, eta: 0:43:43, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6086 +2022-03-10 20:53:09,701 - davarocr - INFO - Epoch [42][280/541] lr: 1.639e-05, eta: 0:43:40, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.1585, loss: 0.1585, grad_norm: 50.7854 +2022-03-10 20:53:12,589 - davarocr - INFO - Epoch [42][285/541] lr: 1.639e-05, eta: 0:43:37, time: 0.577, data_time: 0.005, memory: 5179, loss_crf: 0.0228, loss: 0.0228, grad_norm: 32.0273 +2022-03-10 20:53:15,456 - davarocr - INFO - Epoch [42][290/541] lr: 1.639e-05, eta: 0:43:34, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 6.2686 +2022-03-10 20:53:18,112 - davarocr - INFO - Epoch [42][295/541] lr: 1.639e-05, eta: 0:43:31, time: 0.531, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5044 +2022-03-10 20:53:21,038 - davarocr - INFO - Epoch [42][300/541] lr: 1.639e-05, eta: 0:43:28, time: 0.586, data_time: 0.006, memory: 5179, loss_crf: 0.1634, loss: 0.1634, grad_norm: 43.1991 +2022-03-10 20:53:23,593 - davarocr - INFO - Epoch [42][305/541] lr: 1.639e-05, eta: 0:43:26, time: 0.508, data_time: 0.007, memory: 5179, loss_crf: 0.0170, loss: 0.0170, grad_norm: 0.7223 +2022-03-10 20:53:26,749 - davarocr - INFO - Epoch [42][310/541] lr: 1.639e-05, eta: 0:43:23, time: 0.633, data_time: 0.010, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6207 +2022-03-10 20:53:29,689 - davarocr - INFO - Epoch [42][315/541] lr: 1.639e-05, eta: 0:43:20, time: 0.587, data_time: 0.009, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5852 +2022-03-10 20:53:32,725 - davarocr - INFO - Epoch [42][320/541] lr: 1.639e-05, eta: 0:43:17, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5917 +2022-03-10 20:53:35,597 - davarocr - INFO - Epoch [42][325/541] lr: 1.639e-05, eta: 0:43:14, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5854 +2022-03-10 20:53:38,414 - davarocr - INFO - Epoch [42][330/541] lr: 1.639e-05, eta: 0:43:11, time: 0.564, data_time: 0.010, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5866 +2022-03-10 20:53:40,988 - davarocr - INFO - Epoch [42][335/541] lr: 1.639e-05, eta: 0:43:08, time: 0.517, data_time: 0.009, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.5891 +2022-03-10 20:53:43,703 - davarocr - INFO - Epoch [42][340/541] lr: 1.639e-05, eta: 0:43:06, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.6927 +2022-03-10 20:53:46,353 - davarocr - INFO - Epoch [42][345/541] lr: 1.639e-05, eta: 0:43:03, time: 0.528, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6126 +2022-03-10 20:53:49,046 - davarocr - INFO - Epoch [42][350/541] lr: 1.639e-05, eta: 0:43:00, time: 0.539, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6576 +2022-03-10 20:53:51,814 - davarocr - INFO - Epoch [42][355/541] lr: 1.639e-05, eta: 0:42:57, time: 0.553, data_time: 0.009, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.0364 +2022-03-10 20:53:54,460 - davarocr - INFO - Epoch [42][360/541] lr: 1.639e-05, eta: 0:42:54, time: 0.530, data_time: 0.012, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.6421 +2022-03-10 20:53:57,082 - davarocr - INFO - Epoch [42][365/541] lr: 1.639e-05, eta: 0:42:51, time: 0.524, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6460 +2022-03-10 20:53:59,923 - davarocr - INFO - Epoch [42][370/541] lr: 1.639e-05, eta: 0:42:48, time: 0.568, data_time: 0.010, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6546 +2022-03-10 20:54:02,801 - davarocr - INFO - Epoch [42][375/541] lr: 1.639e-05, eta: 0:42:45, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6576 +2022-03-10 20:54:05,695 - davarocr - INFO - Epoch [42][380/541] lr: 1.639e-05, eta: 0:42:43, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.0279, loss: 0.0279, grad_norm: 4.4013 +2022-03-10 20:54:08,703 - davarocr - INFO - Epoch [42][385/541] lr: 1.639e-05, eta: 0:42:40, time: 0.602, data_time: 0.010, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6310 +2022-03-10 20:54:11,599 - davarocr - INFO - Epoch [42][390/541] lr: 1.639e-05, eta: 0:42:37, time: 0.582, data_time: 0.012, memory: 5179, loss_crf: 0.0371, loss: 0.0371, grad_norm: 1.4533 +2022-03-10 20:54:14,480 - davarocr - INFO - Epoch [42][395/541] lr: 1.639e-05, eta: 0:42:34, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.8761 +2022-03-10 20:54:17,536 - davarocr - INFO - Epoch [42][400/541] lr: 1.639e-05, eta: 0:42:31, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.8723 +2022-03-10 20:54:20,412 - davarocr - INFO - Epoch [42][405/541] lr: 1.639e-05, eta: 0:42:28, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0553, loss: 0.0553, grad_norm: 18.6006 +2022-03-10 20:54:23,585 - davarocr - INFO - Epoch [42][410/541] lr: 1.639e-05, eta: 0:42:26, time: 0.635, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.4933 +2022-03-10 20:54:26,495 - davarocr - INFO - Epoch [42][415/541] lr: 1.639e-05, eta: 0:42:23, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0414, loss: 0.0414, grad_norm: 4.8940 +2022-03-10 20:54:29,519 - davarocr - INFO - Epoch [42][420/541] lr: 1.639e-05, eta: 0:42:20, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.8613 +2022-03-10 20:54:32,418 - davarocr - INFO - Epoch [42][425/541] lr: 1.639e-05, eta: 0:42:17, time: 0.577, data_time: 0.009, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5665 +2022-03-10 20:54:35,218 - davarocr - INFO - Epoch [42][430/541] lr: 1.639e-05, eta: 0:42:14, time: 0.560, data_time: 0.010, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5633 +2022-03-10 20:54:37,954 - davarocr - INFO - Epoch [42][435/541] lr: 1.639e-05, eta: 0:42:11, time: 0.548, data_time: 0.011, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5652 +2022-03-10 20:54:40,661 - davarocr - INFO - Epoch [42][440/541] lr: 1.639e-05, eta: 0:42:08, time: 0.542, data_time: 0.009, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7193 +2022-03-10 20:54:43,358 - davarocr - INFO - Epoch [42][445/541] lr: 1.639e-05, eta: 0:42:06, time: 0.539, data_time: 0.010, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6109 +2022-03-10 20:54:46,050 - davarocr - INFO - Epoch [42][450/541] lr: 1.639e-05, eta: 0:42:03, time: 0.541, data_time: 0.010, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6409 +2022-03-10 20:54:48,787 - davarocr - INFO - Epoch [42][455/541] lr: 1.639e-05, eta: 0:42:00, time: 0.547, data_time: 0.006, memory: 5179, loss_crf: 0.0977, loss: 0.0977, grad_norm: 13.6001 +2022-03-10 20:54:51,653 - davarocr - INFO - Epoch [42][460/541] lr: 1.639e-05, eta: 0:41:57, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5459 +2022-03-10 20:54:54,560 - davarocr - INFO - Epoch [42][465/541] lr: 1.639e-05, eta: 0:41:54, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5473 +2022-03-10 20:54:57,290 - davarocr - INFO - Epoch [42][470/541] lr: 1.639e-05, eta: 0:41:51, time: 0.547, data_time: 0.008, memory: 5179, loss_crf: 0.0515, loss: 0.0515, grad_norm: 6.1381 +2022-03-10 20:55:00,198 - davarocr - INFO - Epoch [42][475/541] lr: 1.639e-05, eta: 0:41:48, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6284 +2022-03-10 20:55:03,093 - davarocr - INFO - Epoch [42][480/541] lr: 1.639e-05, eta: 0:41:46, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5122 +2022-03-10 20:55:05,912 - davarocr - INFO - Epoch [42][485/541] lr: 1.639e-05, eta: 0:41:43, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.0268, loss: 0.0268, grad_norm: 1.1124 +2022-03-10 20:55:08,458 - davarocr - INFO - Epoch [42][490/541] lr: 1.639e-05, eta: 0:41:40, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.6057 +2022-03-10 20:55:11,074 - davarocr - INFO - Epoch [42][495/541] lr: 1.639e-05, eta: 0:41:37, time: 0.523, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5910 +2022-03-10 20:55:13,845 - davarocr - INFO - Epoch [42][500/541] lr: 1.639e-05, eta: 0:41:34, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5919 +2022-03-10 20:55:16,612 - davarocr - INFO - Epoch [42][505/541] lr: 1.639e-05, eta: 0:41:31, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5925 +2022-03-10 20:55:19,627 - davarocr - INFO - Epoch [42][510/541] lr: 1.639e-05, eta: 0:41:28, time: 0.603, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5933 +2022-03-10 20:55:22,451 - davarocr - INFO - Epoch [42][515/541] lr: 1.639e-05, eta: 0:41:25, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0427, loss: 0.0427, grad_norm: 10.6314 +2022-03-10 20:55:25,333 - davarocr - INFO - Epoch [42][520/541] lr: 1.639e-05, eta: 0:41:23, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.2969 +2022-03-10 20:55:28,131 - davarocr - INFO - Epoch [42][525/541] lr: 1.639e-05, eta: 0:41:20, time: 0.559, data_time: 0.006, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.6512 +2022-03-10 20:55:30,858 - davarocr - INFO - Epoch [42][530/541] lr: 1.639e-05, eta: 0:41:17, time: 0.545, data_time: 0.008, memory: 5179, loss_crf: 0.1308, loss: 0.1308, grad_norm: 43.7271 +2022-03-10 20:55:33,689 - davarocr - INFO - Epoch [42][535/541] lr: 1.639e-05, eta: 0:41:14, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5223 +2022-03-10 20:55:36,713 - davarocr - INFO - Epoch [42][540/541] lr: 1.639e-05, eta: 0:41:11, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5212 +2022-03-10 20:56:15,973 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 20:56:15,975 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 20:56:15,975 - davarocr - INFO - Epoch(val) [42][541] LOC: {'precision': 0.9378019323671497, 'recall': 0.9310551558752997, 'f1-score': 0.9344163658243079}, PER: {'precision': 0.9708491761723701, 'recall': 0.9474335188620903, 'f1-score': 0.9589984350547731}, MISC: {'precision': 0.8433908045977011, 'recall': 0.8361823361823362, 'f1-score': 0.8397711015736766}, ORG: {'precision': 0.8953282081608516, 'recall': 0.9114990969295605, 'f1-score': 0.9033412887828163}, all: {'precision': 0.9226116349404021, 'recall': 0.9182011331444759, 'f1-score': 0.92040110036383}, hmean: 0.9204 +2022-03-10 20:56:21,241 - davarocr - INFO - Epoch [43][5/541] lr: 1.613e-05, eta: 0:41:08, time: 1.049, data_time: 0.495, memory: 5179, loss_crf: 0.0159, loss: 0.0159, grad_norm: 0.8828 +2022-03-10 20:56:24,005 - davarocr - INFO - Epoch [43][10/541] lr: 1.613e-05, eta: 0:41:05, time: 0.553, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5496 +2022-03-10 20:56:26,552 - davarocr - INFO - Epoch [43][15/541] lr: 1.613e-05, eta: 0:41:02, time: 0.509, data_time: 0.010, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5513 +2022-03-10 20:56:29,328 - davarocr - INFO - Epoch [43][20/541] lr: 1.613e-05, eta: 0:40:59, time: 0.556, data_time: 0.009, memory: 5179, loss_crf: 0.0279, loss: 0.0279, grad_norm: 4.4492 +2022-03-10 20:56:31,957 - davarocr - INFO - Epoch [43][25/541] lr: 1.613e-05, eta: 0:40:57, time: 0.526, data_time: 0.008, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 2.9578 +2022-03-10 20:56:34,711 - davarocr - INFO - Epoch [43][30/541] lr: 1.613e-05, eta: 0:40:54, time: 0.551, data_time: 0.009, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5780 +2022-03-10 20:56:37,240 - davarocr - INFO - Epoch [43][35/541] lr: 1.613e-05, eta: 0:40:51, time: 0.506, data_time: 0.010, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6172 +2022-03-10 20:56:39,968 - davarocr - INFO - Epoch [43][40/541] lr: 1.613e-05, eta: 0:40:48, time: 0.548, data_time: 0.009, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5788 +2022-03-10 20:56:42,535 - davarocr - INFO - Epoch [43][45/541] lr: 1.613e-05, eta: 0:40:45, time: 0.513, data_time: 0.005, memory: 5179, loss_crf: 0.0116, loss: 0.0116, grad_norm: 0.6637 +2022-03-10 20:56:45,370 - davarocr - INFO - Epoch [43][50/541] lr: 1.613e-05, eta: 0:40:42, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5881 +2022-03-10 20:56:48,379 - davarocr - INFO - Epoch [43][55/541] lr: 1.613e-05, eta: 0:40:39, time: 0.603, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5864 +2022-03-10 20:56:51,322 - davarocr - INFO - Epoch [43][60/541] lr: 1.613e-05, eta: 0:40:36, time: 0.589, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.8559 +2022-03-10 20:56:54,409 - davarocr - INFO - Epoch [43][65/541] lr: 1.613e-05, eta: 0:40:34, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.8411 +2022-03-10 20:56:56,946 - davarocr - INFO - Epoch [43][70/541] lr: 1.613e-05, eta: 0:40:31, time: 0.509, data_time: 0.008, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7033 +2022-03-10 20:56:59,655 - davarocr - INFO - Epoch [43][75/541] lr: 1.613e-05, eta: 0:40:28, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6982 +2022-03-10 20:57:02,172 - davarocr - INFO - Epoch [43][80/541] lr: 1.613e-05, eta: 0:40:25, time: 0.503, data_time: 0.007, memory: 5179, loss_crf: 0.0264, loss: 0.0264, grad_norm: 0.9132 +2022-03-10 20:57:04,751 - davarocr - INFO - Epoch [43][85/541] lr: 1.613e-05, eta: 0:40:22, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0093, loss: 0.0093, grad_norm: 0.9406 +2022-03-10 20:57:07,291 - davarocr - INFO - Epoch [43][90/541] lr: 1.613e-05, eta: 0:40:19, time: 0.505, data_time: 0.006, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7609 +2022-03-10 20:57:09,942 - davarocr - INFO - Epoch [43][95/541] lr: 1.613e-05, eta: 0:40:16, time: 0.529, data_time: 0.009, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7646 +2022-03-10 20:57:12,774 - davarocr - INFO - Epoch [43][100/541] lr: 1.613e-05, eta: 0:40:13, time: 0.565, data_time: 0.010, memory: 5179, loss_crf: 0.1223, loss: 0.1223, grad_norm: 6.9498 +2022-03-10 20:57:15,750 - davarocr - INFO - Epoch [43][105/541] lr: 1.613e-05, eta: 0:40:10, time: 0.597, data_time: 0.012, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5226 +2022-03-10 20:57:18,772 - davarocr - INFO - Epoch [43][110/541] lr: 1.613e-05, eta: 0:40:08, time: 0.607, data_time: 0.010, memory: 5179, loss_crf: 0.0211, loss: 0.0211, grad_norm: 2.0708 +2022-03-10 20:57:21,641 - davarocr - INFO - Epoch [43][115/541] lr: 1.613e-05, eta: 0:40:05, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6594 +2022-03-10 20:57:24,648 - davarocr - INFO - Epoch [43][120/541] lr: 1.613e-05, eta: 0:40:02, time: 0.601, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6605 +2022-03-10 20:57:27,457 - davarocr - INFO - Epoch [43][125/541] lr: 1.613e-05, eta: 0:39:59, time: 0.562, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6658 +2022-03-10 20:57:30,281 - davarocr - INFO - Epoch [43][130/541] lr: 1.613e-05, eta: 0:39:56, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0130, loss: 0.0130, grad_norm: 1.8778 +2022-03-10 20:57:33,257 - davarocr - INFO - Epoch [43][135/541] lr: 1.613e-05, eta: 0:39:53, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7943 +2022-03-10 20:57:35,929 - davarocr - INFO - Epoch [43][140/541] lr: 1.613e-05, eta: 0:39:51, time: 0.534, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7622 +2022-03-10 20:57:38,956 - davarocr - INFO - Epoch [43][145/541] lr: 1.613e-05, eta: 0:39:48, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7678 +2022-03-10 20:57:41,831 - davarocr - INFO - Epoch [43][150/541] lr: 1.613e-05, eta: 0:39:45, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7680 +2022-03-10 20:57:44,732 - davarocr - INFO - Epoch [43][155/541] lr: 1.613e-05, eta: 0:39:42, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7689 +2022-03-10 20:57:47,864 - davarocr - INFO - Epoch [43][160/541] lr: 1.613e-05, eta: 0:39:39, time: 0.626, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7738 +2022-03-10 20:57:50,885 - davarocr - INFO - Epoch [43][165/541] lr: 1.613e-05, eta: 0:39:36, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0594, loss: 0.0594, grad_norm: 2.0506 +2022-03-10 20:57:54,006 - davarocr - INFO - Epoch [43][170/541] lr: 1.613e-05, eta: 0:39:34, time: 0.624, data_time: 0.006, memory: 5179, loss_crf: 0.0106, loss: 0.0106, grad_norm: 0.9872 +2022-03-10 20:57:57,184 - davarocr - INFO - Epoch [43][175/541] lr: 1.613e-05, eta: 0:39:31, time: 0.635, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7321 +2022-03-10 20:58:00,163 - davarocr - INFO - Epoch [43][180/541] lr: 1.613e-05, eta: 0:39:28, time: 0.595, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7107 +2022-03-10 20:58:02,951 - davarocr - INFO - Epoch [43][185/541] lr: 1.613e-05, eta: 0:39:25, time: 0.558, data_time: 0.006, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 0.7666 +2022-03-10 20:58:05,837 - davarocr - INFO - Epoch [43][190/541] lr: 1.613e-05, eta: 0:39:22, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7075 +2022-03-10 20:58:08,654 - davarocr - INFO - Epoch [43][195/541] lr: 1.613e-05, eta: 0:39:19, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.7130 +2022-03-10 20:58:11,216 - davarocr - INFO - Epoch [43][200/541] lr: 1.613e-05, eta: 0:39:16, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7173 +2022-03-10 20:58:13,867 - davarocr - INFO - Epoch [43][205/541] lr: 1.613e-05, eta: 0:39:14, time: 0.530, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.7204 +2022-03-10 20:58:16,573 - davarocr - INFO - Epoch [43][210/541] lr: 1.613e-05, eta: 0:39:11, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7632 +2022-03-10 20:58:19,244 - davarocr - INFO - Epoch [43][215/541] lr: 1.613e-05, eta: 0:39:08, time: 0.533, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7335 +2022-03-10 20:58:21,966 - davarocr - INFO - Epoch [43][220/541] lr: 1.613e-05, eta: 0:39:05, time: 0.546, data_time: 0.008, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7398 +2022-03-10 20:58:24,505 - davarocr - INFO - Epoch [43][225/541] lr: 1.613e-05, eta: 0:39:02, time: 0.507, data_time: 0.007, memory: 5179, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.7463 +2022-03-10 20:58:27,070 - davarocr - INFO - Epoch [43][230/541] lr: 1.613e-05, eta: 0:38:59, time: 0.513, data_time: 0.008, memory: 5179, loss_crf: 0.0271, loss: 0.0271, grad_norm: 10.2210 +2022-03-10 20:58:29,762 - davarocr - INFO - Epoch [43][235/541] lr: 1.613e-05, eta: 0:38:56, time: 0.538, data_time: 0.008, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5703 +2022-03-10 20:58:32,683 - davarocr - INFO - Epoch [43][240/541] lr: 1.613e-05, eta: 0:38:53, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5136 +2022-03-10 20:58:35,628 - davarocr - INFO - Epoch [43][245/541] lr: 1.613e-05, eta: 0:38:51, time: 0.589, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5178 +2022-03-10 20:58:38,413 - davarocr - INFO - Epoch [43][250/541] lr: 1.613e-05, eta: 0:38:48, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0107, loss: 0.0107, grad_norm: 4.5662 +2022-03-10 20:58:41,242 - davarocr - INFO - Epoch [43][255/541] lr: 1.613e-05, eta: 0:38:45, time: 0.566, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5065 +2022-03-10 20:58:44,328 - davarocr - INFO - Epoch [43][260/541] lr: 1.613e-05, eta: 0:38:42, time: 0.618, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.5080 +2022-03-10 20:58:47,344 - davarocr - INFO - Epoch [43][265/541] lr: 1.613e-05, eta: 0:38:39, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.1922 +2022-03-10 20:58:50,388 - davarocr - INFO - Epoch [43][270/541] lr: 1.613e-05, eta: 0:38:36, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7325 +2022-03-10 20:58:53,430 - davarocr - INFO - Epoch [43][275/541] lr: 1.613e-05, eta: 0:38:34, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 1.1638 +2022-03-10 20:58:56,292 - davarocr - INFO - Epoch [43][280/541] lr: 1.613e-05, eta: 0:38:31, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.7560 +2022-03-10 20:58:59,145 - davarocr - INFO - Epoch [43][285/541] lr: 1.613e-05, eta: 0:38:28, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7609 +2022-03-10 20:59:02,030 - davarocr - INFO - Epoch [43][290/541] lr: 1.613e-05, eta: 0:38:25, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7615 +2022-03-10 20:59:04,661 - davarocr - INFO - Epoch [43][295/541] lr: 1.613e-05, eta: 0:38:22, time: 0.526, data_time: 0.006, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7633 +2022-03-10 20:59:07,351 - davarocr - INFO - Epoch [43][300/541] lr: 1.613e-05, eta: 0:38:19, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.0172, loss: 0.0172, grad_norm: 0.9342 +2022-03-10 20:59:10,258 - davarocr - INFO - Epoch [43][305/541] lr: 1.613e-05, eta: 0:38:16, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.8273 +2022-03-10 20:59:13,054 - davarocr - INFO - Epoch [43][310/541] lr: 1.613e-05, eta: 0:38:14, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.8213 +2022-03-10 20:59:16,115 - davarocr - INFO - Epoch [43][315/541] lr: 1.613e-05, eta: 0:38:11, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0125, loss: 0.0125, grad_norm: 2.8361 +2022-03-10 20:59:19,015 - davarocr - INFO - Epoch [43][320/541] lr: 1.613e-05, eta: 0:38:08, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6706 +2022-03-10 20:59:22,067 - davarocr - INFO - Epoch [43][325/541] lr: 1.613e-05, eta: 0:38:05, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7077 +2022-03-10 20:59:24,963 - davarocr - INFO - Epoch [43][330/541] lr: 1.613e-05, eta: 0:38:02, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6691 +2022-03-10 20:59:27,856 - davarocr - INFO - Epoch [43][335/541] lr: 1.613e-05, eta: 0:37:59, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.6695 +2022-03-10 20:59:30,902 - davarocr - INFO - Epoch [43][340/541] lr: 1.613e-05, eta: 0:37:56, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6887 +2022-03-10 20:59:33,820 - davarocr - INFO - Epoch [43][345/541] lr: 1.613e-05, eta: 0:37:54, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6867 +2022-03-10 20:59:36,876 - davarocr - INFO - Epoch [43][350/541] lr: 1.613e-05, eta: 0:37:51, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.6983 +2022-03-10 20:59:39,768 - davarocr - INFO - Epoch [43][355/541] lr: 1.613e-05, eta: 0:37:48, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.7053 +2022-03-10 20:59:42,520 - davarocr - INFO - Epoch [43][360/541] lr: 1.613e-05, eta: 0:37:45, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.9544 +2022-03-10 20:59:45,098 - davarocr - INFO - Epoch [43][365/541] lr: 1.613e-05, eta: 0:37:42, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7922 +2022-03-10 20:59:47,960 - davarocr - INFO - Epoch [43][370/541] lr: 1.613e-05, eta: 0:37:39, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.7792 +2022-03-10 20:59:50,757 - davarocr - INFO - Epoch [43][375/541] lr: 1.613e-05, eta: 0:37:36, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.8072 +2022-03-10 20:59:53,634 - davarocr - INFO - Epoch [43][380/541] lr: 1.613e-05, eta: 0:37:34, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.0799 +2022-03-10 20:59:56,512 - davarocr - INFO - Epoch [43][385/541] lr: 1.613e-05, eta: 0:37:31, time: 0.572, data_time: 0.009, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.8323 +2022-03-10 20:59:59,399 - davarocr - INFO - Epoch [43][390/541] lr: 1.613e-05, eta: 0:37:28, time: 0.579, data_time: 0.010, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8410 +2022-03-10 21:00:02,295 - davarocr - INFO - Epoch [43][395/541] lr: 1.613e-05, eta: 0:37:25, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.8501 +2022-03-10 21:00:05,209 - davarocr - INFO - Epoch [43][400/541] lr: 1.613e-05, eta: 0:37:22, time: 0.586, data_time: 0.010, memory: 5179, loss_crf: 0.1218, loss: 0.1218, grad_norm: 40.2357 +2022-03-10 21:00:08,128 - davarocr - INFO - Epoch [43][405/541] lr: 1.613e-05, eta: 0:37:19, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.6968 +2022-03-10 21:00:11,128 - davarocr - INFO - Epoch [43][410/541] lr: 1.613e-05, eta: 0:37:17, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.9537 +2022-03-10 21:00:14,176 - davarocr - INFO - Epoch [43][415/541] lr: 1.613e-05, eta: 0:37:14, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.4950 +2022-03-10 21:00:17,097 - davarocr - INFO - Epoch [43][420/541] lr: 1.613e-05, eta: 0:37:11, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.4971 +2022-03-10 21:00:20,151 - davarocr - INFO - Epoch [43][425/541] lr: 1.613e-05, eta: 0:37:08, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0128, loss: 0.0128, grad_norm: 13.7314 +2022-03-10 21:00:23,061 - davarocr - INFO - Epoch [43][430/541] lr: 1.613e-05, eta: 0:37:05, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0084, loss: 0.0084, grad_norm: 0.7538 +2022-03-10 21:00:25,950 - davarocr - INFO - Epoch [43][435/541] lr: 1.613e-05, eta: 0:37:02, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.6711 +2022-03-10 21:00:28,719 - davarocr - INFO - Epoch [43][440/541] lr: 1.613e-05, eta: 0:37:00, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6522 +2022-03-10 21:00:31,300 - davarocr - INFO - Epoch [43][445/541] lr: 1.613e-05, eta: 0:36:57, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6533 +2022-03-10 21:00:34,056 - davarocr - INFO - Epoch [43][450/541] lr: 1.613e-05, eta: 0:36:54, time: 0.551, data_time: 0.007, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.6688 +2022-03-10 21:00:36,940 - davarocr - INFO - Epoch [43][455/541] lr: 1.613e-05, eta: 0:36:51, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.7153 +2022-03-10 21:00:39,833 - davarocr - INFO - Epoch [43][460/541] lr: 1.613e-05, eta: 0:36:48, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6791 +2022-03-10 21:00:42,741 - davarocr - INFO - Epoch [43][465/541] lr: 1.613e-05, eta: 0:36:45, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0087, loss: 0.0087, grad_norm: 0.7639 +2022-03-10 21:00:45,787 - davarocr - INFO - Epoch [43][470/541] lr: 1.613e-05, eta: 0:36:42, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0575, loss: 0.0575, grad_norm: 1.2490 +2022-03-10 21:00:48,979 - davarocr - INFO - Epoch [43][475/541] lr: 1.613e-05, eta: 0:36:40, time: 0.638, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.8315 +2022-03-10 21:00:51,884 - davarocr - INFO - Epoch [43][480/541] lr: 1.613e-05, eta: 0:36:37, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.2179, loss: 0.2179, grad_norm: 22.5735 +2022-03-10 21:00:54,780 - davarocr - INFO - Epoch [43][485/541] lr: 1.613e-05, eta: 0:36:34, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.7036 +2022-03-10 21:00:57,679 - davarocr - INFO - Epoch [43][490/541] lr: 1.613e-05, eta: 0:36:31, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5096 +2022-03-10 21:01:00,579 - davarocr - INFO - Epoch [43][495/541] lr: 1.613e-05, eta: 0:36:28, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5122 +2022-03-10 21:01:03,470 - davarocr - INFO - Epoch [43][500/541] lr: 1.613e-05, eta: 0:36:25, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5139 +2022-03-10 21:01:06,119 - davarocr - INFO - Epoch [43][505/541] lr: 1.613e-05, eta: 0:36:22, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.5436 +2022-03-10 21:01:08,968 - davarocr - INFO - Epoch [43][510/541] lr: 1.613e-05, eta: 0:36:20, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5309 +2022-03-10 21:01:12,082 - davarocr - INFO - Epoch [43][515/541] lr: 1.613e-05, eta: 0:36:17, time: 0.622, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5340 +2022-03-10 21:01:14,951 - davarocr - INFO - Epoch [43][520/541] lr: 1.613e-05, eta: 0:36:14, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5413 +2022-03-10 21:01:17,986 - davarocr - INFO - Epoch [43][525/541] lr: 1.613e-05, eta: 0:36:11, time: 0.608, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5464 +2022-03-10 21:01:20,888 - davarocr - INFO - Epoch [43][530/541] lr: 1.613e-05, eta: 0:36:08, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5530 +2022-03-10 21:01:23,751 - davarocr - INFO - Epoch [43][535/541] lr: 1.613e-05, eta: 0:36:05, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6276 +2022-03-10 21:01:26,773 - davarocr - INFO - Epoch [43][540/541] lr: 1.613e-05, eta: 0:36:03, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0132, loss: 0.0132, grad_norm: 5.2868 +2022-03-10 21:02:06,342 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 21:02:06,343 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 21:02:06,344 - davarocr - INFO - Epoch(val) [43][541] LOC: {'precision': 0.9262782401902497, 'recall': 0.934052757793765, 'f1-score': 0.9301492537313432}, PER: {'precision': 0.9517114914425427, 'recall': 0.9628942486085343, 'f1-score': 0.9572702121118967}, MISC: {'precision': 0.8413597733711048, 'recall': 0.8461538461538461, 'f1-score': 0.84375}, ORG: {'precision': 0.9199255121042831, 'recall': 0.8922335942203492, 'f1-score': 0.9058679706601467}, all: {'precision': 0.9212067435669921, 'recall': 0.9190864022662889, 'f1-score': 0.9201453514136312}, hmean: 0.9201 +2022-03-10 21:02:11,772 - davarocr - INFO - Epoch [44][5/541] lr: 1.587e-05, eta: 0:35:59, time: 1.084, data_time: 0.493, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6213 +2022-03-10 21:02:14,784 - davarocr - INFO - Epoch [44][10/541] lr: 1.587e-05, eta: 0:35:57, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6728 +2022-03-10 21:02:17,901 - davarocr - INFO - Epoch [44][15/541] lr: 1.587e-05, eta: 0:35:54, time: 0.624, data_time: 0.007, memory: 5179, loss_crf: 0.0499, loss: 0.0499, grad_norm: 34.7970 +2022-03-10 21:02:20,820 - davarocr - INFO - Epoch [44][20/541] lr: 1.587e-05, eta: 0:35:51, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5250 +2022-03-10 21:02:23,807 - davarocr - INFO - Epoch [44][25/541] lr: 1.587e-05, eta: 0:35:48, time: 0.597, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5267 +2022-03-10 21:02:26,605 - davarocr - INFO - Epoch [44][30/541] lr: 1.587e-05, eta: 0:35:45, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0296, loss: 0.0296, grad_norm: 6.0993 +2022-03-10 21:02:29,417 - davarocr - INFO - Epoch [44][35/541] lr: 1.587e-05, eta: 0:35:42, time: 0.562, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.9372 +2022-03-10 21:02:32,259 - davarocr - INFO - Epoch [44][40/541] lr: 1.587e-05, eta: 0:35:40, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.0085, loss: 0.0085, grad_norm: 3.8055 +2022-03-10 21:02:35,220 - davarocr - INFO - Epoch [44][45/541] lr: 1.587e-05, eta: 0:35:37, time: 0.592, data_time: 0.008, memory: 5179, loss_crf: 0.1021, loss: 0.1021, grad_norm: 2.4120 +2022-03-10 21:02:38,090 - davarocr - INFO - Epoch [44][50/541] lr: 1.587e-05, eta: 0:35:34, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.6311 +2022-03-10 21:02:40,900 - davarocr - INFO - Epoch [44][55/541] lr: 1.587e-05, eta: 0:35:31, time: 0.563, data_time: 0.008, memory: 5179, loss_crf: 0.1448, loss: 0.1448, grad_norm: 2.1263 +2022-03-10 21:02:43,791 - davarocr - INFO - Epoch [44][60/541] lr: 1.587e-05, eta: 0:35:28, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0120, loss: 0.0120, grad_norm: 0.9989 +2022-03-10 21:02:46,611 - davarocr - INFO - Epoch [44][65/541] lr: 1.587e-05, eta: 0:35:25, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.7402 +2022-03-10 21:02:49,605 - davarocr - INFO - Epoch [44][70/541] lr: 1.587e-05, eta: 0:35:22, time: 0.599, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7074 +2022-03-10 21:02:52,434 - davarocr - INFO - Epoch [44][75/541] lr: 1.587e-05, eta: 0:35:20, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7018 +2022-03-10 21:02:55,304 - davarocr - INFO - Epoch [44][80/541] lr: 1.587e-05, eta: 0:35:17, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.4416 +2022-03-10 21:02:58,198 - davarocr - INFO - Epoch [44][85/541] lr: 1.587e-05, eta: 0:35:14, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.9985 +2022-03-10 21:03:01,423 - davarocr - INFO - Epoch [44][90/541] lr: 1.587e-05, eta: 0:35:11, time: 0.645, data_time: 0.007, memory: 5179, loss_crf: 0.0839, loss: 0.0839, grad_norm: 16.1332 +2022-03-10 21:03:04,297 - davarocr - INFO - Epoch [44][95/541] lr: 1.587e-05, eta: 0:35:08, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5531 +2022-03-10 21:03:07,514 - davarocr - INFO - Epoch [44][100/541] lr: 1.587e-05, eta: 0:35:05, time: 0.643, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.5663 +2022-03-10 21:03:10,409 - davarocr - INFO - Epoch [44][105/541] lr: 1.587e-05, eta: 0:35:03, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6859 +2022-03-10 21:03:13,348 - davarocr - INFO - Epoch [44][110/541] lr: 1.587e-05, eta: 0:35:00, time: 0.588, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5742 +2022-03-10 21:03:16,144 - davarocr - INFO - Epoch [44][115/541] lr: 1.587e-05, eta: 0:34:57, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0113, loss: 0.0113, grad_norm: 0.7052 +2022-03-10 21:03:18,851 - davarocr - INFO - Epoch [44][120/541] lr: 1.587e-05, eta: 0:34:54, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5917 +2022-03-10 21:03:21,659 - davarocr - INFO - Epoch [44][125/541] lr: 1.587e-05, eta: 0:34:51, time: 0.560, data_time: 0.006, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 2.7912 +2022-03-10 21:03:24,662 - davarocr - INFO - Epoch [44][130/541] lr: 1.587e-05, eta: 0:34:48, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.5424 +2022-03-10 21:03:27,432 - davarocr - INFO - Epoch [44][135/541] lr: 1.587e-05, eta: 0:34:45, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0314, loss: 0.0314, grad_norm: 0.7856 +2022-03-10 21:03:30,203 - davarocr - INFO - Epoch [44][140/541] lr: 1.587e-05, eta: 0:34:43, time: 0.554, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5756 +2022-03-10 21:03:33,094 - davarocr - INFO - Epoch [44][145/541] lr: 1.587e-05, eta: 0:34:40, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5787 +2022-03-10 21:03:36,175 - davarocr - INFO - Epoch [44][150/541] lr: 1.587e-05, eta: 0:34:37, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.0288, loss: 0.0288, grad_norm: 6.7215 +2022-03-10 21:03:39,048 - davarocr - INFO - Epoch [44][155/541] lr: 1.587e-05, eta: 0:34:34, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.4600 +2022-03-10 21:03:42,000 - davarocr - INFO - Epoch [44][160/541] lr: 1.587e-05, eta: 0:34:31, time: 0.590, data_time: 0.008, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.4631 +2022-03-10 21:03:44,783 - davarocr - INFO - Epoch [44][165/541] lr: 1.587e-05, eta: 0:34:28, time: 0.557, data_time: 0.009, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.4754 +2022-03-10 21:03:47,565 - davarocr - INFO - Epoch [44][170/541] lr: 1.587e-05, eta: 0:34:25, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.4789 +2022-03-10 21:03:50,506 - davarocr - INFO - Epoch [44][175/541] lr: 1.587e-05, eta: 0:34:23, time: 0.589, data_time: 0.008, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.4828 +2022-03-10 21:03:53,347 - davarocr - INFO - Epoch [44][180/541] lr: 1.587e-05, eta: 0:34:20, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0195, loss: 0.0195, grad_norm: 5.9020 +2022-03-10 21:03:56,236 - davarocr - INFO - Epoch [44][185/541] lr: 1.587e-05, eta: 0:34:17, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.4792 +2022-03-10 21:03:59,255 - davarocr - INFO - Epoch [44][190/541] lr: 1.587e-05, eta: 0:34:14, time: 0.604, data_time: 0.008, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 0.5923 +2022-03-10 21:04:02,280 - davarocr - INFO - Epoch [44][195/541] lr: 1.587e-05, eta: 0:34:11, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0600, loss: 0.0600, grad_norm: 4.6988 +2022-03-10 21:04:05,393 - davarocr - INFO - Epoch [44][200/541] lr: 1.587e-05, eta: 0:34:08, time: 0.622, data_time: 0.007, memory: 5179, loss_crf: 0.0080, loss: 0.0080, grad_norm: 1.6966 +2022-03-10 21:04:08,270 - davarocr - INFO - Epoch [44][205/541] lr: 1.587e-05, eta: 0:34:06, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.8183 +2022-03-10 21:04:11,145 - davarocr - INFO - Epoch [44][210/541] lr: 1.587e-05, eta: 0:34:03, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.0371 +2022-03-10 21:04:14,046 - davarocr - INFO - Epoch [44][215/541] lr: 1.587e-05, eta: 0:34:00, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.8548 +2022-03-10 21:04:16,837 - davarocr - INFO - Epoch [44][220/541] lr: 1.587e-05, eta: 0:33:57, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 2.5766 +2022-03-10 21:04:19,754 - davarocr - INFO - Epoch [44][225/541] lr: 1.587e-05, eta: 0:33:54, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7197 +2022-03-10 21:04:22,654 - davarocr - INFO - Epoch [44][230/541] lr: 1.587e-05, eta: 0:33:51, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.7393 +2022-03-10 21:04:25,492 - davarocr - INFO - Epoch [44][235/541] lr: 1.587e-05, eta: 0:33:48, time: 0.568, data_time: 0.008, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.7314 +2022-03-10 21:04:28,417 - davarocr - INFO - Epoch [44][240/541] lr: 1.587e-05, eta: 0:33:46, time: 0.586, data_time: 0.009, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7367 +2022-03-10 21:04:31,315 - davarocr - INFO - Epoch [44][245/541] lr: 1.587e-05, eta: 0:33:43, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7518 +2022-03-10 21:04:34,377 - davarocr - INFO - Epoch [44][250/541] lr: 1.587e-05, eta: 0:33:40, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7469 +2022-03-10 21:04:37,285 - davarocr - INFO - Epoch [44][255/541] lr: 1.587e-05, eta: 0:33:37, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7551 +2022-03-10 21:04:40,224 - davarocr - INFO - Epoch [44][260/541] lr: 1.587e-05, eta: 0:33:34, time: 0.588, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.2001 +2022-03-10 21:04:43,348 - davarocr - INFO - Epoch [44][265/541] lr: 1.587e-05, eta: 0:33:31, time: 0.625, data_time: 0.008, memory: 5179, loss_crf: 0.0150, loss: 0.0150, grad_norm: 0.8950 +2022-03-10 21:04:46,321 - davarocr - INFO - Epoch [44][270/541] lr: 1.587e-05, eta: 0:33:29, time: 0.593, data_time: 0.008, memory: 5179, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.8113 +2022-03-10 21:04:49,406 - davarocr - INFO - Epoch [44][275/541] lr: 1.587e-05, eta: 0:33:26, time: 0.618, data_time: 0.008, memory: 5179, loss_crf: 0.0165, loss: 0.0165, grad_norm: 8.7529 +2022-03-10 21:04:52,305 - davarocr - INFO - Epoch [44][280/541] lr: 1.587e-05, eta: 0:33:23, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5013 +2022-03-10 21:04:55,220 - davarocr - INFO - Epoch [44][285/541] lr: 1.587e-05, eta: 0:33:20, time: 0.583, data_time: 0.010, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5031 +2022-03-10 21:04:58,290 - davarocr - INFO - Epoch [44][290/541] lr: 1.587e-05, eta: 0:33:17, time: 0.614, data_time: 0.008, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5198 +2022-03-10 21:05:01,244 - davarocr - INFO - Epoch [44][295/541] lr: 1.587e-05, eta: 0:33:14, time: 0.590, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5205 +2022-03-10 21:05:04,024 - davarocr - INFO - Epoch [44][300/541] lr: 1.587e-05, eta: 0:33:12, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5238 +2022-03-10 21:05:06,877 - davarocr - INFO - Epoch [44][305/541] lr: 1.587e-05, eta: 0:33:09, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 8.9743 +2022-03-10 21:05:09,763 - davarocr - INFO - Epoch [44][310/541] lr: 1.587e-05, eta: 0:33:06, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.4599 +2022-03-10 21:05:12,643 - davarocr - INFO - Epoch [44][315/541] lr: 1.587e-05, eta: 0:33:03, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5529 +2022-03-10 21:05:15,553 - davarocr - INFO - Epoch [44][320/541] lr: 1.587e-05, eta: 0:33:00, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.4684 +2022-03-10 21:05:18,580 - davarocr - INFO - Epoch [44][325/541] lr: 1.587e-05, eta: 0:32:57, time: 0.605, data_time: 0.006, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.4792 +2022-03-10 21:05:21,611 - davarocr - INFO - Epoch [44][330/541] lr: 1.587e-05, eta: 0:32:54, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.4882 +2022-03-10 21:05:24,492 - davarocr - INFO - Epoch [44][335/541] lr: 1.587e-05, eta: 0:32:52, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0346, loss: 0.0346, grad_norm: 3.1994 +2022-03-10 21:05:27,264 - davarocr - INFO - Epoch [44][340/541] lr: 1.587e-05, eta: 0:32:49, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.5467 +2022-03-10 21:05:30,053 - davarocr - INFO - Epoch [44][345/541] lr: 1.587e-05, eta: 0:32:46, time: 0.555, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5275 +2022-03-10 21:05:32,735 - davarocr - INFO - Epoch [44][350/541] lr: 1.587e-05, eta: 0:32:43, time: 0.537, data_time: 0.008, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.5499 +2022-03-10 21:05:35,416 - davarocr - INFO - Epoch [44][355/541] lr: 1.587e-05, eta: 0:32:40, time: 0.536, data_time: 0.008, memory: 5179, loss_crf: 0.0373, loss: 0.0373, grad_norm: 0.9506 +2022-03-10 21:05:37,933 - davarocr - INFO - Epoch [44][360/541] lr: 1.587e-05, eta: 0:32:37, time: 0.504, data_time: 0.009, memory: 5179, loss_crf: 0.0390, loss: 0.0390, grad_norm: 26.6466 +2022-03-10 21:05:40,582 - davarocr - INFO - Epoch [44][365/541] lr: 1.587e-05, eta: 0:32:34, time: 0.530, data_time: 0.008, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5085 +2022-03-10 21:05:43,443 - davarocr - INFO - Epoch [44][370/541] lr: 1.587e-05, eta: 0:32:31, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0839, loss: 0.0839, grad_norm: 22.2676 +2022-03-10 21:05:46,025 - davarocr - INFO - Epoch [44][375/541] lr: 1.587e-05, eta: 0:32:29, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5683 +2022-03-10 21:05:48,811 - davarocr - INFO - Epoch [44][380/541] lr: 1.587e-05, eta: 0:32:26, time: 0.557, data_time: 0.009, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5722 +2022-03-10 21:05:51,377 - davarocr - INFO - Epoch [44][385/541] lr: 1.587e-05, eta: 0:32:23, time: 0.513, data_time: 0.009, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5841 +2022-03-10 21:05:54,087 - davarocr - INFO - Epoch [44][390/541] lr: 1.587e-05, eta: 0:32:20, time: 0.545, data_time: 0.009, memory: 5179, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.5721 +2022-03-10 21:05:57,211 - davarocr - INFO - Epoch [44][395/541] lr: 1.587e-05, eta: 0:32:17, time: 0.625, data_time: 0.006, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5791 +2022-03-10 21:05:59,985 - davarocr - INFO - Epoch [44][400/541] lr: 1.587e-05, eta: 0:32:14, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0104, loss: 0.0104, grad_norm: 12.9468 +2022-03-10 21:06:02,544 - davarocr - INFO - Epoch [44][405/541] lr: 1.587e-05, eta: 0:32:11, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5464 +2022-03-10 21:06:05,239 - davarocr - INFO - Epoch [44][410/541] lr: 1.587e-05, eta: 0:32:08, time: 0.539, data_time: 0.006, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.5580 +2022-03-10 21:06:08,072 - davarocr - INFO - Epoch [44][415/541] lr: 1.587e-05, eta: 0:32:06, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.8249 +2022-03-10 21:06:10,863 - davarocr - INFO - Epoch [44][420/541] lr: 1.587e-05, eta: 0:32:03, time: 0.558, data_time: 0.008, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6476 +2022-03-10 21:06:13,790 - davarocr - INFO - Epoch [44][425/541] lr: 1.587e-05, eta: 0:32:00, time: 0.585, data_time: 0.009, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6511 +2022-03-10 21:06:16,639 - davarocr - INFO - Epoch [44][430/541] lr: 1.587e-05, eta: 0:31:57, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0377, loss: 0.0377, grad_norm: 17.4416 +2022-03-10 21:06:19,344 - davarocr - INFO - Epoch [44][435/541] lr: 1.587e-05, eta: 0:31:54, time: 0.542, data_time: 0.008, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.5799 +2022-03-10 21:06:22,155 - davarocr - INFO - Epoch [44][440/541] lr: 1.587e-05, eta: 0:31:51, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.0244, loss: 0.0244, grad_norm: 16.5422 +2022-03-10 21:06:25,066 - davarocr - INFO - Epoch [44][445/541] lr: 1.587e-05, eta: 0:31:48, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0218, loss: 0.0218, grad_norm: 0.8249 +2022-03-10 21:06:27,980 - davarocr - INFO - Epoch [44][450/541] lr: 1.587e-05, eta: 0:31:46, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.9038 +2022-03-10 21:06:31,029 - davarocr - INFO - Epoch [44][455/541] lr: 1.587e-05, eta: 0:31:43, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0077, loss: 0.0077, grad_norm: 0.7904 +2022-03-10 21:06:33,950 - davarocr - INFO - Epoch [44][460/541] lr: 1.587e-05, eta: 0:31:40, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.4334, loss: 0.4334, grad_norm: 16.7278 +2022-03-10 21:06:36,860 - davarocr - INFO - Epoch [44][465/541] lr: 1.587e-05, eta: 0:31:37, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5358 +2022-03-10 21:06:39,906 - davarocr - INFO - Epoch [44][470/541] lr: 1.587e-05, eta: 0:31:34, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.5378 +2022-03-10 21:06:42,802 - davarocr - INFO - Epoch [44][475/541] lr: 1.587e-05, eta: 0:31:31, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5720 +2022-03-10 21:06:45,859 - davarocr - INFO - Epoch [44][480/541] lr: 1.587e-05, eta: 0:31:29, time: 0.609, data_time: 0.007, memory: 5179, loss_crf: 0.0489, loss: 0.0489, grad_norm: 0.9419 +2022-03-10 21:06:48,768 - davarocr - INFO - Epoch [44][485/541] lr: 1.587e-05, eta: 0:31:26, time: 0.584, data_time: 0.009, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6265 +2022-03-10 21:06:51,666 - davarocr - INFO - Epoch [44][490/541] lr: 1.587e-05, eta: 0:31:23, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.6546 +2022-03-10 21:06:54,846 - davarocr - INFO - Epoch [44][495/541] lr: 1.587e-05, eta: 0:31:20, time: 0.636, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.6413 +2022-03-10 21:06:57,942 - davarocr - INFO - Epoch [44][500/541] lr: 1.587e-05, eta: 0:31:17, time: 0.619, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6463 +2022-03-10 21:07:00,789 - davarocr - INFO - Epoch [44][505/541] lr: 1.587e-05, eta: 0:31:14, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 2.4965 +2022-03-10 21:07:03,386 - davarocr - INFO - Epoch [44][510/541] lr: 1.587e-05, eta: 0:31:12, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5522 +2022-03-10 21:07:06,167 - davarocr - INFO - Epoch [44][515/541] lr: 1.587e-05, eta: 0:31:09, time: 0.556, data_time: 0.007, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 6.6625 +2022-03-10 21:07:08,893 - davarocr - INFO - Epoch [44][520/541] lr: 1.587e-05, eta: 0:31:06, time: 0.545, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.5473 +2022-03-10 21:07:11,596 - davarocr - INFO - Epoch [44][525/541] lr: 1.587e-05, eta: 0:31:03, time: 0.541, data_time: 0.005, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5240 +2022-03-10 21:07:14,385 - davarocr - INFO - Epoch [44][530/541] lr: 1.587e-05, eta: 0:31:00, time: 0.557, data_time: 0.007, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5306 +2022-03-10 21:07:17,121 - davarocr - INFO - Epoch [44][535/541] lr: 1.587e-05, eta: 0:30:57, time: 0.546, data_time: 0.008, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5377 +2022-03-10 21:07:19,988 - davarocr - INFO - Epoch [44][540/541] lr: 1.587e-05, eta: 0:30:54, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0622, loss: 0.0622, grad_norm: 37.4945 +2022-03-10 21:07:59,339 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 21:07:59,340 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 21:07:59,340 - davarocr - INFO - Epoch(val) [44][541] LOC: {'precision': 0.9466911764705882, 'recall': 0.9262589928057554, 'f1-score': 0.9363636363636365}, PER: {'precision': 0.9657577679137603, 'recall': 0.9418676561533704, 'f1-score': 0.9536631183469005}, MISC: {'precision': 0.8333333333333334, 'recall': 0.8333333333333334, 'f1-score': 0.8333333333333334}, ORG: {'precision': 0.8559556786703602, 'recall': 0.930162552679109, 'f1-score': 0.8915175995383728}, all: {'precision': 0.9093771868439469, 'recall': 0.9203257790368272, 'f1-score': 0.9148187258007744}, hmean: 0.9148 +2022-03-10 21:08:04,573 - davarocr - INFO - Epoch [45][5/541] lr: 1.563e-05, eta: 0:30:51, time: 1.044, data_time: 0.493, memory: 5179, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.4591 +2022-03-10 21:08:07,475 - davarocr - INFO - Epoch [45][10/541] lr: 1.563e-05, eta: 0:30:48, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0231, loss: 0.0231, grad_norm: 0.8363 +2022-03-10 21:08:10,709 - davarocr - INFO - Epoch [45][15/541] lr: 1.563e-05, eta: 0:30:45, time: 0.647, data_time: 0.007, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5338 +2022-03-10 21:08:13,769 - davarocr - INFO - Epoch [45][20/541] lr: 1.563e-05, eta: 0:30:43, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5422 +2022-03-10 21:08:16,815 - davarocr - INFO - Epoch [45][25/541] lr: 1.563e-05, eta: 0:30:40, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.5530 +2022-03-10 21:08:19,733 - davarocr - INFO - Epoch [45][30/541] lr: 1.563e-05, eta: 0:30:37, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5873 +2022-03-10 21:08:22,621 - davarocr - INFO - Epoch [45][35/541] lr: 1.563e-05, eta: 0:30:34, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.5954 +2022-03-10 21:08:25,513 - davarocr - INFO - Epoch [45][40/541] lr: 1.563e-05, eta: 0:30:31, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0230, loss: 0.0230, grad_norm: 21.2653 +2022-03-10 21:08:28,417 - davarocr - INFO - Epoch [45][45/541] lr: 1.563e-05, eta: 0:30:28, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5252 +2022-03-10 21:08:31,462 - davarocr - INFO - Epoch [45][50/541] lr: 1.563e-05, eta: 0:30:26, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.7583 +2022-03-10 21:08:34,368 - davarocr - INFO - Epoch [45][55/541] lr: 1.563e-05, eta: 0:30:23, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5413 +2022-03-10 21:08:37,235 - davarocr - INFO - Epoch [45][60/541] lr: 1.563e-05, eta: 0:30:20, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.6432 +2022-03-10 21:08:40,128 - davarocr - INFO - Epoch [45][65/541] lr: 1.563e-05, eta: 0:30:17, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0129, loss: 0.0129, grad_norm: 11.2314 +2022-03-10 21:08:42,996 - davarocr - INFO - Epoch [45][70/541] lr: 1.563e-05, eta: 0:30:14, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0534, loss: 0.0534, grad_norm: 1.2145 +2022-03-10 21:08:46,055 - davarocr - INFO - Epoch [45][75/541] lr: 1.563e-05, eta: 0:30:11, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.6753 +2022-03-10 21:08:48,930 - davarocr - INFO - Epoch [45][80/541] lr: 1.563e-05, eta: 0:30:08, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0111, loss: 0.0111, grad_norm: 9.3894 +2022-03-10 21:08:51,819 - davarocr - INFO - Epoch [45][85/541] lr: 1.563e-05, eta: 0:30:06, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0075, loss: 0.0075, grad_norm: 6.6321 +2022-03-10 21:08:54,873 - davarocr - INFO - Epoch [45][90/541] lr: 1.563e-05, eta: 0:30:03, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5030 +2022-03-10 21:08:57,693 - davarocr - INFO - Epoch [45][95/541] lr: 1.563e-05, eta: 0:30:00, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.5086 +2022-03-10 21:09:00,751 - davarocr - INFO - Epoch [45][100/541] lr: 1.563e-05, eta: 0:29:57, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.0601, loss: 0.0601, grad_norm: 38.8423 +2022-03-10 21:09:03,443 - davarocr - INFO - Epoch [45][105/541] lr: 1.563e-05, eta: 0:29:54, time: 0.539, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5175 +2022-03-10 21:09:06,021 - davarocr - INFO - Epoch [45][110/541] lr: 1.563e-05, eta: 0:29:51, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.7533 +2022-03-10 21:09:08,590 - davarocr - INFO - Epoch [45][115/541] lr: 1.563e-05, eta: 0:29:48, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 7.9325 +2022-03-10 21:09:11,641 - davarocr - INFO - Epoch [45][120/541] lr: 1.563e-05, eta: 0:29:46, time: 0.610, data_time: 0.005, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.4980 +2022-03-10 21:09:14,835 - davarocr - INFO - Epoch [45][125/541] lr: 1.563e-05, eta: 0:29:43, time: 0.639, data_time: 0.008, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.6569 +2022-03-10 21:09:17,703 - davarocr - INFO - Epoch [45][130/541] lr: 1.563e-05, eta: 0:29:40, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.5369 +2022-03-10 21:09:20,573 - davarocr - INFO - Epoch [45][135/541] lr: 1.563e-05, eta: 0:29:37, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0162, loss: 0.0162, grad_norm: 7.4659 +2022-03-10 21:09:23,445 - davarocr - INFO - Epoch [45][140/541] lr: 1.563e-05, eta: 0:29:34, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0094, loss: 0.0094, grad_norm: 1.7239 +2022-03-10 21:09:26,305 - davarocr - INFO - Epoch [45][145/541] lr: 1.563e-05, eta: 0:29:31, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.6262 +2022-03-10 21:09:29,316 - davarocr - INFO - Epoch [45][150/541] lr: 1.563e-05, eta: 0:29:29, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 2.1044 +2022-03-10 21:09:32,111 - davarocr - INFO - Epoch [45][155/541] lr: 1.563e-05, eta: 0:29:26, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6379 +2022-03-10 21:09:34,822 - davarocr - INFO - Epoch [45][160/541] lr: 1.563e-05, eta: 0:29:23, time: 0.543, data_time: 0.009, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.6413 +2022-03-10 21:09:37,406 - davarocr - INFO - Epoch [45][165/541] lr: 1.563e-05, eta: 0:29:20, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6457 +2022-03-10 21:09:40,051 - davarocr - INFO - Epoch [45][170/541] lr: 1.563e-05, eta: 0:29:17, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.6529 +2022-03-10 21:09:42,994 - davarocr - INFO - Epoch [45][175/541] lr: 1.563e-05, eta: 0:29:14, time: 0.590, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6643 +2022-03-10 21:09:46,028 - davarocr - INFO - Epoch [45][180/541] lr: 1.563e-05, eta: 0:29:11, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.2330, loss: 0.2330, grad_norm: 7.7002 +2022-03-10 21:09:48,901 - davarocr - INFO - Epoch [45][185/541] lr: 1.563e-05, eta: 0:29:08, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.5385 +2022-03-10 21:09:51,954 - davarocr - INFO - Epoch [45][190/541] lr: 1.563e-05, eta: 0:29:06, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.5345 +2022-03-10 21:09:54,843 - davarocr - INFO - Epoch [45][195/541] lr: 1.563e-05, eta: 0:29:03, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.5479 +2022-03-10 21:09:57,382 - davarocr - INFO - Epoch [45][200/541] lr: 1.563e-05, eta: 0:29:00, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.5516 +2022-03-10 21:10:00,110 - davarocr - INFO - Epoch [45][205/541] lr: 1.563e-05, eta: 0:28:57, time: 0.546, data_time: 0.005, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5571 +2022-03-10 21:10:02,729 - davarocr - INFO - Epoch [45][210/541] lr: 1.563e-05, eta: 0:28:54, time: 0.524, data_time: 0.008, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6036 +2022-03-10 21:10:05,531 - davarocr - INFO - Epoch [45][215/541] lr: 1.563e-05, eta: 0:28:51, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 9.0605 +2022-03-10 21:10:08,449 - davarocr - INFO - Epoch [45][220/541] lr: 1.563e-05, eta: 0:28:48, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.9758 +2022-03-10 21:10:11,491 - davarocr - INFO - Epoch [45][225/541] lr: 1.563e-05, eta: 0:28:46, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5981 +2022-03-10 21:10:14,371 - davarocr - INFO - Epoch [45][230/541] lr: 1.563e-05, eta: 0:28:43, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5537 +2022-03-10 21:10:17,264 - davarocr - INFO - Epoch [45][235/541] lr: 1.563e-05, eta: 0:28:40, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0492, loss: 0.0492, grad_norm: 17.6264 +2022-03-10 21:10:20,162 - davarocr - INFO - Epoch [45][240/541] lr: 1.563e-05, eta: 0:28:37, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.4954 +2022-03-10 21:10:23,054 - davarocr - INFO - Epoch [45][245/541] lr: 1.563e-05, eta: 0:28:34, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5020 +2022-03-10 21:10:25,961 - davarocr - INFO - Epoch [45][250/541] lr: 1.563e-05, eta: 0:28:31, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.7348 +2022-03-10 21:10:29,009 - davarocr - INFO - Epoch [45][255/541] lr: 1.563e-05, eta: 0:28:28, time: 0.610, data_time: 0.008, memory: 5179, loss_crf: 0.0109, loss: 0.0109, grad_norm: 0.7452 +2022-03-10 21:10:31,867 - davarocr - INFO - Epoch [45][260/541] lr: 1.563e-05, eta: 0:28:26, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5636 +2022-03-10 21:10:34,814 - davarocr - INFO - Epoch [45][265/541] lr: 1.563e-05, eta: 0:28:23, time: 0.588, data_time: 0.005, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5733 +2022-03-10 21:10:37,702 - davarocr - INFO - Epoch [45][270/541] lr: 1.563e-05, eta: 0:28:20, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.8482 +2022-03-10 21:10:40,586 - davarocr - INFO - Epoch [45][275/541] lr: 1.563e-05, eta: 0:28:17, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.6568 +2022-03-10 21:10:43,462 - davarocr - INFO - Epoch [45][280/541] lr: 1.563e-05, eta: 0:28:14, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.6447 +2022-03-10 21:10:46,366 - davarocr - INFO - Epoch [45][285/541] lr: 1.563e-05, eta: 0:28:11, time: 0.581, data_time: 0.008, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.6622 +2022-03-10 21:10:49,424 - davarocr - INFO - Epoch [45][290/541] lr: 1.563e-05, eta: 0:28:09, time: 0.612, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.6816 +2022-03-10 21:10:52,309 - davarocr - INFO - Epoch [45][295/541] lr: 1.563e-05, eta: 0:28:06, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.7055 +2022-03-10 21:10:55,204 - davarocr - INFO - Epoch [45][300/541] lr: 1.563e-05, eta: 0:28:03, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.7266 +2022-03-10 21:10:58,070 - davarocr - INFO - Epoch [45][305/541] lr: 1.563e-05, eta: 0:28:00, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.0672 +2022-03-10 21:11:01,103 - davarocr - INFO - Epoch [45][310/541] lr: 1.563e-05, eta: 0:27:57, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.6803 +2022-03-10 21:11:03,996 - davarocr - INFO - Epoch [45][315/541] lr: 1.563e-05, eta: 0:27:54, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.9169 +2022-03-10 21:11:06,863 - davarocr - INFO - Epoch [45][320/541] lr: 1.563e-05, eta: 0:27:51, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.9469 +2022-03-10 21:11:10,023 - davarocr - INFO - Epoch [45][325/541] lr: 1.563e-05, eta: 0:27:49, time: 0.632, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 1.0123 +2022-03-10 21:11:13,057 - davarocr - INFO - Epoch [45][330/541] lr: 1.563e-05, eta: 0:27:46, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0215, loss: 0.0215, grad_norm: 1.1489 +2022-03-10 21:11:15,930 - davarocr - INFO - Epoch [45][335/541] lr: 1.563e-05, eta: 0:27:43, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.0286 +2022-03-10 21:11:18,815 - davarocr - INFO - Epoch [45][340/541] lr: 1.563e-05, eta: 0:27:40, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0390, loss: 0.0390, grad_norm: 1.3521 +2022-03-10 21:11:21,692 - davarocr - INFO - Epoch [45][345/541] lr: 1.563e-05, eta: 0:27:37, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0292, loss: 0.0292, grad_norm: 1.3794 +2022-03-10 21:11:24,573 - davarocr - INFO - Epoch [45][350/541] lr: 1.563e-05, eta: 0:27:34, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 1.2168 +2022-03-10 21:11:27,559 - davarocr - INFO - Epoch [45][355/541] lr: 1.563e-05, eta: 0:27:32, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 1.2246 +2022-03-10 21:11:30,324 - davarocr - INFO - Epoch [45][360/541] lr: 1.563e-05, eta: 0:27:29, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.0227, loss: 0.0227, grad_norm: 4.4997 +2022-03-10 21:11:33,179 - davarocr - INFO - Epoch [45][365/541] lr: 1.563e-05, eta: 0:27:26, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.6172 +2022-03-10 21:11:35,879 - davarocr - INFO - Epoch [45][370/541] lr: 1.563e-05, eta: 0:27:23, time: 0.540, data_time: 0.005, memory: 5179, loss_crf: 0.0131, loss: 0.0131, grad_norm: 5.0729 +2022-03-10 21:11:38,463 - davarocr - INFO - Epoch [45][375/541] lr: 1.563e-05, eta: 0:27:20, time: 0.517, data_time: 0.005, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5102 +2022-03-10 21:11:41,210 - davarocr - INFO - Epoch [45][380/541] lr: 1.563e-05, eta: 0:27:17, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.5926 +2022-03-10 21:11:43,790 - davarocr - INFO - Epoch [45][385/541] lr: 1.563e-05, eta: 0:27:14, time: 0.515, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5387 +2022-03-10 21:11:46,604 - davarocr - INFO - Epoch [45][390/541] lr: 1.563e-05, eta: 0:27:11, time: 0.564, data_time: 0.007, memory: 5179, loss_crf: 0.0330, loss: 0.0330, grad_norm: 12.3418 +2022-03-10 21:11:49,513 - davarocr - INFO - Epoch [45][395/541] lr: 1.563e-05, eta: 0:27:09, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.4959 +2022-03-10 21:11:52,424 - davarocr - INFO - Epoch [45][400/541] lr: 1.563e-05, eta: 0:27:06, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.4551 +2022-03-10 21:11:55,325 - davarocr - INFO - Epoch [45][405/541] lr: 1.563e-05, eta: 0:27:03, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.4615 +2022-03-10 21:11:58,367 - davarocr - INFO - Epoch [45][410/541] lr: 1.563e-05, eta: 0:27:00, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.4755 +2022-03-10 21:12:01,256 - davarocr - INFO - Epoch [45][415/541] lr: 1.563e-05, eta: 0:26:57, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.4881 +2022-03-10 21:12:04,155 - davarocr - INFO - Epoch [45][420/541] lr: 1.563e-05, eta: 0:26:54, time: 0.583, data_time: 0.010, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5045 +2022-03-10 21:12:07,327 - davarocr - INFO - Epoch [45][425/541] lr: 1.563e-05, eta: 0:26:51, time: 0.634, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6326 +2022-03-10 21:12:10,226 - davarocr - INFO - Epoch [45][430/541] lr: 1.563e-05, eta: 0:26:49, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.5668 +2022-03-10 21:12:13,279 - davarocr - INFO - Epoch [45][435/541] lr: 1.563e-05, eta: 0:26:46, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5749 +2022-03-10 21:12:16,103 - davarocr - INFO - Epoch [45][440/541] lr: 1.563e-05, eta: 0:26:43, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6009 +2022-03-10 21:12:18,919 - davarocr - INFO - Epoch [45][445/541] lr: 1.563e-05, eta: 0:26:40, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6274 +2022-03-10 21:12:21,520 - davarocr - INFO - Epoch [45][450/541] lr: 1.563e-05, eta: 0:26:37, time: 0.520, data_time: 0.008, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6572 +2022-03-10 21:12:24,549 - davarocr - INFO - Epoch [45][455/541] lr: 1.563e-05, eta: 0:26:34, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.6823 +2022-03-10 21:12:27,463 - davarocr - INFO - Epoch [45][460/541] lr: 1.563e-05, eta: 0:26:32, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.7137 +2022-03-10 21:12:30,437 - davarocr - INFO - Epoch [45][465/541] lr: 1.563e-05, eta: 0:26:29, time: 0.595, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.7485 +2022-03-10 21:12:33,150 - davarocr - INFO - Epoch [45][470/541] lr: 1.563e-05, eta: 0:26:26, time: 0.540, data_time: 0.005, memory: 5179, loss_crf: 0.0311, loss: 0.0311, grad_norm: 3.7044 +2022-03-10 21:12:35,735 - davarocr - INFO - Epoch [45][475/541] lr: 1.563e-05, eta: 0:26:23, time: 0.517, data_time: 0.009, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.5523 +2022-03-10 21:12:38,778 - davarocr - INFO - Epoch [45][480/541] lr: 1.563e-05, eta: 0:26:20, time: 0.608, data_time: 0.010, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5700 +2022-03-10 21:12:41,682 - davarocr - INFO - Epoch [45][485/541] lr: 1.563e-05, eta: 0:26:17, time: 0.582, data_time: 0.009, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.8533 +2022-03-10 21:12:44,605 - davarocr - INFO - Epoch [45][490/541] lr: 1.563e-05, eta: 0:26:14, time: 0.584, data_time: 0.009, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.6228 +2022-03-10 21:12:47,682 - davarocr - INFO - Epoch [45][495/541] lr: 1.563e-05, eta: 0:26:12, time: 0.615, data_time: 0.009, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6378 +2022-03-10 21:12:50,597 - davarocr - INFO - Epoch [45][500/541] lr: 1.563e-05, eta: 0:26:09, time: 0.583, data_time: 0.010, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6691 +2022-03-10 21:12:53,391 - davarocr - INFO - Epoch [45][505/541] lr: 1.563e-05, eta: 0:26:06, time: 0.559, data_time: 0.008, memory: 5179, loss_crf: 0.0137, loss: 0.0137, grad_norm: 6.5744 +2022-03-10 21:12:56,352 - davarocr - INFO - Epoch [45][510/541] lr: 1.563e-05, eta: 0:26:03, time: 0.591, data_time: 0.011, memory: 5179, loss_crf: 0.1323, loss: 0.1323, grad_norm: 16.1109 +2022-03-10 21:12:59,180 - davarocr - INFO - Epoch [45][515/541] lr: 1.563e-05, eta: 0:26:00, time: 0.568, data_time: 0.011, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.5155 +2022-03-10 21:13:02,038 - davarocr - INFO - Epoch [45][520/541] lr: 1.563e-05, eta: 0:25:57, time: 0.572, data_time: 0.010, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5321 +2022-03-10 21:13:05,158 - davarocr - INFO - Epoch [45][525/541] lr: 1.563e-05, eta: 0:25:54, time: 0.625, data_time: 0.008, memory: 5179, loss_crf: 0.0188, loss: 0.0188, grad_norm: 0.7205 +2022-03-10 21:13:08,065 - davarocr - INFO - Epoch [45][530/541] lr: 1.563e-05, eta: 0:25:52, time: 0.582, data_time: 0.005, memory: 5179, loss_crf: 0.0137, loss: 0.0137, grad_norm: 0.8364 +2022-03-10 21:13:10,947 - davarocr - INFO - Epoch [45][535/541] lr: 1.563e-05, eta: 0:25:49, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 1.8539 +2022-03-10 21:13:13,917 - davarocr - INFO - Epoch [45][540/541] lr: 1.563e-05, eta: 0:25:46, time: 0.595, data_time: 0.006, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 5.3782 +2022-03-10 21:13:54,918 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 21:13:54,919 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 21:13:54,919 - davarocr - INFO - Epoch(val) [45][541] LOC: {'precision': 0.9393939393939394, 'recall': 0.9292565947242206, 'f1-score': 0.9342977697408077}, PER: {'precision': 0.9602484472049689, 'recall': 0.956091527520099, 'f1-score': 0.958165478772854}, MISC: {'precision': 0.787598944591029, 'recall': 0.8504273504273504, 'f1-score': 0.8178082191780821}, ORG: {'precision': 0.9109090909090909, 'recall': 0.9048765803732691, 'f1-score': 0.907882814859559}, all: {'precision': 0.9167254763585039, 'recall': 0.919971671388102, 'f1-score': 0.9183457051961824}, hmean: 0.9183 +2022-03-10 21:14:00,235 - davarocr - INFO - Epoch [46][5/541] lr: 1.538e-05, eta: 0:25:43, time: 1.062, data_time: 0.488, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.5231 +2022-03-10 21:14:03,272 - davarocr - INFO - Epoch [46][10/541] lr: 1.538e-05, eta: 0:25:40, time: 0.606, data_time: 0.008, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5359 +2022-03-10 21:14:06,128 - davarocr - INFO - Epoch [46][15/541] lr: 1.538e-05, eta: 0:25:37, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.5974 +2022-03-10 21:14:08,917 - davarocr - INFO - Epoch [46][20/541] lr: 1.538e-05, eta: 0:25:34, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5840 +2022-03-10 21:14:11,654 - davarocr - INFO - Epoch [46][25/541] lr: 1.538e-05, eta: 0:25:31, time: 0.547, data_time: 0.006, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.5946 +2022-03-10 21:14:14,734 - davarocr - INFO - Epoch [46][30/541] lr: 1.538e-05, eta: 0:25:28, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.6133 +2022-03-10 21:14:17,690 - davarocr - INFO - Epoch [46][35/541] lr: 1.538e-05, eta: 0:25:26, time: 0.592, data_time: 0.006, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 6.3195 +2022-03-10 21:14:20,631 - davarocr - INFO - Epoch [46][40/541] lr: 1.538e-05, eta: 0:25:23, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.5781 +2022-03-10 21:14:23,757 - davarocr - INFO - Epoch [46][45/541] lr: 1.538e-05, eta: 0:25:20, time: 0.625, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.7229 +2022-03-10 21:14:26,318 - davarocr - INFO - Epoch [46][50/541] lr: 1.538e-05, eta: 0:25:17, time: 0.512, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6432 +2022-03-10 21:14:29,190 - davarocr - INFO - Epoch [46][55/541] lr: 1.538e-05, eta: 0:25:14, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.9397 +2022-03-10 21:14:32,073 - davarocr - INFO - Epoch [46][60/541] lr: 1.538e-05, eta: 0:25:11, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0287, loss: 0.0287, grad_norm: 0.9413 +2022-03-10 21:14:35,064 - davarocr - INFO - Epoch [46][65/541] lr: 1.538e-05, eta: 0:25:08, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.0531, loss: 0.0531, grad_norm: 2.0423 +2022-03-10 21:14:37,997 - davarocr - INFO - Epoch [46][70/541] lr: 1.538e-05, eta: 0:25:06, time: 0.587, data_time: 0.006, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.7350 +2022-03-10 21:14:40,896 - davarocr - INFO - Epoch [46][75/541] lr: 1.538e-05, eta: 0:25:03, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.8639 +2022-03-10 21:14:43,958 - davarocr - INFO - Epoch [46][80/541] lr: 1.538e-05, eta: 0:25:00, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.7611 +2022-03-10 21:14:46,883 - davarocr - INFO - Epoch [46][85/541] lr: 1.538e-05, eta: 0:24:57, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.8139 +2022-03-10 21:14:49,777 - davarocr - INFO - Epoch [46][90/541] lr: 1.538e-05, eta: 0:24:54, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0068, loss: 0.0068, grad_norm: 1.5428 +2022-03-10 21:14:52,465 - davarocr - INFO - Epoch [46][95/541] lr: 1.538e-05, eta: 0:24:51, time: 0.538, data_time: 0.006, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.8726 +2022-03-10 21:14:55,256 - davarocr - INFO - Epoch [46][100/541] lr: 1.538e-05, eta: 0:24:48, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0368, loss: 0.0368, grad_norm: 1.0761 +2022-03-10 21:14:58,071 - davarocr - INFO - Epoch [46][105/541] lr: 1.538e-05, eta: 0:24:46, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0214, loss: 0.0214, grad_norm: 1.1234 +2022-03-10 21:15:01,116 - davarocr - INFO - Epoch [46][110/541] lr: 1.538e-05, eta: 0:24:43, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 1.0429 +2022-03-10 21:15:03,983 - davarocr - INFO - Epoch [46][115/541] lr: 1.538e-05, eta: 0:24:40, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 1.0492 +2022-03-10 21:15:06,862 - davarocr - INFO - Epoch [46][120/541] lr: 1.538e-05, eta: 0:24:37, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.1092 +2022-03-10 21:15:09,530 - davarocr - INFO - Epoch [46][125/541] lr: 1.538e-05, eta: 0:24:34, time: 0.534, data_time: 0.009, memory: 5179, loss_crf: 0.0113, loss: 0.0113, grad_norm: 6.0153 +2022-03-10 21:15:12,263 - davarocr - INFO - Epoch [46][130/541] lr: 1.538e-05, eta: 0:24:31, time: 0.548, data_time: 0.011, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5761 +2022-03-10 21:15:15,028 - davarocr - INFO - Epoch [46][135/541] lr: 1.538e-05, eta: 0:24:28, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5991 +2022-03-10 21:15:18,099 - davarocr - INFO - Epoch [46][140/541] lr: 1.538e-05, eta: 0:24:26, time: 0.615, data_time: 0.008, memory: 5179, loss_crf: 0.1647, loss: 0.1647, grad_norm: 10.2137 +2022-03-10 21:15:21,251 - davarocr - INFO - Epoch [46][145/541] lr: 1.538e-05, eta: 0:24:23, time: 0.630, data_time: 0.009, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5139 +2022-03-10 21:15:24,279 - davarocr - INFO - Epoch [46][150/541] lr: 1.538e-05, eta: 0:24:20, time: 0.606, data_time: 0.008, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.5261 +2022-03-10 21:15:27,164 - davarocr - INFO - Epoch [46][155/541] lr: 1.538e-05, eta: 0:24:17, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.8496 +2022-03-10 21:15:30,061 - davarocr - INFO - Epoch [46][160/541] lr: 1.538e-05, eta: 0:24:14, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.5979 +2022-03-10 21:15:32,981 - davarocr - INFO - Epoch [46][165/541] lr: 1.538e-05, eta: 0:24:11, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.1999, loss: 0.1999, grad_norm: 13.3320 +2022-03-10 21:15:35,862 - davarocr - INFO - Epoch [46][170/541] lr: 1.538e-05, eta: 0:24:08, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5673 +2022-03-10 21:15:38,733 - davarocr - INFO - Epoch [46][175/541] lr: 1.538e-05, eta: 0:24:06, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5674 +2022-03-10 21:15:41,565 - davarocr - INFO - Epoch [46][180/541] lr: 1.538e-05, eta: 0:24:03, time: 0.566, data_time: 0.007, memory: 5179, loss_crf: 0.0136, loss: 0.0136, grad_norm: 0.8698 +2022-03-10 21:15:44,521 - davarocr - INFO - Epoch [46][185/541] lr: 1.538e-05, eta: 0:24:00, time: 0.591, data_time: 0.008, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6179 +2022-03-10 21:15:47,409 - davarocr - INFO - Epoch [46][190/541] lr: 1.538e-05, eta: 0:23:57, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.6357 +2022-03-10 21:15:50,183 - davarocr - INFO - Epoch [46][195/541] lr: 1.538e-05, eta: 0:23:54, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0265, loss: 0.0265, grad_norm: 38.0521 +2022-03-10 21:15:53,069 - davarocr - INFO - Epoch [46][200/541] lr: 1.538e-05, eta: 0:23:51, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.5226 +2022-03-10 21:15:56,087 - davarocr - INFO - Epoch [46][205/541] lr: 1.538e-05, eta: 0:23:48, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.7414 +2022-03-10 21:15:58,959 - davarocr - INFO - Epoch [46][210/541] lr: 1.538e-05, eta: 0:23:46, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.4989 +2022-03-10 21:16:02,027 - davarocr - INFO - Epoch [46][215/541] lr: 1.538e-05, eta: 0:23:43, time: 0.613, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5243 +2022-03-10 21:16:04,827 - davarocr - INFO - Epoch [46][220/541] lr: 1.538e-05, eta: 0:23:40, time: 0.559, data_time: 0.006, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.5552 +2022-03-10 21:16:07,750 - davarocr - INFO - Epoch [46][225/541] lr: 1.538e-05, eta: 0:23:37, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.5698 +2022-03-10 21:16:10,605 - davarocr - INFO - Epoch [46][230/541] lr: 1.538e-05, eta: 0:23:34, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.6002 +2022-03-10 21:16:13,499 - davarocr - INFO - Epoch [46][235/541] lr: 1.538e-05, eta: 0:23:31, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.6874 +2022-03-10 21:16:16,332 - davarocr - INFO - Epoch [46][240/541] lr: 1.538e-05, eta: 0:23:29, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.7980 +2022-03-10 21:16:19,594 - davarocr - INFO - Epoch [46][245/541] lr: 1.538e-05, eta: 0:23:26, time: 0.653, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.8104 +2022-03-10 21:16:22,885 - davarocr - INFO - Epoch [46][250/541] lr: 1.538e-05, eta: 0:23:23, time: 0.658, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.8421 +2022-03-10 21:16:25,684 - davarocr - INFO - Epoch [46][255/541] lr: 1.538e-05, eta: 0:23:20, time: 0.560, data_time: 0.007, memory: 5179, loss_crf: 0.0427, loss: 0.0427, grad_norm: 7.7290 +2022-03-10 21:16:28,532 - davarocr - INFO - Epoch [46][260/541] lr: 1.538e-05, eta: 0:23:17, time: 0.570, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5802 +2022-03-10 21:16:31,365 - davarocr - INFO - Epoch [46][265/541] lr: 1.538e-05, eta: 0:23:14, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0194, loss: 0.0194, grad_norm: 17.7836 +2022-03-10 21:16:34,204 - davarocr - INFO - Epoch [46][270/541] lr: 1.538e-05, eta: 0:23:11, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.6690 +2022-03-10 21:16:37,108 - davarocr - INFO - Epoch [46][275/541] lr: 1.538e-05, eta: 0:23:09, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.7257 +2022-03-10 21:16:39,970 - davarocr - INFO - Epoch [46][280/541] lr: 1.538e-05, eta: 0:23:06, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0699, loss: 0.0699, grad_norm: 12.9464 +2022-03-10 21:16:42,877 - davarocr - INFO - Epoch [46][285/541] lr: 1.538e-05, eta: 0:23:03, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.5342 +2022-03-10 21:16:45,869 - davarocr - INFO - Epoch [46][290/541] lr: 1.538e-05, eta: 0:23:00, time: 0.599, data_time: 0.006, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.5441 +2022-03-10 21:16:48,787 - davarocr - INFO - Epoch [46][295/541] lr: 1.538e-05, eta: 0:22:57, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5470 +2022-03-10 21:16:51,650 - davarocr - INFO - Epoch [46][300/541] lr: 1.538e-05, eta: 0:22:54, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.3764 +2022-03-10 21:16:54,644 - davarocr - INFO - Epoch [46][305/541] lr: 1.538e-05, eta: 0:22:51, time: 0.599, data_time: 0.008, memory: 5179, loss_crf: 0.2153, loss: 0.2153, grad_norm: 9.6509 +2022-03-10 21:16:57,511 - davarocr - INFO - Epoch [46][310/541] lr: 1.538e-05, eta: 0:22:49, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.6017 +2022-03-10 21:17:00,540 - davarocr - INFO - Epoch [46][315/541] lr: 1.538e-05, eta: 0:22:46, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.6136 +2022-03-10 21:17:03,448 - davarocr - INFO - Epoch [46][320/541] lr: 1.538e-05, eta: 0:22:43, time: 0.581, data_time: 0.005, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.7694 +2022-03-10 21:17:06,352 - davarocr - INFO - Epoch [46][325/541] lr: 1.538e-05, eta: 0:22:40, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.1497, loss: 0.1497, grad_norm: 90.9096 +2022-03-10 21:17:09,222 - davarocr - INFO - Epoch [46][330/541] lr: 1.538e-05, eta: 0:22:37, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 1.9636 +2022-03-10 21:17:12,093 - davarocr - INFO - Epoch [46][335/541] lr: 1.538e-05, eta: 0:22:34, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.6408 +2022-03-10 21:17:15,194 - davarocr - INFO - Epoch [46][340/541] lr: 1.538e-05, eta: 0:22:32, time: 0.620, data_time: 0.007, memory: 5179, loss_crf: 0.0463, loss: 0.0463, grad_norm: 1.0228 +2022-03-10 21:17:18,236 - davarocr - INFO - Epoch [46][345/541] lr: 1.538e-05, eta: 0:22:29, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0132, loss: 0.0132, grad_norm: 10.8962 +2022-03-10 21:17:21,383 - davarocr - INFO - Epoch [46][350/541] lr: 1.538e-05, eta: 0:22:26, time: 0.627, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5123 +2022-03-10 21:17:24,073 - davarocr - INFO - Epoch [46][355/541] lr: 1.538e-05, eta: 0:22:23, time: 0.540, data_time: 0.010, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.5306 +2022-03-10 21:17:26,699 - davarocr - INFO - Epoch [46][360/541] lr: 1.538e-05, eta: 0:22:20, time: 0.527, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.5456 +2022-03-10 21:17:29,558 - davarocr - INFO - Epoch [46][365/541] lr: 1.538e-05, eta: 0:22:17, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 0.0167, loss: 0.0167, grad_norm: 4.5016 +2022-03-10 21:17:32,397 - davarocr - INFO - Epoch [46][370/541] lr: 1.538e-05, eta: 0:22:14, time: 0.568, data_time: 0.005, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 2.2352 +2022-03-10 21:17:35,234 - davarocr - INFO - Epoch [46][375/541] lr: 1.538e-05, eta: 0:22:12, time: 0.567, data_time: 0.005, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 2.1727 +2022-03-10 21:17:38,045 - davarocr - INFO - Epoch [46][380/541] lr: 1.538e-05, eta: 0:22:09, time: 0.562, data_time: 0.006, memory: 5179, loss_crf: 0.0098, loss: 0.0098, grad_norm: 4.9125 +2022-03-10 21:17:40,895 - davarocr - INFO - Epoch [46][385/541] lr: 1.538e-05, eta: 0:22:06, time: 0.569, data_time: 0.005, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5361 +2022-03-10 21:17:43,867 - davarocr - INFO - Epoch [46][390/541] lr: 1.538e-05, eta: 0:22:03, time: 0.595, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.5415 +2022-03-10 21:17:46,441 - davarocr - INFO - Epoch [46][395/541] lr: 1.538e-05, eta: 0:22:00, time: 0.514, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.5511 +2022-03-10 21:17:49,208 - davarocr - INFO - Epoch [46][400/541] lr: 1.538e-05, eta: 0:21:57, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5730 +2022-03-10 21:17:52,264 - davarocr - INFO - Epoch [46][405/541] lr: 1.538e-05, eta: 0:21:54, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.6010 +2022-03-10 21:17:55,177 - davarocr - INFO - Epoch [46][410/541] lr: 1.538e-05, eta: 0:21:51, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.6370 +2022-03-10 21:17:58,264 - davarocr - INFO - Epoch [46][415/541] lr: 1.538e-05, eta: 0:21:49, time: 0.618, data_time: 0.008, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.8685 +2022-03-10 21:18:01,172 - davarocr - INFO - Epoch [46][420/541] lr: 1.538e-05, eta: 0:21:46, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.7138 +2022-03-10 21:18:04,069 - davarocr - INFO - Epoch [46][425/541] lr: 1.538e-05, eta: 0:21:43, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.7470 +2022-03-10 21:18:06,962 - davarocr - INFO - Epoch [46][430/541] lr: 1.538e-05, eta: 0:21:40, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.1436 +2022-03-10 21:18:09,879 - davarocr - INFO - Epoch [46][435/541] lr: 1.538e-05, eta: 0:21:37, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.8575 +2022-03-10 21:18:12,844 - davarocr - INFO - Epoch [46][440/541] lr: 1.538e-05, eta: 0:21:34, time: 0.590, data_time: 0.006, memory: 5179, loss_crf: 0.0366, loss: 0.0366, grad_norm: 1.2870 +2022-03-10 21:18:15,727 - davarocr - INFO - Epoch [46][445/541] lr: 1.538e-05, eta: 0:21:32, time: 0.576, data_time: 0.010, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.9871 +2022-03-10 21:18:18,826 - davarocr - INFO - Epoch [46][450/541] lr: 1.538e-05, eta: 0:21:29, time: 0.620, data_time: 0.012, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.0246 +2022-03-10 21:18:21,775 - davarocr - INFO - Epoch [46][455/541] lr: 1.538e-05, eta: 0:21:26, time: 0.590, data_time: 0.010, memory: 5179, loss_crf: 0.0783, loss: 0.0783, grad_norm: 2.2420 +2022-03-10 21:18:24,679 - davarocr - INFO - Epoch [46][460/541] lr: 1.538e-05, eta: 0:21:23, time: 0.582, data_time: 0.009, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.0371 +2022-03-10 21:18:27,561 - davarocr - INFO - Epoch [46][465/541] lr: 1.538e-05, eta: 0:21:20, time: 0.577, data_time: 0.008, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 1.1372 +2022-03-10 21:18:30,458 - davarocr - INFO - Epoch [46][470/541] lr: 1.538e-05, eta: 0:21:17, time: 0.579, data_time: 0.009, memory: 5179, loss_crf: 0.0102, loss: 0.0102, grad_norm: 1.2447 +2022-03-10 21:18:33,357 - davarocr - INFO - Epoch [46][475/541] lr: 1.538e-05, eta: 0:21:14, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 1.0664 +2022-03-10 21:18:36,273 - davarocr - INFO - Epoch [46][480/541] lr: 1.538e-05, eta: 0:21:12, time: 0.586, data_time: 0.009, memory: 5179, loss_crf: 0.0009, loss: 0.0009, grad_norm: 1.1504 +2022-03-10 21:18:39,187 - davarocr - INFO - Epoch [46][485/541] lr: 1.538e-05, eta: 0:21:09, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.2442 +2022-03-10 21:18:42,090 - davarocr - INFO - Epoch [46][490/541] lr: 1.538e-05, eta: 0:21:06, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 1.2770 +2022-03-10 21:18:44,815 - davarocr - INFO - Epoch [46][495/541] lr: 1.538e-05, eta: 0:21:03, time: 0.544, data_time: 0.008, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.3198 +2022-03-10 21:18:47,705 - davarocr - INFO - Epoch [46][500/541] lr: 1.538e-05, eta: 0:21:00, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0015, loss: 0.0015, grad_norm: 1.3961 +2022-03-10 21:18:50,604 - davarocr - INFO - Epoch [46][505/541] lr: 1.538e-05, eta: 0:20:57, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0760, loss: 0.0760, grad_norm: 14.5161 +2022-03-10 21:18:53,206 - davarocr - INFO - Epoch [46][510/541] lr: 1.538e-05, eta: 0:20:54, time: 0.520, data_time: 0.006, memory: 5179, loss_crf: 0.0280, loss: 0.0280, grad_norm: 0.7686 +2022-03-10 21:18:55,972 - davarocr - INFO - Epoch [46][515/541] lr: 1.538e-05, eta: 0:20:52, time: 0.554, data_time: 0.009, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5656 +2022-03-10 21:18:58,574 - davarocr - INFO - Epoch [46][520/541] lr: 1.538e-05, eta: 0:20:49, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0120, loss: 0.0120, grad_norm: 5.9732 +2022-03-10 21:19:01,136 - davarocr - INFO - Epoch [46][525/541] lr: 1.538e-05, eta: 0:20:46, time: 0.512, data_time: 0.008, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.5293 +2022-03-10 21:19:03,695 - davarocr - INFO - Epoch [46][530/541] lr: 1.538e-05, eta: 0:20:43, time: 0.512, data_time: 0.009, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.5314 +2022-03-10 21:19:06,311 - davarocr - INFO - Epoch [46][535/541] lr: 1.538e-05, eta: 0:20:40, time: 0.523, data_time: 0.008, memory: 5179, loss_crf: 0.0444, loss: 0.0444, grad_norm: 6.2163 +2022-03-10 21:19:09,138 - davarocr - INFO - Epoch [46][540/541] lr: 1.538e-05, eta: 0:20:37, time: 0.565, data_time: 0.008, memory: 5179, loss_crf: 0.1449, loss: 0.1449, grad_norm: 40.8703 +2022-03-10 21:19:46,696 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 21:19:46,697 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 21:19:46,697 - davarocr - INFO - Epoch(val) [46][541] LOC: {'precision': 0.9355033152501507, 'recall': 0.9304556354916067, 'f1-score': 0.9329726480312595}, PER: {'precision': 0.9454875832828589, 'recall': 0.9653679653679653, 'f1-score': 0.9553243574051408}, MISC: {'precision': 0.8064952638700947, 'recall': 0.8490028490028491, 'f1-score': 0.8272033310201249}, ORG: {'precision': 0.9013747758517633, 'recall': 0.9078868151715834, 'f1-score': 0.9046190761847631}, all: {'precision': 0.911744145403705, 'recall': 0.9236898016997167, 'f1-score': 0.9176781002638523}, hmean: 0.9177 +2022-03-10 21:19:52,309 - davarocr - INFO - Epoch [47][5/541] lr: 1.515e-05, eta: 0:20:34, time: 1.121, data_time: 0.498, memory: 5179, loss_crf: 0.0175, loss: 0.0175, grad_norm: 0.9038 +2022-03-10 21:19:55,216 - davarocr - INFO - Epoch [47][10/541] lr: 1.515e-05, eta: 0:20:31, time: 0.581, data_time: 0.009, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 7.8606 +2022-03-10 21:19:58,109 - davarocr - INFO - Epoch [47][15/541] lr: 1.515e-05, eta: 0:20:28, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.5522 +2022-03-10 21:20:00,973 - davarocr - INFO - Epoch [47][20/541] lr: 1.515e-05, eta: 0:20:25, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 0.5769 +2022-03-10 21:20:04,017 - davarocr - INFO - Epoch [47][25/541] lr: 1.515e-05, eta: 0:20:22, time: 0.609, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5842 +2022-03-10 21:20:06,753 - davarocr - INFO - Epoch [47][30/541] lr: 1.515e-05, eta: 0:20:20, time: 0.547, data_time: 0.029, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.6128 +2022-03-10 21:20:09,571 - davarocr - INFO - Epoch [47][35/541] lr: 1.515e-05, eta: 0:20:17, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.6586 +2022-03-10 21:20:12,175 - davarocr - INFO - Epoch [47][40/541] lr: 1.515e-05, eta: 0:20:14, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.7076 +2022-03-10 21:20:15,084 - davarocr - INFO - Epoch [47][45/541] lr: 1.515e-05, eta: 0:20:11, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.7353 +2022-03-10 21:20:17,874 - davarocr - INFO - Epoch [47][50/541] lr: 1.515e-05, eta: 0:20:08, time: 0.558, data_time: 0.008, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.7834 +2022-03-10 21:20:20,768 - davarocr - INFO - Epoch [47][55/541] lr: 1.515e-05, eta: 0:20:05, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0155, loss: 0.0155, grad_norm: 0.9385 +2022-03-10 21:20:23,720 - davarocr - INFO - Epoch [47][60/541] lr: 1.515e-05, eta: 0:20:02, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 3.3768 +2022-03-10 21:20:26,587 - davarocr - INFO - Epoch [47][65/541] lr: 1.515e-05, eta: 0:20:00, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.5747 +2022-03-10 21:20:29,825 - davarocr - INFO - Epoch [47][70/541] lr: 1.515e-05, eta: 0:19:57, time: 0.645, data_time: 0.006, memory: 5179, loss_crf: 0.0119, loss: 0.0119, grad_norm: 0.7643 +2022-03-10 21:20:32,592 - davarocr - INFO - Epoch [47][75/541] lr: 1.515e-05, eta: 0:19:54, time: 0.553, data_time: 0.011, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.6439 +2022-03-10 21:20:35,418 - davarocr - INFO - Epoch [47][80/541] lr: 1.515e-05, eta: 0:19:51, time: 0.568, data_time: 0.009, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.6820 +2022-03-10 21:20:38,333 - davarocr - INFO - Epoch [47][85/541] lr: 1.515e-05, eta: 0:19:48, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.1638, loss: 0.1638, grad_norm: 5.8026 +2022-03-10 21:20:40,944 - davarocr - INFO - Epoch [47][90/541] lr: 1.515e-05, eta: 0:19:45, time: 0.523, data_time: 0.008, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 0.6048 +2022-03-10 21:20:43,534 - davarocr - INFO - Epoch [47][95/541] lr: 1.515e-05, eta: 0:19:42, time: 0.518, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6103 +2022-03-10 21:20:46,112 - davarocr - INFO - Epoch [47][100/541] lr: 1.515e-05, eta: 0:19:40, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.6696 +2022-03-10 21:20:48,697 - davarocr - INFO - Epoch [47][105/541] lr: 1.515e-05, eta: 0:19:37, time: 0.517, data_time: 0.009, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.7993 +2022-03-10 21:20:51,423 - davarocr - INFO - Epoch [47][110/541] lr: 1.515e-05, eta: 0:19:34, time: 0.545, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.7249 +2022-03-10 21:20:54,064 - davarocr - INFO - Epoch [47][115/541] lr: 1.515e-05, eta: 0:19:31, time: 0.528, data_time: 0.006, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.7828 +2022-03-10 21:20:56,971 - davarocr - INFO - Epoch [47][120/541] lr: 1.515e-05, eta: 0:19:28, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.8387 +2022-03-10 21:21:00,040 - davarocr - INFO - Epoch [47][125/541] lr: 1.515e-05, eta: 0:19:25, time: 0.614, data_time: 0.006, memory: 5179, loss_crf: 0.0143, loss: 0.0143, grad_norm: 1.0003 +2022-03-10 21:21:02,894 - davarocr - INFO - Epoch [47][130/541] lr: 1.515e-05, eta: 0:19:22, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.9841 +2022-03-10 21:21:05,801 - davarocr - INFO - Epoch [47][135/541] lr: 1.515e-05, eta: 0:19:20, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 1.0451 +2022-03-10 21:21:08,877 - davarocr - INFO - Epoch [47][140/541] lr: 1.515e-05, eta: 0:19:17, time: 0.616, data_time: 0.007, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 1.5634 +2022-03-10 21:21:11,801 - davarocr - INFO - Epoch [47][145/541] lr: 1.515e-05, eta: 0:19:14, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 1.1886 +2022-03-10 21:21:14,819 - davarocr - INFO - Epoch [47][150/541] lr: 1.515e-05, eta: 0:19:11, time: 0.604, data_time: 0.006, memory: 5179, loss_crf: 0.1192, loss: 0.1192, grad_norm: 12.7856 +2022-03-10 21:21:17,698 - davarocr - INFO - Epoch [47][155/541] lr: 1.515e-05, eta: 0:19:08, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.7230 +2022-03-10 21:21:20,694 - davarocr - INFO - Epoch [47][160/541] lr: 1.515e-05, eta: 0:19:05, time: 0.599, data_time: 0.008, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.6098 +2022-03-10 21:21:23,526 - davarocr - INFO - Epoch [47][165/541] lr: 1.515e-05, eta: 0:19:02, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.6294 +2022-03-10 21:21:26,390 - davarocr - INFO - Epoch [47][170/541] lr: 1.515e-05, eta: 0:19:00, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.7057 +2022-03-10 21:21:29,602 - davarocr - INFO - Epoch [47][175/541] lr: 1.515e-05, eta: 0:18:57, time: 0.643, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 2.0086 +2022-03-10 21:21:32,364 - davarocr - INFO - Epoch [47][180/541] lr: 1.515e-05, eta: 0:18:54, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0680, loss: 0.0680, grad_norm: 24.3196 +2022-03-10 21:21:35,205 - davarocr - INFO - Epoch [47][185/541] lr: 1.515e-05, eta: 0:18:51, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5356 +2022-03-10 21:21:38,148 - davarocr - INFO - Epoch [47][190/541] lr: 1.515e-05, eta: 0:18:48, time: 0.589, data_time: 0.006, memory: 5179, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.5671 +2022-03-10 21:21:40,920 - davarocr - INFO - Epoch [47][195/541] lr: 1.515e-05, eta: 0:18:45, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.5956 +2022-03-10 21:21:43,470 - davarocr - INFO - Epoch [47][200/541] lr: 1.515e-05, eta: 0:18:42, time: 0.510, data_time: 0.007, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.0452 +2022-03-10 21:21:46,076 - davarocr - INFO - Epoch [47][205/541] lr: 1.515e-05, eta: 0:18:40, time: 0.521, data_time: 0.005, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 3.0103 +2022-03-10 21:21:48,847 - davarocr - INFO - Epoch [47][210/541] lr: 1.515e-05, eta: 0:18:37, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6208 +2022-03-10 21:21:51,737 - davarocr - INFO - Epoch [47][215/541] lr: 1.515e-05, eta: 0:18:34, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0232, loss: 0.0232, grad_norm: 8.6693 +2022-03-10 21:21:54,531 - davarocr - INFO - Epoch [47][220/541] lr: 1.515e-05, eta: 0:18:31, time: 0.559, data_time: 0.008, memory: 5179, loss_crf: 0.0357, loss: 0.0357, grad_norm: 11.5247 +2022-03-10 21:21:57,334 - davarocr - INFO - Epoch [47][225/541] lr: 1.515e-05, eta: 0:18:28, time: 0.561, data_time: 0.008, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.5378 +2022-03-10 21:22:00,317 - davarocr - INFO - Epoch [47][230/541] lr: 1.515e-05, eta: 0:18:25, time: 0.597, data_time: 0.006, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.6059 +2022-03-10 21:22:03,236 - davarocr - INFO - Epoch [47][235/541] lr: 1.515e-05, eta: 0:18:22, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.5882 +2022-03-10 21:22:06,144 - davarocr - INFO - Epoch [47][240/541] lr: 1.515e-05, eta: 0:18:20, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.7256 +2022-03-10 21:22:09,213 - davarocr - INFO - Epoch [47][245/541] lr: 1.515e-05, eta: 0:18:17, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0085, loss: 0.0085, grad_norm: 0.7739 +2022-03-10 21:22:12,104 - davarocr - INFO - Epoch [47][250/541] lr: 1.515e-05, eta: 0:18:14, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.7328 +2022-03-10 21:22:15,176 - davarocr - INFO - Epoch [47][255/541] lr: 1.515e-05, eta: 0:18:11, time: 0.614, data_time: 0.008, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.8794 +2022-03-10 21:22:18,075 - davarocr - INFO - Epoch [47][260/541] lr: 1.515e-05, eta: 0:18:08, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.8430 +2022-03-10 21:22:21,068 - davarocr - INFO - Epoch [47][265/541] lr: 1.515e-05, eta: 0:18:05, time: 0.598, data_time: 0.008, memory: 5179, loss_crf: 0.0687, loss: 0.0687, grad_norm: 1.6341 +2022-03-10 21:22:24,096 - davarocr - INFO - Epoch [47][270/541] lr: 1.515e-05, eta: 0:18:02, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0021, loss: 0.0021, grad_norm: 1.0621 +2022-03-10 21:22:27,130 - davarocr - INFO - Epoch [47][275/541] lr: 1.515e-05, eta: 0:18:00, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 4.2265 +2022-03-10 21:22:30,116 - davarocr - INFO - Epoch [47][280/541] lr: 1.515e-05, eta: 0:17:57, time: 0.598, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.6344 +2022-03-10 21:22:33,015 - davarocr - INFO - Epoch [47][285/541] lr: 1.515e-05, eta: 0:17:54, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.6734 +2022-03-10 21:22:35,886 - davarocr - INFO - Epoch [47][290/541] lr: 1.515e-05, eta: 0:17:51, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0656, loss: 0.0656, grad_norm: 20.6684 +2022-03-10 21:22:38,768 - davarocr - INFO - Epoch [47][295/541] lr: 1.515e-05, eta: 0:17:48, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5139 +2022-03-10 21:22:41,653 - davarocr - INFO - Epoch [47][300/541] lr: 1.515e-05, eta: 0:17:45, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.5362 +2022-03-10 21:22:44,545 - davarocr - INFO - Epoch [47][305/541] lr: 1.515e-05, eta: 0:17:42, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.5891 +2022-03-10 21:22:47,442 - davarocr - INFO - Epoch [47][310/541] lr: 1.515e-05, eta: 0:17:40, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.6373 +2022-03-10 21:22:50,483 - davarocr - INFO - Epoch [47][315/541] lr: 1.515e-05, eta: 0:17:37, time: 0.608, data_time: 0.008, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.6824 +2022-03-10 21:22:53,346 - davarocr - INFO - Epoch [47][320/541] lr: 1.515e-05, eta: 0:17:34, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0505, loss: 0.0505, grad_norm: 18.6557 +2022-03-10 21:22:55,987 - davarocr - INFO - Epoch [47][325/541] lr: 1.515e-05, eta: 0:17:31, time: 0.528, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.4740 +2022-03-10 21:22:58,901 - davarocr - INFO - Epoch [47][330/541] lr: 1.515e-05, eta: 0:17:28, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0447, loss: 0.0447, grad_norm: 7.5858 +2022-03-10 21:23:01,828 - davarocr - INFO - Epoch [47][335/541] lr: 1.515e-05, eta: 0:17:25, time: 0.585, data_time: 0.008, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.5700 +2022-03-10 21:23:04,773 - davarocr - INFO - Epoch [47][340/541] lr: 1.515e-05, eta: 0:17:22, time: 0.590, data_time: 0.009, memory: 5179, loss_crf: 0.1202, loss: 0.1202, grad_norm: 1.2965 +2022-03-10 21:23:07,805 - davarocr - INFO - Epoch [47][345/541] lr: 1.515e-05, eta: 0:17:20, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.1259, loss: 0.1259, grad_norm: 25.3859 +2022-03-10 21:23:10,650 - davarocr - INFO - Epoch [47][350/541] lr: 1.515e-05, eta: 0:17:17, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0218, loss: 0.0218, grad_norm: 1.1084 +2022-03-10 21:23:13,514 - davarocr - INFO - Epoch [47][355/541] lr: 1.515e-05, eta: 0:17:14, time: 0.574, data_time: 0.009, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.8268 +2022-03-10 21:23:16,144 - davarocr - INFO - Epoch [47][360/541] lr: 1.515e-05, eta: 0:17:11, time: 0.526, data_time: 0.005, memory: 5179, loss_crf: 0.0786, loss: 0.0786, grad_norm: 19.0541 +2022-03-10 21:23:18,748 - davarocr - INFO - Epoch [47][365/541] lr: 1.515e-05, eta: 0:17:08, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.5700 +2022-03-10 21:23:21,762 - davarocr - INFO - Epoch [47][370/541] lr: 1.515e-05, eta: 0:17:05, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0161, loss: 0.0161, grad_norm: 2.3259 +2022-03-10 21:23:24,490 - davarocr - INFO - Epoch [47][375/541] lr: 1.515e-05, eta: 0:17:02, time: 0.546, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.6407 +2022-03-10 21:23:27,353 - davarocr - INFO - Epoch [47][380/541] lr: 1.515e-05, eta: 0:17:00, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.6760 +2022-03-10 21:23:30,044 - davarocr - INFO - Epoch [47][385/541] lr: 1.515e-05, eta: 0:16:57, time: 0.538, data_time: 0.007, memory: 5179, loss_crf: 0.0116, loss: 0.0116, grad_norm: 4.8196 +2022-03-10 21:23:32,637 - davarocr - INFO - Epoch [47][390/541] lr: 1.515e-05, eta: 0:16:54, time: 0.519, data_time: 0.007, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.5636 +2022-03-10 21:23:35,243 - davarocr - INFO - Epoch [47][395/541] lr: 1.515e-05, eta: 0:16:51, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.5782 +2022-03-10 21:23:37,850 - davarocr - INFO - Epoch [47][400/541] lr: 1.515e-05, eta: 0:16:48, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 6.7573 +2022-03-10 21:23:40,440 - davarocr - INFO - Epoch [47][405/541] lr: 1.515e-05, eta: 0:16:45, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0341, loss: 0.0341, grad_norm: 2.1482 +2022-03-10 21:23:43,271 - davarocr - INFO - Epoch [47][410/541] lr: 1.515e-05, eta: 0:16:42, time: 0.567, data_time: 0.008, memory: 5179, loss_crf: 0.1030, loss: 0.1030, grad_norm: 19.9488 +2022-03-10 21:23:46,228 - davarocr - INFO - Epoch [47][415/541] lr: 1.515e-05, eta: 0:16:39, time: 0.591, data_time: 0.006, memory: 5179, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.5372 +2022-03-10 21:23:48,788 - davarocr - INFO - Epoch [47][420/541] lr: 1.515e-05, eta: 0:16:37, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.9796 +2022-03-10 21:23:51,360 - davarocr - INFO - Epoch [47][425/541] lr: 1.515e-05, eta: 0:16:34, time: 0.515, data_time: 0.008, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.6542 +2022-03-10 21:23:54,071 - davarocr - INFO - Epoch [47][430/541] lr: 1.515e-05, eta: 0:16:31, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.7374 +2022-03-10 21:23:56,644 - davarocr - INFO - Epoch [47][435/541] lr: 1.515e-05, eta: 0:16:28, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 1.1299 +2022-03-10 21:23:59,268 - davarocr - INFO - Epoch [47][440/541] lr: 1.515e-05, eta: 0:16:25, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.9209 +2022-03-10 21:24:02,324 - davarocr - INFO - Epoch [47][445/541] lr: 1.515e-05, eta: 0:16:22, time: 0.611, data_time: 0.007, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.9676 +2022-03-10 21:24:05,227 - davarocr - INFO - Epoch [47][450/541] lr: 1.515e-05, eta: 0:16:19, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.0512 +2022-03-10 21:24:08,296 - davarocr - INFO - Epoch [47][455/541] lr: 1.515e-05, eta: 0:16:17, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 0.0379, loss: 0.0379, grad_norm: 18.8396 +2022-03-10 21:24:11,203 - davarocr - INFO - Epoch [47][460/541] lr: 1.515e-05, eta: 0:16:14, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0820, loss: 0.0820, grad_norm: 10.5423 +2022-03-10 21:24:14,104 - davarocr - INFO - Epoch [47][465/541] lr: 1.515e-05, eta: 0:16:11, time: 0.580, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.5480 +2022-03-10 21:24:17,304 - davarocr - INFO - Epoch [47][470/541] lr: 1.515e-05, eta: 0:16:08, time: 0.640, data_time: 0.007, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.5526 +2022-03-10 21:24:20,363 - davarocr - INFO - Epoch [47][475/541] lr: 1.515e-05, eta: 0:16:05, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.6056 +2022-03-10 21:24:23,400 - davarocr - INFO - Epoch [47][480/541] lr: 1.515e-05, eta: 0:16:02, time: 0.607, data_time: 0.006, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.6851 +2022-03-10 21:24:26,311 - davarocr - INFO - Epoch [47][485/541] lr: 1.515e-05, eta: 0:15:59, time: 0.582, data_time: 0.005, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.7495 +2022-03-10 21:24:29,232 - davarocr - INFO - Epoch [47][490/541] lr: 1.515e-05, eta: 0:15:57, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.2038 +2022-03-10 21:24:32,151 - davarocr - INFO - Epoch [47][495/541] lr: 1.515e-05, eta: 0:15:54, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.9119 +2022-03-10 21:24:35,063 - davarocr - INFO - Epoch [47][500/541] lr: 1.515e-05, eta: 0:15:51, time: 0.583, data_time: 0.007, memory: 5179, loss_crf: 0.0608, loss: 0.0608, grad_norm: 11.0445 +2022-03-10 21:24:37,966 - davarocr - INFO - Epoch [47][505/541] lr: 1.515e-05, eta: 0:15:48, time: 0.580, data_time: 0.009, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.6387 +2022-03-10 21:24:40,857 - davarocr - INFO - Epoch [47][510/541] lr: 1.515e-05, eta: 0:15:45, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0078, loss: 0.0078, grad_norm: 0.6931 +2022-03-10 21:24:43,736 - davarocr - INFO - Epoch [47][515/541] lr: 1.515e-05, eta: 0:15:42, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0666, loss: 0.0666, grad_norm: 5.6798 +2022-03-10 21:24:46,347 - davarocr - INFO - Epoch [47][520/541] lr: 1.515e-05, eta: 0:15:39, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0396, loss: 0.0396, grad_norm: 14.8359 +2022-03-10 21:24:48,885 - davarocr - INFO - Epoch [47][525/541] lr: 1.515e-05, eta: 0:15:37, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.5652 +2022-03-10 21:24:51,633 - davarocr - INFO - Epoch [47][530/541] lr: 1.515e-05, eta: 0:15:34, time: 0.546, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.5824 +2022-03-10 21:24:54,230 - davarocr - INFO - Epoch [47][535/541] lr: 1.515e-05, eta: 0:15:31, time: 0.520, data_time: 0.010, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.6476 +2022-03-10 21:24:56,889 - davarocr - INFO - Epoch [47][540/541] lr: 1.515e-05, eta: 0:15:28, time: 0.532, data_time: 0.008, memory: 5179, loss_crf: 0.0378, loss: 0.0378, grad_norm: 1.0711 +2022-03-10 21:25:35,266 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 21:25:35,267 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 21:25:35,267 - davarocr - INFO - Epoch(val) [47][541] LOC: {'precision': 0.9483712354025814, 'recall': 0.9250599520383693, 'f1-score': 0.9365705614567525}, PER: {'precision': 0.957790192427064, 'recall': 0.9542362399505256, 'f1-score': 0.9560099132589839}, MISC: {'precision': 0.8510324483775811, 'recall': 0.8219373219373219, 'f1-score': 0.836231884057971}, ORG: {'precision': 0.8593837535014006, 'recall': 0.9235400361228175, 'f1-score': 0.8903076030179918}, all: {'precision': 0.9115944571127872, 'recall': 0.9201487252124646, 'f1-score': 0.9158516168825448}, hmean: 0.9159 +2022-03-10 21:25:40,675 - davarocr - INFO - Epoch [48][5/541] lr: 1.493e-05, eta: 0:15:25, time: 1.081, data_time: 0.491, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.7990 +2022-03-10 21:25:43,558 - davarocr - INFO - Epoch [48][10/541] lr: 1.493e-05, eta: 0:15:22, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 1.1277 +2022-03-10 21:25:46,362 - davarocr - INFO - Epoch [48][15/541] lr: 1.493e-05, eta: 0:15:19, time: 0.561, data_time: 0.008, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 2.2441 +2022-03-10 21:25:48,973 - davarocr - INFO - Epoch [48][20/541] lr: 1.493e-05, eta: 0:15:16, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.8710 +2022-03-10 21:25:51,521 - davarocr - INFO - Epoch [48][25/541] lr: 1.493e-05, eta: 0:15:13, time: 0.510, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 1.7777 +2022-03-10 21:25:54,255 - davarocr - INFO - Epoch [48][30/541] lr: 1.493e-05, eta: 0:15:10, time: 0.547, data_time: 0.005, memory: 5179, loss_crf: 0.0389, loss: 0.0389, grad_norm: 6.6777 +2022-03-10 21:25:57,033 - davarocr - INFO - Epoch [48][35/541] lr: 1.493e-05, eta: 0:15:07, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0203, loss: 0.0203, grad_norm: 0.7415 +2022-03-10 21:25:59,681 - davarocr - INFO - Epoch [48][40/541] lr: 1.493e-05, eta: 0:15:05, time: 0.530, data_time: 0.008, memory: 5179, loss_crf: 0.0223, loss: 0.0223, grad_norm: 0.8964 +2022-03-10 21:26:02,535 - davarocr - INFO - Epoch [48][45/541] lr: 1.493e-05, eta: 0:15:02, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.6988 +2022-03-10 21:26:05,586 - davarocr - INFO - Epoch [48][50/541] lr: 1.493e-05, eta: 0:14:59, time: 0.610, data_time: 0.007, memory: 5179, loss_crf: 0.0119, loss: 0.0119, grad_norm: 6.0801 +2022-03-10 21:26:08,644 - davarocr - INFO - Epoch [48][55/541] lr: 1.493e-05, eta: 0:14:56, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 0.5822 +2022-03-10 21:26:11,527 - davarocr - INFO - Epoch [48][60/541] lr: 1.493e-05, eta: 0:14:53, time: 0.576, data_time: 0.007, memory: 5179, loss_crf: 0.0112, loss: 0.0112, grad_norm: 0.6915 +2022-03-10 21:26:14,128 - davarocr - INFO - Epoch [48][65/541] lr: 1.493e-05, eta: 0:14:50, time: 0.521, data_time: 0.008, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.9103 +2022-03-10 21:26:16,848 - davarocr - INFO - Epoch [48][70/541] lr: 1.493e-05, eta: 0:14:47, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0154, loss: 0.0154, grad_norm: 0.9524 +2022-03-10 21:26:19,382 - davarocr - INFO - Epoch [48][75/541] lr: 1.493e-05, eta: 0:14:45, time: 0.507, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.8274 +2022-03-10 21:26:21,961 - davarocr - INFO - Epoch [48][80/541] lr: 1.493e-05, eta: 0:14:42, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.9263 +2022-03-10 21:26:24,508 - davarocr - INFO - Epoch [48][85/541] lr: 1.493e-05, eta: 0:14:39, time: 0.508, data_time: 0.008, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 1.0050 +2022-03-10 21:26:27,251 - davarocr - INFO - Epoch [48][90/541] lr: 1.493e-05, eta: 0:14:36, time: 0.550, data_time: 0.008, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.1545 +2022-03-10 21:26:30,161 - davarocr - INFO - Epoch [48][95/541] lr: 1.493e-05, eta: 0:14:33, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0431, loss: 0.0431, grad_norm: 1.5023 +2022-03-10 21:26:33,144 - davarocr - INFO - Epoch [48][100/541] lr: 1.493e-05, eta: 0:14:30, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0722, loss: 0.0722, grad_norm: 12.3510 +2022-03-10 21:26:36,074 - davarocr - INFO - Epoch [48][105/541] lr: 1.493e-05, eta: 0:14:27, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0059, loss: 0.0059, grad_norm: 0.5323 +2022-03-10 21:26:38,653 - davarocr - INFO - Epoch [48][110/541] lr: 1.493e-05, eta: 0:14:24, time: 0.517, data_time: 0.008, memory: 5179, loss_crf: 0.0471, loss: 0.0471, grad_norm: 30.0934 +2022-03-10 21:26:41,242 - davarocr - INFO - Epoch [48][115/541] lr: 1.493e-05, eta: 0:14:22, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 1.6098 +2022-03-10 21:26:43,804 - davarocr - INFO - Epoch [48][120/541] lr: 1.493e-05, eta: 0:14:19, time: 0.513, data_time: 0.007, memory: 5179, loss_crf: 0.0140, loss: 0.0140, grad_norm: 0.9074 +2022-03-10 21:26:46,335 - davarocr - INFO - Epoch [48][125/541] lr: 1.493e-05, eta: 0:14:16, time: 0.506, data_time: 0.006, memory: 5179, loss_crf: 0.0277, loss: 0.0277, grad_norm: 16.3079 +2022-03-10 21:26:49,129 - davarocr - INFO - Epoch [48][130/541] lr: 1.493e-05, eta: 0:14:13, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.0173 +2022-03-10 21:26:51,880 - davarocr - INFO - Epoch [48][135/541] lr: 1.493e-05, eta: 0:14:10, time: 0.550, data_time: 0.006, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.7483 +2022-03-10 21:26:54,606 - davarocr - INFO - Epoch [48][140/541] lr: 1.493e-05, eta: 0:14:07, time: 0.544, data_time: 0.006, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.7731 +2022-03-10 21:26:57,487 - davarocr - INFO - Epoch [48][145/541] lr: 1.493e-05, eta: 0:14:04, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0307, loss: 0.0307, grad_norm: 8.6919 +2022-03-10 21:27:00,481 - davarocr - INFO - Epoch [48][150/541] lr: 1.493e-05, eta: 0:14:02, time: 0.598, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.5036 +2022-03-10 21:27:03,344 - davarocr - INFO - Epoch [48][155/541] lr: 1.493e-05, eta: 0:13:59, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0306, loss: 0.0306, grad_norm: 2.5925 +2022-03-10 21:27:06,233 - davarocr - INFO - Epoch [48][160/541] lr: 1.493e-05, eta: 0:13:56, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.6108 +2022-03-10 21:27:09,183 - davarocr - INFO - Epoch [48][165/541] lr: 1.493e-05, eta: 0:13:53, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0177, loss: 0.0177, grad_norm: 5.4916 +2022-03-10 21:27:12,226 - davarocr - INFO - Epoch [48][170/541] lr: 1.493e-05, eta: 0:13:50, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 0.5539 +2022-03-10 21:27:15,108 - davarocr - INFO - Epoch [48][175/541] lr: 1.493e-05, eta: 0:13:47, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.5834 +2022-03-10 21:27:18,041 - davarocr - INFO - Epoch [48][180/541] lr: 1.493e-05, eta: 0:13:44, time: 0.587, data_time: 0.006, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.6111 +2022-03-10 21:27:20,931 - davarocr - INFO - Epoch [48][185/541] lr: 1.493e-05, eta: 0:13:42, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.6812 +2022-03-10 21:27:23,991 - davarocr - INFO - Epoch [48][190/541] lr: 1.493e-05, eta: 0:13:39, time: 0.612, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.7957 +2022-03-10 21:27:27,046 - davarocr - INFO - Epoch [48][195/541] lr: 1.493e-05, eta: 0:13:36, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.8417 +2022-03-10 21:27:30,096 - davarocr - INFO - Epoch [48][200/541] lr: 1.493e-05, eta: 0:13:33, time: 0.611, data_time: 0.008, memory: 5179, loss_crf: 0.0267, loss: 0.0267, grad_norm: 24.3025 +2022-03-10 21:27:33,155 - davarocr - INFO - Epoch [48][205/541] lr: 1.493e-05, eta: 0:13:30, time: 0.611, data_time: 0.006, memory: 5179, loss_crf: 0.0572, loss: 0.0572, grad_norm: 3.1588 +2022-03-10 21:27:36,044 - davarocr - INFO - Epoch [48][210/541] lr: 1.493e-05, eta: 0:13:27, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.4665 +2022-03-10 21:27:38,925 - davarocr - INFO - Epoch [48][215/541] lr: 1.493e-05, eta: 0:13:24, time: 0.576, data_time: 0.009, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 0.4943 +2022-03-10 21:27:41,620 - davarocr - INFO - Epoch [48][220/541] lr: 1.493e-05, eta: 0:13:22, time: 0.539, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.5548 +2022-03-10 21:27:44,225 - davarocr - INFO - Epoch [48][225/541] lr: 1.493e-05, eta: 0:13:19, time: 0.521, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.6458 +2022-03-10 21:27:47,100 - davarocr - INFO - Epoch [48][230/541] lr: 1.493e-05, eta: 0:13:16, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0089, loss: 0.0089, grad_norm: 6.5750 +2022-03-10 21:27:50,129 - davarocr - INFO - Epoch [48][235/541] lr: 1.493e-05, eta: 0:13:13, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.5737 +2022-03-10 21:27:53,007 - davarocr - INFO - Epoch [48][240/541] lr: 1.493e-05, eta: 0:13:10, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.6795 +2022-03-10 21:27:55,907 - davarocr - INFO - Epoch [48][245/541] lr: 1.493e-05, eta: 0:13:07, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.7803 +2022-03-10 21:27:58,663 - davarocr - INFO - Epoch [48][250/541] lr: 1.493e-05, eta: 0:13:04, time: 0.551, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.8371 +2022-03-10 21:28:01,423 - davarocr - INFO - Epoch [48][255/541] lr: 1.493e-05, eta: 0:13:02, time: 0.552, data_time: 0.006, memory: 5179, loss_crf: 0.0551, loss: 0.0551, grad_norm: 6.6931 +2022-03-10 21:28:04,016 - davarocr - INFO - Epoch [48][260/541] lr: 1.493e-05, eta: 0:12:59, time: 0.519, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.5577 +2022-03-10 21:28:06,766 - davarocr - INFO - Epoch [48][265/541] lr: 1.493e-05, eta: 0:12:56, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.5522 +2022-03-10 21:28:09,356 - davarocr - INFO - Epoch [48][270/541] lr: 1.493e-05, eta: 0:12:53, time: 0.518, data_time: 0.008, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 2.2214 +2022-03-10 21:28:12,267 - davarocr - INFO - Epoch [48][275/541] lr: 1.493e-05, eta: 0:12:50, time: 0.582, data_time: 0.007, memory: 5179, loss_crf: 0.0890, loss: 0.0890, grad_norm: 22.2140 +2022-03-10 21:28:15,163 - davarocr - INFO - Epoch [48][280/541] lr: 1.493e-05, eta: 0:12:47, time: 0.579, data_time: 0.008, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.5766 +2022-03-10 21:28:18,029 - davarocr - INFO - Epoch [48][285/541] lr: 1.493e-05, eta: 0:12:44, time: 0.573, data_time: 0.006, memory: 5179, loss_crf: 0.0889, loss: 0.0889, grad_norm: 23.0655 +2022-03-10 21:28:20,911 - davarocr - INFO - Epoch [48][290/541] lr: 1.493e-05, eta: 0:12:42, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.1770, loss: 0.1770, grad_norm: 1.2567 +2022-03-10 21:28:24,083 - davarocr - INFO - Epoch [48][295/541] lr: 1.493e-05, eta: 0:12:39, time: 0.634, data_time: 0.007, memory: 5179, loss_crf: 0.0225, loss: 0.0225, grad_norm: 7.0254 +2022-03-10 21:28:26,943 - davarocr - INFO - Epoch [48][300/541] lr: 1.493e-05, eta: 0:12:36, time: 0.571, data_time: 0.007, memory: 5179, loss_crf: 0.0440, loss: 0.0440, grad_norm: 1.0305 +2022-03-10 21:28:29,959 - davarocr - INFO - Epoch [48][305/541] lr: 1.493e-05, eta: 0:12:33, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 1.1045 +2022-03-10 21:28:32,842 - davarocr - INFO - Epoch [48][310/541] lr: 1.493e-05, eta: 0:12:30, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.8020 +2022-03-10 21:28:35,726 - davarocr - INFO - Epoch [48][315/541] lr: 1.493e-05, eta: 0:12:27, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.8305 +2022-03-10 21:28:38,593 - davarocr - INFO - Epoch [48][320/541] lr: 1.493e-05, eta: 0:12:24, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0173, loss: 0.0173, grad_norm: 8.7119 +2022-03-10 21:28:41,481 - davarocr - INFO - Epoch [48][325/541] lr: 1.493e-05, eta: 0:12:22, time: 0.578, data_time: 0.008, memory: 5179, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.4802 +2022-03-10 21:28:44,343 - davarocr - INFO - Epoch [48][330/541] lr: 1.493e-05, eta: 0:12:19, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.5121 +2022-03-10 21:28:47,200 - davarocr - INFO - Epoch [48][335/541] lr: 1.493e-05, eta: 0:12:16, time: 0.572, data_time: 0.005, memory: 5179, loss_crf: 0.0533, loss: 0.0533, grad_norm: 14.4296 +2022-03-10 21:28:50,262 - davarocr - INFO - Epoch [48][340/541] lr: 1.493e-05, eta: 0:12:13, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 3.0264 +2022-03-10 21:28:53,122 - davarocr - INFO - Epoch [48][345/541] lr: 1.493e-05, eta: 0:12:10, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.4998 +2022-03-10 21:28:55,991 - davarocr - INFO - Epoch [48][350/541] lr: 1.493e-05, eta: 0:12:07, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0073, loss: 0.0073, grad_norm: 5.2298 +2022-03-10 21:28:59,012 - davarocr - INFO - Epoch [48][355/541] lr: 1.493e-05, eta: 0:12:04, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.0744 +2022-03-10 21:29:01,569 - davarocr - INFO - Epoch [48][360/541] lr: 1.493e-05, eta: 0:12:02, time: 0.512, data_time: 0.007, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.6989 +2022-03-10 21:29:04,095 - davarocr - INFO - Epoch [48][365/541] lr: 1.493e-05, eta: 0:11:59, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.7550 +2022-03-10 21:29:06,780 - davarocr - INFO - Epoch [48][370/541] lr: 1.493e-05, eta: 0:11:56, time: 0.537, data_time: 0.007, memory: 5179, loss_crf: 0.0181, loss: 0.0181, grad_norm: 0.9348 +2022-03-10 21:29:09,455 - davarocr - INFO - Epoch [48][375/541] lr: 1.493e-05, eta: 0:11:53, time: 0.533, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.8834 +2022-03-10 21:29:12,014 - davarocr - INFO - Epoch [48][380/541] lr: 1.493e-05, eta: 0:11:50, time: 0.513, data_time: 0.008, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.9394 +2022-03-10 21:29:14,560 - davarocr - INFO - Epoch [48][385/541] lr: 1.493e-05, eta: 0:11:47, time: 0.509, data_time: 0.007, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.0390 +2022-03-10 21:29:17,326 - davarocr - INFO - Epoch [48][390/541] lr: 1.493e-05, eta: 0:11:44, time: 0.553, data_time: 0.006, memory: 5179, loss_crf: 0.0793, loss: 0.0793, grad_norm: 3.9335 +2022-03-10 21:29:20,218 - davarocr - INFO - Epoch [48][395/541] lr: 1.493e-05, eta: 0:11:41, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.5973 +2022-03-10 21:29:22,843 - davarocr - INFO - Epoch [48][400/541] lr: 1.493e-05, eta: 0:11:39, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.0089, loss: 0.0089, grad_norm: 0.9573 +2022-03-10 21:29:25,559 - davarocr - INFO - Epoch [48][405/541] lr: 1.493e-05, eta: 0:11:36, time: 0.546, data_time: 0.010, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.8311 +2022-03-10 21:29:28,168 - davarocr - INFO - Epoch [48][410/541] lr: 1.493e-05, eta: 0:11:33, time: 0.522, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.9753 +2022-03-10 21:29:30,785 - davarocr - INFO - Epoch [48][415/541] lr: 1.493e-05, eta: 0:11:30, time: 0.524, data_time: 0.006, memory: 5179, loss_crf: 0.0079, loss: 0.0079, grad_norm: 4.1159 +2022-03-10 21:29:33,496 - davarocr - INFO - Epoch [48][420/541] lr: 1.493e-05, eta: 0:11:27, time: 0.541, data_time: 0.006, memory: 5179, loss_crf: 0.0067, loss: 0.0067, grad_norm: 0.7727 +2022-03-10 21:29:36,357 - davarocr - INFO - Epoch [48][425/541] lr: 1.493e-05, eta: 0:11:24, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.7959 +2022-03-10 21:29:39,141 - davarocr - INFO - Epoch [48][430/541] lr: 1.493e-05, eta: 0:11:21, time: 0.558, data_time: 0.009, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.8393 +2022-03-10 21:29:41,895 - davarocr - INFO - Epoch [48][435/541] lr: 1.493e-05, eta: 0:11:19, time: 0.550, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.9361 +2022-03-10 21:29:44,784 - davarocr - INFO - Epoch [48][440/541] lr: 1.493e-05, eta: 0:11:16, time: 0.578, data_time: 0.007, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 6.6949 +2022-03-10 21:29:47,347 - davarocr - INFO - Epoch [48][445/541] lr: 1.493e-05, eta: 0:11:13, time: 0.513, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.6318 +2022-03-10 21:29:50,206 - davarocr - INFO - Epoch [48][450/541] lr: 1.493e-05, eta: 0:11:10, time: 0.572, data_time: 0.006, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.6350 +2022-03-10 21:29:53,234 - davarocr - INFO - Epoch [48][455/541] lr: 1.493e-05, eta: 0:11:07, time: 0.606, data_time: 0.007, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.0654 +2022-03-10 21:29:56,124 - davarocr - INFO - Epoch [48][460/541] lr: 1.493e-05, eta: 0:11:04, time: 0.578, data_time: 0.009, memory: 5179, loss_crf: 0.0239, loss: 0.0239, grad_norm: 1.4061 +2022-03-10 21:29:59,005 - davarocr - INFO - Epoch [48][465/541] lr: 1.493e-05, eta: 0:11:01, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0225, loss: 0.0225, grad_norm: 8.0484 +2022-03-10 21:30:01,954 - davarocr - INFO - Epoch [48][470/541] lr: 1.493e-05, eta: 0:10:59, time: 0.590, data_time: 0.007, memory: 5179, loss_crf: 0.0228, loss: 0.0228, grad_norm: 12.4315 +2022-03-10 21:30:05,034 - davarocr - INFO - Epoch [48][475/541] lr: 1.493e-05, eta: 0:10:56, time: 0.616, data_time: 0.008, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.2029 +2022-03-10 21:30:07,872 - davarocr - INFO - Epoch [48][480/541] lr: 1.493e-05, eta: 0:10:53, time: 0.568, data_time: 0.009, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.7087 +2022-03-10 21:30:10,798 - davarocr - INFO - Epoch [48][485/541] lr: 1.493e-05, eta: 0:10:50, time: 0.586, data_time: 0.008, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.7112 +2022-03-10 21:30:13,666 - davarocr - INFO - Epoch [48][490/541] lr: 1.493e-05, eta: 0:10:47, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.8251 +2022-03-10 21:30:16,834 - davarocr - INFO - Epoch [48][495/541] lr: 1.493e-05, eta: 0:10:44, time: 0.634, data_time: 0.007, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.8887 +2022-03-10 21:30:19,700 - davarocr - INFO - Epoch [48][500/541] lr: 1.493e-05, eta: 0:10:41, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0026, loss: 0.0026, grad_norm: 1.0009 +2022-03-10 21:30:22,492 - davarocr - INFO - Epoch [48][505/541] lr: 1.493e-05, eta: 0:10:39, time: 0.558, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.1236 +2022-03-10 21:30:25,189 - davarocr - INFO - Epoch [48][510/541] lr: 1.493e-05, eta: 0:10:36, time: 0.540, data_time: 0.007, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 2.0320 +2022-03-10 21:30:27,799 - davarocr - INFO - Epoch [48][515/541] lr: 1.493e-05, eta: 0:10:33, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.3884 +2022-03-10 21:30:30,385 - davarocr - INFO - Epoch [48][520/541] lr: 1.493e-05, eta: 0:10:30, time: 0.517, data_time: 0.007, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.5338 +2022-03-10 21:30:33,193 - davarocr - INFO - Epoch [48][525/541] lr: 1.493e-05, eta: 0:10:27, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.6343 +2022-03-10 21:30:35,985 - davarocr - INFO - Epoch [48][530/541] lr: 1.493e-05, eta: 0:10:24, time: 0.560, data_time: 0.008, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 1.7751 +2022-03-10 21:30:38,856 - davarocr - INFO - Epoch [48][535/541] lr: 1.493e-05, eta: 0:10:21, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.8836 +2022-03-10 21:30:41,888 - davarocr - INFO - Epoch [48][540/541] lr: 1.493e-05, eta: 0:10:19, time: 0.603, data_time: 0.006, memory: 5179, loss_crf: 0.0028, loss: 0.0028, grad_norm: 2.0083 +2022-03-10 21:31:20,815 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 21:31:20,816 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 21:31:20,816 - davarocr - INFO - Epoch(val) [48][541] LOC: {'precision': 0.9119533527696793, 'recall': 0.9376498800959233, 'f1-score': 0.9246231155778896}, PER: {'precision': 0.967192429022082, 'recall': 0.948051948051948, 'f1-score': 0.9575265459088069}, MISC: {'precision': 0.8284923928077456, 'recall': 0.8532763532763533, 'f1-score': 0.840701754385965}, ORG: {'precision': 0.9062310949788264, 'recall': 0.9018663455749548, 'f1-score': 0.9040434520217261}, all: {'precision': 0.9150810429880197, 'recall': 0.9196175637393768, 'f1-score': 0.9173436948074886}, hmean: 0.9173 +2022-03-10 21:31:26,203 - davarocr - INFO - Epoch [49][5/541] lr: 1.471e-05, eta: 0:10:15, time: 1.076, data_time: 0.490, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 2.1597 +2022-03-10 21:31:29,134 - davarocr - INFO - Epoch [49][10/541] lr: 1.471e-05, eta: 0:10:12, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 2.2554 +2022-03-10 21:31:32,423 - davarocr - INFO - Epoch [49][15/541] lr: 1.471e-05, eta: 0:10:09, time: 0.658, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.3953 +2022-03-10 21:31:35,202 - davarocr - INFO - Epoch [49][20/541] lr: 1.471e-05, eta: 0:10:07, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 2.4790 +2022-03-10 21:31:37,723 - davarocr - INFO - Epoch [49][25/541] lr: 1.471e-05, eta: 0:10:04, time: 0.505, data_time: 0.007, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 2.6208 +2022-03-10 21:31:40,734 - davarocr - INFO - Epoch [49][30/541] lr: 1.471e-05, eta: 0:10:01, time: 0.602, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 2.7279 +2022-03-10 21:31:43,527 - davarocr - INFO - Epoch [49][35/541] lr: 1.471e-05, eta: 0:09:58, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 2.8532 +2022-03-10 21:31:46,451 - davarocr - INFO - Epoch [49][40/541] lr: 1.471e-05, eta: 0:09:55, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 2.9586 +2022-03-10 21:31:49,298 - davarocr - INFO - Epoch [49][45/541] lr: 1.471e-05, eta: 0:09:52, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 3.0971 +2022-03-10 21:31:52,213 - davarocr - INFO - Epoch [49][50/541] lr: 1.471e-05, eta: 0:09:49, time: 0.582, data_time: 0.005, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 3.2590 +2022-03-10 21:31:55,246 - davarocr - INFO - Epoch [49][55/541] lr: 1.471e-05, eta: 0:09:47, time: 0.607, data_time: 0.034, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 3.3896 +2022-03-10 21:31:58,308 - davarocr - INFO - Epoch [49][60/541] lr: 1.471e-05, eta: 0:09:44, time: 0.613, data_time: 0.008, memory: 5179, loss_crf: 0.0064, loss: 0.0064, grad_norm: 3.7136 +2022-03-10 21:32:01,195 - davarocr - INFO - Epoch [49][65/541] lr: 1.471e-05, eta: 0:09:41, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 2.1814 +2022-03-10 21:32:04,256 - davarocr - INFO - Epoch [49][70/541] lr: 1.471e-05, eta: 0:09:38, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 2.3221 +2022-03-10 21:32:07,276 - davarocr - INFO - Epoch [49][75/541] lr: 1.471e-05, eta: 0:09:35, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0363, loss: 0.0363, grad_norm: 2.6034 +2022-03-10 21:32:10,124 - davarocr - INFO - Epoch [49][80/541] lr: 1.471e-05, eta: 0:09:32, time: 0.569, data_time: 0.007, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 2.5788 +2022-03-10 21:32:13,037 - davarocr - INFO - Epoch [49][85/541] lr: 1.471e-05, eta: 0:09:29, time: 0.584, data_time: 0.008, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 2.6976 +2022-03-10 21:32:15,894 - davarocr - INFO - Epoch [49][90/541] lr: 1.471e-05, eta: 0:09:27, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.8550 +2022-03-10 21:32:18,890 - davarocr - INFO - Epoch [49][95/541] lr: 1.471e-05, eta: 0:09:24, time: 0.599, data_time: 0.005, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 3.3566 +2022-03-10 21:32:21,748 - davarocr - INFO - Epoch [49][100/541] lr: 1.471e-05, eta: 0:09:21, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0154, loss: 0.0154, grad_norm: 3.1747 +2022-03-10 21:32:24,562 - davarocr - INFO - Epoch [49][105/541] lr: 1.471e-05, eta: 0:09:18, time: 0.562, data_time: 0.006, memory: 5179, loss_crf: 0.0630, loss: 0.0630, grad_norm: 9.8818 +2022-03-10 21:32:27,177 - davarocr - INFO - Epoch [49][110/541] lr: 1.471e-05, eta: 0:09:15, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.6865 +2022-03-10 21:32:29,887 - davarocr - INFO - Epoch [49][115/541] lr: 1.471e-05, eta: 0:09:12, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0173, loss: 0.0173, grad_norm: 17.7517 +2022-03-10 21:32:32,850 - davarocr - INFO - Epoch [49][120/541] lr: 1.471e-05, eta: 0:09:09, time: 0.593, data_time: 0.007, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 1.5244 +2022-03-10 21:32:35,947 - davarocr - INFO - Epoch [49][125/541] lr: 1.471e-05, eta: 0:09:07, time: 0.620, data_time: 0.006, memory: 5179, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.8174 +2022-03-10 21:32:38,942 - davarocr - INFO - Epoch [49][130/541] lr: 1.471e-05, eta: 0:09:04, time: 0.599, data_time: 0.006, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 0.9041 +2022-03-10 21:32:41,849 - davarocr - INFO - Epoch [49][135/541] lr: 1.471e-05, eta: 0:09:01, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 1.0891 +2022-03-10 21:32:44,599 - davarocr - INFO - Epoch [49][140/541] lr: 1.471e-05, eta: 0:08:58, time: 0.550, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 1.1363 +2022-03-10 21:32:47,261 - davarocr - INFO - Epoch [49][145/541] lr: 1.471e-05, eta: 0:08:55, time: 0.532, data_time: 0.006, memory: 5179, loss_crf: 0.0136, loss: 0.0136, grad_norm: 6.6936 +2022-03-10 21:32:50,102 - davarocr - INFO - Epoch [49][150/541] lr: 1.471e-05, eta: 0:08:52, time: 0.568, data_time: 0.006, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.6738 +2022-03-10 21:32:52,988 - davarocr - INFO - Epoch [49][155/541] lr: 1.471e-05, eta: 0:08:49, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 1.5768 +2022-03-10 21:32:55,860 - davarocr - INFO - Epoch [49][160/541] lr: 1.471e-05, eta: 0:08:47, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.9345 +2022-03-10 21:32:58,901 - davarocr - INFO - Epoch [49][165/541] lr: 1.471e-05, eta: 0:08:44, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0791, loss: 0.0791, grad_norm: 11.9442 +2022-03-10 21:33:01,762 - davarocr - INFO - Epoch [49][170/541] lr: 1.471e-05, eta: 0:08:41, time: 0.573, data_time: 0.007, memory: 5179, loss_crf: 0.0203, loss: 0.0203, grad_norm: 0.7867 +2022-03-10 21:33:04,810 - davarocr - INFO - Epoch [49][175/541] lr: 1.471e-05, eta: 0:08:38, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.6825 +2022-03-10 21:33:07,632 - davarocr - INFO - Epoch [49][180/541] lr: 1.471e-05, eta: 0:08:35, time: 0.564, data_time: 0.008, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.7329 +2022-03-10 21:33:10,362 - davarocr - INFO - Epoch [49][185/541] lr: 1.471e-05, eta: 0:08:32, time: 0.546, data_time: 0.009, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.8273 +2022-03-10 21:33:13,235 - davarocr - INFO - Epoch [49][190/541] lr: 1.471e-05, eta: 0:08:29, time: 0.575, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.9481 +2022-03-10 21:33:16,154 - davarocr - INFO - Epoch [49][195/541] lr: 1.471e-05, eta: 0:08:27, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0073, loss: 0.0073, grad_norm: 1.0665 +2022-03-10 21:33:18,958 - davarocr - INFO - Epoch [49][200/541] lr: 1.471e-05, eta: 0:08:24, time: 0.561, data_time: 0.007, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.1585 +2022-03-10 21:33:21,823 - davarocr - INFO - Epoch [49][205/541] lr: 1.471e-05, eta: 0:08:21, time: 0.574, data_time: 0.007, memory: 5179, loss_crf: 0.0228, loss: 0.0228, grad_norm: 5.6732 +2022-03-10 21:33:24,716 - davarocr - INFO - Epoch [49][210/541] lr: 1.471e-05, eta: 0:08:18, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0150, loss: 0.0150, grad_norm: 0.7761 +2022-03-10 21:33:27,521 - davarocr - INFO - Epoch [49][215/541] lr: 1.471e-05, eta: 0:08:15, time: 0.560, data_time: 0.006, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.7197 +2022-03-10 21:33:30,450 - davarocr - INFO - Epoch [49][220/541] lr: 1.471e-05, eta: 0:08:12, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.7780 +2022-03-10 21:33:33,448 - davarocr - INFO - Epoch [49][225/541] lr: 1.471e-05, eta: 0:08:09, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.9811 +2022-03-10 21:33:36,437 - davarocr - INFO - Epoch [49][230/541] lr: 1.471e-05, eta: 0:08:07, time: 0.598, data_time: 0.007, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 1.0546 +2022-03-10 21:33:39,149 - davarocr - INFO - Epoch [49][235/541] lr: 1.471e-05, eta: 0:08:04, time: 0.542, data_time: 0.007, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 1.1951 +2022-03-10 21:33:41,908 - davarocr - INFO - Epoch [49][240/541] lr: 1.471e-05, eta: 0:08:01, time: 0.552, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 1.3235 +2022-03-10 21:33:44,770 - davarocr - INFO - Epoch [49][245/541] lr: 1.471e-05, eta: 0:07:58, time: 0.572, data_time: 0.007, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 1.5072 +2022-03-10 21:33:47,652 - davarocr - INFO - Epoch [49][250/541] lr: 1.471e-05, eta: 0:07:55, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 1.8280 +2022-03-10 21:33:50,472 - davarocr - INFO - Epoch [49][255/541] lr: 1.471e-05, eta: 0:07:52, time: 0.564, data_time: 0.006, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 1.7815 +2022-03-10 21:33:53,402 - davarocr - INFO - Epoch [49][260/541] lr: 1.471e-05, eta: 0:07:49, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0032, loss: 0.0032, grad_norm: 1.9337 +2022-03-10 21:33:56,411 - davarocr - INFO - Epoch [49][265/541] lr: 1.471e-05, eta: 0:07:47, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0039, loss: 0.0039, grad_norm: 2.0948 +2022-03-10 21:33:59,296 - davarocr - INFO - Epoch [49][270/541] lr: 1.471e-05, eta: 0:07:44, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0472, loss: 0.0472, grad_norm: 2.4451 +2022-03-10 21:34:02,147 - davarocr - INFO - Epoch [49][275/541] lr: 1.471e-05, eta: 0:07:41, time: 0.570, data_time: 0.006, memory: 5179, loss_crf: 0.0127, loss: 0.0127, grad_norm: 2.3904 +2022-03-10 21:34:05,333 - davarocr - INFO - Epoch [49][280/541] lr: 1.471e-05, eta: 0:07:38, time: 0.638, data_time: 0.006, memory: 5179, loss_crf: 0.0163, loss: 0.0163, grad_norm: 2.5002 +2022-03-10 21:34:07,978 - davarocr - INFO - Epoch [49][285/541] lr: 1.471e-05, eta: 0:07:35, time: 0.529, data_time: 0.007, memory: 5179, loss_crf: 0.0307, loss: 0.0307, grad_norm: 23.7697 +2022-03-10 21:34:10,629 - davarocr - INFO - Epoch [49][290/541] lr: 1.471e-05, eta: 0:07:32, time: 0.530, data_time: 0.008, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 0.6263 +2022-03-10 21:34:13,396 - davarocr - INFO - Epoch [49][295/541] lr: 1.471e-05, eta: 0:07:29, time: 0.553, data_time: 0.007, memory: 5179, loss_crf: 0.0233, loss: 0.0233, grad_norm: 19.8862 +2022-03-10 21:34:16,046 - davarocr - INFO - Epoch [49][300/541] lr: 1.471e-05, eta: 0:07:27, time: 0.531, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.6241 +2022-03-10 21:34:18,685 - davarocr - INFO - Epoch [49][305/541] lr: 1.471e-05, eta: 0:07:24, time: 0.527, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.6766 +2022-03-10 21:34:21,468 - davarocr - INFO - Epoch [49][310/541] lr: 1.471e-05, eta: 0:07:21, time: 0.556, data_time: 0.006, memory: 5179, loss_crf: 0.0895, loss: 0.0895, grad_norm: 62.2534 +2022-03-10 21:34:24,293 - davarocr - INFO - Epoch [49][315/541] lr: 1.471e-05, eta: 0:07:18, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.5984 +2022-03-10 21:34:27,174 - davarocr - INFO - Epoch [49][320/541] lr: 1.471e-05, eta: 0:07:15, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.6685 +2022-03-10 21:34:30,205 - davarocr - INFO - Epoch [49][325/541] lr: 1.471e-05, eta: 0:07:12, time: 0.606, data_time: 0.006, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 0.7076 +2022-03-10 21:34:33,386 - davarocr - INFO - Epoch [49][330/541] lr: 1.471e-05, eta: 0:07:09, time: 0.636, data_time: 0.007, memory: 5179, loss_crf: 0.0199, loss: 0.0199, grad_norm: 2.6971 +2022-03-10 21:34:36,243 - davarocr - INFO - Epoch [49][335/541] lr: 1.471e-05, eta: 0:07:07, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.8745 +2022-03-10 21:34:39,048 - davarocr - INFO - Epoch [49][340/541] lr: 1.471e-05, eta: 0:07:04, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.9655 +2022-03-10 21:34:42,051 - davarocr - INFO - Epoch [49][345/541] lr: 1.471e-05, eta: 0:07:01, time: 0.601, data_time: 0.008, memory: 5179, loss_crf: 0.0236, loss: 0.0236, grad_norm: 1.4063 +2022-03-10 21:34:45,026 - davarocr - INFO - Epoch [49][350/541] lr: 1.471e-05, eta: 0:06:58, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 3.4948 +2022-03-10 21:34:47,995 - davarocr - INFO - Epoch [49][355/541] lr: 1.471e-05, eta: 0:06:55, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.0594, loss: 0.0594, grad_norm: 22.4807 +2022-03-10 21:34:50,981 - davarocr - INFO - Epoch [49][360/541] lr: 1.471e-05, eta: 0:06:52, time: 0.596, data_time: 0.006, memory: 5179, loss_crf: 0.0117, loss: 0.0117, grad_norm: 7.9519 +2022-03-10 21:34:53,938 - davarocr - INFO - Epoch [49][365/541] lr: 1.471e-05, eta: 0:06:49, time: 0.592, data_time: 0.007, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.5972 +2022-03-10 21:34:57,024 - davarocr - INFO - Epoch [49][370/541] lr: 1.471e-05, eta: 0:06:47, time: 0.617, data_time: 0.007, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.6918 +2022-03-10 21:34:59,996 - davarocr - INFO - Epoch [49][375/541] lr: 1.471e-05, eta: 0:06:44, time: 0.594, data_time: 0.006, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.7965 +2022-03-10 21:35:03,162 - davarocr - INFO - Epoch [49][380/541] lr: 1.471e-05, eta: 0:06:41, time: 0.633, data_time: 0.006, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 1.0000 +2022-03-10 21:35:06,062 - davarocr - INFO - Epoch [49][385/541] lr: 1.471e-05, eta: 0:06:38, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0546, loss: 0.0546, grad_norm: 6.5589 +2022-03-10 21:35:09,046 - davarocr - INFO - Epoch [49][390/541] lr: 1.471e-05, eta: 0:06:35, time: 0.597, data_time: 0.007, memory: 5179, loss_crf: 0.0125, loss: 0.0125, grad_norm: 0.8057 +2022-03-10 21:35:12,064 - davarocr - INFO - Epoch [49][395/541] lr: 1.471e-05, eta: 0:06:32, time: 0.603, data_time: 0.008, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.7261 +2022-03-10 21:35:14,871 - davarocr - INFO - Epoch [49][400/541] lr: 1.471e-05, eta: 0:06:29, time: 0.562, data_time: 0.009, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.8156 +2022-03-10 21:35:17,829 - davarocr - INFO - Epoch [49][405/541] lr: 1.471e-05, eta: 0:06:27, time: 0.592, data_time: 0.009, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 1.1746 +2022-03-10 21:35:20,661 - davarocr - INFO - Epoch [49][410/541] lr: 1.471e-05, eta: 0:06:24, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.1780 +2022-03-10 21:35:23,490 - davarocr - INFO - Epoch [49][415/541] lr: 1.471e-05, eta: 0:06:21, time: 0.563, data_time: 0.007, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.2557 +2022-03-10 21:35:26,287 - davarocr - INFO - Epoch [49][420/541] lr: 1.471e-05, eta: 0:06:18, time: 0.559, data_time: 0.010, memory: 5179, loss_crf: 0.0025, loss: 0.0025, grad_norm: 1.4063 +2022-03-10 21:35:29,227 - davarocr - INFO - Epoch [49][425/541] lr: 1.471e-05, eta: 0:06:15, time: 0.588, data_time: 0.011, memory: 5179, loss_crf: 0.0029, loss: 0.0029, grad_norm: 1.6042 +2022-03-10 21:35:32,489 - davarocr - INFO - Epoch [49][430/541] lr: 1.471e-05, eta: 0:06:12, time: 0.653, data_time: 0.011, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 1.7621 +2022-03-10 21:35:35,571 - davarocr - INFO - Epoch [49][435/541] lr: 1.471e-05, eta: 0:06:09, time: 0.619, data_time: 0.010, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 1.8891 +2022-03-10 21:35:38,556 - davarocr - INFO - Epoch [49][440/541] lr: 1.471e-05, eta: 0:06:07, time: 0.596, data_time: 0.007, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 2.1416 +2022-03-10 21:35:41,396 - davarocr - INFO - Epoch [49][445/541] lr: 1.471e-05, eta: 0:06:04, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 2.2388 +2022-03-10 21:35:44,236 - davarocr - INFO - Epoch [49][450/541] lr: 1.471e-05, eta: 0:06:01, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0027, loss: 0.0027, grad_norm: 2.3825 +2022-03-10 21:35:47,101 - davarocr - INFO - Epoch [49][455/541] lr: 1.471e-05, eta: 0:05:58, time: 0.573, data_time: 0.008, memory: 5179, loss_crf: 0.0147, loss: 0.0147, grad_norm: 7.8218 +2022-03-10 21:35:50,070 - davarocr - INFO - Epoch [49][460/541] lr: 1.471e-05, eta: 0:05:55, time: 0.594, data_time: 0.007, memory: 5179, loss_crf: 0.0069, loss: 0.0069, grad_norm: 0.6959 +2022-03-10 21:35:53,067 - davarocr - INFO - Epoch [49][465/541] lr: 1.471e-05, eta: 0:05:52, time: 0.600, data_time: 0.008, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 1.9798 +2022-03-10 21:35:56,047 - davarocr - INFO - Epoch [49][470/541] lr: 1.471e-05, eta: 0:05:49, time: 0.597, data_time: 0.007, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.8907 +2022-03-10 21:35:59,011 - davarocr - INFO - Epoch [49][475/541] lr: 1.471e-05, eta: 0:05:47, time: 0.589, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.9940 +2022-03-10 21:36:02,225 - davarocr - INFO - Epoch [49][480/541] lr: 1.471e-05, eta: 0:05:44, time: 0.646, data_time: 0.010, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 1.1038 +2022-03-10 21:36:05,144 - davarocr - INFO - Epoch [49][485/541] lr: 1.471e-05, eta: 0:05:41, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.2562 +2022-03-10 21:36:08,002 - davarocr - INFO - Epoch [49][490/541] lr: 1.471e-05, eta: 0:05:38, time: 0.571, data_time: 0.006, memory: 5179, loss_crf: 0.0033, loss: 0.0033, grad_norm: 1.3724 +2022-03-10 21:36:10,799 - davarocr - INFO - Epoch [49][495/541] lr: 1.471e-05, eta: 0:05:35, time: 0.559, data_time: 0.007, memory: 5179, loss_crf: 0.1727, loss: 0.1727, grad_norm: 3.6932 +2022-03-10 21:36:13,665 - davarocr - INFO - Epoch [49][500/541] lr: 1.471e-05, eta: 0:05:32, time: 0.574, data_time: 0.008, memory: 5179, loss_crf: 0.0081, loss: 0.0081, grad_norm: 0.8484 +2022-03-10 21:36:16,500 - davarocr - INFO - Epoch [49][505/541] lr: 1.471e-05, eta: 0:05:29, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.1438 +2022-03-10 21:36:19,343 - davarocr - INFO - Epoch [49][510/541] lr: 1.471e-05, eta: 0:05:27, time: 0.568, data_time: 0.007, memory: 5179, loss_crf: 0.0135, loss: 0.0135, grad_norm: 10.4662 +2022-03-10 21:36:22,255 - davarocr - INFO - Epoch [49][515/541] lr: 1.471e-05, eta: 0:05:24, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.6045 +2022-03-10 21:36:25,160 - davarocr - INFO - Epoch [49][520/541] lr: 1.471e-05, eta: 0:05:21, time: 0.581, data_time: 0.006, memory: 5179, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.6761 +2022-03-10 21:36:28,058 - davarocr - INFO - Epoch [49][525/541] lr: 1.471e-05, eta: 0:05:18, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0101, loss: 0.0101, grad_norm: 0.8662 +2022-03-10 21:36:31,059 - davarocr - INFO - Epoch [49][530/541] lr: 1.471e-05, eta: 0:05:15, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0866, loss: 0.0866, grad_norm: 3.5226 +2022-03-10 21:36:34,070 - davarocr - INFO - Epoch [49][535/541] lr: 1.471e-05, eta: 0:05:12, time: 0.602, data_time: 0.005, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.7734 +2022-03-10 21:36:37,079 - davarocr - INFO - Epoch [49][540/541] lr: 1.471e-05, eta: 0:05:09, time: 0.602, data_time: 0.008, memory: 5179, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.8825 +2022-03-10 21:37:14,843 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 21:37:14,844 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 21:37:14,844 - davarocr - INFO - Epoch(val) [49][541] LOC: {'precision': 0.9066666666666666, 'recall': 0.9376498800959233, 'f1-score': 0.9218980253463012}, PER: {'precision': 0.9511599511599511, 'recall': 0.9635126777983921, 'f1-score': 0.9572964669738864}, MISC: {'precision': 0.8544668587896254, 'recall': 0.8447293447293447, 'f1-score': 0.8495702005730659}, ORG: {'precision': 0.915327564894932, 'recall': 0.8916315472606864, 'f1-score': 0.9033241842025008}, all: {'precision': 0.9155947136563877, 'recall': 0.919971671388102, 'f1-score': 0.9177779740351497}, hmean: 0.9178 +2022-03-10 21:37:20,247 - davarocr - INFO - Epoch [50][5/541] lr: 1.449e-05, eta: 0:05:06, time: 1.079, data_time: 0.490, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.8030 +2022-03-10 21:37:23,192 - davarocr - INFO - Epoch [50][10/541] lr: 1.449e-05, eta: 0:05:03, time: 0.589, data_time: 0.007, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.7254 +2022-03-10 21:37:26,138 - davarocr - INFO - Epoch [50][15/541] lr: 1.449e-05, eta: 0:05:00, time: 0.589, data_time: 0.007, memory: 5179, loss_crf: 0.3193, loss: 0.3193, grad_norm: 35.9610 +2022-03-10 21:37:28,992 - davarocr - INFO - Epoch [50][20/541] lr: 1.449e-05, eta: 0:04:57, time: 0.571, data_time: 0.008, memory: 5179, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.5101 +2022-03-10 21:37:31,689 - davarocr - INFO - Epoch [50][25/541] lr: 1.449e-05, eta: 0:04:55, time: 0.540, data_time: 0.006, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.5673 +2022-03-10 21:37:34,569 - davarocr - INFO - Epoch [50][30/541] lr: 1.449e-05, eta: 0:04:52, time: 0.576, data_time: 0.006, memory: 5179, loss_crf: 0.0223, loss: 0.0223, grad_norm: 0.9423 +2022-03-10 21:37:37,456 - davarocr - INFO - Epoch [50][35/541] lr: 1.449e-05, eta: 0:04:49, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.8785 +2022-03-10 21:37:40,333 - davarocr - INFO - Epoch [50][40/541] lr: 1.449e-05, eta: 0:04:46, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.0811 +2022-03-10 21:37:43,398 - davarocr - INFO - Epoch [50][45/541] lr: 1.449e-05, eta: 0:04:43, time: 0.613, data_time: 0.007, memory: 5179, loss_crf: 0.0064, loss: 0.0064, grad_norm: 1.3089 +2022-03-10 21:37:46,485 - davarocr - INFO - Epoch [50][50/541] lr: 1.449e-05, eta: 0:04:40, time: 0.618, data_time: 0.008, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.4333 +2022-03-10 21:37:49,229 - davarocr - INFO - Epoch [50][55/541] lr: 1.449e-05, eta: 0:04:37, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 4.1877 +2022-03-10 21:37:51,876 - davarocr - INFO - Epoch [50][60/541] lr: 1.449e-05, eta: 0:04:35, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0232, loss: 0.0232, grad_norm: 1.0449 +2022-03-10 21:37:54,723 - davarocr - INFO - Epoch [50][65/541] lr: 1.449e-05, eta: 0:04:32, time: 0.567, data_time: 0.007, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.9707 +2022-03-10 21:37:57,539 - davarocr - INFO - Epoch [50][70/541] lr: 1.449e-05, eta: 0:04:29, time: 0.566, data_time: 0.010, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 1.5101 +2022-03-10 21:38:00,367 - davarocr - INFO - Epoch [50][75/541] lr: 1.449e-05, eta: 0:04:26, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0066, loss: 0.0066, grad_norm: 1.3143 +2022-03-10 21:38:03,198 - davarocr - INFO - Epoch [50][80/541] lr: 1.449e-05, eta: 0:04:23, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0045, loss: 0.0045, grad_norm: 1.8783 +2022-03-10 21:38:06,235 - davarocr - INFO - Epoch [50][85/541] lr: 1.449e-05, eta: 0:04:20, time: 0.607, data_time: 0.007, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.6574 +2022-03-10 21:38:09,094 - davarocr - INFO - Epoch [50][90/541] lr: 1.449e-05, eta: 0:04:17, time: 0.572, data_time: 0.008, memory: 5179, loss_crf: 0.0038, loss: 0.0038, grad_norm: 1.8493 +2022-03-10 21:38:11,689 - davarocr - INFO - Epoch [50][95/541] lr: 1.449e-05, eta: 0:04:15, time: 0.520, data_time: 0.009, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 2.6530 +2022-03-10 21:38:14,463 - davarocr - INFO - Epoch [50][100/541] lr: 1.449e-05, eta: 0:04:12, time: 0.555, data_time: 0.007, memory: 5179, loss_crf: 0.0303, loss: 0.0303, grad_norm: 6.3291 +2022-03-10 21:38:17,175 - davarocr - INFO - Epoch [50][105/541] lr: 1.449e-05, eta: 0:04:09, time: 0.542, data_time: 0.006, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 2.1321 +2022-03-10 21:38:20,077 - davarocr - INFO - Epoch [50][110/541] lr: 1.449e-05, eta: 0:04:06, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.7864 +2022-03-10 21:38:23,108 - davarocr - INFO - Epoch [50][115/541] lr: 1.449e-05, eta: 0:04:03, time: 0.605, data_time: 0.007, memory: 5179, loss_crf: 0.0049, loss: 0.0049, grad_norm: 1.5260 +2022-03-10 21:38:25,918 - davarocr - INFO - Epoch [50][120/541] lr: 1.449e-05, eta: 0:04:00, time: 0.562, data_time: 0.008, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 1.1520 +2022-03-10 21:38:28,766 - davarocr - INFO - Epoch [50][125/541] lr: 1.449e-05, eta: 0:03:57, time: 0.570, data_time: 0.008, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 1.3230 +2022-03-10 21:38:31,672 - davarocr - INFO - Epoch [50][130/541] lr: 1.449e-05, eta: 0:03:55, time: 0.582, data_time: 0.008, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.5297 +2022-03-10 21:38:34,604 - davarocr - INFO - Epoch [50][135/541] lr: 1.449e-05, eta: 0:03:52, time: 0.585, data_time: 0.007, memory: 5179, loss_crf: 0.0060, loss: 0.0060, grad_norm: 1.7570 +2022-03-10 21:38:37,439 - davarocr - INFO - Epoch [50][140/541] lr: 1.449e-05, eta: 0:03:49, time: 0.568, data_time: 0.008, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.9577 +2022-03-10 21:38:40,141 - davarocr - INFO - Epoch [50][145/541] lr: 1.449e-05, eta: 0:03:46, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 2.1382 +2022-03-10 21:38:43,313 - davarocr - INFO - Epoch [50][150/541] lr: 1.449e-05, eta: 0:03:43, time: 0.634, data_time: 0.007, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 2.3207 +2022-03-10 21:38:46,215 - davarocr - INFO - Epoch [50][155/541] lr: 1.449e-05, eta: 0:03:40, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0126, loss: 0.0126, grad_norm: 3.8102 +2022-03-10 21:38:49,237 - davarocr - INFO - Epoch [50][160/541] lr: 1.449e-05, eta: 0:03:37, time: 0.604, data_time: 0.007, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.7165 +2022-03-10 21:38:52,166 - davarocr - INFO - Epoch [50][165/541] lr: 1.449e-05, eta: 0:03:35, time: 0.586, data_time: 0.007, memory: 5179, loss_crf: 0.0051, loss: 0.0051, grad_norm: 1.8919 +2022-03-10 21:38:54,935 - davarocr - INFO - Epoch [50][170/541] lr: 1.449e-05, eta: 0:03:32, time: 0.554, data_time: 0.007, memory: 5179, loss_crf: 0.0206, loss: 0.0206, grad_norm: 2.1109 +2022-03-10 21:38:57,538 - davarocr - INFO - Epoch [50][175/541] lr: 1.449e-05, eta: 0:03:29, time: 0.520, data_time: 0.007, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 2.2301 +2022-03-10 21:39:00,125 - davarocr - INFO - Epoch [50][180/541] lr: 1.449e-05, eta: 0:03:26, time: 0.518, data_time: 0.007, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 2.4161 +2022-03-10 21:39:03,000 - davarocr - INFO - Epoch [50][185/541] lr: 1.449e-05, eta: 0:03:23, time: 0.574, data_time: 0.006, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 2.5798 +2022-03-10 21:39:05,998 - davarocr - INFO - Epoch [50][190/541] lr: 1.449e-05, eta: 0:03:20, time: 0.600, data_time: 0.007, memory: 5179, loss_crf: 0.0076, loss: 0.0076, grad_norm: 3.2276 +2022-03-10 21:39:09,007 - davarocr - INFO - Epoch [50][195/541] lr: 1.449e-05, eta: 0:03:17, time: 0.602, data_time: 0.007, memory: 5179, loss_crf: 0.0099, loss: 0.0099, grad_norm: 3.4362 +2022-03-10 21:39:12,046 - davarocr - INFO - Epoch [50][200/541] lr: 1.449e-05, eta: 0:03:15, time: 0.608, data_time: 0.006, memory: 5179, loss_crf: 0.0031, loss: 0.0031, grad_norm: 3.5877 +2022-03-10 21:39:14,953 - davarocr - INFO - Epoch [50][205/541] lr: 1.449e-05, eta: 0:03:12, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0022, loss: 0.0022, grad_norm: 3.9425 +2022-03-10 21:39:17,828 - davarocr - INFO - Epoch [50][210/541] lr: 1.449e-05, eta: 0:03:09, time: 0.575, data_time: 0.006, memory: 5179, loss_crf: 0.0125, loss: 0.0125, grad_norm: 4.5947 +2022-03-10 21:39:20,560 - davarocr - INFO - Epoch [50][215/541] lr: 1.449e-05, eta: 0:03:06, time: 0.546, data_time: 0.006, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.6777 +2022-03-10 21:39:23,107 - davarocr - INFO - Epoch [50][220/541] lr: 1.449e-05, eta: 0:03:03, time: 0.510, data_time: 0.005, memory: 5179, loss_crf: 0.0030, loss: 0.0030, grad_norm: 1.9249 +2022-03-10 21:39:25,820 - davarocr - INFO - Epoch [50][225/541] lr: 1.449e-05, eta: 0:03:00, time: 0.543, data_time: 0.006, memory: 5179, loss_crf: 0.0063, loss: 0.0063, grad_norm: 2.1608 +2022-03-10 21:39:28,708 - davarocr - INFO - Epoch [50][230/541] lr: 1.449e-05, eta: 0:02:57, time: 0.577, data_time: 0.005, memory: 5179, loss_crf: 0.0064, loss: 0.0064, grad_norm: 2.3527 +2022-03-10 21:39:31,599 - davarocr - INFO - Epoch [50][235/541] lr: 1.449e-05, eta: 0:02:55, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0852, loss: 0.0852, grad_norm: 15.9707 +2022-03-10 21:39:34,183 - davarocr - INFO - Epoch [50][240/541] lr: 1.449e-05, eta: 0:02:52, time: 0.517, data_time: 0.006, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.5924 +2022-03-10 21:39:37,008 - davarocr - INFO - Epoch [50][245/541] lr: 1.449e-05, eta: 0:02:49, time: 0.565, data_time: 0.007, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.6920 +2022-03-10 21:39:40,059 - davarocr - INFO - Epoch [50][250/541] lr: 1.449e-05, eta: 0:02:46, time: 0.610, data_time: 0.006, memory: 5179, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.8283 +2022-03-10 21:39:42,910 - davarocr - INFO - Epoch [50][255/541] lr: 1.449e-05, eta: 0:02:43, time: 0.570, data_time: 0.005, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 1.0229 +2022-03-10 21:39:45,651 - davarocr - INFO - Epoch [50][260/541] lr: 1.449e-05, eta: 0:02:40, time: 0.548, data_time: 0.006, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.2142 +2022-03-10 21:39:48,398 - davarocr - INFO - Epoch [50][265/541] lr: 1.449e-05, eta: 0:02:37, time: 0.549, data_time: 0.006, memory: 5179, loss_crf: 0.2032, loss: 0.2032, grad_norm: 12.1934 +2022-03-10 21:39:51,043 - davarocr - INFO - Epoch [50][270/541] lr: 1.449e-05, eta: 0:02:34, time: 0.529, data_time: 0.006, memory: 5179, loss_crf: 0.0097, loss: 0.0097, grad_norm: 3.7491 +2022-03-10 21:39:53,584 - davarocr - INFO - Epoch [50][275/541] lr: 1.449e-05, eta: 0:02:32, time: 0.508, data_time: 0.006, memory: 5179, loss_crf: 0.0059, loss: 0.0059, grad_norm: 0.6086 +2022-03-10 21:39:56,161 - davarocr - INFO - Epoch [50][280/541] lr: 1.449e-05, eta: 0:02:29, time: 0.514, data_time: 0.007, memory: 5179, loss_crf: 0.0139, loss: 0.0139, grad_norm: 8.0644 +2022-03-10 21:39:58,927 - davarocr - INFO - Epoch [50][285/541] lr: 1.449e-05, eta: 0:02:26, time: 0.554, data_time: 0.008, memory: 5179, loss_crf: 0.0060, loss: 0.0060, grad_norm: 0.6639 +2022-03-10 21:40:02,000 - davarocr - INFO - Epoch [50][290/541] lr: 1.449e-05, eta: 0:02:23, time: 0.615, data_time: 0.007, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 0.7280 +2022-03-10 21:40:05,062 - davarocr - INFO - Epoch [50][295/541] lr: 1.449e-05, eta: 0:02:20, time: 0.613, data_time: 0.008, memory: 5179, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.9180 +2022-03-10 21:40:07,983 - davarocr - INFO - Epoch [50][300/541] lr: 1.449e-05, eta: 0:02:17, time: 0.584, data_time: 0.007, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 1.0681 +2022-03-10 21:40:11,024 - davarocr - INFO - Epoch [50][305/541] lr: 1.449e-05, eta: 0:02:14, time: 0.608, data_time: 0.007, memory: 5179, loss_crf: 0.0035, loss: 0.0035, grad_norm: 1.2555 +2022-03-10 21:40:13,921 - davarocr - INFO - Epoch [50][310/541] lr: 1.449e-05, eta: 0:02:12, time: 0.579, data_time: 0.007, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 1.5487 +2022-03-10 21:40:16,831 - davarocr - INFO - Epoch [50][315/541] lr: 1.449e-05, eta: 0:02:09, time: 0.582, data_time: 0.006, memory: 5179, loss_crf: 0.0043, loss: 0.0043, grad_norm: 1.6930 +2022-03-10 21:40:19,663 - davarocr - INFO - Epoch [50][320/541] lr: 1.449e-05, eta: 0:02:06, time: 0.566, data_time: 0.006, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.9159 +2022-03-10 21:40:22,228 - davarocr - INFO - Epoch [50][325/541] lr: 1.449e-05, eta: 0:02:03, time: 0.513, data_time: 0.005, memory: 5179, loss_crf: 0.1192, loss: 0.1192, grad_norm: 5.6346 +2022-03-10 21:40:24,808 - davarocr - INFO - Epoch [50][330/541] lr: 1.449e-05, eta: 0:02:00, time: 0.516, data_time: 0.006, memory: 5179, loss_crf: 0.0079, loss: 0.0079, grad_norm: 1.2362 +2022-03-10 21:40:27,634 - davarocr - INFO - Epoch [50][335/541] lr: 1.449e-05, eta: 0:01:57, time: 0.565, data_time: 0.006, memory: 5179, loss_crf: 0.0190, loss: 0.0190, grad_norm: 7.9750 +2022-03-10 21:40:30,526 - davarocr - INFO - Epoch [50][340/541] lr: 1.449e-05, eta: 0:01:54, time: 0.579, data_time: 0.006, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.9312 +2022-03-10 21:40:33,376 - davarocr - INFO - Epoch [50][345/541] lr: 1.449e-05, eta: 0:01:52, time: 0.569, data_time: 0.005, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.9139 +2022-03-10 21:40:36,271 - davarocr - INFO - Epoch [50][350/541] lr: 1.449e-05, eta: 0:01:49, time: 0.580, data_time: 0.007, memory: 5179, loss_crf: 0.0109, loss: 0.0109, grad_norm: 1.6172 +2022-03-10 21:40:39,360 - davarocr - INFO - Epoch [50][355/541] lr: 1.449e-05, eta: 0:01:46, time: 0.618, data_time: 0.006, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 1.4388 +2022-03-10 21:40:42,247 - davarocr - INFO - Epoch [50][360/541] lr: 1.449e-05, eta: 0:01:43, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0089, loss: 0.0089, grad_norm: 1.8549 +2022-03-10 21:40:45,269 - davarocr - INFO - Epoch [50][365/541] lr: 1.449e-05, eta: 0:01:40, time: 0.604, data_time: 0.005, memory: 5179, loss_crf: 0.0048, loss: 0.0048, grad_norm: 1.9893 +2022-03-10 21:40:48,186 - davarocr - INFO - Epoch [50][370/541] lr: 1.449e-05, eta: 0:01:37, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 2.1329 +2022-03-10 21:40:51,088 - davarocr - INFO - Epoch [50][375/541] lr: 1.449e-05, eta: 0:01:34, time: 0.580, data_time: 0.008, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 2.3365 +2022-03-10 21:40:53,971 - davarocr - INFO - Epoch [50][380/541] lr: 1.449e-05, eta: 0:01:32, time: 0.577, data_time: 0.006, memory: 5179, loss_crf: 0.0271, loss: 0.0271, grad_norm: 7.9930 +2022-03-10 21:40:56,844 - davarocr - INFO - Epoch [50][385/541] lr: 1.449e-05, eta: 0:01:29, time: 0.574, data_time: 0.005, memory: 5179, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.8747 +2022-03-10 21:40:59,924 - davarocr - INFO - Epoch [50][390/541] lr: 1.449e-05, eta: 0:01:26, time: 0.616, data_time: 0.006, memory: 5179, loss_crf: 0.0071, loss: 0.0071, grad_norm: 0.9580 +2022-03-10 21:41:02,993 - davarocr - INFO - Epoch [50][395/541] lr: 1.449e-05, eta: 0:01:23, time: 0.614, data_time: 0.007, memory: 5179, loss_crf: 0.0041, loss: 0.0041, grad_norm: 1.1602 +2022-03-10 21:41:05,962 - davarocr - INFO - Epoch [50][400/541] lr: 1.449e-05, eta: 0:01:20, time: 0.594, data_time: 0.009, memory: 5179, loss_crf: 0.0181, loss: 0.0181, grad_norm: 1.5011 +2022-03-10 21:41:09,049 - davarocr - INFO - Epoch [50][405/541] lr: 1.449e-05, eta: 0:01:17, time: 0.618, data_time: 0.007, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 1.6416 +2022-03-10 21:41:11,941 - davarocr - INFO - Epoch [50][410/541] lr: 1.449e-05, eta: 0:01:14, time: 0.578, data_time: 0.006, memory: 5179, loss_crf: 0.0216, loss: 0.0216, grad_norm: 3.8370 +2022-03-10 21:41:14,866 - davarocr - INFO - Epoch [50][415/541] lr: 1.449e-05, eta: 0:01:12, time: 0.584, data_time: 0.006, memory: 5179, loss_crf: 0.0062, loss: 0.0062, grad_norm: 1.0371 +2022-03-10 21:41:17,749 - davarocr - INFO - Epoch [50][420/541] lr: 1.449e-05, eta: 0:01:09, time: 0.577, data_time: 0.007, memory: 5179, loss_crf: 0.0263, loss: 0.0263, grad_norm: 6.9278 +2022-03-10 21:41:20,816 - davarocr - INFO - Epoch [50][425/541] lr: 1.449e-05, eta: 0:01:06, time: 0.612, data_time: 0.007, memory: 5179, loss_crf: 0.0083, loss: 0.0083, grad_norm: 4.6967 +2022-03-10 21:41:23,623 - davarocr - INFO - Epoch [50][430/541] lr: 1.449e-05, eta: 0:01:03, time: 0.562, data_time: 0.009, memory: 5179, loss_crf: 0.0488, loss: 0.0488, grad_norm: 1.1069 +2022-03-10 21:41:26,584 - davarocr - INFO - Epoch [50][435/541] lr: 1.449e-05, eta: 0:01:00, time: 0.591, data_time: 0.007, memory: 5179, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.9779 +2022-03-10 21:41:29,245 - davarocr - INFO - Epoch [50][440/541] lr: 1.449e-05, eta: 0:00:57, time: 0.534, data_time: 0.009, memory: 5179, loss_crf: 0.3308, loss: 0.3308, grad_norm: 20.1807 +2022-03-10 21:41:31,823 - davarocr - INFO - Epoch [50][445/541] lr: 1.449e-05, eta: 0:00:54, time: 0.515, data_time: 0.007, memory: 5179, loss_crf: 0.0117, loss: 0.0117, grad_norm: 4.3114 +2022-03-10 21:41:34,420 - davarocr - INFO - Epoch [50][450/541] lr: 1.449e-05, eta: 0:00:52, time: 0.520, data_time: 0.005, memory: 5179, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.7036 +2022-03-10 21:41:37,126 - davarocr - INFO - Epoch [50][455/541] lr: 1.449e-05, eta: 0:00:49, time: 0.541, data_time: 0.007, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.8045 +2022-03-10 21:41:39,741 - davarocr - INFO - Epoch [50][460/541] lr: 1.449e-05, eta: 0:00:46, time: 0.523, data_time: 0.006, memory: 5179, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.9918 +2022-03-10 21:41:42,475 - davarocr - INFO - Epoch [50][465/541] lr: 1.449e-05, eta: 0:00:43, time: 0.547, data_time: 0.008, memory: 5179, loss_crf: 0.0455, loss: 0.0455, grad_norm: 1.5642 +2022-03-10 21:41:45,135 - davarocr - INFO - Epoch [50][470/541] lr: 1.449e-05, eta: 0:00:40, time: 0.532, data_time: 0.008, memory: 5179, loss_crf: 0.0042, loss: 0.0042, grad_norm: 1.7347 +2022-03-10 21:41:47,715 - davarocr - INFO - Epoch [50][475/541] lr: 1.449e-05, eta: 0:00:37, time: 0.516, data_time: 0.007, memory: 5179, loss_crf: 0.0046, loss: 0.0046, grad_norm: 1.7109 +2022-03-10 21:41:50,330 - davarocr - INFO - Epoch [50][480/541] lr: 1.449e-05, eta: 0:00:34, time: 0.522, data_time: 0.007, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 1.8665 +2022-03-10 21:41:52,866 - davarocr - INFO - Epoch [50][485/541] lr: 1.449e-05, eta: 0:00:32, time: 0.508, data_time: 0.009, memory: 5179, loss_crf: 0.1473, loss: 0.1473, grad_norm: 3.8991 +2022-03-10 21:41:55,699 - davarocr - INFO - Epoch [50][490/541] lr: 1.449e-05, eta: 0:00:29, time: 0.566, data_time: 0.008, memory: 5179, loss_crf: 0.0278, loss: 0.0278, grad_norm: 8.8868 +2022-03-10 21:41:58,743 - davarocr - INFO - Epoch [50][495/541] lr: 1.449e-05, eta: 0:00:26, time: 0.609, data_time: 0.008, memory: 5179, loss_crf: 0.0148, loss: 0.0148, grad_norm: 2.1000 +2022-03-10 21:42:01,655 - davarocr - INFO - Epoch [50][500/541] lr: 1.449e-05, eta: 0:00:23, time: 0.583, data_time: 0.008, memory: 5179, loss_crf: 0.0057, loss: 0.0057, grad_norm: 1.0109 +2022-03-10 21:42:04,746 - davarocr - INFO - Epoch [50][505/541] lr: 1.449e-05, eta: 0:00:20, time: 0.618, data_time: 0.007, memory: 5179, loss_crf: 0.0131, loss: 0.0131, grad_norm: 3.2505 +2022-03-10 21:42:07,668 - davarocr - INFO - Epoch [50][510/541] lr: 1.449e-05, eta: 0:00:17, time: 0.583, data_time: 0.006, memory: 5179, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.7318 +2022-03-10 21:42:10,580 - davarocr - INFO - Epoch [50][515/541] lr: 1.449e-05, eta: 0:00:14, time: 0.584, data_time: 0.010, memory: 5179, loss_crf: 0.0078, loss: 0.0078, grad_norm: 1.1091 +2022-03-10 21:42:13,520 - davarocr - INFO - Epoch [50][520/541] lr: 1.449e-05, eta: 0:00:12, time: 0.587, data_time: 0.007, memory: 5179, loss_crf: 0.0065, loss: 0.0065, grad_norm: 1.2257 +2022-03-10 21:42:16,422 - davarocr - INFO - Epoch [50][525/541] lr: 1.449e-05, eta: 0:00:09, time: 0.581, data_time: 0.007, memory: 5179, loss_crf: 0.0053, loss: 0.0053, grad_norm: 1.4378 +2022-03-10 21:42:19,497 - davarocr - INFO - Epoch [50][530/541] lr: 1.449e-05, eta: 0:00:06, time: 0.615, data_time: 0.007, memory: 5179, loss_crf: 0.0054, loss: 0.0054, grad_norm: 1.6970 +2022-03-10 21:42:22,373 - davarocr - INFO - Epoch [50][535/541] lr: 1.449e-05, eta: 0:00:03, time: 0.575, data_time: 0.008, memory: 5179, loss_crf: 0.0040, loss: 0.0040, grad_norm: 2.0436 +2022-03-10 21:42:25,270 - davarocr - INFO - Epoch [50][540/541] lr: 1.449e-05, eta: 0:00:00, time: 0.576, data_time: 0.008, memory: 5179, loss_crf: 0.0061, loss: 0.0061, grad_norm: 2.2310 +2022-03-10 21:43:02,448 - davarocr - INFO - Now best checkpoint is epoch_17.pth. Best hmean is 0.9260176991150443 +2022-03-10 21:43:02,449 - davarocr - INFO - Exp name: bert_crf.py +2022-03-10 21:43:02,449 - davarocr - INFO - Epoch(val) [50][541] LOC: {'precision': 0.9306393244873341, 'recall': 0.9250599520383693, 'f1-score': 0.9278412507516536}, PER: {'precision': 0.9714104193138501, 'recall': 0.9455782312925171, 'f1-score': 0.958320275775619}, MISC: {'precision': 0.8205479452054795, 'recall': 0.8532763532763533, 'f1-score': 0.8365921787709497}, ORG: {'precision': 0.878401852924146, 'recall': 0.9133052378085491, 'f1-score': 0.8955135773317592}, all: {'precision': 0.9119353137634031, 'recall': 0.9185552407932012, 'f1-score': 0.9152333068713062}, hmean: 0.9152 diff --git a/demo/ner/BERT/logs/bert_softmax_RESUME/20220311_022504.log b/demo/ner/BERT/logs/bert_softmax_RESUME/20220311_022504.log new file mode 100644 index 0000000..1b97790 --- /dev/null +++ b/demo/ner/BERT/logs/bert_softmax_RESUME/20220311_022504.log @@ -0,0 +1,1704 @@ +2022-03-11 02:25:04,212 - davarocr - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] +CUDA available: True +GPU 0,1,2,3,4,5,6,7: NVIDIA Tesla V100-SXM2-32GB +CUDA_HOME: /usr/local/cuda +NVCC: Build cuda_11.3.r11.3/compiler.29745058_0 +GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 +PyTorch: 1.10.0+cu113 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX512 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.11.1+cu113 +OpenCV: 4.5.5 +MMCV: 1.3.4 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.3 +DAVAROCR: 0.4.0+unknown +------------------------------------------------------------ + +2022-03-11 02:25:05,138 - davarocr - INFO - Distributed training: True +2022-03-11 02:25:05,894 - davarocr - INFO - Config: +checkpoint_config = dict( + interval=1, + type='DavarCheckpointHook', + save_mode='lightweight', + metric='hmean', + filename_tmpl='bert_e{}.pth', + save_last=False) +log_config = dict(interval=5, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +dataset_name = 'RESUME' +train_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/train.json' +val_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' +test_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' +label_list = ['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'] +model_name_or_path = '/data1/resume/models/huggingface/bert-base-chinese' +do_lower_case = True +work_dir = './work_dirs/bert_softmax_RESUME' +max_len = 256 +loader = dict(type='NerLoader', truncation=False, stride=254, max_len=254) +ner_convertor = dict( + type='TransformersConvertor', + model_name_or_path='/data1/resume/models/huggingface/bert-base-chinese', + label_list=['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'], + max_len=512, + do_lower_case=True) +test_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +train_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +dataset_type = 'NerDataset' +train = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/train.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False) +val = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +test = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +data = dict( + samples_per_gpu=4, + workers_per_gpu=2, + train=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/train.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False), + val=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True), + test=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True)) +type = 'NER' +model = dict( + type='BaseNer', + encoder=dict( + type='TransformersEncoder', + model_name_or_path='/data1/resume/models/huggingface/bert-base-chinese' + ), + decoder=dict( + type='FCDecoder', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True), + loss=dict(type='StandardCrossEntropyLoss', ignore_index=-100))) +test_cfg = None +optimizer = dict( + type='AdamW', lr=5e-05, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +lr_config = dict( + policy='inv', + warmup='linear', + warmup_iters=10, + warmup_ratio=1e-05, + warmup_by_epoch=True, + gamma=0.05) +total_epochs = 50 +find_unused_parameters = True +evaluation = dict(interval=1, metric='f1-score', save_best='hmean') +gpu_ids = range(0, 8) + +2022-03-11 02:25:05,902 - davarocr - INFO - Set random seed to 0, deterministic: False +2022-03-11 02:25:14,999 - davarocr - INFO - Start running, host: root@train-resume-0, work_dir: /data1/davar-nlp1/demo/text_ner/work_dirs/bert_softmax_RESUME +2022-03-11 02:25:14,999 - davarocr - INFO - workflow: [('train', 1)], max: 50 epochs +2022-03-11 02:25:19,382 - davarocr - INFO - Epoch [1][5/120] lr: 1.672e-07, eta: 1:27:25, time: 0.875, data_time: 0.477, memory: 5066, loss_cls: 3.5968, loss: 3.5968, grad_norm: 12.5079 +2022-03-11 02:25:20,290 - davarocr - INFO - Epoch [1][10/120] lr: 3.755e-07, eta: 0:52:45, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 3.5792, loss: 3.5792, grad_norm: 12.1186 +2022-03-11 02:25:21,199 - davarocr - INFO - Epoch [1][15/120] lr: 5.838e-07, eta: 0:41:11, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 3.5222, loss: 3.5222, grad_norm: 11.5267 +2022-03-11 02:25:22,122 - davarocr - INFO - Epoch [1][20/120] lr: 7.922e-07, eta: 0:35:26, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 3.4441, loss: 3.4441, grad_norm: 11.2646 +2022-03-11 02:25:23,035 - davarocr - INFO - Epoch [1][25/120] lr: 1.000e-06, eta: 0:31:58, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 3.3929, loss: 3.3929, grad_norm: 11.1632 +2022-03-11 02:25:23,951 - davarocr - INFO - Epoch [1][30/120] lr: 1.209e-06, eta: 0:29:40, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 3.2373, loss: 3.2373, grad_norm: 10.8473 +2022-03-11 02:25:24,859 - davarocr - INFO - Epoch [1][35/120] lr: 1.417e-06, eta: 0:27:59, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 3.0273, loss: 3.0273, grad_norm: 11.1527 +2022-03-11 02:25:25,745 - davarocr - INFO - Epoch [1][40/120] lr: 1.625e-06, eta: 0:26:40, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 2.8385, loss: 2.8385, grad_norm: 10.6604 +2022-03-11 02:25:26,635 - davarocr - INFO - Epoch [1][45/120] lr: 1.834e-06, eta: 0:25:38, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 2.6559, loss: 2.6559, grad_norm: 10.4988 +2022-03-11 02:25:27,542 - davarocr - INFO - Epoch [1][50/120] lr: 2.042e-06, eta: 0:24:51, time: 0.182, data_time: 0.006, memory: 5066, loss_cls: 2.4240, loss: 2.4240, grad_norm: 9.8580 +2022-03-11 02:25:28,425 - davarocr - INFO - Epoch [1][55/120] lr: 2.250e-06, eta: 0:24:10, time: 0.176, data_time: 0.007, memory: 5066, loss_cls: 2.1662, loss: 2.1662, grad_norm: 8.6097 +2022-03-11 02:25:29,313 - davarocr - INFO - Epoch [1][60/120] lr: 2.459e-06, eta: 0:23:36, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 1.9549, loss: 1.9549, grad_norm: 7.7369 +2022-03-11 02:25:30,199 - davarocr - INFO - Epoch [1][65/120] lr: 2.667e-06, eta: 0:23:07, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 1.7017, loss: 1.7017, grad_norm: 6.1846 +2022-03-11 02:25:31,099 - davarocr - INFO - Epoch [1][70/120] lr: 2.875e-06, eta: 0:22:43, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 1.5331, loss: 1.5331, grad_norm: 5.4622 +2022-03-11 02:25:31,994 - davarocr - INFO - Epoch [1][75/120] lr: 3.084e-06, eta: 0:22:22, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 1.3547, loss: 1.3547, grad_norm: 5.4062 +2022-03-11 02:25:32,887 - davarocr - INFO - Epoch [1][80/120] lr: 3.292e-06, eta: 0:22:03, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 1.2025, loss: 1.2025, grad_norm: 5.2478 +2022-03-11 02:25:33,784 - davarocr - INFO - Epoch [1][85/120] lr: 3.500e-06, eta: 0:21:45, time: 0.176, data_time: 0.007, memory: 5066, loss_cls: 1.1160, loss: 1.1160, grad_norm: 5.1687 +2022-03-11 02:25:34,687 - davarocr - INFO - Epoch [1][90/120] lr: 3.709e-06, eta: 0:21:31, time: 0.181, data_time: 0.014, memory: 5066, loss_cls: 0.9908, loss: 0.9908, grad_norm: 5.1518 +2022-03-11 02:25:35,584 - davarocr - INFO - Epoch [1][95/120] lr: 3.917e-06, eta: 0:21:18, time: 0.179, data_time: 0.014, memory: 5066, loss_cls: 0.8837, loss: 0.8837, grad_norm: 5.1218 +2022-03-11 02:25:36,480 - davarocr - INFO - Epoch [1][100/120] lr: 4.125e-06, eta: 0:21:06, time: 0.181, data_time: 0.012, memory: 5066, loss_cls: 0.7916, loss: 0.7916, grad_norm: 5.0696 +2022-03-11 02:25:37,387 - davarocr - INFO - Epoch [1][105/120] lr: 4.334e-06, eta: 0:20:56, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.7718, loss: 0.7718, grad_norm: 4.9409 +2022-03-11 02:25:38,292 - davarocr - INFO - Epoch [1][110/120] lr: 4.542e-06, eta: 0:20:46, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.7383, loss: 0.7383, grad_norm: 4.8611 +2022-03-11 02:25:39,193 - davarocr - INFO - Epoch [1][115/120] lr: 4.750e-06, eta: 0:20:37, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.6554, loss: 0.6554, grad_norm: 5.1234 +2022-03-11 02:25:40,101 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:25:40,102 - davarocr - INFO - Epoch [1][120/120] lr: 4.959e-06, eta: 0:20:29, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.5208, loss: 0.5208, grad_norm: 4.9357 +2022-03-11 02:25:45,301 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.5884311277569705 +2022-03-11 02:25:45,302 - davarocr - INFO - current_metric 0.5884311277569705 is much better than previous best_metric 0, saving best model ! +2022-03-11 02:25:45,302 - davarocr - INFO - Saving checkpoint at epoch_1.pth +2022-03-11 02:25:47,193 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:25:47,193 - davarocr - INFO - Epoch(val) [1][120] NAME: {'precision': 0.8571428571428571, 'recall': 0.05357142857142857, 'f1-score': 0.10084033613445377}, PRO: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, EDU: {'precision': 0.9, 'recall': 0.08035714285714286, 'f1-score': 0.14754098360655737}, TITLE: {'precision': 0.893574297188755, 'recall': 0.5764248704663213, 'f1-score': 0.7007874015748032}, ORG: {'precision': 0.9573643410852714, 'recall': 0.44665461121157324, 'f1-score': 0.6091245376078914}, CONT: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, RACE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.9146183699870634, 'recall': 0.43374233128834355, 'f1-score': 0.5884311277569705}, hmean: 0.5884 +2022-03-11 02:25:50,400 - davarocr - INFO - Epoch [2][5/120] lr: 4.921e-06, eta: 0:22:09, time: 0.640, data_time: 0.461, memory: 5066, loss_cls: 0.5145, loss: 0.5145, grad_norm: 4.9455 +2022-03-11 02:25:51,287 - davarocr - INFO - Epoch [2][10/120] lr: 5.119e-06, eta: 0:21:57, time: 0.177, data_time: 0.010, memory: 5066, loss_cls: 0.4733, loss: 0.4733, grad_norm: 5.1184 +2022-03-11 02:25:52,202 - davarocr - INFO - Epoch [2][15/120] lr: 5.318e-06, eta: 0:21:47, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.3865, loss: 0.3865, grad_norm: 4.2256 +2022-03-11 02:25:53,105 - davarocr - INFO - Epoch [2][20/120] lr: 5.516e-06, eta: 0:21:37, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.3846, loss: 0.3846, grad_norm: 4.7433 +2022-03-11 02:25:54,029 - davarocr - INFO - Epoch [2][25/120] lr: 5.715e-06, eta: 0:21:28, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.3372, loss: 0.3372, grad_norm: 4.6742 +2022-03-11 02:25:54,939 - davarocr - INFO - Epoch [2][30/120] lr: 5.913e-06, eta: 0:21:20, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.3248, loss: 0.3248, grad_norm: 4.8447 +2022-03-11 02:25:55,847 - davarocr - INFO - Epoch [2][35/120] lr: 6.112e-06, eta: 0:21:12, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.2917, loss: 0.2917, grad_norm: 5.1034 +2022-03-11 02:25:56,773 - davarocr - INFO - Epoch [2][40/120] lr: 6.310e-06, eta: 0:21:05, time: 0.185, data_time: 0.009, memory: 5066, loss_cls: 0.2951, loss: 0.2951, grad_norm: 4.6297 +2022-03-11 02:25:57,683 - davarocr - INFO - Epoch [2][45/120] lr: 6.508e-06, eta: 0:20:57, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.3128, loss: 0.3128, grad_norm: 4.4182 +2022-03-11 02:25:58,610 - davarocr - INFO - Epoch [2][50/120] lr: 6.707e-06, eta: 0:20:51, time: 0.186, data_time: 0.013, memory: 5066, loss_cls: 0.2267, loss: 0.2267, grad_norm: 4.4120 +2022-03-11 02:25:59,500 - davarocr - INFO - Epoch [2][55/120] lr: 6.905e-06, eta: 0:20:44, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.2302, loss: 0.2302, grad_norm: 4.7031 +2022-03-11 02:26:00,383 - davarocr - INFO - Epoch [2][60/120] lr: 7.104e-06, eta: 0:20:37, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.2344, loss: 0.2344, grad_norm: 4.3542 +2022-03-11 02:26:01,273 - davarocr - INFO - Epoch [2][65/120] lr: 7.302e-06, eta: 0:20:30, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.1639, loss: 0.1639, grad_norm: 4.5158 +2022-03-11 02:26:02,176 - davarocr - INFO - Epoch [2][70/120] lr: 7.500e-06, eta: 0:20:25, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.1732, loss: 0.1732, grad_norm: 4.5254 +2022-03-11 02:26:03,070 - davarocr - INFO - Epoch [2][75/120] lr: 7.699e-06, eta: 0:20:19, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.1241, loss: 0.1241, grad_norm: 4.4944 +2022-03-11 02:26:03,960 - davarocr - INFO - Epoch [2][80/120] lr: 7.897e-06, eta: 0:20:13, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.1964, loss: 0.1964, grad_norm: 4.9046 +2022-03-11 02:26:04,839 - davarocr - INFO - Epoch [2][85/120] lr: 8.096e-06, eta: 0:20:07, time: 0.176, data_time: 0.007, memory: 5066, loss_cls: 0.1537, loss: 0.1537, grad_norm: 4.6522 +2022-03-11 02:26:05,753 - davarocr - INFO - Epoch [2][90/120] lr: 8.294e-06, eta: 0:20:03, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.1379, loss: 0.1379, grad_norm: 4.7082 +2022-03-11 02:26:06,652 - davarocr - INFO - Epoch [2][95/120] lr: 8.492e-06, eta: 0:19:58, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.1259, loss: 0.1259, grad_norm: 4.0002 +2022-03-11 02:26:07,551 - davarocr - INFO - Epoch [2][100/120] lr: 8.691e-06, eta: 0:19:53, time: 0.183, data_time: 0.012, memory: 5066, loss_cls: 0.1462, loss: 0.1462, grad_norm: 4.2065 +2022-03-11 02:26:08,457 - davarocr - INFO - Epoch [2][105/120] lr: 8.889e-06, eta: 0:19:49, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.1222, loss: 0.1222, grad_norm: 4.2029 +2022-03-11 02:26:09,346 - davarocr - INFO - Epoch [2][110/120] lr: 9.088e-06, eta: 0:19:44, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.1696, loss: 0.1696, grad_norm: 4.2901 +2022-03-11 02:26:10,232 - davarocr - INFO - Epoch [2][115/120] lr: 9.286e-06, eta: 0:19:40, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.1066, loss: 0.1066, grad_norm: 4.0715 +2022-03-11 02:26:11,123 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:26:11,123 - davarocr - INFO - Epoch [2][120/120] lr: 9.485e-06, eta: 0:19:36, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.1303, loss: 0.1303, grad_norm: 4.4783 +2022-03-11 02:26:15,772 - davarocr - INFO - Now best checkpoint is epoch_2.pth. Best hmean is 0.9514018691588786 +2022-03-11 02:26:15,773 - davarocr - INFO - current_metric 0.9514018691588786 is much better than previous best_metric 0.5884311277569705, saving best model ! +2022-03-11 02:26:15,773 - davarocr - INFO - Saving checkpoint at epoch_2.pth +2022-03-11 02:26:17,781 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:26:17,781 - davarocr - INFO - Epoch(val) [2][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 1.0, 'recall': 0.6666666666666666, 'f1-score': 0.8}, EDU: {'precision': 1.0, 'recall': 0.9017857142857143, 'f1-score': 0.948356807511737}, TITLE: {'precision': 0.9616402116402116, 'recall': 0.9417098445595855, 'f1-score': 0.9515706806282723}, ORG: {'precision': 0.9561243144424132, 'recall': 0.945750452079566, 'f1-score': 0.9509090909090909}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.9664556962025317, 'recall': 0.9368098159509203, 'f1-score': 0.9514018691588786}, hmean: 0.9514 +2022-03-11 02:26:20,896 - davarocr - INFO - Epoch [3][5/120] lr: 9.243e-06, eta: 0:20:24, time: 0.621, data_time: 0.448, memory: 5066, loss_cls: 0.1322, loss: 0.1322, grad_norm: 3.7568 +2022-03-11 02:26:21,793 - davarocr - INFO - Epoch [3][10/120] lr: 9.432e-06, eta: 0:20:19, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.1131, loss: 0.1131, grad_norm: 3.5897 +2022-03-11 02:26:22,695 - davarocr - INFO - Epoch [3][15/120] lr: 9.622e-06, eta: 0:20:14, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.1201, loss: 0.1201, grad_norm: 3.8880 +2022-03-11 02:26:23,586 - davarocr - INFO - Epoch [3][20/120] lr: 9.811e-06, eta: 0:20:09, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0989, loss: 0.0989, grad_norm: 3.6427 +2022-03-11 02:26:24,481 - davarocr - INFO - Epoch [3][25/120] lr: 1.000e-05, eta: 0:20:05, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.1215, loss: 0.1215, grad_norm: 4.0715 +2022-03-11 02:26:25,395 - davarocr - INFO - Epoch [3][30/120] lr: 1.019e-05, eta: 0:20:01, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0697, loss: 0.0697, grad_norm: 3.8709 +2022-03-11 02:26:26,276 - davarocr - INFO - Epoch [3][35/120] lr: 1.038e-05, eta: 0:19:56, time: 0.176, data_time: 0.007, memory: 5066, loss_cls: 0.1138, loss: 0.1138, grad_norm: 3.9910 +2022-03-11 02:26:27,172 - davarocr - INFO - Epoch [3][40/120] lr: 1.057e-05, eta: 0:19:52, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0957, loss: 0.0957, grad_norm: 3.9865 +2022-03-11 02:26:28,063 - davarocr - INFO - Epoch [3][45/120] lr: 1.076e-05, eta: 0:19:48, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0546, loss: 0.0546, grad_norm: 3.6368 +2022-03-11 02:26:28,968 - davarocr - INFO - Epoch [3][50/120] lr: 1.095e-05, eta: 0:19:45, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0870, loss: 0.0870, grad_norm: 3.8298 +2022-03-11 02:26:29,878 - davarocr - INFO - Epoch [3][55/120] lr: 1.114e-05, eta: 0:19:41, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0852, loss: 0.0852, grad_norm: 3.7728 +2022-03-11 02:26:30,778 - davarocr - INFO - Epoch [3][60/120] lr: 1.133e-05, eta: 0:19:37, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0776, loss: 0.0776, grad_norm: 3.8731 +2022-03-11 02:26:31,662 - davarocr - INFO - Epoch [3][65/120] lr: 1.152e-05, eta: 0:19:34, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.0807, loss: 0.0807, grad_norm: 4.1130 +2022-03-11 02:26:32,555 - davarocr - INFO - Epoch [3][70/120] lr: 1.170e-05, eta: 0:19:30, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0935, loss: 0.0935, grad_norm: 4.1962 +2022-03-11 02:26:33,481 - davarocr - INFO - Epoch [3][75/120] lr: 1.189e-05, eta: 0:19:27, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0721, loss: 0.0721, grad_norm: 4.2167 +2022-03-11 02:26:34,379 - davarocr - INFO - Epoch [3][80/120] lr: 1.208e-05, eta: 0:19:24, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0719, loss: 0.0719, grad_norm: 3.9894 +2022-03-11 02:26:35,275 - davarocr - INFO - Epoch [3][85/120] lr: 1.227e-05, eta: 0:19:21, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0823, loss: 0.0823, grad_norm: 3.9071 +2022-03-11 02:26:36,182 - davarocr - INFO - Epoch [3][90/120] lr: 1.246e-05, eta: 0:19:18, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0880, loss: 0.0880, grad_norm: 4.1550 +2022-03-11 02:26:37,076 - davarocr - INFO - Epoch [3][95/120] lr: 1.265e-05, eta: 0:19:14, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0755, loss: 0.0755, grad_norm: 3.9383 +2022-03-11 02:26:37,980 - davarocr - INFO - Epoch [3][100/120] lr: 1.284e-05, eta: 0:19:11, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0819, loss: 0.0819, grad_norm: 4.0221 +2022-03-11 02:26:38,894 - davarocr - INFO - Epoch [3][105/120] lr: 1.303e-05, eta: 0:19:08, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0812, loss: 0.0812, grad_norm: 4.2368 +2022-03-11 02:26:39,801 - davarocr - INFO - Epoch [3][110/120] lr: 1.322e-05, eta: 0:19:06, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0791, loss: 0.0791, grad_norm: 4.2116 +2022-03-11 02:26:40,707 - davarocr - INFO - Epoch [3][115/120] lr: 1.341e-05, eta: 0:19:03, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.1154, loss: 0.1154, grad_norm: 4.2857 +2022-03-11 02:26:41,593 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:26:41,594 - davarocr - INFO - Epoch [3][120/120] lr: 1.360e-05, eta: 0:19:00, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0934, loss: 0.0934, grad_norm: 4.0232 +2022-03-11 02:26:46,232 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:26:46,233 - davarocr - INFO - current_metric 0.9641532756489493 is much better than previous best_metric 0.9514018691588786, saving best model ! +2022-03-11 02:26:46,233 - davarocr - INFO - Saving checkpoint at epoch_3.pth +2022-03-11 02:26:48,242 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:26:48,243 - davarocr - INFO - Epoch(val) [3][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 1.0, 'recall': 0.9393939393939394, 'f1-score': 0.96875}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9709762532981531, 'recall': 0.9533678756476683, 'f1-score': 0.9620915032679739}, ORG: {'precision': 0.958029197080292, 'recall': 0.9493670886075949, 'f1-score': 0.9536784741144413}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.6666666666666666, 'f1-score': 0.8}, all: {'precision': 0.9713574097135741, 'recall': 0.9570552147239264, 'f1-score': 0.9641532756489493}, hmean: 0.9642 +2022-03-11 02:26:51,396 - davarocr - INFO - Epoch [4][5/120] lr: 1.319e-05, eta: 0:19:32, time: 0.626, data_time: 0.451, memory: 5066, loss_cls: 0.0889, loss: 0.0889, grad_norm: 4.1524 +2022-03-11 02:26:52,284 - davarocr - INFO - Epoch [4][10/120] lr: 1.337e-05, eta: 0:19:29, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0475, loss: 0.0475, grad_norm: 4.0888 +2022-03-11 02:26:53,182 - davarocr - INFO - Epoch [4][15/120] lr: 1.355e-05, eta: 0:19:25, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0406, loss: 0.0406, grad_norm: 3.7187 +2022-03-11 02:26:54,076 - davarocr - INFO - Epoch [4][20/120] lr: 1.373e-05, eta: 0:19:22, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0577, loss: 0.0577, grad_norm: 3.7894 +2022-03-11 02:26:54,984 - davarocr - INFO - Epoch [4][25/120] lr: 1.391e-05, eta: 0:19:19, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0580, loss: 0.0580, grad_norm: 3.7061 +2022-03-11 02:26:55,896 - davarocr - INFO - Epoch [4][30/120] lr: 1.409e-05, eta: 0:19:17, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.0717, loss: 0.0717, grad_norm: 4.1830 +2022-03-11 02:26:56,813 - davarocr - INFO - Epoch [4][35/120] lr: 1.428e-05, eta: 0:19:14, time: 0.181, data_time: 0.005, memory: 5066, loss_cls: 0.0502, loss: 0.0502, grad_norm: 3.8546 +2022-03-11 02:26:57,716 - davarocr - INFO - Epoch [4][40/120] lr: 1.446e-05, eta: 0:19:11, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0544, loss: 0.0544, grad_norm: 4.1619 +2022-03-11 02:26:58,611 - davarocr - INFO - Epoch [4][45/120] lr: 1.464e-05, eta: 0:19:08, time: 0.180, data_time: 0.012, memory: 5066, loss_cls: 0.0652, loss: 0.0652, grad_norm: 4.1231 +2022-03-11 02:26:59,537 - davarocr - INFO - Epoch [4][50/120] lr: 1.482e-05, eta: 0:19:06, time: 0.188, data_time: 0.014, memory: 5066, loss_cls: 0.0364, loss: 0.0364, grad_norm: 3.9457 +2022-03-11 02:27:00,456 - davarocr - INFO - Epoch [4][55/120] lr: 1.500e-05, eta: 0:19:04, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0492, loss: 0.0492, grad_norm: 4.0608 +2022-03-11 02:27:01,360 - davarocr - INFO - Epoch [4][60/120] lr: 1.518e-05, eta: 0:19:01, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0682, loss: 0.0682, grad_norm: 4.2598 +2022-03-11 02:27:02,259 - davarocr - INFO - Epoch [4][65/120] lr: 1.536e-05, eta: 0:18:58, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0466, loss: 0.0466, grad_norm: 4.0629 +2022-03-11 02:27:03,156 - davarocr - INFO - Epoch [4][70/120] lr: 1.554e-05, eta: 0:18:56, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0527, loss: 0.0527, grad_norm: 4.1279 +2022-03-11 02:27:04,045 - davarocr - INFO - Epoch [4][75/120] lr: 1.572e-05, eta: 0:18:53, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0674, loss: 0.0674, grad_norm: 4.0592 +2022-03-11 02:27:04,936 - davarocr - INFO - Epoch [4][80/120] lr: 1.591e-05, eta: 0:18:50, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.1120, loss: 0.1120, grad_norm: 4.3180 +2022-03-11 02:27:05,834 - davarocr - INFO - Epoch [4][85/120] lr: 1.609e-05, eta: 0:18:48, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0597, loss: 0.0597, grad_norm: 4.2536 +2022-03-11 02:27:06,722 - davarocr - INFO - Epoch [4][90/120] lr: 1.627e-05, eta: 0:18:45, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0389, loss: 0.0389, grad_norm: 4.0704 +2022-03-11 02:27:07,622 - davarocr - INFO - Epoch [4][95/120] lr: 1.645e-05, eta: 0:18:43, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0652, loss: 0.0652, grad_norm: 4.2134 +2022-03-11 02:27:08,522 - davarocr - INFO - Epoch [4][100/120] lr: 1.663e-05, eta: 0:18:41, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0519, loss: 0.0519, grad_norm: 3.9963 +2022-03-11 02:27:09,440 - davarocr - INFO - Epoch [4][105/120] lr: 1.681e-05, eta: 0:18:38, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0561, loss: 0.0561, grad_norm: 4.2365 +2022-03-11 02:27:10,359 - davarocr - INFO - Epoch [4][110/120] lr: 1.699e-05, eta: 0:18:36, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0617, loss: 0.0617, grad_norm: 4.4177 +2022-03-11 02:27:11,280 - davarocr - INFO - Epoch [4][115/120] lr: 1.717e-05, eta: 0:18:34, time: 0.185, data_time: 0.007, memory: 5066, loss_cls: 0.0512, loss: 0.0512, grad_norm: 4.3652 +2022-03-11 02:27:12,168 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:27:12,168 - davarocr - INFO - Epoch [4][120/120] lr: 1.736e-05, eta: 0:18:32, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0503, loss: 0.0503, grad_norm: 4.0978 +2022-03-11 02:27:16,942 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:27:16,943 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:27:16,943 - davarocr - INFO - Epoch(val) [4][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9632063074901446, 'recall': 0.9494818652849741, 'f1-score': 0.9562948467058056}, ORG: {'precision': 0.9413854351687388, 'recall': 0.9584086799276673, 'f1-score': 0.9498207885304659}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.9613022113022113, 'recall': 0.9601226993865031, 'f1-score': 0.9607120933087785}, hmean: 0.9607 +2022-03-11 02:27:20,186 - davarocr - INFO - Epoch [5][5/120] lr: 1.681e-05, eta: 0:18:56, time: 0.647, data_time: 0.470, memory: 5066, loss_cls: 0.0460, loss: 0.0460, grad_norm: 3.9838 +2022-03-11 02:27:21,092 - davarocr - INFO - Epoch [5][10/120] lr: 1.698e-05, eta: 0:18:54, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0374, loss: 0.0374, grad_norm: 4.0245 +2022-03-11 02:27:21,995 - davarocr - INFO - Epoch [5][15/120] lr: 1.715e-05, eta: 0:18:51, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0336, loss: 0.0336, grad_norm: 3.8226 +2022-03-11 02:27:22,883 - davarocr - INFO - Epoch [5][20/120] lr: 1.733e-05, eta: 0:18:49, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0286, loss: 0.0286, grad_norm: 3.8529 +2022-03-11 02:27:23,797 - davarocr - INFO - Epoch [5][25/120] lr: 1.750e-05, eta: 0:18:47, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0384, loss: 0.0384, grad_norm: 4.0271 +2022-03-11 02:27:24,679 - davarocr - INFO - Epoch [5][30/120] lr: 1.767e-05, eta: 0:18:44, time: 0.176, data_time: 0.009, memory: 5066, loss_cls: 0.0394, loss: 0.0394, grad_norm: 3.8799 +2022-03-11 02:27:25,574 - davarocr - INFO - Epoch [5][35/120] lr: 1.785e-05, eta: 0:18:42, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0206, loss: 0.0206, grad_norm: 3.8052 +2022-03-11 02:27:26,463 - davarocr - INFO - Epoch [5][40/120] lr: 1.802e-05, eta: 0:18:39, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0447, loss: 0.0447, grad_norm: 3.8710 +2022-03-11 02:27:27,376 - davarocr - INFO - Epoch [5][45/120] lr: 1.819e-05, eta: 0:18:37, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0283, loss: 0.0283, grad_norm: 3.9876 +2022-03-11 02:27:28,292 - davarocr - INFO - Epoch [5][50/120] lr: 1.837e-05, eta: 0:18:35, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0341, loss: 0.0341, grad_norm: 3.9586 +2022-03-11 02:27:29,195 - davarocr - INFO - Epoch [5][55/120] lr: 1.854e-05, eta: 0:18:33, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0319, loss: 0.0319, grad_norm: 3.9507 +2022-03-11 02:27:30,094 - davarocr - INFO - Epoch [5][60/120] lr: 1.872e-05, eta: 0:18:30, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0416, loss: 0.0416, grad_norm: 4.1176 +2022-03-11 02:27:31,006 - davarocr - INFO - Epoch [5][65/120] lr: 1.889e-05, eta: 0:18:28, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0367, loss: 0.0367, grad_norm: 4.1407 +2022-03-11 02:27:31,897 - davarocr - INFO - Epoch [5][70/120] lr: 1.906e-05, eta: 0:18:26, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0479, loss: 0.0479, grad_norm: 4.0366 +2022-03-11 02:27:32,791 - davarocr - INFO - Epoch [5][75/120] lr: 1.924e-05, eta: 0:18:24, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0597, loss: 0.0597, grad_norm: 4.3055 +2022-03-11 02:27:33,698 - davarocr - INFO - Epoch [5][80/120] lr: 1.941e-05, eta: 0:18:22, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0537, loss: 0.0537, grad_norm: 4.2799 +2022-03-11 02:27:34,596 - davarocr - INFO - Epoch [5][85/120] lr: 1.958e-05, eta: 0:18:20, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0430, loss: 0.0430, grad_norm: 3.8911 +2022-03-11 02:27:35,520 - davarocr - INFO - Epoch [5][90/120] lr: 1.976e-05, eta: 0:18:18, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0377, loss: 0.0377, grad_norm: 3.8771 +2022-03-11 02:27:36,420 - davarocr - INFO - Epoch [5][95/120] lr: 1.993e-05, eta: 0:18:16, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0470, loss: 0.0470, grad_norm: 3.8870 +2022-03-11 02:27:37,335 - davarocr - INFO - Epoch [5][100/120] lr: 2.010e-05, eta: 0:18:14, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0539, loss: 0.0539, grad_norm: 4.1469 +2022-03-11 02:27:38,228 - davarocr - INFO - Epoch [5][105/120] lr: 2.028e-05, eta: 0:18:12, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0540, loss: 0.0540, grad_norm: 4.2006 +2022-03-11 02:27:39,134 - davarocr - INFO - Epoch [5][110/120] lr: 2.045e-05, eta: 0:18:10, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0362, loss: 0.0362, grad_norm: 3.9584 +2022-03-11 02:27:40,039 - davarocr - INFO - Epoch [5][115/120] lr: 2.063e-05, eta: 0:18:08, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0595, loss: 0.0595, grad_norm: 3.9048 +2022-03-11 02:27:40,934 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:27:40,934 - davarocr - INFO - Epoch [5][120/120] lr: 2.080e-05, eta: 0:18:06, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0672, loss: 0.0672, grad_norm: 4.2538 +2022-03-11 02:27:45,617 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:27:45,618 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:27:45,618 - davarocr - INFO - Epoch(val) [5][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9117647058823529, 'recall': 0.9393939393939394, 'f1-score': 0.9253731343283583}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9667553191489362, 'recall': 0.9417098445595855, 'f1-score': 0.9540682414698163}, ORG: {'precision': 0.9489981785063752, 'recall': 0.9421338155515371, 'f1-score': 0.9455535390199638}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.9645080946450809, 'recall': 0.9503067484662576, 'f1-score': 0.957354758961681}, hmean: 0.9574 +2022-03-11 02:27:48,883 - davarocr - INFO - Epoch [6][5/120] lr: 2.013e-05, eta: 0:18:25, time: 0.650, data_time: 0.469, memory: 5066, loss_cls: 0.0218, loss: 0.0218, grad_norm: 4.1253 +2022-03-11 02:27:49,780 - davarocr - INFO - Epoch [6][10/120] lr: 2.030e-05, eta: 0:18:23, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0345, loss: 0.0345, grad_norm: 3.8107 +2022-03-11 02:27:50,670 - davarocr - INFO - Epoch [6][15/120] lr: 2.047e-05, eta: 0:18:21, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0281, loss: 0.0281, grad_norm: 3.7953 +2022-03-11 02:27:51,577 - davarocr - INFO - Epoch [6][20/120] lr: 2.063e-05, eta: 0:18:19, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0197, loss: 0.0197, grad_norm: 3.7263 +2022-03-11 02:27:52,474 - davarocr - INFO - Epoch [6][25/120] lr: 2.080e-05, eta: 0:18:17, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0395, loss: 0.0395, grad_norm: 3.9252 +2022-03-11 02:27:53,382 - davarocr - INFO - Epoch [6][30/120] lr: 2.097e-05, eta: 0:18:15, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0529, loss: 0.0529, grad_norm: 4.3177 +2022-03-11 02:27:54,311 - davarocr - INFO - Epoch [6][35/120] lr: 2.113e-05, eta: 0:18:13, time: 0.186, data_time: 0.008, memory: 5066, loss_cls: 0.0223, loss: 0.0223, grad_norm: 2.4139 +2022-03-11 02:27:55,199 - davarocr - INFO - Epoch [6][40/120] lr: 2.130e-05, eta: 0:18:11, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0263, loss: 0.0263, grad_norm: 2.7208 +2022-03-11 02:27:56,106 - davarocr - INFO - Epoch [6][45/120] lr: 2.147e-05, eta: 0:18:09, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0539, loss: 0.0539, grad_norm: 2.5777 +2022-03-11 02:27:57,009 - davarocr - INFO - Epoch [6][50/120] lr: 2.163e-05, eta: 0:18:07, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0319, loss: 0.0319, grad_norm: 2.3236 +2022-03-11 02:27:57,911 - davarocr - INFO - Epoch [6][55/120] lr: 2.180e-05, eta: 0:18:05, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0341, loss: 0.0341, grad_norm: 2.6337 +2022-03-11 02:27:58,815 - davarocr - INFO - Epoch [6][60/120] lr: 2.197e-05, eta: 0:18:03, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0285, loss: 0.0285, grad_norm: 2.6562 +2022-03-11 02:27:59,716 - davarocr - INFO - Epoch [6][65/120] lr: 2.213e-05, eta: 0:18:01, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0366, loss: 0.0366, grad_norm: 2.8487 +2022-03-11 02:28:00,615 - davarocr - INFO - Epoch [6][70/120] lr: 2.230e-05, eta: 0:17:59, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0255, loss: 0.0255, grad_norm: 2.7182 +2022-03-11 02:28:01,523 - davarocr - INFO - Epoch [6][75/120] lr: 2.247e-05, eta: 0:17:57, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0391, loss: 0.0391, grad_norm: 2.8023 +2022-03-11 02:28:02,435 - davarocr - INFO - Epoch [6][80/120] lr: 2.263e-05, eta: 0:17:55, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0489, loss: 0.0489, grad_norm: 2.9325 +2022-03-11 02:28:03,335 - davarocr - INFO - Epoch [6][85/120] lr: 2.280e-05, eta: 0:17:54, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0609, loss: 0.0609, grad_norm: 2.6118 +2022-03-11 02:28:04,237 - davarocr - INFO - Epoch [6][90/120] lr: 2.297e-05, eta: 0:17:52, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0386, loss: 0.0386, grad_norm: 2.7608 +2022-03-11 02:28:05,141 - davarocr - INFO - Epoch [6][95/120] lr: 2.313e-05, eta: 0:17:50, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0264, loss: 0.0264, grad_norm: 2.6107 +2022-03-11 02:28:06,041 - davarocr - INFO - Epoch [6][100/120] lr: 2.330e-05, eta: 0:17:48, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0427, loss: 0.0427, grad_norm: 2.5093 +2022-03-11 02:28:06,940 - davarocr - INFO - Epoch [6][105/120] lr: 2.347e-05, eta: 0:17:46, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0266, loss: 0.0266, grad_norm: 2.5357 +2022-03-11 02:28:07,839 - davarocr - INFO - Epoch [6][110/120] lr: 2.363e-05, eta: 0:17:44, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0233, loss: 0.0233, grad_norm: 2.4778 +2022-03-11 02:28:08,735 - davarocr - INFO - Epoch [6][115/120] lr: 2.380e-05, eta: 0:17:43, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0231, loss: 0.0231, grad_norm: 2.5017 +2022-03-11 02:28:09,648 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:28:09,648 - davarocr - INFO - Epoch [6][120/120] lr: 2.397e-05, eta: 0:17:41, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0286, loss: 0.0286, grad_norm: 2.7235 +2022-03-11 02:28:14,306 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:28:14,307 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:28:14,307 - davarocr - INFO - Epoch(val) [6][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9619921363040629, 'recall': 0.9507772020725389, 'f1-score': 0.9563517915309446}, ORG: {'precision': 0.9375, 'recall': 0.9493670886075949, 'f1-score': 0.9433962264150944}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.9594594594594594, 'recall': 0.9582822085889571, 'f1-score': 0.9588704726826274}, hmean: 0.9589 +2022-03-11 02:28:17,593 - davarocr - INFO - Epoch [7][5/120] lr: 2.321e-05, eta: 0:17:56, time: 0.656, data_time: 0.473, memory: 5066, loss_cls: 0.0126, loss: 0.0126, grad_norm: 2.4431 +2022-03-11 02:28:18,503 - davarocr - INFO - Epoch [7][10/120] lr: 2.337e-05, eta: 0:17:55, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0082, loss: 0.0082, grad_norm: 2.4318 +2022-03-11 02:28:19,398 - davarocr - INFO - Epoch [7][15/120] lr: 2.353e-05, eta: 0:17:53, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0221, loss: 0.0221, grad_norm: 2.6458 +2022-03-11 02:28:20,298 - davarocr - INFO - Epoch [7][20/120] lr: 2.369e-05, eta: 0:17:51, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0148, loss: 0.0148, grad_norm: 2.6346 +2022-03-11 02:28:21,199 - davarocr - INFO - Epoch [7][25/120] lr: 2.385e-05, eta: 0:17:49, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0287, loss: 0.0287, grad_norm: 2.7398 +2022-03-11 02:28:22,111 - davarocr - INFO - Epoch [7][30/120] lr: 2.401e-05, eta: 0:17:47, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0307, loss: 0.0307, grad_norm: 2.9956 +2022-03-11 02:28:23,010 - davarocr - INFO - Epoch [7][35/120] lr: 2.417e-05, eta: 0:17:45, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0149, loss: 0.0149, grad_norm: 2.6452 +2022-03-11 02:28:23,900 - davarocr - INFO - Epoch [7][40/120] lr: 2.433e-05, eta: 0:17:44, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.0271, loss: 0.0271, grad_norm: 2.6080 +2022-03-11 02:28:24,804 - davarocr - INFO - Epoch [7][45/120] lr: 2.449e-05, eta: 0:17:42, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0181, loss: 0.0181, grad_norm: 2.7042 +2022-03-11 02:28:25,691 - davarocr - INFO - Epoch [7][50/120] lr: 2.465e-05, eta: 0:17:40, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0277, loss: 0.0277, grad_norm: 2.7532 +2022-03-11 02:28:26,592 - davarocr - INFO - Epoch [7][55/120] lr: 2.481e-05, eta: 0:17:38, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0169, loss: 0.0169, grad_norm: 2.7149 +2022-03-11 02:28:27,493 - davarocr - INFO - Epoch [7][60/120] lr: 2.497e-05, eta: 0:17:36, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0224, loss: 0.0224, grad_norm: 2.8192 +2022-03-11 02:28:28,384 - davarocr - INFO - Epoch [7][65/120] lr: 2.513e-05, eta: 0:17:34, time: 0.175, data_time: 0.008, memory: 5066, loss_cls: 0.0191, loss: 0.0191, grad_norm: 3.0471 +2022-03-11 02:28:29,297 - davarocr - INFO - Epoch [7][70/120] lr: 2.529e-05, eta: 0:17:33, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0187, loss: 0.0187, grad_norm: 2.6317 +2022-03-11 02:28:30,215 - davarocr - INFO - Epoch [7][75/120] lr: 2.545e-05, eta: 0:17:31, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0226, loss: 0.0226, grad_norm: 2.9176 +2022-03-11 02:28:31,111 - davarocr - INFO - Epoch [7][80/120] lr: 2.561e-05, eta: 0:17:29, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0403, loss: 0.0403, grad_norm: 2.8634 +2022-03-11 02:28:32,012 - davarocr - INFO - Epoch [7][85/120] lr: 2.577e-05, eta: 0:17:28, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0281, loss: 0.0281, grad_norm: 2.9270 +2022-03-11 02:28:32,904 - davarocr - INFO - Epoch [7][90/120] lr: 2.593e-05, eta: 0:17:26, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0381, loss: 0.0381, grad_norm: 2.8418 +2022-03-11 02:28:33,837 - davarocr - INFO - Epoch [7][95/120] lr: 2.609e-05, eta: 0:17:25, time: 0.189, data_time: 0.014, memory: 5066, loss_cls: 0.0183, loss: 0.0183, grad_norm: 2.6400 +2022-03-11 02:28:34,753 - davarocr - INFO - Epoch [7][100/120] lr: 2.625e-05, eta: 0:17:23, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0210, loss: 0.0210, grad_norm: 2.7044 +2022-03-11 02:28:35,664 - davarocr - INFO - Epoch [7][105/120] lr: 2.641e-05, eta: 0:17:21, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0147, loss: 0.0147, grad_norm: 2.6222 +2022-03-11 02:28:36,573 - davarocr - INFO - Epoch [7][110/120] lr: 2.657e-05, eta: 0:17:20, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0138, loss: 0.0138, grad_norm: 2.6322 +2022-03-11 02:28:37,482 - davarocr - INFO - Epoch [7][115/120] lr: 2.673e-05, eta: 0:17:18, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0154, loss: 0.0154, grad_norm: 2.6910 +2022-03-11 02:28:38,385 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:28:38,386 - davarocr - INFO - Epoch [7][120/120] lr: 2.689e-05, eta: 0:17:16, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0266, loss: 0.0266, grad_norm: 2.8395 +2022-03-11 02:28:43,079 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:28:43,080 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:28:43,080 - davarocr - INFO - Epoch(val) [7][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9411764705882353, 'recall': 0.9696969696969697, 'f1-score': 0.955223880597015}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9656538969616909, 'recall': 0.9468911917098446, 'f1-score': 0.9561805101373447}, ORG: {'precision': 0.9353680430879713, 'recall': 0.9421338155515371, 'f1-score': 0.9387387387387387}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.9592592592592593, 'recall': 0.9533742331288344, 'f1-score': 0.9563076923076924}, hmean: 0.9563 +2022-03-11 02:28:46,352 - davarocr - INFO - Epoch [8][5/120] lr: 2.605e-05, eta: 0:17:29, time: 0.652, data_time: 0.476, memory: 5066, loss_cls: 0.0147, loss: 0.0147, grad_norm: 2.8564 +2022-03-11 02:28:47,263 - davarocr - INFO - Epoch [8][10/120] lr: 2.620e-05, eta: 0:17:28, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0224, loss: 0.0224, grad_norm: 2.7663 +2022-03-11 02:28:48,173 - davarocr - INFO - Epoch [8][15/120] lr: 2.636e-05, eta: 0:17:26, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0191, loss: 0.0191, grad_norm: 2.6933 +2022-03-11 02:28:49,079 - davarocr - INFO - Epoch [8][20/120] lr: 2.651e-05, eta: 0:17:24, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0176, loss: 0.0176, grad_norm: 2.9137 +2022-03-11 02:28:49,982 - davarocr - INFO - Epoch [8][25/120] lr: 2.667e-05, eta: 0:17:23, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0158, loss: 0.0158, grad_norm: 2.8771 +2022-03-11 02:28:50,893 - davarocr - INFO - Epoch [8][30/120] lr: 2.682e-05, eta: 0:17:21, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0188, loss: 0.0188, grad_norm: 2.9517 +2022-03-11 02:28:51,798 - davarocr - INFO - Epoch [8][35/120] lr: 2.698e-05, eta: 0:17:19, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0389, loss: 0.0389, grad_norm: 3.2345 +2022-03-11 02:28:52,693 - davarocr - INFO - Epoch [8][40/120] lr: 2.713e-05, eta: 0:17:18, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0139, loss: 0.0139, grad_norm: 2.8179 +2022-03-11 02:28:53,602 - davarocr - INFO - Epoch [8][45/120] lr: 2.728e-05, eta: 0:17:16, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0117, loss: 0.0117, grad_norm: 2.7391 +2022-03-11 02:28:54,497 - davarocr - INFO - Epoch [8][50/120] lr: 2.744e-05, eta: 0:17:14, time: 0.179, data_time: 0.012, memory: 5066, loss_cls: 0.0631, loss: 0.0631, grad_norm: 3.9129 +2022-03-11 02:28:55,388 - davarocr - INFO - Epoch [8][55/120] lr: 2.759e-05, eta: 0:17:13, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0464, loss: 0.0464, grad_norm: 3.2858 +2022-03-11 02:28:56,283 - davarocr - INFO - Epoch [8][60/120] lr: 2.775e-05, eta: 0:17:11, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0119, loss: 0.0119, grad_norm: 1.6828 +2022-03-11 02:28:57,186 - davarocr - INFO - Epoch [8][65/120] lr: 2.790e-05, eta: 0:17:09, time: 0.181, data_time: 0.006, memory: 5066, loss_cls: 0.0290, loss: 0.0290, grad_norm: 2.0042 +2022-03-11 02:28:58,080 - davarocr - INFO - Epoch [8][70/120] lr: 2.806e-05, eta: 0:17:08, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0175, loss: 0.0175, grad_norm: 2.1544 +2022-03-11 02:28:58,993 - davarocr - INFO - Epoch [8][75/120] lr: 2.821e-05, eta: 0:17:06, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0295, loss: 0.0295, grad_norm: 2.5211 +2022-03-11 02:28:59,908 - davarocr - INFO - Epoch [8][80/120] lr: 2.836e-05, eta: 0:17:04, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0130, loss: 0.0130, grad_norm: 1.6347 +2022-03-11 02:29:00,816 - davarocr - INFO - Epoch [8][85/120] lr: 2.852e-05, eta: 0:17:03, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0431, loss: 0.0431, grad_norm: 2.3997 +2022-03-11 02:29:01,697 - davarocr - INFO - Epoch [8][90/120] lr: 2.867e-05, eta: 0:17:01, time: 0.176, data_time: 0.005, memory: 5066, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.6192 +2022-03-11 02:29:02,587 - davarocr - INFO - Epoch [8][95/120] lr: 2.883e-05, eta: 0:17:00, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0184, loss: 0.0184, grad_norm: 1.9937 +2022-03-11 02:29:03,473 - davarocr - INFO - Epoch [8][100/120] lr: 2.898e-05, eta: 0:16:58, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.0139, loss: 0.0139, grad_norm: 1.7133 +2022-03-11 02:29:04,363 - davarocr - INFO - Epoch [8][105/120] lr: 2.914e-05, eta: 0:16:56, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0200, loss: 0.0200, grad_norm: 1.9454 +2022-03-11 02:29:05,252 - davarocr - INFO - Epoch [8][110/120] lr: 2.929e-05, eta: 0:16:55, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0132, loss: 0.0132, grad_norm: 1.9223 +2022-03-11 02:29:06,145 - davarocr - INFO - Epoch [8][115/120] lr: 2.944e-05, eta: 0:16:53, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0381, loss: 0.0381, grad_norm: 1.9134 +2022-03-11 02:29:07,061 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:29:07,062 - davarocr - INFO - Epoch [8][120/120] lr: 2.960e-05, eta: 0:16:52, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0105, loss: 0.0105, grad_norm: 1.8936 +2022-03-11 02:29:11,745 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:29:11,746 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:29:11,746 - davarocr - INFO - Epoch(val) [8][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9605781865965834, 'recall': 0.9468911917098446, 'f1-score': 0.9536855838225701}, ORG: {'precision': 0.9328621908127208, 'recall': 0.9547920433996383, 'f1-score': 0.9436997319034852}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9559633027522936, 'recall': 0.9588957055214724, 'f1-score': 0.957427258805513}, hmean: 0.9574 +2022-03-11 02:29:15,035 - davarocr - INFO - Epoch [9][5/120] lr: 2.869e-05, eta: 0:17:02, time: 0.653, data_time: 0.475, memory: 5066, loss_cls: 0.0110, loss: 0.0110, grad_norm: 1.8536 +2022-03-11 02:29:15,963 - davarocr - INFO - Epoch [9][10/120] lr: 2.884e-05, eta: 0:17:01, time: 0.189, data_time: 0.012, memory: 5066, loss_cls: 0.0134, loss: 0.0134, grad_norm: 1.9883 +2022-03-11 02:29:16,890 - davarocr - INFO - Epoch [9][15/120] lr: 2.899e-05, eta: 0:17:00, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.0140, loss: 0.0140, grad_norm: 1.7347 +2022-03-11 02:29:17,817 - davarocr - INFO - Epoch [9][20/120] lr: 2.914e-05, eta: 0:16:58, time: 0.185, data_time: 0.007, memory: 5066, loss_cls: 0.0298, loss: 0.0298, grad_norm: 2.1409 +2022-03-11 02:29:18,739 - davarocr - INFO - Epoch [9][25/120] lr: 2.929e-05, eta: 0:16:57, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0231, loss: 0.0231, grad_norm: 2.2714 +2022-03-11 02:29:19,659 - davarocr - INFO - Epoch [9][30/120] lr: 2.943e-05, eta: 0:16:55, time: 0.184, data_time: 0.006, memory: 5066, loss_cls: 0.0217, loss: 0.0217, grad_norm: 1.9204 +2022-03-11 02:29:20,564 - davarocr - INFO - Epoch [9][35/120] lr: 2.958e-05, eta: 0:16:54, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0137, loss: 0.0137, grad_norm: 1.9266 +2022-03-11 02:29:21,479 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:29:21,480 - davarocr - INFO - Epoch [9][40/120] lr: 2.973e-05, eta: 0:16:52, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0162, loss: 0.0162, grad_norm: 1.8310 +2022-03-11 02:29:22,394 - davarocr - INFO - Epoch [9][45/120] lr: 2.988e-05, eta: 0:16:51, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0136, loss: 0.0136, grad_norm: 1.9006 +2022-03-11 02:29:23,305 - davarocr - INFO - Epoch [9][50/120] lr: 3.003e-05, eta: 0:16:49, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0092, loss: 0.0092, grad_norm: 1.7669 +2022-03-11 02:29:24,219 - davarocr - INFO - Epoch [9][55/120] lr: 3.018e-05, eta: 0:16:47, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0177, loss: 0.0177, grad_norm: 1.7950 +2022-03-11 02:29:25,132 - davarocr - INFO - Epoch [9][60/120] lr: 3.033e-05, eta: 0:16:46, time: 0.185, data_time: 0.012, memory: 5066, loss_cls: 0.0176, loss: 0.0176, grad_norm: 2.2272 +2022-03-11 02:29:26,056 - davarocr - INFO - Epoch [9][65/120] lr: 3.048e-05, eta: 0:16:45, time: 0.186, data_time: 0.011, memory: 5066, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.7442 +2022-03-11 02:29:26,959 - davarocr - INFO - Epoch [9][70/120] lr: 3.063e-05, eta: 0:16:43, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0078, loss: 0.0078, grad_norm: 1.8116 +2022-03-11 02:29:27,854 - davarocr - INFO - Epoch [9][75/120] lr: 3.077e-05, eta: 0:16:42, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.7404 +2022-03-11 02:29:28,756 - davarocr - INFO - Epoch [9][80/120] lr: 3.092e-05, eta: 0:16:40, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0131, loss: 0.0131, grad_norm: 2.0841 +2022-03-11 02:29:29,650 - davarocr - INFO - Epoch [9][85/120] lr: 3.107e-05, eta: 0:16:38, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0187, loss: 0.0187, grad_norm: 2.0288 +2022-03-11 02:29:30,565 - davarocr - INFO - Epoch [9][90/120] lr: 3.122e-05, eta: 0:16:37, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.7737 +2022-03-11 02:29:31,466 - davarocr - INFO - Epoch [9][95/120] lr: 3.137e-05, eta: 0:16:36, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0076, loss: 0.0076, grad_norm: 1.7401 +2022-03-11 02:29:32,376 - davarocr - INFO - Epoch [9][100/120] lr: 3.152e-05, eta: 0:16:34, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0162, loss: 0.0162, grad_norm: 1.9832 +2022-03-11 02:29:33,273 - davarocr - INFO - Epoch [9][105/120] lr: 3.167e-05, eta: 0:16:33, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0131, loss: 0.0131, grad_norm: 2.0780 +2022-03-11 02:29:34,169 - davarocr - INFO - Epoch [9][110/120] lr: 3.182e-05, eta: 0:16:31, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0158, loss: 0.0158, grad_norm: 2.1620 +2022-03-11 02:29:35,078 - davarocr - INFO - Epoch [9][115/120] lr: 3.196e-05, eta: 0:16:30, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0242, loss: 0.0242, grad_norm: 2.2321 +2022-03-11 02:29:35,962 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:29:35,962 - davarocr - INFO - Epoch [9][120/120] lr: 3.211e-05, eta: 0:16:28, time: 0.176, data_time: 0.009, memory: 5066, loss_cls: 0.0151, loss: 0.0151, grad_norm: 1.9702 +2022-03-11 02:29:40,829 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:29:40,829 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:29:40,830 - davarocr - INFO - Epoch(val) [9][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9592641261498029, 'recall': 0.9455958549222798, 'f1-score': 0.9523809523809524}, ORG: {'precision': 0.9070175438596492, 'recall': 0.9349005424954792, 'f1-score': 0.9207479964381121}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9468864468864469, 'recall': 0.9515337423312883, 'f1-score': 0.9492044063647491}, hmean: 0.9492 +2022-03-11 02:29:44,061 - davarocr - INFO - Epoch [10][5/120] lr: 3.115e-05, eta: 0:16:37, time: 0.642, data_time: 0.468, memory: 5066, loss_cls: 0.0265, loss: 0.0265, grad_norm: 2.5953 +2022-03-11 02:29:44,942 - davarocr - INFO - Epoch [10][10/120] lr: 3.129e-05, eta: 0:16:35, time: 0.176, data_time: 0.012, memory: 5066, loss_cls: 0.0091, loss: 0.0091, grad_norm: 2.0554 +2022-03-11 02:29:45,832 - davarocr - INFO - Epoch [10][15/120] lr: 3.144e-05, eta: 0:16:34, time: 0.181, data_time: 0.013, memory: 5066, loss_cls: 0.0112, loss: 0.0112, grad_norm: 2.0226 +2022-03-11 02:29:46,746 - davarocr - INFO - Epoch [10][20/120] lr: 3.158e-05, eta: 0:16:32, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0101, loss: 0.0101, grad_norm: 1.9549 +2022-03-11 02:29:47,659 - davarocr - INFO - Epoch [10][25/120] lr: 3.172e-05, eta: 0:16:31, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0179, loss: 0.0179, grad_norm: 2.3532 +2022-03-11 02:29:48,572 - davarocr - INFO - Epoch [10][30/120] lr: 3.187e-05, eta: 0:16:29, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0173, loss: 0.0173, grad_norm: 2.2456 +2022-03-11 02:29:49,485 - davarocr - INFO - Epoch [10][35/120] lr: 3.201e-05, eta: 0:16:28, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0131, loss: 0.0131, grad_norm: 2.3201 +2022-03-11 02:29:50,390 - davarocr - INFO - Epoch [10][40/120] lr: 3.216e-05, eta: 0:16:26, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0117, loss: 0.0117, grad_norm: 2.4295 +2022-03-11 02:29:51,290 - davarocr - INFO - Epoch [10][45/120] lr: 3.230e-05, eta: 0:16:25, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0110, loss: 0.0110, grad_norm: 2.0187 +2022-03-11 02:29:52,183 - davarocr - INFO - Epoch [10][50/120] lr: 3.244e-05, eta: 0:16:23, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0196, loss: 0.0196, grad_norm: 2.4113 +2022-03-11 02:29:53,078 - davarocr - INFO - Epoch [10][55/120] lr: 3.259e-05, eta: 0:16:22, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0151, loss: 0.0151, grad_norm: 2.5953 +2022-03-11 02:29:53,990 - davarocr - INFO - Epoch [10][60/120] lr: 3.273e-05, eta: 0:16:20, time: 0.182, data_time: 0.013, memory: 5066, loss_cls: 0.0115, loss: 0.0115, grad_norm: 2.4861 +2022-03-11 02:29:54,914 - davarocr - INFO - Epoch [10][65/120] lr: 3.287e-05, eta: 0:16:19, time: 0.188, data_time: 0.011, memory: 5066, loss_cls: 0.0199, loss: 0.0199, grad_norm: 2.2290 +2022-03-11 02:29:55,829 - davarocr - INFO - Epoch [10][70/120] lr: 3.302e-05, eta: 0:16:18, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0097, loss: 0.0097, grad_norm: 2.1674 +2022-03-11 02:29:56,741 - davarocr - INFO - Epoch [10][75/120] lr: 3.316e-05, eta: 0:16:16, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0161, loss: 0.0161, grad_norm: 2.1982 +2022-03-11 02:29:57,649 - davarocr - INFO - Epoch [10][80/120] lr: 3.330e-05, eta: 0:16:15, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0085, loss: 0.0085, grad_norm: 2.0401 +2022-03-11 02:29:58,554 - davarocr - INFO - Epoch [10][85/120] lr: 3.345e-05, eta: 0:16:14, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0128, loss: 0.0128, grad_norm: 2.2980 +2022-03-11 02:29:59,442 - davarocr - INFO - Epoch [10][90/120] lr: 3.359e-05, eta: 0:16:12, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0091, loss: 0.0091, grad_norm: 2.0870 +2022-03-11 02:30:00,331 - davarocr - INFO - Epoch [10][95/120] lr: 3.374e-05, eta: 0:16:11, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0193, loss: 0.0193, grad_norm: 2.3773 +2022-03-11 02:30:01,229 - davarocr - INFO - Epoch [10][100/120] lr: 3.388e-05, eta: 0:16:09, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0183, loss: 0.0183, grad_norm: 1.9962 +2022-03-11 02:30:02,115 - davarocr - INFO - Epoch [10][105/120] lr: 3.402e-05, eta: 0:16:08, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0054, loss: 0.0054, grad_norm: 2.0334 +2022-03-11 02:30:03,033 - davarocr - INFO - Epoch [10][110/120] lr: 3.417e-05, eta: 0:16:06, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0107, loss: 0.0107, grad_norm: 2.2177 +2022-03-11 02:30:03,947 - davarocr - INFO - Epoch [10][115/120] lr: 3.431e-05, eta: 0:16:05, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0060, loss: 0.0060, grad_norm: 2.1241 +2022-03-11 02:30:04,849 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:30:04,849 - davarocr - INFO - Epoch [10][120/120] lr: 3.445e-05, eta: 0:16:03, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0119, loss: 0.0119, grad_norm: 2.5867 +2022-03-11 02:30:09,683 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:30:09,684 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:30:09,684 - davarocr - INFO - Epoch(val) [10][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9721854304635762, 'recall': 0.9507772020725389, 'f1-score': 0.9613621480026195}, ORG: {'precision': 0.9372759856630825, 'recall': 0.945750452079566, 'f1-score': 0.9414941494149415}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9629629629629629, 'recall': 0.9570552147239264, 'f1-score': 0.9599999999999999}, hmean: 0.9600 +2022-03-11 02:30:12,965 - davarocr - INFO - Epoch [11][5/120] lr: 3.333e-05, eta: 0:16:11, time: 0.654, data_time: 0.472, memory: 5066, loss_cls: 0.0093, loss: 0.0093, grad_norm: 2.2100 +2022-03-11 02:30:13,879 - davarocr - INFO - Epoch [11][10/120] lr: 3.333e-05, eta: 0:16:10, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0107, loss: 0.0107, grad_norm: 2.7347 +2022-03-11 02:30:14,797 - davarocr - INFO - Epoch [11][15/120] lr: 3.333e-05, eta: 0:16:09, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0049, loss: 0.0049, grad_norm: 2.0763 +2022-03-11 02:30:15,709 - davarocr - INFO - Epoch [11][20/120] lr: 3.333e-05, eta: 0:16:07, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 2.1335 +2022-03-11 02:30:16,617 - davarocr - INFO - Epoch [11][25/120] lr: 3.333e-05, eta: 0:16:06, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0138, loss: 0.0138, grad_norm: 2.1571 +2022-03-11 02:30:17,525 - davarocr - INFO - Epoch [11][30/120] lr: 3.333e-05, eta: 0:16:04, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 2.0013 +2022-03-11 02:30:18,415 - davarocr - INFO - Epoch [11][35/120] lr: 3.333e-05, eta: 0:16:03, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0123, loss: 0.0123, grad_norm: 2.7014 +2022-03-11 02:30:19,310 - davarocr - INFO - Epoch [11][40/120] lr: 3.333e-05, eta: 0:16:02, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.9889 +2022-03-11 02:30:20,200 - davarocr - INFO - Epoch [11][45/120] lr: 3.333e-05, eta: 0:16:00, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0218, loss: 0.0218, grad_norm: 2.8399 +2022-03-11 02:30:21,101 - davarocr - INFO - Epoch [11][50/120] lr: 3.333e-05, eta: 0:15:59, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0084, loss: 0.0084, grad_norm: 1.9305 +2022-03-11 02:30:21,998 - davarocr - INFO - Epoch [11][55/120] lr: 3.333e-05, eta: 0:15:57, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0222, loss: 0.0222, grad_norm: 2.5808 +2022-03-11 02:30:22,909 - davarocr - INFO - Epoch [11][60/120] lr: 3.333e-05, eta: 0:15:56, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0132, loss: 0.0132, grad_norm: 2.7172 +2022-03-11 02:30:23,801 - davarocr - INFO - Epoch [11][65/120] lr: 3.333e-05, eta: 0:15:54, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0239, loss: 0.0239, grad_norm: 2.4690 +2022-03-11 02:30:24,697 - davarocr - INFO - Epoch [11][70/120] lr: 3.333e-05, eta: 0:15:53, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0127, loss: 0.0127, grad_norm: 2.3387 +2022-03-11 02:30:25,581 - davarocr - INFO - Epoch [11][75/120] lr: 3.333e-05, eta: 0:15:51, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.9453 +2022-03-11 02:30:26,467 - davarocr - INFO - Epoch [11][80/120] lr: 3.333e-05, eta: 0:15:50, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0103, loss: 0.0103, grad_norm: 1.7978 +2022-03-11 02:30:27,364 - davarocr - INFO - Epoch [11][85/120] lr: 3.333e-05, eta: 0:15:49, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0211, loss: 0.0211, grad_norm: 1.9565 +2022-03-11 02:30:28,278 - davarocr - INFO - Epoch [11][90/120] lr: 3.333e-05, eta: 0:15:47, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0078, loss: 0.0078, grad_norm: 1.8805 +2022-03-11 02:30:29,196 - davarocr - INFO - Epoch [11][95/120] lr: 3.333e-05, eta: 0:15:46, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0177, loss: 0.0177, grad_norm: 2.2524 +2022-03-11 02:30:30,100 - davarocr - INFO - Epoch [11][100/120] lr: 3.333e-05, eta: 0:15:45, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0158, loss: 0.0158, grad_norm: 1.9971 +2022-03-11 02:30:31,010 - davarocr - INFO - Epoch [11][105/120] lr: 3.333e-05, eta: 0:15:43, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0171, loss: 0.0171, grad_norm: 1.9767 +2022-03-11 02:30:31,920 - davarocr - INFO - Epoch [11][110/120] lr: 3.333e-05, eta: 0:15:42, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0137, loss: 0.0137, grad_norm: 2.1250 +2022-03-11 02:30:32,812 - davarocr - INFO - Epoch [11][115/120] lr: 3.333e-05, eta: 0:15:40, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.7125 +2022-03-11 02:30:33,732 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:30:33,732 - davarocr - INFO - Epoch [11][120/120] lr: 3.333e-05, eta: 0:15:39, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0245, loss: 0.0245, grad_norm: 2.2652 +2022-03-11 02:30:38,390 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:30:38,391 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:30:38,391 - davarocr - INFO - Epoch(val) [11][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9668874172185431, 'recall': 0.9455958549222798, 'f1-score': 0.9561231172233137}, ORG: {'precision': 0.9275618374558304, 'recall': 0.9493670886075949, 'f1-score': 0.9383378016085789}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9576167076167076, 'recall': 0.9564417177914111, 'f1-score': 0.9570288520564763}, hmean: 0.9570 +2022-03-11 02:30:41,678 - davarocr - INFO - Epoch [12][5/120] lr: 3.226e-05, eta: 0:15:46, time: 0.656, data_time: 0.472, memory: 5066, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.8775 +2022-03-11 02:30:42,563 - davarocr - INFO - Epoch [12][10/120] lr: 3.226e-05, eta: 0:15:45, time: 0.177, data_time: 0.010, memory: 5066, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.7626 +2022-03-11 02:30:43,447 - davarocr - INFO - Epoch [12][15/120] lr: 3.226e-05, eta: 0:15:43, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.6664 +2022-03-11 02:30:44,345 - davarocr - INFO - Epoch [12][20/120] lr: 3.226e-05, eta: 0:15:42, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0130, loss: 0.0130, grad_norm: 2.1467 +2022-03-11 02:30:45,245 - davarocr - INFO - Epoch [12][25/120] lr: 3.226e-05, eta: 0:15:40, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0084, loss: 0.0084, grad_norm: 1.9452 +2022-03-11 02:30:46,158 - davarocr - INFO - Epoch [12][30/120] lr: 3.226e-05, eta: 0:15:39, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0073, loss: 0.0073, grad_norm: 1.8405 +2022-03-11 02:30:47,056 - davarocr - INFO - Epoch [12][35/120] lr: 3.226e-05, eta: 0:15:38, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.8905 +2022-03-11 02:30:47,956 - davarocr - INFO - Epoch [12][40/120] lr: 3.226e-05, eta: 0:15:36, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0199, loss: 0.0199, grad_norm: 2.0895 +2022-03-11 02:30:48,857 - davarocr - INFO - Epoch [12][45/120] lr: 3.226e-05, eta: 0:15:35, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.8088 +2022-03-11 02:30:49,768 - davarocr - INFO - Epoch [12][50/120] lr: 3.226e-05, eta: 0:15:34, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.8115 +2022-03-11 02:30:50,678 - davarocr - INFO - Epoch [12][55/120] lr: 3.226e-05, eta: 0:15:32, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.7518 +2022-03-11 02:30:51,583 - davarocr - INFO - Epoch [12][60/120] lr: 3.226e-05, eta: 0:15:31, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.7603 +2022-03-11 02:30:52,480 - davarocr - INFO - Epoch [12][65/120] lr: 3.226e-05, eta: 0:15:29, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.8284 +2022-03-11 02:30:53,378 - davarocr - INFO - Epoch [12][70/120] lr: 3.226e-05, eta: 0:15:28, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.7302 +2022-03-11 02:30:54,299 - davarocr - INFO - Epoch [12][75/120] lr: 3.226e-05, eta: 0:15:27, time: 0.184, data_time: 0.007, memory: 5066, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.7619 +2022-03-11 02:30:55,217 - davarocr - INFO - Epoch [12][80/120] lr: 3.226e-05, eta: 0:15:26, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.8254 +2022-03-11 02:30:56,136 - davarocr - INFO - Epoch [12][85/120] lr: 3.226e-05, eta: 0:15:24, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0079, loss: 0.0079, grad_norm: 2.1042 +2022-03-11 02:30:57,033 - davarocr - INFO - Epoch [12][90/120] lr: 3.226e-05, eta: 0:15:23, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.9646 +2022-03-11 02:30:57,939 - davarocr - INFO - Epoch [12][95/120] lr: 3.226e-05, eta: 0:15:22, time: 0.181, data_time: 0.006, memory: 5066, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.7423 +2022-03-11 02:30:58,847 - davarocr - INFO - Epoch [12][100/120] lr: 3.226e-05, eta: 0:15:20, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.9149 +2022-03-11 02:30:59,761 - davarocr - INFO - Epoch [12][105/120] lr: 3.226e-05, eta: 0:15:19, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.9255 +2022-03-11 02:31:00,653 - davarocr - INFO - Epoch [12][110/120] lr: 3.226e-05, eta: 0:15:18, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.7962 +2022-03-11 02:31:01,547 - davarocr - INFO - Epoch [12][115/120] lr: 3.226e-05, eta: 0:15:16, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.7994 +2022-03-11 02:31:02,457 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:31:02,457 - davarocr - INFO - Epoch [12][120/120] lr: 3.226e-05, eta: 0:15:15, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.7567 +2022-03-11 02:31:07,297 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:31:07,297 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:31:07,298 - davarocr - INFO - Epoch(val) [12][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9619921363040629, 'recall': 0.9507772020725389, 'f1-score': 0.9563517915309446}, ORG: {'precision': 0.9343971631205674, 'recall': 0.9529837251356239, 'f1-score': 0.9435989256938228}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9577723378212974, 'recall': 0.9601226993865031, 'f1-score': 0.9589460784313726}, hmean: 0.9589 +2022-03-11 02:31:10,570 - davarocr - INFO - Epoch [13][5/120] lr: 3.125e-05, eta: 0:15:21, time: 0.653, data_time: 0.479, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.7354 +2022-03-11 02:31:11,482 - davarocr - INFO - Epoch [13][10/120] lr: 3.125e-05, eta: 0:15:20, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.8971 +2022-03-11 02:31:12,385 - davarocr - INFO - Epoch [13][15/120] lr: 3.125e-05, eta: 0:15:18, time: 0.181, data_time: 0.012, memory: 5066, loss_cls: 0.0108, loss: 0.0108, grad_norm: 2.5067 +2022-03-11 02:31:13,282 - davarocr - INFO - Epoch [13][20/120] lr: 3.125e-05, eta: 0:15:17, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.7878 +2022-03-11 02:31:14,185 - davarocr - INFO - Epoch [13][25/120] lr: 3.125e-05, eta: 0:15:16, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.8557 +2022-03-11 02:31:15,080 - davarocr - INFO - Epoch [13][30/120] lr: 3.125e-05, eta: 0:15:14, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0047, loss: 0.0047, grad_norm: 2.4276 +2022-03-11 02:31:15,983 - davarocr - INFO - Epoch [13][35/120] lr: 3.125e-05, eta: 0:15:13, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0100, loss: 0.0100, grad_norm: 2.0260 +2022-03-11 02:31:16,902 - davarocr - INFO - Epoch [13][40/120] lr: 3.125e-05, eta: 0:15:12, time: 0.184, data_time: 0.012, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.8748 +2022-03-11 02:31:17,786 - davarocr - INFO - Epoch [13][45/120] lr: 3.125e-05, eta: 0:15:10, time: 0.177, data_time: 0.011, memory: 5066, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.8915 +2022-03-11 02:31:18,693 - davarocr - INFO - Epoch [13][50/120] lr: 3.125e-05, eta: 0:15:09, time: 0.181, data_time: 0.013, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 2.0161 +2022-03-11 02:31:19,623 - davarocr - INFO - Epoch [13][55/120] lr: 3.125e-05, eta: 0:15:08, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0168, loss: 0.0168, grad_norm: 2.3204 +2022-03-11 02:31:20,559 - davarocr - INFO - Epoch [13][60/120] lr: 3.125e-05, eta: 0:15:07, time: 0.193, data_time: 0.015, memory: 5066, loss_cls: 0.0082, loss: 0.0082, grad_norm: 1.9177 +2022-03-11 02:31:21,478 - davarocr - INFO - Epoch [13][65/120] lr: 3.125e-05, eta: 0:15:05, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0086, loss: 0.0086, grad_norm: 2.6405 +2022-03-11 02:31:22,412 - davarocr - INFO - Epoch [13][70/120] lr: 3.125e-05, eta: 0:15:04, time: 0.187, data_time: 0.008, memory: 5066, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.4293 +2022-03-11 02:31:23,329 - davarocr - INFO - Epoch [13][75/120] lr: 3.125e-05, eta: 0:15:03, time: 0.183, data_time: 0.013, memory: 5066, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.5597 +2022-03-11 02:31:24,253 - davarocr - INFO - Epoch [13][80/120] lr: 3.125e-05, eta: 0:15:01, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.4887 +2022-03-11 02:31:25,155 - davarocr - INFO - Epoch [13][85/120] lr: 3.125e-05, eta: 0:15:00, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.3824 +2022-03-11 02:31:26,064 - davarocr - INFO - Epoch [13][90/120] lr: 3.125e-05, eta: 0:14:59, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0167, loss: 0.0167, grad_norm: 1.6503 +2022-03-11 02:31:26,967 - davarocr - INFO - Epoch [13][95/120] lr: 3.125e-05, eta: 0:14:58, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.5553 +2022-03-11 02:31:27,876 - davarocr - INFO - Epoch [13][100/120] lr: 3.125e-05, eta: 0:14:56, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.4156 +2022-03-11 02:31:28,786 - davarocr - INFO - Epoch [13][105/120] lr: 3.125e-05, eta: 0:14:55, time: 0.183, data_time: 0.012, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3793 +2022-03-11 02:31:29,711 - davarocr - INFO - Epoch [13][110/120] lr: 3.125e-05, eta: 0:14:54, time: 0.184, data_time: 0.007, memory: 5066, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.5212 +2022-03-11 02:31:30,638 - davarocr - INFO - Epoch [13][115/120] lr: 3.125e-05, eta: 0:14:53, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3696 +2022-03-11 02:31:31,538 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:31:31,538 - davarocr - INFO - Epoch [13][120/120] lr: 3.125e-05, eta: 0:14:51, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.7175 +2022-03-11 02:31:36,627 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:31:36,627 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:31:36,628 - davarocr - INFO - Epoch(val) [13][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9683794466403162, 'recall': 0.9520725388601037, 'f1-score': 0.9601567602873939}, ORG: {'precision': 0.942652329749104, 'recall': 0.9511754068716094, 'f1-score': 0.9468946894689471}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9618930547019053, 'recall': 0.9601226993865031, 'f1-score': 0.961007061713233}, hmean: 0.9610 +2022-03-11 02:31:39,866 - davarocr - INFO - Epoch [14][5/120] lr: 3.030e-05, eta: 0:14:57, time: 0.645, data_time: 0.471, memory: 5066, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.6521 +2022-03-11 02:31:40,754 - davarocr - INFO - Epoch [14][10/120] lr: 3.030e-05, eta: 0:14:55, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.6200 +2022-03-11 02:31:41,649 - davarocr - INFO - Epoch [14][15/120] lr: 3.030e-05, eta: 0:14:54, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.5476 +2022-03-11 02:31:42,549 - davarocr - INFO - Epoch [14][20/120] lr: 3.030e-05, eta: 0:14:53, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.4684 +2022-03-11 02:31:43,434 - davarocr - INFO - Epoch [14][25/120] lr: 3.030e-05, eta: 0:14:51, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.9119 +2022-03-11 02:31:44,339 - davarocr - INFO - Epoch [14][30/120] lr: 3.030e-05, eta: 0:14:50, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.4843 +2022-03-11 02:31:45,261 - davarocr - INFO - Epoch [14][35/120] lr: 3.030e-05, eta: 0:14:49, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.4470 +2022-03-11 02:31:46,188 - davarocr - INFO - Epoch [14][40/120] lr: 3.030e-05, eta: 0:14:47, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.5346 +2022-03-11 02:31:47,108 - davarocr - INFO - Epoch [14][45/120] lr: 3.030e-05, eta: 0:14:46, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.4664 +2022-03-11 02:31:48,036 - davarocr - INFO - Epoch [14][50/120] lr: 3.030e-05, eta: 0:14:45, time: 0.186, data_time: 0.008, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.4748 +2022-03-11 02:31:48,945 - davarocr - INFO - Epoch [14][55/120] lr: 3.030e-05, eta: 0:14:44, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.7180 +2022-03-11 02:31:49,853 - davarocr - INFO - Epoch [14][60/120] lr: 3.030e-05, eta: 0:14:42, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.5002 +2022-03-11 02:31:50,767 - davarocr - INFO - Epoch [14][65/120] lr: 3.030e-05, eta: 0:14:41, time: 0.183, data_time: 0.006, memory: 5066, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.4731 +2022-03-11 02:31:51,682 - davarocr - INFO - Epoch [14][70/120] lr: 3.030e-05, eta: 0:14:40, time: 0.183, data_time: 0.006, memory: 5066, loss_cls: 0.0179, loss: 0.0179, grad_norm: 1.6267 +2022-03-11 02:31:52,586 - davarocr - INFO - Epoch [14][75/120] lr: 3.030e-05, eta: 0:14:39, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.4862 +2022-03-11 02:31:53,496 - davarocr - INFO - Epoch [14][80/120] lr: 3.030e-05, eta: 0:14:37, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0103, loss: 0.0103, grad_norm: 2.0585 +2022-03-11 02:31:54,429 - davarocr - INFO - Epoch [14][85/120] lr: 3.030e-05, eta: 0:14:36, time: 0.188, data_time: 0.007, memory: 5066, loss_cls: 0.0037, loss: 0.0037, grad_norm: 2.4734 +2022-03-11 02:31:55,326 - davarocr - INFO - Epoch [14][90/120] lr: 3.030e-05, eta: 0:14:35, time: 0.176, data_time: 0.009, memory: 5066, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.3614 +2022-03-11 02:31:56,212 - davarocr - INFO - Epoch [14][95/120] lr: 3.030e-05, eta: 0:14:33, time: 0.177, data_time: 0.011, memory: 5066, loss_cls: 0.0144, loss: 0.0144, grad_norm: 1.7337 +2022-03-11 02:31:57,118 - davarocr - INFO - Epoch [14][100/120] lr: 3.030e-05, eta: 0:14:32, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0098, loss: 0.0098, grad_norm: 1.6237 +2022-03-11 02:31:58,013 - davarocr - INFO - Epoch [14][105/120] lr: 3.030e-05, eta: 0:14:31, time: 0.179, data_time: 0.012, memory: 5066, loss_cls: 0.0130, loss: 0.0130, grad_norm: 2.3144 +2022-03-11 02:31:58,924 - davarocr - INFO - Epoch [14][110/120] lr: 3.030e-05, eta: 0:14:30, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.3287 +2022-03-11 02:31:59,819 - davarocr - INFO - Epoch [14][115/120] lr: 3.030e-05, eta: 0:14:28, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0155, loss: 0.0155, grad_norm: 2.1899 +2022-03-11 02:32:00,714 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:32:00,714 - davarocr - INFO - Epoch [14][120/120] lr: 3.030e-05, eta: 0:14:27, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3081 +2022-03-11 02:32:05,391 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:32:05,392 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:32:05,392 - davarocr - INFO - Epoch(val) [14][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9644268774703557, 'recall': 0.9481865284974094, 'f1-score': 0.9562377531025473}, ORG: {'precision': 0.9312169312169312, 'recall': 0.9547920433996383, 'f1-score': 0.9428571428571427}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9565749235474006, 'recall': 0.9595092024539877, 'f1-score': 0.9580398162327718}, hmean: 0.9580 +2022-03-11 02:32:08,656 - davarocr - INFO - Epoch [15][5/120] lr: 2.941e-05, eta: 0:14:32, time: 0.652, data_time: 0.473, memory: 5066, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.7456 +2022-03-11 02:32:09,555 - davarocr - INFO - Epoch [15][10/120] lr: 2.941e-05, eta: 0:14:31, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0184, loss: 0.0184, grad_norm: 1.7805 +2022-03-11 02:32:10,448 - davarocr - INFO - Epoch [15][15/120] lr: 2.941e-05, eta: 0:14:29, time: 0.179, data_time: 0.011, memory: 5066, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.7493 +2022-03-11 02:32:11,359 - davarocr - INFO - Epoch [15][20/120] lr: 2.941e-05, eta: 0:14:28, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.7561 +2022-03-11 02:32:12,263 - davarocr - INFO - Epoch [15][25/120] lr: 2.941e-05, eta: 0:14:27, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.8572 +2022-03-11 02:32:13,166 - davarocr - INFO - Epoch [15][30/120] lr: 2.941e-05, eta: 0:14:25, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.4345 +2022-03-11 02:32:14,068 - davarocr - INFO - Epoch [15][35/120] lr: 2.941e-05, eta: 0:14:24, time: 0.181, data_time: 0.013, memory: 5066, loss_cls: 0.0137, loss: 0.0137, grad_norm: 2.0664 +2022-03-11 02:32:14,959 - davarocr - INFO - Epoch [15][40/120] lr: 2.941e-05, eta: 0:14:23, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.5766 +2022-03-11 02:32:15,867 - davarocr - INFO - Epoch [15][45/120] lr: 2.941e-05, eta: 0:14:21, time: 0.181, data_time: 0.012, memory: 5066, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.4758 +2022-03-11 02:32:16,772 - davarocr - INFO - Epoch [15][50/120] lr: 2.941e-05, eta: 0:14:20, time: 0.181, data_time: 0.012, memory: 5066, loss_cls: 0.0167, loss: 0.0167, grad_norm: 2.0549 +2022-03-11 02:32:17,692 - davarocr - INFO - Epoch [15][55/120] lr: 2.941e-05, eta: 0:14:19, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0074, loss: 0.0074, grad_norm: 1.6641 +2022-03-11 02:32:18,603 - davarocr - INFO - Epoch [15][60/120] lr: 2.941e-05, eta: 0:14:18, time: 0.183, data_time: 0.012, memory: 5066, loss_cls: 0.0150, loss: 0.0150, grad_norm: 2.1169 +2022-03-11 02:32:19,522 - davarocr - INFO - Epoch [15][65/120] lr: 2.941e-05, eta: 0:14:17, time: 0.184, data_time: 0.012, memory: 5066, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.4480 +2022-03-11 02:32:20,434 - davarocr - INFO - Epoch [15][70/120] lr: 2.941e-05, eta: 0:14:15, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.5355 +2022-03-11 02:32:21,340 - davarocr - INFO - Epoch [15][75/120] lr: 2.941e-05, eta: 0:14:14, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.5373 +2022-03-11 02:32:22,254 - davarocr - INFO - Epoch [15][80/120] lr: 2.941e-05, eta: 0:14:13, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0125, loss: 0.0125, grad_norm: 1.5191 +2022-03-11 02:32:23,183 - davarocr - INFO - Epoch [15][85/120] lr: 2.941e-05, eta: 0:14:12, time: 0.186, data_time: 0.012, memory: 5066, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5774 +2022-03-11 02:32:24,090 - davarocr - INFO - Epoch [15][90/120] lr: 2.941e-05, eta: 0:14:10, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.5665 +2022-03-11 02:32:24,999 - davarocr - INFO - Epoch [15][95/120] lr: 2.941e-05, eta: 0:14:09, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.7022 +2022-03-11 02:32:25,898 - davarocr - INFO - Epoch [15][100/120] lr: 2.941e-05, eta: 0:14:08, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.4832 +2022-03-11 02:32:26,802 - davarocr - INFO - Epoch [15][105/120] lr: 2.941e-05, eta: 0:14:07, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.8948 +2022-03-11 02:32:27,708 - davarocr - INFO - Epoch [15][110/120] lr: 2.941e-05, eta: 0:14:05, time: 0.185, data_time: 0.013, memory: 5066, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.7697 +2022-03-11 02:32:28,623 - davarocr - INFO - Epoch [15][115/120] lr: 2.941e-05, eta: 0:14:04, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.5704 +2022-03-11 02:32:29,528 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:32:29,529 - davarocr - INFO - Epoch [15][120/120] lr: 2.941e-05, eta: 0:14:03, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0093, loss: 0.0093, grad_norm: 2.0079 +2022-03-11 02:32:34,223 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:32:34,224 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:32:34,224 - davarocr - INFO - Epoch(val) [15][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9670184696569921, 'recall': 0.9494818652849741, 'f1-score': 0.9581699346405229}, ORG: {'precision': 0.9444444444444444, 'recall': 0.9529837251356239, 'f1-score': 0.9486948694869487}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9642416769420469, 'recall': 0.9595092024539877, 'f1-score': 0.9618696186961869}, hmean: 0.9619 +2022-03-11 02:32:37,531 - davarocr - INFO - Epoch [16][5/120] lr: 2.857e-05, eta: 0:14:07, time: 0.657, data_time: 0.470, memory: 5066, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.6470 +2022-03-11 02:32:38,428 - davarocr - INFO - Epoch [16][10/120] lr: 2.857e-05, eta: 0:14:06, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.5448 +2022-03-11 02:32:39,326 - davarocr - INFO - Epoch [16][15/120] lr: 2.857e-05, eta: 0:14:05, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.8041 +2022-03-11 02:32:40,223 - davarocr - INFO - Epoch [16][20/120] lr: 2.857e-05, eta: 0:14:03, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0085, loss: 0.0085, grad_norm: 1.6404 +2022-03-11 02:32:41,130 - davarocr - INFO - Epoch [16][25/120] lr: 2.857e-05, eta: 0:14:02, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.6005 +2022-03-11 02:32:42,060 - davarocr - INFO - Epoch [16][30/120] lr: 2.857e-05, eta: 0:14:01, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.4906 +2022-03-11 02:32:42,970 - davarocr - INFO - Epoch [16][35/120] lr: 2.857e-05, eta: 0:14:00, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.4768 +2022-03-11 02:32:43,876 - davarocr - INFO - Epoch [16][40/120] lr: 2.857e-05, eta: 0:13:59, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.8498 +2022-03-11 02:32:44,778 - davarocr - INFO - Epoch [16][45/120] lr: 2.857e-05, eta: 0:13:57, time: 0.183, data_time: 0.012, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4968 +2022-03-11 02:32:45,672 - davarocr - INFO - Epoch [16][50/120] lr: 2.857e-05, eta: 0:13:56, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0064, loss: 0.0064, grad_norm: 2.4693 +2022-03-11 02:32:46,574 - davarocr - INFO - Epoch [16][55/120] lr: 2.857e-05, eta: 0:13:55, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.8164 +2022-03-11 02:32:47,481 - davarocr - INFO - Epoch [16][60/120] lr: 2.857e-05, eta: 0:13:54, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0301, loss: 0.0301, grad_norm: 3.3945 +2022-03-11 02:32:48,371 - davarocr - INFO - Epoch [16][65/120] lr: 2.857e-05, eta: 0:13:52, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.2868 +2022-03-11 02:32:49,283 - davarocr - INFO - Epoch [16][70/120] lr: 2.857e-05, eta: 0:13:51, time: 0.183, data_time: 0.006, memory: 5066, loss_cls: 0.0317, loss: 0.0317, grad_norm: 2.1969 +2022-03-11 02:32:50,183 - davarocr - INFO - Epoch [16][75/120] lr: 2.857e-05, eta: 0:13:50, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0089, loss: 0.0089, grad_norm: 1.7482 +2022-03-11 02:32:51,087 - davarocr - INFO - Epoch [16][80/120] lr: 2.857e-05, eta: 0:13:49, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0161, loss: 0.0161, grad_norm: 2.0081 +2022-03-11 02:32:52,001 - davarocr - INFO - Epoch [16][85/120] lr: 2.857e-05, eta: 0:13:47, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0125, loss: 0.0125, grad_norm: 1.7482 +2022-03-11 02:32:52,927 - davarocr - INFO - Epoch [16][90/120] lr: 2.857e-05, eta: 0:13:46, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.0980 +2022-03-11 02:32:53,841 - davarocr - INFO - Epoch [16][95/120] lr: 2.857e-05, eta: 0:13:45, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.4497 +2022-03-11 02:32:54,722 - davarocr - INFO - Epoch [16][100/120] lr: 2.857e-05, eta: 0:13:44, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.1795 +2022-03-11 02:32:55,630 - davarocr - INFO - Epoch [16][105/120] lr: 2.857e-05, eta: 0:13:43, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.1808 +2022-03-11 02:32:56,527 - davarocr - INFO - Epoch [16][110/120] lr: 2.857e-05, eta: 0:13:41, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.8306 +2022-03-11 02:32:57,417 - davarocr - INFO - Epoch [16][115/120] lr: 2.857e-05, eta: 0:13:40, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0129, loss: 0.0129, grad_norm: 1.9444 +2022-03-11 02:32:58,323 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:32:58,325 - davarocr - INFO - Epoch [16][120/120] lr: 2.857e-05, eta: 0:13:39, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1669 +2022-03-11 02:33:02,936 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:33:02,937 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:33:02,937 - davarocr - INFO - Epoch(val) [16][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9617918313570487, 'recall': 0.9455958549222798, 'f1-score': 0.953625081645983}, ORG: {'precision': 0.9256637168141593, 'recall': 0.945750452079566, 'f1-score': 0.9355992844364938}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9540441176470589, 'recall': 0.9552147239263804, 'f1-score': 0.9546290619251993}, hmean: 0.9546 +2022-03-11 02:33:06,243 - davarocr - INFO - Epoch [17][5/120] lr: 2.778e-05, eta: 0:13:43, time: 0.660, data_time: 0.466, memory: 5066, loss_cls: 0.0123, loss: 0.0123, grad_norm: 1.4799 +2022-03-11 02:33:07,171 - davarocr - INFO - Epoch [17][10/120] lr: 2.778e-05, eta: 0:13:42, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.1846 +2022-03-11 02:33:08,078 - davarocr - INFO - Epoch [17][15/120] lr: 2.778e-05, eta: 0:13:40, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.2701 +2022-03-11 02:33:08,997 - davarocr - INFO - Epoch [17][20/120] lr: 2.778e-05, eta: 0:13:39, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0110, loss: 0.0110, grad_norm: 1.8128 +2022-03-11 02:33:09,923 - davarocr - INFO - Epoch [17][25/120] lr: 2.778e-05, eta: 0:13:38, time: 0.186, data_time: 0.006, memory: 5066, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.5859 +2022-03-11 02:33:10,839 - davarocr - INFO - Epoch [17][30/120] lr: 2.778e-05, eta: 0:13:37, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.2203 +2022-03-11 02:33:11,755 - davarocr - INFO - Epoch [17][35/120] lr: 2.778e-05, eta: 0:13:36, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.3729 +2022-03-11 02:33:12,660 - davarocr - INFO - Epoch [17][40/120] lr: 2.778e-05, eta: 0:13:34, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5087 +2022-03-11 02:33:13,569 - davarocr - INFO - Epoch [17][45/120] lr: 2.778e-05, eta: 0:13:33, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0095, loss: 0.0095, grad_norm: 1.7119 +2022-03-11 02:33:14,478 - davarocr - INFO - Epoch [17][50/120] lr: 2.778e-05, eta: 0:13:32, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0073, loss: 0.0073, grad_norm: 1.6859 +2022-03-11 02:33:15,379 - davarocr - INFO - Epoch [17][55/120] lr: 2.778e-05, eta: 0:13:31, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.2683 +2022-03-11 02:33:16,285 - davarocr - INFO - Epoch [17][60/120] lr: 2.778e-05, eta: 0:13:29, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0089, loss: 0.0089, grad_norm: 1.6355 +2022-03-11 02:33:17,189 - davarocr - INFO - Epoch [17][65/120] lr: 2.778e-05, eta: 0:13:28, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0097, loss: 0.0097, grad_norm: 1.6808 +2022-03-11 02:33:18,099 - davarocr - INFO - Epoch [17][70/120] lr: 2.778e-05, eta: 0:13:27, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.5010 +2022-03-11 02:33:19,011 - davarocr - INFO - Epoch [17][75/120] lr: 2.778e-05, eta: 0:13:26, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.4595 +2022-03-11 02:33:19,905 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:33:19,905 - davarocr - INFO - Epoch [17][80/120] lr: 2.778e-05, eta: 0:13:25, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.2880 +2022-03-11 02:33:20,805 - davarocr - INFO - Epoch [17][85/120] lr: 2.778e-05, eta: 0:13:23, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0135, loss: 0.0135, grad_norm: 1.4537 +2022-03-11 02:33:21,708 - davarocr - INFO - Epoch [17][90/120] lr: 2.778e-05, eta: 0:13:22, time: 0.181, data_time: 0.006, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2267 +2022-03-11 02:33:22,606 - davarocr - INFO - Epoch [17][95/120] lr: 2.778e-05, eta: 0:13:21, time: 0.180, data_time: 0.005, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.4119 +2022-03-11 02:33:23,499 - davarocr - INFO - Epoch [17][100/120] lr: 2.778e-05, eta: 0:13:20, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.2860 +2022-03-11 02:33:24,407 - davarocr - INFO - Epoch [17][105/120] lr: 2.778e-05, eta: 0:13:19, time: 0.181, data_time: 0.006, memory: 5066, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2890 +2022-03-11 02:33:25,333 - davarocr - INFO - Epoch [17][110/120] lr: 2.778e-05, eta: 0:13:17, time: 0.185, data_time: 0.009, memory: 5066, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.2598 +2022-03-11 02:33:26,245 - davarocr - INFO - Epoch [17][115/120] lr: 2.778e-05, eta: 0:13:16, time: 0.182, data_time: 0.006, memory: 5066, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.4999 +2022-03-11 02:33:27,149 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:33:27,149 - davarocr - INFO - Epoch [17][120/120] lr: 2.778e-05, eta: 0:13:15, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3077 +2022-03-11 02:33:31,767 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:33:31,768 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:33:31,768 - davarocr - INFO - Epoch(val) [17][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9680851063829787, 'recall': 0.9430051813471503, 'f1-score': 0.9553805774278216}, ORG: {'precision': 0.9392857142857143, 'recall': 0.9511754068716094, 'f1-score': 0.945193171608266}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9611351017890192, 'recall': 0.9558282208588957, 'f1-score': 0.9584743155952015}, hmean: 0.9585 +2022-03-11 02:33:35,129 - davarocr - INFO - Epoch [18][5/120] lr: 2.703e-05, eta: 0:13:19, time: 0.671, data_time: 0.468, memory: 5066, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2899 +2022-03-11 02:33:36,028 - davarocr - INFO - Epoch [18][10/120] lr: 2.703e-05, eta: 0:13:17, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.3809 +2022-03-11 02:33:36,937 - davarocr - INFO - Epoch [18][15/120] lr: 2.703e-05, eta: 0:13:16, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3212 +2022-03-11 02:33:37,844 - davarocr - INFO - Epoch [18][20/120] lr: 2.703e-05, eta: 0:13:15, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.5552 +2022-03-11 02:33:38,735 - davarocr - INFO - Epoch [18][25/120] lr: 2.703e-05, eta: 0:13:14, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2872 +2022-03-11 02:33:39,639 - davarocr - INFO - Epoch [18][30/120] lr: 2.703e-05, eta: 0:13:12, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2977 +2022-03-11 02:33:40,555 - davarocr - INFO - Epoch [18][35/120] lr: 2.703e-05, eta: 0:13:11, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2840 +2022-03-11 02:33:41,455 - davarocr - INFO - Epoch [18][40/120] lr: 2.703e-05, eta: 0:13:10, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.4570 +2022-03-11 02:33:42,339 - davarocr - INFO - Epoch [18][45/120] lr: 2.703e-05, eta: 0:13:09, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2959 +2022-03-11 02:33:43,237 - davarocr - INFO - Epoch [18][50/120] lr: 2.703e-05, eta: 0:13:08, time: 0.180, data_time: 0.005, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4195 +2022-03-11 02:33:44,133 - davarocr - INFO - Epoch [18][55/120] lr: 2.703e-05, eta: 0:13:06, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.3605 +2022-03-11 02:33:45,026 - davarocr - INFO - Epoch [18][60/120] lr: 2.703e-05, eta: 0:13:05, time: 0.175, data_time: 0.008, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3194 +2022-03-11 02:33:45,920 - davarocr - INFO - Epoch [18][65/120] lr: 2.703e-05, eta: 0:13:04, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3161 +2022-03-11 02:33:46,831 - davarocr - INFO - Epoch [18][70/120] lr: 2.703e-05, eta: 0:13:03, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3165 +2022-03-11 02:33:47,716 - davarocr - INFO - Epoch [18][75/120] lr: 2.703e-05, eta: 0:13:02, time: 0.177, data_time: 0.010, memory: 5066, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.4076 +2022-03-11 02:33:48,624 - davarocr - INFO - Epoch [18][80/120] lr: 2.703e-05, eta: 0:13:00, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.5326 +2022-03-11 02:33:49,506 - davarocr - INFO - Epoch [18][85/120] lr: 2.703e-05, eta: 0:12:59, time: 0.177, data_time: 0.012, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3220 +2022-03-11 02:33:50,407 - davarocr - INFO - Epoch [18][90/120] lr: 2.703e-05, eta: 0:12:58, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.4592 +2022-03-11 02:33:51,319 - davarocr - INFO - Epoch [18][95/120] lr: 2.703e-05, eta: 0:12:57, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3773 +2022-03-11 02:33:52,219 - davarocr - INFO - Epoch [18][100/120] lr: 2.703e-05, eta: 0:12:56, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3272 +2022-03-11 02:33:53,110 - davarocr - INFO - Epoch [18][105/120] lr: 2.703e-05, eta: 0:12:54, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3344 +2022-03-11 02:33:54,005 - davarocr - INFO - Epoch [18][110/120] lr: 2.703e-05, eta: 0:12:53, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.3338 +2022-03-11 02:33:54,891 - davarocr - INFO - Epoch [18][115/120] lr: 2.703e-05, eta: 0:12:52, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3304 +2022-03-11 02:33:55,788 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:33:55,788 - davarocr - INFO - Epoch [18][120/120] lr: 2.703e-05, eta: 0:12:51, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3311 +2022-03-11 02:34:00,458 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:34:00,459 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:34:00,459 - davarocr - INFO - Epoch(val) [18][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9617414248021108, 'recall': 0.944300518134715, 'f1-score': 0.9529411764705882}, ORG: {'precision': 0.9391771019677997, 'recall': 0.9493670886075949, 'f1-score': 0.9442446043165468}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9593596059113301, 'recall': 0.9558282208588957, 'f1-score': 0.9575906576521205}, hmean: 0.9576 +2022-03-11 02:34:03,727 - davarocr - INFO - Epoch [19][5/120] lr: 2.632e-05, eta: 0:12:54, time: 0.652, data_time: 0.474, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3675 +2022-03-11 02:34:04,612 - davarocr - INFO - Epoch [19][10/120] lr: 2.632e-05, eta: 0:12:52, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.4640 +2022-03-11 02:34:05,508 - davarocr - INFO - Epoch [19][15/120] lr: 2.632e-05, eta: 0:12:51, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3403 +2022-03-11 02:34:06,406 - davarocr - INFO - Epoch [19][20/120] lr: 2.632e-05, eta: 0:12:50, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3374 +2022-03-11 02:34:07,299 - davarocr - INFO - Epoch [19][25/120] lr: 2.632e-05, eta: 0:12:49, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3719 +2022-03-11 02:34:08,193 - davarocr - INFO - Epoch [19][30/120] lr: 2.632e-05, eta: 0:12:48, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4637 +2022-03-11 02:34:09,105 - davarocr - INFO - Epoch [19][35/120] lr: 2.632e-05, eta: 0:12:46, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3291 +2022-03-11 02:34:09,996 - davarocr - INFO - Epoch [19][40/120] lr: 2.632e-05, eta: 0:12:45, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3568 +2022-03-11 02:34:10,883 - davarocr - INFO - Epoch [19][45/120] lr: 2.632e-05, eta: 0:12:44, time: 0.177, data_time: 0.010, memory: 5066, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.9172 +2022-03-11 02:34:11,779 - davarocr - INFO - Epoch [19][50/120] lr: 2.632e-05, eta: 0:12:43, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3347 +2022-03-11 02:34:12,668 - davarocr - INFO - Epoch [19][55/120] lr: 2.632e-05, eta: 0:12:42, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.6171 +2022-03-11 02:34:13,571 - davarocr - INFO - Epoch [19][60/120] lr: 2.632e-05, eta: 0:12:40, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3176 +2022-03-11 02:34:14,471 - davarocr - INFO - Epoch [19][65/120] lr: 2.632e-05, eta: 0:12:39, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3188 +2022-03-11 02:34:15,358 - davarocr - INFO - Epoch [19][70/120] lr: 2.632e-05, eta: 0:12:38, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3155 +2022-03-11 02:34:16,252 - davarocr - INFO - Epoch [19][75/120] lr: 2.632e-05, eta: 0:12:37, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3461 +2022-03-11 02:34:17,141 - davarocr - INFO - Epoch [19][80/120] lr: 2.632e-05, eta: 0:12:36, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.3491 +2022-03-11 02:34:18,042 - davarocr - INFO - Epoch [19][85/120] lr: 2.632e-05, eta: 0:12:34, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3527 +2022-03-11 02:34:18,929 - davarocr - INFO - Epoch [19][90/120] lr: 2.632e-05, eta: 0:12:33, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.4245 +2022-03-11 02:34:19,838 - davarocr - INFO - Epoch [19][95/120] lr: 2.632e-05, eta: 0:12:32, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3493 +2022-03-11 02:34:20,730 - davarocr - INFO - Epoch [19][100/120] lr: 2.632e-05, eta: 0:12:31, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3336 +2022-03-11 02:34:21,641 - davarocr - INFO - Epoch [19][105/120] lr: 2.632e-05, eta: 0:12:30, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3238 +2022-03-11 02:34:22,542 - davarocr - INFO - Epoch [19][110/120] lr: 2.632e-05, eta: 0:12:29, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.4004 +2022-03-11 02:34:23,446 - davarocr - INFO - Epoch [19][115/120] lr: 2.632e-05, eta: 0:12:27, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.7864 +2022-03-11 02:34:24,334 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:34:24,335 - davarocr - INFO - Epoch [19][120/120] lr: 2.632e-05, eta: 0:12:26, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3515 +2022-03-11 02:34:29,214 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:34:29,214 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:34:29,214 - davarocr - INFO - Epoch(val) [19][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.961892247043364, 'recall': 0.9481865284974094, 'f1-score': 0.9549902152641879}, ORG: {'precision': 0.9378330373001776, 'recall': 0.9547920433996383, 'f1-score': 0.9462365591397849}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9589209074187615, 'recall': 0.9595092024539877, 'f1-score': 0.9592149647347439}, hmean: 0.9592 +2022-03-11 02:34:32,472 - davarocr - INFO - Epoch [20][5/120] lr: 2.564e-05, eta: 0:12:29, time: 0.647, data_time: 0.471, memory: 5066, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.5128 +2022-03-11 02:34:33,381 - davarocr - INFO - Epoch [20][10/120] lr: 2.564e-05, eta: 0:12:28, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.3891 +2022-03-11 02:34:34,281 - davarocr - INFO - Epoch [20][15/120] lr: 2.564e-05, eta: 0:12:27, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.5505 +2022-03-11 02:34:35,181 - davarocr - INFO - Epoch [20][20/120] lr: 2.564e-05, eta: 0:12:25, time: 0.183, data_time: 0.012, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3415 +2022-03-11 02:34:36,099 - davarocr - INFO - Epoch [20][25/120] lr: 2.564e-05, eta: 0:12:24, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.6002 +2022-03-11 02:34:37,027 - davarocr - INFO - Epoch [20][30/120] lr: 2.564e-05, eta: 0:12:23, time: 0.185, data_time: 0.011, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3661 +2022-03-11 02:34:37,936 - davarocr - INFO - Epoch [20][35/120] lr: 2.564e-05, eta: 0:12:22, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3974 +2022-03-11 02:34:38,851 - davarocr - INFO - Epoch [20][40/120] lr: 2.564e-05, eta: 0:12:21, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.5466 +2022-03-11 02:34:39,763 - davarocr - INFO - Epoch [20][45/120] lr: 2.564e-05, eta: 0:12:20, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3937 +2022-03-11 02:34:40,672 - davarocr - INFO - Epoch [20][50/120] lr: 2.564e-05, eta: 0:12:18, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3773 +2022-03-11 02:34:41,566 - davarocr - INFO - Epoch [20][55/120] lr: 2.564e-05, eta: 0:12:17, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3868 +2022-03-11 02:34:42,489 - davarocr - INFO - Epoch [20][60/120] lr: 2.564e-05, eta: 0:12:16, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.6401 +2022-03-11 02:34:43,406 - davarocr - INFO - Epoch [20][65/120] lr: 2.564e-05, eta: 0:12:15, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3605 +2022-03-11 02:34:44,323 - davarocr - INFO - Epoch [20][70/120] lr: 2.564e-05, eta: 0:12:14, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3915 +2022-03-11 02:34:45,239 - davarocr - INFO - Epoch [20][75/120] lr: 2.564e-05, eta: 0:12:13, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3658 +2022-03-11 02:34:46,155 - davarocr - INFO - Epoch [20][80/120] lr: 2.564e-05, eta: 0:12:12, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3690 +2022-03-11 02:34:47,065 - davarocr - INFO - Epoch [20][85/120] lr: 2.564e-05, eta: 0:12:10, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.7671 +2022-03-11 02:34:48,003 - davarocr - INFO - Epoch [20][90/120] lr: 2.564e-05, eta: 0:12:09, time: 0.188, data_time: 0.010, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.5159 +2022-03-11 02:34:48,941 - davarocr - INFO - Epoch [20][95/120] lr: 2.564e-05, eta: 0:12:08, time: 0.188, data_time: 0.008, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4482 +2022-03-11 02:34:49,879 - davarocr - INFO - Epoch [20][100/120] lr: 2.564e-05, eta: 0:12:07, time: 0.188, data_time: 0.007, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.4616 +2022-03-11 02:34:50,788 - davarocr - INFO - Epoch [20][105/120] lr: 2.564e-05, eta: 0:12:06, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3893 +2022-03-11 02:34:51,706 - davarocr - INFO - Epoch [20][110/120] lr: 2.564e-05, eta: 0:12:05, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3884 +2022-03-11 02:34:52,609 - davarocr - INFO - Epoch [20][115/120] lr: 2.564e-05, eta: 0:12:04, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3916 +2022-03-11 02:34:53,527 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:34:53,530 - davarocr - INFO - Epoch [20][120/120] lr: 2.564e-05, eta: 0:12:02, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3989 +2022-03-11 02:34:58,230 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:34:58,231 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:34:58,231 - davarocr - INFO - Epoch(val) [20][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9606815203145478, 'recall': 0.9494818652849741, 'f1-score': 0.9550488599348533}, ORG: {'precision': 0.9363957597173145, 'recall': 0.9584086799276673, 'f1-score': 0.9472743521000894}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9578239608801956, 'recall': 0.9613496932515337, 'f1-score': 0.9595835884874463}, hmean: 0.9596 +2022-03-11 02:35:01,480 - davarocr - INFO - Epoch [21][5/120] lr: 2.500e-05, eta: 0:12:05, time: 0.648, data_time: 0.473, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3793 +2022-03-11 02:35:02,392 - davarocr - INFO - Epoch [21][10/120] lr: 2.500e-05, eta: 0:12:04, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3958 +2022-03-11 02:35:03,305 - davarocr - INFO - Epoch [21][15/120] lr: 2.500e-05, eta: 0:12:02, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.5394 +2022-03-11 02:35:04,209 - davarocr - INFO - Epoch [21][20/120] lr: 2.500e-05, eta: 0:12:01, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4253 +2022-03-11 02:35:05,116 - davarocr - INFO - Epoch [21][25/120] lr: 2.500e-05, eta: 0:12:00, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.8848 +2022-03-11 02:35:06,018 - davarocr - INFO - Epoch [21][30/120] lr: 2.500e-05, eta: 0:11:59, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.4781 +2022-03-11 02:35:06,914 - davarocr - INFO - Epoch [21][35/120] lr: 2.500e-05, eta: 0:11:58, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0073, loss: 0.0073, grad_norm: 1.6438 +2022-03-11 02:35:07,800 - davarocr - INFO - Epoch [21][40/120] lr: 2.500e-05, eta: 0:11:57, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.4113 +2022-03-11 02:35:08,702 - davarocr - INFO - Epoch [21][45/120] lr: 2.500e-05, eta: 0:11:56, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4109 +2022-03-11 02:35:09,602 - davarocr - INFO - Epoch [21][50/120] lr: 2.500e-05, eta: 0:11:54, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4039 +2022-03-11 02:35:10,498 - davarocr - INFO - Epoch [21][55/120] lr: 2.500e-05, eta: 0:11:53, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4340 +2022-03-11 02:35:11,406 - davarocr - INFO - Epoch [21][60/120] lr: 2.500e-05, eta: 0:11:52, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4409 +2022-03-11 02:35:12,308 - davarocr - INFO - Epoch [21][65/120] lr: 2.500e-05, eta: 0:11:51, time: 0.181, data_time: 0.006, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4115 +2022-03-11 02:35:13,203 - davarocr - INFO - Epoch [21][70/120] lr: 2.500e-05, eta: 0:11:50, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4406 +2022-03-11 02:35:14,094 - davarocr - INFO - Epoch [21][75/120] lr: 2.500e-05, eta: 0:11:49, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4039 +2022-03-11 02:35:14,990 - davarocr - INFO - Epoch [21][80/120] lr: 2.500e-05, eta: 0:11:47, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4595 +2022-03-11 02:35:15,885 - davarocr - INFO - Epoch [21][85/120] lr: 2.500e-05, eta: 0:11:46, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4108 +2022-03-11 02:35:16,784 - davarocr - INFO - Epoch [21][90/120] lr: 2.500e-05, eta: 0:11:45, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4659 +2022-03-11 02:35:17,702 - davarocr - INFO - Epoch [21][95/120] lr: 2.500e-05, eta: 0:11:44, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4048 +2022-03-11 02:35:18,597 - davarocr - INFO - Epoch [21][100/120] lr: 2.500e-05, eta: 0:11:43, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4051 +2022-03-11 02:35:19,502 - davarocr - INFO - Epoch [21][105/120] lr: 2.500e-05, eta: 0:11:42, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4805 +2022-03-11 02:35:20,409 - davarocr - INFO - Epoch [21][110/120] lr: 2.500e-05, eta: 0:11:40, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4151 +2022-03-11 02:35:21,299 - davarocr - INFO - Epoch [21][115/120] lr: 2.500e-05, eta: 0:11:39, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4460 +2022-03-11 02:35:22,218 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:35:22,218 - davarocr - INFO - Epoch [21][120/120] lr: 2.500e-05, eta: 0:11:38, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4202 +2022-03-11 02:35:26,852 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:35:26,853 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:35:26,853 - davarocr - INFO - Epoch(val) [21][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.964332892998679, 'recall': 0.9455958549222798, 'f1-score': 0.9548724656638325}, ORG: {'precision': 0.9408602150537635, 'recall': 0.9493670886075949, 'f1-score': 0.9450945094509451}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9611590628853267, 'recall': 0.9564417177914111, 'f1-score': 0.9587945879458795}, hmean: 0.9588 +2022-03-11 02:35:30,144 - davarocr - INFO - Epoch [22][5/120] lr: 2.439e-05, eta: 0:11:40, time: 0.657, data_time: 0.474, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4192 +2022-03-11 02:35:31,040 - davarocr - INFO - Epoch [22][10/120] lr: 2.439e-05, eta: 0:11:39, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4405 +2022-03-11 02:35:31,941 - davarocr - INFO - Epoch [22][15/120] lr: 2.439e-05, eta: 0:11:38, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4159 +2022-03-11 02:35:32,838 - davarocr - INFO - Epoch [22][20/120] lr: 2.439e-05, eta: 0:11:37, time: 0.179, data_time: 0.013, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4163 +2022-03-11 02:35:33,742 - davarocr - INFO - Epoch [22][25/120] lr: 2.439e-05, eta: 0:11:36, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4150 +2022-03-11 02:35:34,657 - davarocr - INFO - Epoch [22][30/120] lr: 2.439e-05, eta: 0:11:35, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4212 +2022-03-11 02:35:35,566 - davarocr - INFO - Epoch [22][35/120] lr: 2.439e-05, eta: 0:11:33, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 2.1372 +2022-03-11 02:35:36,459 - davarocr - INFO - Epoch [22][40/120] lr: 2.439e-05, eta: 0:11:32, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4803 +2022-03-11 02:35:37,362 - davarocr - INFO - Epoch [22][45/120] lr: 2.439e-05, eta: 0:11:31, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.6220 +2022-03-11 02:35:38,261 - davarocr - INFO - Epoch [22][50/120] lr: 2.439e-05, eta: 0:11:30, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.7131 +2022-03-11 02:35:39,164 - davarocr - INFO - Epoch [22][55/120] lr: 2.439e-05, eta: 0:11:29, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4917 +2022-03-11 02:35:40,074 - davarocr - INFO - Epoch [22][60/120] lr: 2.439e-05, eta: 0:11:28, time: 0.182, data_time: 0.006, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4907 +2022-03-11 02:35:40,986 - davarocr - INFO - Epoch [22][65/120] lr: 2.439e-05, eta: 0:11:27, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.6706 +2022-03-11 02:35:41,882 - davarocr - INFO - Epoch [22][70/120] lr: 2.439e-05, eta: 0:11:25, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.8345 +2022-03-11 02:35:42,784 - davarocr - INFO - Epoch [22][75/120] lr: 2.439e-05, eta: 0:11:24, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5030 +2022-03-11 02:35:43,694 - davarocr - INFO - Epoch [22][80/120] lr: 2.439e-05, eta: 0:11:23, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.7044 +2022-03-11 02:35:44,584 - davarocr - INFO - Epoch [22][85/120] lr: 2.439e-05, eta: 0:11:22, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.5552 +2022-03-11 02:35:45,482 - davarocr - INFO - Epoch [22][90/120] lr: 2.439e-05, eta: 0:11:21, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4996 +2022-03-11 02:35:46,385 - davarocr - INFO - Epoch [22][95/120] lr: 2.439e-05, eta: 0:11:20, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4886 +2022-03-11 02:35:47,297 - davarocr - INFO - Epoch [22][100/120] lr: 2.439e-05, eta: 0:11:19, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.5385 +2022-03-11 02:35:48,206 - davarocr - INFO - Epoch [22][105/120] lr: 2.439e-05, eta: 0:11:17, time: 0.182, data_time: 0.006, memory: 5066, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.6834 +2022-03-11 02:35:49,104 - davarocr - INFO - Epoch [22][110/120] lr: 2.439e-05, eta: 0:11:16, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.6656 +2022-03-11 02:35:50,000 - davarocr - INFO - Epoch [22][115/120] lr: 2.439e-05, eta: 0:11:15, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.8792 +2022-03-11 02:35:50,894 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:35:50,894 - davarocr - INFO - Epoch [22][120/120] lr: 2.439e-05, eta: 0:11:14, time: 0.176, data_time: 0.009, memory: 5066, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.7107 +2022-03-11 02:35:55,610 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:35:55,611 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:35:55,611 - davarocr - INFO - Epoch(val) [22][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.990990990990991, 'recall': 0.9821428571428571, 'f1-score': 0.9865470852017937}, TITLE: {'precision': 0.9641909814323607, 'recall': 0.9417098445595855, 'f1-score': 0.9528178243774573}, ORG: {'precision': 0.9381625441696113, 'recall': 0.9602169981916817, 'f1-score': 0.9490616621983914}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9600246002460024, 'recall': 0.9576687116564417, 'f1-score': 0.9588452088452089}, hmean: 0.9588 +2022-03-11 02:35:58,871 - davarocr - INFO - Epoch [23][5/120] lr: 2.381e-05, eta: 0:11:16, time: 0.650, data_time: 0.470, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.5161 +2022-03-11 02:35:59,778 - davarocr - INFO - Epoch [23][10/120] lr: 2.381e-05, eta: 0:11:15, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.5155 +2022-03-11 02:36:00,677 - davarocr - INFO - Epoch [23][15/120] lr: 2.381e-05, eta: 0:11:14, time: 0.179, data_time: 0.012, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5036 +2022-03-11 02:36:01,598 - davarocr - INFO - Epoch [23][20/120] lr: 2.381e-05, eta: 0:11:12, time: 0.186, data_time: 0.013, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4985 +2022-03-11 02:36:02,508 - davarocr - INFO - Epoch [23][25/120] lr: 2.381e-05, eta: 0:11:11, time: 0.182, data_time: 0.013, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4982 +2022-03-11 02:36:03,411 - davarocr - INFO - Epoch [23][30/120] lr: 2.381e-05, eta: 0:11:10, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5338 +2022-03-11 02:36:04,321 - davarocr - INFO - Epoch [23][35/120] lr: 2.381e-05, eta: 0:11:09, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.5756 +2022-03-11 02:36:05,214 - davarocr - INFO - Epoch [23][40/120] lr: 2.381e-05, eta: 0:11:08, time: 0.178, data_time: 0.013, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5063 +2022-03-11 02:36:06,118 - davarocr - INFO - Epoch [23][45/120] lr: 2.381e-05, eta: 0:11:07, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4930 +2022-03-11 02:36:07,006 - davarocr - INFO - Epoch [23][50/120] lr: 2.381e-05, eta: 0:11:06, time: 0.177, data_time: 0.011, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.5719 +2022-03-11 02:36:07,911 - davarocr - INFO - Epoch [23][55/120] lr: 2.381e-05, eta: 0:11:04, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.5124 +2022-03-11 02:36:08,801 - davarocr - INFO - Epoch [23][60/120] lr: 2.381e-05, eta: 0:11:03, time: 0.178, data_time: 0.013, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4906 +2022-03-11 02:36:09,693 - davarocr - INFO - Epoch [23][65/120] lr: 2.381e-05, eta: 0:11:02, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4952 +2022-03-11 02:36:10,595 - davarocr - INFO - Epoch [23][70/120] lr: 2.381e-05, eta: 0:11:01, time: 0.179, data_time: 0.012, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4885 +2022-03-11 02:36:11,500 - davarocr - INFO - Epoch [23][75/120] lr: 2.381e-05, eta: 0:11:00, time: 0.183, data_time: 0.014, memory: 5066, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.7018 +2022-03-11 02:36:12,410 - davarocr - INFO - Epoch [23][80/120] lr: 2.381e-05, eta: 0:10:59, time: 0.185, data_time: 0.013, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.5364 +2022-03-11 02:36:13,320 - davarocr - INFO - Epoch [23][85/120] lr: 2.381e-05, eta: 0:10:58, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4857 +2022-03-11 02:36:14,216 - davarocr - INFO - Epoch [23][90/120] lr: 2.381e-05, eta: 0:10:57, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.5116 +2022-03-11 02:36:15,120 - davarocr - INFO - Epoch [23][95/120] lr: 2.381e-05, eta: 0:10:55, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0022, loss: 0.0022, grad_norm: 2.0805 +2022-03-11 02:36:16,030 - davarocr - INFO - Epoch [23][100/120] lr: 2.381e-05, eta: 0:10:54, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.5589 +2022-03-11 02:36:16,937 - davarocr - INFO - Epoch [23][105/120] lr: 2.381e-05, eta: 0:10:53, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.5530 +2022-03-11 02:36:17,849 - davarocr - INFO - Epoch [23][110/120] lr: 2.381e-05, eta: 0:10:52, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.5592 +2022-03-11 02:36:18,757 - davarocr - INFO - Epoch [23][115/120] lr: 2.381e-05, eta: 0:10:51, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.5202 +2022-03-11 02:36:19,643 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:36:19,643 - davarocr - INFO - Epoch [23][120/120] lr: 2.381e-05, eta: 0:10:50, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.5955 +2022-03-11 02:36:24,331 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:36:24,332 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:36:24,332 - davarocr - INFO - Epoch(val) [23][120] NAME: {'precision': 0.9911504424778761, 'recall': 1.0, 'f1-score': 0.9955555555555555}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9643799472295514, 'recall': 0.9468911917098446, 'f1-score': 0.9555555555555555}, ORG: {'precision': 0.9425493716337523, 'recall': 0.9493670886075949, 'f1-score': 0.9459459459459459}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9611829944547134, 'recall': 0.9570552147239264, 'f1-score': 0.9591146633876422}, hmean: 0.9591 +2022-03-11 02:36:27,604 - davarocr - INFO - Epoch [24][5/120] lr: 2.326e-05, eta: 0:10:51, time: 0.653, data_time: 0.475, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.5450 +2022-03-11 02:36:28,500 - davarocr - INFO - Epoch [24][10/120] lr: 2.326e-05, eta: 0:10:50, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5208 +2022-03-11 02:36:29,401 - davarocr - INFO - Epoch [24][15/120] lr: 2.326e-05, eta: 0:10:49, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.5466 +2022-03-11 02:36:30,318 - davarocr - INFO - Epoch [24][20/120] lr: 2.326e-05, eta: 0:10:48, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5364 +2022-03-11 02:36:31,210 - davarocr - INFO - Epoch [24][25/120] lr: 2.326e-05, eta: 0:10:47, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.8530 +2022-03-11 02:36:32,109 - davarocr - INFO - Epoch [24][30/120] lr: 2.326e-05, eta: 0:10:46, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.5388 +2022-03-11 02:36:33,035 - davarocr - INFO - Epoch [24][35/120] lr: 2.326e-05, eta: 0:10:45, time: 0.186, data_time: 0.011, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5349 +2022-03-11 02:36:33,971 - davarocr - INFO - Epoch [24][40/120] lr: 2.326e-05, eta: 0:10:44, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.5468 +2022-03-11 02:36:34,892 - davarocr - INFO - Epoch [24][45/120] lr: 2.326e-05, eta: 0:10:43, time: 0.186, data_time: 0.012, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.8579 +2022-03-11 02:36:35,801 - davarocr - INFO - Epoch [24][50/120] lr: 2.326e-05, eta: 0:10:41, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.6048 +2022-03-11 02:36:36,709 - davarocr - INFO - Epoch [24][55/120] lr: 2.326e-05, eta: 0:10:40, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.5925 +2022-03-11 02:36:37,597 - davarocr - INFO - Epoch [24][60/120] lr: 2.326e-05, eta: 0:10:39, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.8798 +2022-03-11 02:36:38,498 - davarocr - INFO - Epoch [24][65/120] lr: 2.326e-05, eta: 0:10:38, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.6203 +2022-03-11 02:36:39,397 - davarocr - INFO - Epoch [24][70/120] lr: 2.326e-05, eta: 0:10:37, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5871 +2022-03-11 02:36:40,285 - davarocr - INFO - Epoch [24][75/120] lr: 2.326e-05, eta: 0:10:36, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.5900 +2022-03-11 02:36:41,182 - davarocr - INFO - Epoch [24][80/120] lr: 2.326e-05, eta: 0:10:35, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.6177 +2022-03-11 02:36:42,091 - davarocr - INFO - Epoch [24][85/120] lr: 2.326e-05, eta: 0:10:34, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.8466 +2022-03-11 02:36:42,998 - davarocr - INFO - Epoch [24][90/120] lr: 2.326e-05, eta: 0:10:32, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.5921 +2022-03-11 02:36:43,882 - davarocr - INFO - Epoch [24][95/120] lr: 2.326e-05, eta: 0:10:31, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.7193 +2022-03-11 02:36:44,769 - davarocr - INFO - Epoch [24][100/120] lr: 2.326e-05, eta: 0:10:30, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.6720 +2022-03-11 02:36:45,660 - davarocr - INFO - Epoch [24][105/120] lr: 2.326e-05, eta: 0:10:29, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5902 +2022-03-11 02:36:46,555 - davarocr - INFO - Epoch [24][110/120] lr: 2.326e-05, eta: 0:10:28, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5884 +2022-03-11 02:36:47,458 - davarocr - INFO - Epoch [24][115/120] lr: 2.326e-05, eta: 0:10:27, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.7272 +2022-03-11 02:36:48,342 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:36:48,342 - davarocr - INFO - Epoch [24][120/120] lr: 2.326e-05, eta: 0:10:26, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5830 +2022-03-11 02:36:53,187 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:36:53,187 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:36:53,188 - davarocr - INFO - Epoch(val) [24][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9655172413793104, 'recall': 0.9430051813471503, 'f1-score': 0.9541284403669725}, ORG: {'precision': 0.9409660107334525, 'recall': 0.9511754068716094, 'f1-score': 0.9460431654676259}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9623224212476837, 'recall': 0.9558282208588957, 'f1-score': 0.9590643274853802}, hmean: 0.9591 +2022-03-11 02:36:56,473 - davarocr - INFO - Epoch [25][5/120] lr: 2.273e-05, eta: 0:10:27, time: 0.653, data_time: 0.473, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.6178 +2022-03-11 02:36:57,368 - davarocr - INFO - Epoch [25][10/120] lr: 2.273e-05, eta: 0:10:26, time: 0.179, data_time: 0.011, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5994 +2022-03-11 02:36:58,270 - davarocr - INFO - Epoch [25][15/120] lr: 2.273e-05, eta: 0:10:25, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5884 +2022-03-11 02:36:59,179 - davarocr - INFO - Epoch [25][20/120] lr: 2.273e-05, eta: 0:10:24, time: 0.182, data_time: 0.013, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5838 +2022-03-11 02:37:00,096 - davarocr - INFO - Epoch [25][25/120] lr: 2.273e-05, eta: 0:10:23, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5833 +2022-03-11 02:37:00,991 - davarocr - INFO - Epoch [25][30/120] lr: 2.273e-05, eta: 0:10:22, time: 0.179, data_time: 0.011, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.5875 +2022-03-11 02:37:01,902 - davarocr - INFO - Epoch [25][35/120] lr: 2.273e-05, eta: 0:10:20, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6249 +2022-03-11 02:37:02,800 - davarocr - INFO - Epoch [25][40/120] lr: 2.273e-05, eta: 0:10:19, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.6553 +2022-03-11 02:37:03,700 - davarocr - INFO - Epoch [25][45/120] lr: 2.273e-05, eta: 0:10:18, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.5946 +2022-03-11 02:37:04,605 - davarocr - INFO - Epoch [25][50/120] lr: 2.273e-05, eta: 0:10:17, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.7259 +2022-03-11 02:37:05,511 - davarocr - INFO - Epoch [25][55/120] lr: 2.273e-05, eta: 0:10:16, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6547 +2022-03-11 02:37:06,438 - davarocr - INFO - Epoch [25][60/120] lr: 2.273e-05, eta: 0:10:15, time: 0.186, data_time: 0.007, memory: 5066, loss_cls: 0.0018, loss: 0.0018, grad_norm: 2.0687 +2022-03-11 02:37:07,342 - davarocr - INFO - Epoch [25][65/120] lr: 2.273e-05, eta: 0:10:14, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6944 +2022-03-11 02:37:08,246 - davarocr - INFO - Epoch [25][70/120] lr: 2.273e-05, eta: 0:10:13, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6642 +2022-03-11 02:37:09,142 - davarocr - INFO - Epoch [25][75/120] lr: 2.273e-05, eta: 0:10:12, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6762 +2022-03-11 02:37:10,040 - davarocr - INFO - Epoch [25][80/120] lr: 2.273e-05, eta: 0:10:10, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.7240 +2022-03-11 02:37:10,943 - davarocr - INFO - Epoch [25][85/120] lr: 2.273e-05, eta: 0:10:09, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.7994 +2022-03-11 02:37:11,841 - davarocr - INFO - Epoch [25][90/120] lr: 2.273e-05, eta: 0:10:08, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.6673 +2022-03-11 02:37:12,736 - davarocr - INFO - Epoch [25][95/120] lr: 2.273e-05, eta: 0:10:07, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6741 +2022-03-11 02:37:13,634 - davarocr - INFO - Epoch [25][100/120] lr: 2.273e-05, eta: 0:10:06, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6867 +2022-03-11 02:37:14,537 - davarocr - INFO - Epoch [25][105/120] lr: 2.273e-05, eta: 0:10:05, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.6615 +2022-03-11 02:37:15,435 - davarocr - INFO - Epoch [25][110/120] lr: 2.273e-05, eta: 0:10:04, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.8642 +2022-03-11 02:37:16,371 - davarocr - INFO - Epoch [25][115/120] lr: 2.273e-05, eta: 0:10:03, time: 0.187, data_time: 0.007, memory: 5066, loss_cls: 0.0037, loss: 0.0037, grad_norm: 2.4063 +2022-03-11 02:37:17,275 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:37:17,275 - davarocr - INFO - Epoch [25][120/120] lr: 2.273e-05, eta: 0:10:02, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.5801 +2022-03-11 02:37:22,145 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:37:22,146 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:37:22,146 - davarocr - INFO - Epoch(val) [25][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9551451187335093, 'recall': 0.9378238341968912, 'f1-score': 0.9464052287581698}, ORG: {'precision': 0.9624765478424016, 'recall': 0.9276672694394213, 'f1-score': 0.9447513812154698}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9649342517219787, 'recall': 0.945398773006135, 'f1-score': 0.955066625348621}, hmean: 0.9551 +2022-03-11 02:37:25,463 - davarocr - INFO - Epoch [26][5/120] lr: 2.222e-05, eta: 0:10:03, time: 0.661, data_time: 0.480, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.5266 +2022-03-11 02:37:26,375 - davarocr - INFO - Epoch [26][10/120] lr: 2.222e-05, eta: 0:10:02, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4848 +2022-03-11 02:37:27,261 - davarocr - INFO - Epoch [26][15/120] lr: 2.222e-05, eta: 0:10:01, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.6093 +2022-03-11 02:37:28,160 - davarocr - INFO - Epoch [26][20/120] lr: 2.222e-05, eta: 0:10:00, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4644 +2022-03-11 02:37:29,052 - davarocr - INFO - Epoch [26][25/120] lr: 2.222e-05, eta: 0:09:58, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.8057 +2022-03-11 02:37:29,943 - davarocr - INFO - Epoch [26][30/120] lr: 2.222e-05, eta: 0:09:57, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4693 +2022-03-11 02:37:30,844 - davarocr - INFO - Epoch [26][35/120] lr: 2.222e-05, eta: 0:09:56, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4692 +2022-03-11 02:37:31,752 - davarocr - INFO - Epoch [26][40/120] lr: 2.222e-05, eta: 0:09:55, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0073, loss: 0.0073, grad_norm: 2.4614 +2022-03-11 02:37:32,645 - davarocr - INFO - Epoch [26][45/120] lr: 2.222e-05, eta: 0:09:54, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5051 +2022-03-11 02:37:33,545 - davarocr - INFO - Epoch [26][50/120] lr: 2.222e-05, eta: 0:09:53, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.5068 +2022-03-11 02:37:34,453 - davarocr - INFO - Epoch [26][55/120] lr: 2.222e-05, eta: 0:09:52, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0091, loss: 0.0091, grad_norm: 2.5557 +2022-03-11 02:37:35,351 - davarocr - INFO - Epoch [26][60/120] lr: 2.222e-05, eta: 0:09:51, time: 0.179, data_time: 0.012, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.6537 +2022-03-11 02:37:36,261 - davarocr - INFO - Epoch [26][65/120] lr: 2.222e-05, eta: 0:09:50, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.8199 +2022-03-11 02:37:37,180 - davarocr - INFO - Epoch [26][70/120] lr: 2.222e-05, eta: 0:09:48, time: 0.184, data_time: 0.014, memory: 5066, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.9102 +2022-03-11 02:37:38,101 - davarocr - INFO - Epoch [26][75/120] lr: 2.222e-05, eta: 0:09:47, time: 0.184, data_time: 0.013, memory: 5066, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.7368 +2022-03-11 02:37:39,011 - davarocr - INFO - Epoch [26][80/120] lr: 2.222e-05, eta: 0:09:46, time: 0.185, data_time: 0.013, memory: 5066, loss_cls: 0.0042, loss: 0.0042, grad_norm: 2.1555 +2022-03-11 02:37:39,954 - davarocr - INFO - Epoch [26][85/120] lr: 2.222e-05, eta: 0:09:45, time: 0.188, data_time: 0.009, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6067 +2022-03-11 02:37:40,876 - davarocr - INFO - Epoch [26][90/120] lr: 2.222e-05, eta: 0:09:44, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6351 +2022-03-11 02:37:41,800 - davarocr - INFO - Epoch [26][95/120] lr: 2.222e-05, eta: 0:09:43, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5866 +2022-03-11 02:37:42,721 - davarocr - INFO - Epoch [26][100/120] lr: 2.222e-05, eta: 0:09:42, time: 0.184, data_time: 0.007, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.6528 +2022-03-11 02:37:43,650 - davarocr - INFO - Epoch [26][105/120] lr: 2.222e-05, eta: 0:09:41, time: 0.187, data_time: 0.006, memory: 5066, loss_cls: 0.0052, loss: 0.0052, grad_norm: 2.0994 +2022-03-11 02:37:44,561 - davarocr - INFO - Epoch [26][110/120] lr: 2.222e-05, eta: 0:09:40, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.7374 +2022-03-11 02:37:45,458 - davarocr - INFO - Epoch [26][115/120] lr: 2.222e-05, eta: 0:09:39, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0052, loss: 0.0052, grad_norm: 2.5262 +2022-03-11 02:37:46,342 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:37:46,342 - davarocr - INFO - Epoch [26][120/120] lr: 2.222e-05, eta: 0:09:38, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.7702 +2022-03-11 02:37:50,956 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:37:50,957 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:37:50,957 - davarocr - INFO - Epoch(val) [26][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9566360052562418, 'recall': 0.9430051813471503, 'f1-score': 0.949771689497717}, ORG: {'precision': 0.9391771019677997, 'recall': 0.9493670886075949, 'f1-score': 0.9442446043165468}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9558011049723757, 'recall': 0.9552147239263804, 'f1-score': 0.9555078244860387}, hmean: 0.9555 +2022-03-11 02:37:54,288 - davarocr - INFO - Epoch [27][5/120] lr: 2.174e-05, eta: 0:09:39, time: 0.661, data_time: 0.477, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.7984 +2022-03-11 02:37:55,202 - davarocr - INFO - Epoch [27][10/120] lr: 2.174e-05, eta: 0:09:38, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.6953 +2022-03-11 02:37:56,089 - davarocr - INFO - Epoch [27][15/120] lr: 2.174e-05, eta: 0:09:37, time: 0.178, data_time: 0.011, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.8096 +2022-03-11 02:37:56,986 - davarocr - INFO - Epoch [27][20/120] lr: 2.174e-05, eta: 0:09:35, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.8498 +2022-03-11 02:37:57,895 - davarocr - INFO - Epoch [27][25/120] lr: 2.174e-05, eta: 0:09:34, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.8062 +2022-03-11 02:37:58,787 - davarocr - INFO - Epoch [27][30/120] lr: 2.174e-05, eta: 0:09:33, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.6636 +2022-03-11 02:37:59,686 - davarocr - INFO - Epoch [27][35/120] lr: 2.174e-05, eta: 0:09:32, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0261, loss: 0.0261, grad_norm: 2.2604 +2022-03-11 02:38:00,584 - davarocr - INFO - Epoch [27][40/120] lr: 2.174e-05, eta: 0:09:31, time: 0.180, data_time: 0.012, memory: 5066, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.8512 +2022-03-11 02:38:01,494 - davarocr - INFO - Epoch [27][45/120] lr: 2.174e-05, eta: 0:09:30, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.7664 +2022-03-11 02:38:02,382 - davarocr - INFO - Epoch [27][50/120] lr: 2.174e-05, eta: 0:09:29, time: 0.178, data_time: 0.011, memory: 5066, loss_cls: 0.0191, loss: 0.0191, grad_norm: 2.1273 +2022-03-11 02:38:03,268 - davarocr - INFO - Epoch [27][55/120] lr: 2.174e-05, eta: 0:09:28, time: 0.177, data_time: 0.010, memory: 5066, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.7307 +2022-03-11 02:38:04,174 - davarocr - INFO - Epoch [27][60/120] lr: 2.174e-05, eta: 0:09:27, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0055, loss: 0.0055, grad_norm: 2.1676 +2022-03-11 02:38:05,096 - davarocr - INFO - Epoch [27][65/120] lr: 2.174e-05, eta: 0:09:25, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.7432 +2022-03-11 02:38:06,025 - davarocr - INFO - Epoch [27][70/120] lr: 2.174e-05, eta: 0:09:24, time: 0.187, data_time: 0.009, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.7019 +2022-03-11 02:38:06,925 - davarocr - INFO - Epoch [27][75/120] lr: 2.174e-05, eta: 0:09:23, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0032, loss: 0.0032, grad_norm: 2.0296 +2022-03-11 02:38:07,826 - davarocr - INFO - Epoch [27][80/120] lr: 2.174e-05, eta: 0:09:22, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.9852 +2022-03-11 02:38:08,731 - davarocr - INFO - Epoch [27][85/120] lr: 2.174e-05, eta: 0:09:21, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 2.1559 +2022-03-11 02:38:09,635 - davarocr - INFO - Epoch [27][90/120] lr: 2.174e-05, eta: 0:09:20, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.6878 +2022-03-11 02:38:10,527 - davarocr - INFO - Epoch [27][95/120] lr: 2.174e-05, eta: 0:09:19, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.6931 +2022-03-11 02:38:11,428 - davarocr - INFO - Epoch [27][100/120] lr: 2.174e-05, eta: 0:09:18, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.7008 +2022-03-11 02:38:12,335 - davarocr - INFO - Epoch [27][105/120] lr: 2.174e-05, eta: 0:09:17, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.7120 +2022-03-11 02:38:13,237 - davarocr - INFO - Epoch [27][110/120] lr: 2.174e-05, eta: 0:09:16, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.7169 +2022-03-11 02:38:14,126 - davarocr - INFO - Epoch [27][115/120] lr: 2.174e-05, eta: 0:09:15, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.9535 +2022-03-11 02:38:15,013 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:38:15,013 - davarocr - INFO - Epoch [27][120/120] lr: 2.174e-05, eta: 0:09:13, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0036, loss: 0.0036, grad_norm: 2.3291 +2022-03-11 02:38:19,697 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:38:19,698 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:38:19,698 - davarocr - INFO - Epoch(val) [27][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9696969696969697, 'recall': 0.9696969696969697, 'f1-score': 0.9696969696969697}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9606299212598425, 'recall': 0.9481865284974094, 'f1-score': 0.954367666232073}, ORG: {'precision': 0.9376114081996435, 'recall': 0.9511754068716094, 'f1-score': 0.9443447037701975}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9588452088452089, 'recall': 0.9576687116564417, 'f1-score': 0.958256599140577}, hmean: 0.9583 +2022-03-11 02:38:22,983 - davarocr - INFO - Epoch [28][5/120] lr: 2.128e-05, eta: 0:09:14, time: 0.654, data_time: 0.473, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.7224 +2022-03-11 02:38:23,887 - davarocr - INFO - Epoch [28][10/120] lr: 2.128e-05, eta: 0:09:13, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0065, loss: 0.0065, grad_norm: 1.8689 +2022-03-11 02:38:24,771 - davarocr - INFO - Epoch [28][15/120] lr: 2.128e-05, eta: 0:09:12, time: 0.176, data_time: 0.006, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.7594 +2022-03-11 02:38:25,681 - davarocr - INFO - Epoch [28][20/120] lr: 2.128e-05, eta: 0:09:11, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.7681 +2022-03-11 02:38:26,574 - davarocr - INFO - Epoch [28][25/120] lr: 2.128e-05, eta: 0:09:10, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.7813 +2022-03-11 02:38:27,489 - davarocr - INFO - Epoch [28][30/120] lr: 2.128e-05, eta: 0:09:09, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0248, loss: 0.0248, grad_norm: 2.0515 +2022-03-11 02:38:28,398 - davarocr - INFO - Epoch [28][35/120] lr: 2.128e-05, eta: 0:09:08, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.9607 +2022-03-11 02:38:29,304 - davarocr - INFO - Epoch [28][40/120] lr: 2.128e-05, eta: 0:09:07, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.9663 +2022-03-11 02:38:30,205 - davarocr - INFO - Epoch [28][45/120] lr: 2.128e-05, eta: 0:09:06, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.7638 +2022-03-11 02:38:31,120 - davarocr - INFO - Epoch [28][50/120] lr: 2.128e-05, eta: 0:09:05, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0366, loss: 0.0366, grad_norm: 2.4059 +2022-03-11 02:38:32,017 - davarocr - INFO - Epoch [28][55/120] lr: 2.128e-05, eta: 0:09:03, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.7719 +2022-03-11 02:38:32,927 - davarocr - INFO - Epoch [28][60/120] lr: 2.128e-05, eta: 0:09:02, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.8214 +2022-03-11 02:38:33,846 - davarocr - INFO - Epoch [28][65/120] lr: 2.128e-05, eta: 0:09:01, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.7611 +2022-03-11 02:38:34,764 - davarocr - INFO - Epoch [28][70/120] lr: 2.128e-05, eta: 0:09:00, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.7560 +2022-03-11 02:38:35,661 - davarocr - INFO - Epoch [28][75/120] lr: 2.128e-05, eta: 0:08:59, time: 0.179, data_time: 0.011, memory: 5066, loss_cls: 0.0042, loss: 0.0042, grad_norm: 2.1400 +2022-03-11 02:38:36,554 - davarocr - INFO - Epoch [28][80/120] lr: 2.128e-05, eta: 0:08:58, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.8164 +2022-03-11 02:38:37,457 - davarocr - INFO - Epoch [28][85/120] lr: 2.128e-05, eta: 0:08:57, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.9586 +2022-03-11 02:38:38,384 - davarocr - INFO - Epoch [28][90/120] lr: 2.128e-05, eta: 0:08:56, time: 0.185, data_time: 0.011, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.7768 +2022-03-11 02:38:39,288 - davarocr - INFO - Epoch [28][95/120] lr: 2.128e-05, eta: 0:08:55, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.7560 +2022-03-11 02:38:40,212 - davarocr - INFO - Epoch [28][100/120] lr: 2.128e-05, eta: 0:08:54, time: 0.184, data_time: 0.013, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.8076 +2022-03-11 02:38:41,119 - davarocr - INFO - Epoch [28][105/120] lr: 2.128e-05, eta: 0:08:53, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0097, loss: 0.0097, grad_norm: 2.4516 +2022-03-11 02:38:42,032 - davarocr - INFO - Epoch [28][110/120] lr: 2.128e-05, eta: 0:08:52, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.7985 +2022-03-11 02:38:42,947 - davarocr - INFO - Epoch [28][115/120] lr: 2.128e-05, eta: 0:08:51, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0062, loss: 0.0062, grad_norm: 2.2822 +2022-03-11 02:38:43,857 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:38:43,857 - davarocr - INFO - Epoch [28][120/120] lr: 2.128e-05, eta: 0:08:49, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.9486 +2022-03-11 02:38:48,791 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:38:48,791 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:38:48,792 - davarocr - INFO - Epoch(val) [28][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9656992084432717, 'recall': 0.9481865284974094, 'f1-score': 0.9568627450980393}, ORG: {'precision': 0.9470802919708029, 'recall': 0.9385171790235082, 'f1-score': 0.9427792915531336}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9640421574705518, 'recall': 0.9539877300613497, 'f1-score': 0.9589885908109775}, hmean: 0.9590 +2022-03-11 02:38:52,063 - davarocr - INFO - Epoch [29][5/120] lr: 2.083e-05, eta: 0:08:50, time: 0.650, data_time: 0.475, memory: 5066, loss_cls: 0.0218, loss: 0.0218, grad_norm: 2.2324 +2022-03-11 02:38:52,961 - davarocr - INFO - Epoch [29][10/120] lr: 2.083e-05, eta: 0:08:49, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.7890 +2022-03-11 02:38:53,879 - davarocr - INFO - Epoch [29][15/120] lr: 2.083e-05, eta: 0:08:48, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0137, loss: 0.0137, grad_norm: 1.8341 +2022-03-11 02:38:54,766 - davarocr - INFO - Epoch [29][20/120] lr: 2.083e-05, eta: 0:08:47, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.9240 +2022-03-11 02:38:55,663 - davarocr - INFO - Epoch [29][25/120] lr: 2.083e-05, eta: 0:08:46, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.8079 +2022-03-11 02:38:56,562 - davarocr - INFO - Epoch [29][30/120] lr: 2.083e-05, eta: 0:08:45, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.7843 +2022-03-11 02:38:57,481 - davarocr - INFO - Epoch [29][35/120] lr: 2.083e-05, eta: 0:08:44, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.8061 +2022-03-11 02:38:58,393 - davarocr - INFO - Epoch [29][40/120] lr: 2.083e-05, eta: 0:08:43, time: 0.186, data_time: 0.011, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.9301 +2022-03-11 02:38:59,324 - davarocr - INFO - Epoch [29][45/120] lr: 2.083e-05, eta: 0:08:42, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.8310 +2022-03-11 02:39:00,237 - davarocr - INFO - Epoch [29][50/120] lr: 2.083e-05, eta: 0:08:40, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.7849 +2022-03-11 02:39:01,142 - davarocr - INFO - Epoch [29][55/120] lr: 2.083e-05, eta: 0:08:39, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.8307 +2022-03-11 02:39:02,061 - davarocr - INFO - Epoch [29][60/120] lr: 2.083e-05, eta: 0:08:38, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.7862 +2022-03-11 02:39:02,979 - davarocr - INFO - Epoch [29][65/120] lr: 2.083e-05, eta: 0:08:37, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.7849 +2022-03-11 02:39:03,889 - davarocr - INFO - Epoch [29][70/120] lr: 2.083e-05, eta: 0:08:36, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.7858 +2022-03-11 02:39:04,809 - davarocr - INFO - Epoch [29][75/120] lr: 2.083e-05, eta: 0:08:35, time: 0.184, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.7792 +2022-03-11 02:39:05,704 - davarocr - INFO - Epoch [29][80/120] lr: 2.083e-05, eta: 0:08:34, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.7788 +2022-03-11 02:39:06,605 - davarocr - INFO - Epoch [29][85/120] lr: 2.083e-05, eta: 0:08:33, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.7785 +2022-03-11 02:39:07,493 - davarocr - INFO - Epoch [29][90/120] lr: 2.083e-05, eta: 0:08:32, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.8082 +2022-03-11 02:39:08,386 - davarocr - INFO - Epoch [29][95/120] lr: 2.083e-05, eta: 0:08:31, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.7874 +2022-03-11 02:39:09,287 - davarocr - INFO - Epoch [29][100/120] lr: 2.083e-05, eta: 0:08:30, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.7751 +2022-03-11 02:39:10,209 - davarocr - INFO - Epoch [29][105/120] lr: 2.083e-05, eta: 0:08:29, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.9544 +2022-03-11 02:39:11,092 - davarocr - INFO - Epoch [29][110/120] lr: 2.083e-05, eta: 0:08:28, time: 0.177, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.7803 +2022-03-11 02:39:11,983 - davarocr - INFO - Epoch [29][115/120] lr: 2.083e-05, eta: 0:08:26, time: 0.178, data_time: 0.012, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.8200 +2022-03-11 02:39:12,859 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:39:12,860 - davarocr - INFO - Epoch [29][120/120] lr: 2.083e-05, eta: 0:08:25, time: 0.175, data_time: 0.011, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.7775 +2022-03-11 02:39:17,591 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:39:17,592 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:39:17,592 - davarocr - INFO - Epoch(val) [29][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.8918918918918919, 'recall': 1.0, 'f1-score': 0.9428571428571428}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.966931216931217, 'recall': 0.9468911917098446, 'f1-score': 0.9568062827225131}, ORG: {'precision': 0.9425493716337523, 'recall': 0.9493670886075949, 'f1-score': 0.9459459459459459}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9617755856966708, 'recall': 0.9570552147239264, 'f1-score': 0.959409594095941}, hmean: 0.9594 +2022-03-11 02:39:20,870 - davarocr - INFO - Epoch [30][5/120] lr: 2.041e-05, eta: 0:08:26, time: 0.654, data_time: 0.476, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.7743 +2022-03-11 02:39:21,786 - davarocr - INFO - Epoch [30][10/120] lr: 2.041e-05, eta: 0:08:25, time: 0.184, data_time: 0.013, memory: 5066, loss_cls: 0.0047, loss: 0.0047, grad_norm: 2.2059 +2022-03-11 02:39:22,707 - davarocr - INFO - Epoch [30][15/120] lr: 2.041e-05, eta: 0:08:24, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.9434 +2022-03-11 02:39:23,617 - davarocr - INFO - Epoch [30][20/120] lr: 2.041e-05, eta: 0:08:23, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.9334 +2022-03-11 02:39:24,525 - davarocr - INFO - Epoch [30][25/120] lr: 2.041e-05, eta: 0:08:22, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.7890 +2022-03-11 02:39:25,435 - davarocr - INFO - Epoch [30][30/120] lr: 2.041e-05, eta: 0:08:21, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.7981 +2022-03-11 02:39:26,355 - davarocr - INFO - Epoch [30][35/120] lr: 2.041e-05, eta: 0:08:20, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.8802 +2022-03-11 02:39:27,279 - davarocr - INFO - Epoch [30][40/120] lr: 2.041e-05, eta: 0:08:18, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0071, loss: 0.0071, grad_norm: 2.1493 +2022-03-11 02:39:28,207 - davarocr - INFO - Epoch [30][45/120] lr: 2.041e-05, eta: 0:08:17, time: 0.186, data_time: 0.012, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.8429 +2022-03-11 02:39:29,120 - davarocr - INFO - Epoch [30][50/120] lr: 2.041e-05, eta: 0:08:16, time: 0.187, data_time: 0.010, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.9175 +2022-03-11 02:39:30,010 - davarocr - INFO - Epoch [30][55/120] lr: 2.041e-05, eta: 0:08:15, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.8807 +2022-03-11 02:39:30,900 - davarocr - INFO - Epoch [30][60/120] lr: 2.041e-05, eta: 0:08:14, time: 0.175, data_time: 0.006, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.9138 +2022-03-11 02:39:31,814 - davarocr - INFO - Epoch [30][65/120] lr: 2.041e-05, eta: 0:08:13, time: 0.186, data_time: 0.011, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.8250 +2022-03-11 02:39:32,736 - davarocr - INFO - Epoch [30][70/120] lr: 2.041e-05, eta: 0:08:12, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.8257 +2022-03-11 02:39:33,649 - davarocr - INFO - Epoch [30][75/120] lr: 2.041e-05, eta: 0:08:11, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.8143 +2022-03-11 02:39:34,547 - davarocr - INFO - Epoch [30][80/120] lr: 2.041e-05, eta: 0:08:10, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.9052 +2022-03-11 02:39:35,465 - davarocr - INFO - Epoch [30][85/120] lr: 2.041e-05, eta: 0:08:09, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.8340 +2022-03-11 02:39:36,357 - davarocr - INFO - Epoch [30][90/120] lr: 2.041e-05, eta: 0:08:08, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.8399 +2022-03-11 02:39:37,262 - davarocr - INFO - Epoch [30][95/120] lr: 2.041e-05, eta: 0:08:07, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.8211 +2022-03-11 02:39:38,157 - davarocr - INFO - Epoch [30][100/120] lr: 2.041e-05, eta: 0:08:06, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.8104 +2022-03-11 02:39:39,068 - davarocr - INFO - Epoch [30][105/120] lr: 2.041e-05, eta: 0:08:05, time: 0.181, data_time: 0.005, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.8063 +2022-03-11 02:39:39,982 - davarocr - INFO - Epoch [30][110/120] lr: 2.041e-05, eta: 0:08:03, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.8158 +2022-03-11 02:39:40,897 - davarocr - INFO - Epoch [30][115/120] lr: 2.041e-05, eta: 0:08:02, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.8065 +2022-03-11 02:39:41,804 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:39:41,805 - davarocr - INFO - Epoch [30][120/120] lr: 2.041e-05, eta: 0:08:01, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0039, loss: 0.0039, grad_norm: 2.3536 +2022-03-11 02:39:46,586 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:39:46,587 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:39:46,587 - davarocr - INFO - Epoch(val) [30][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9606815203145478, 'recall': 0.9494818652849741, 'f1-score': 0.9550488599348533}, ORG: {'precision': 0.9357142857142857, 'recall': 0.9475587703435805, 'f1-score': 0.9415992812219227}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9576687116564417, 'recall': 0.9576687116564417, 'f1-score': 0.9576687116564417}, hmean: 0.9577 +2022-03-11 02:39:49,863 - davarocr - INFO - Epoch [31][5/120] lr: 2.000e-05, eta: 0:08:02, time: 0.650, data_time: 0.471, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.8336 +2022-03-11 02:39:50,768 - davarocr - INFO - Epoch [31][10/120] lr: 2.000e-05, eta: 0:08:01, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.8337 +2022-03-11 02:39:51,677 - davarocr - INFO - Epoch [31][15/120] lr: 2.000e-05, eta: 0:08:00, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.9250 +2022-03-11 02:39:52,600 - davarocr - INFO - Epoch [31][20/120] lr: 2.000e-05, eta: 0:07:59, time: 0.186, data_time: 0.011, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.8377 +2022-03-11 02:39:53,507 - davarocr - INFO - Epoch [31][25/120] lr: 2.000e-05, eta: 0:07:58, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.8357 +2022-03-11 02:39:54,424 - davarocr - INFO - Epoch [31][30/120] lr: 2.000e-05, eta: 0:07:56, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.8337 +2022-03-11 02:39:55,332 - davarocr - INFO - Epoch [31][35/120] lr: 2.000e-05, eta: 0:07:55, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.8454 +2022-03-11 02:39:56,238 - davarocr - INFO - Epoch [31][40/120] lr: 2.000e-05, eta: 0:07:54, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.8312 +2022-03-11 02:39:57,150 - davarocr - INFO - Epoch [31][45/120] lr: 2.000e-05, eta: 0:07:53, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.8305 +2022-03-11 02:39:58,069 - davarocr - INFO - Epoch [31][50/120] lr: 2.000e-05, eta: 0:07:52, time: 0.187, data_time: 0.010, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.9486 +2022-03-11 02:39:59,007 - davarocr - INFO - Epoch [31][55/120] lr: 2.000e-05, eta: 0:07:51, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.9548 +2022-03-11 02:39:59,932 - davarocr - INFO - Epoch [31][60/120] lr: 2.000e-05, eta: 0:07:50, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.8292 +2022-03-11 02:40:00,841 - davarocr - INFO - Epoch [31][65/120] lr: 2.000e-05, eta: 0:07:49, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.8364 +2022-03-11 02:40:01,770 - davarocr - INFO - Epoch [31][70/120] lr: 2.000e-05, eta: 0:07:48, time: 0.187, data_time: 0.009, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.8668 +2022-03-11 02:40:02,665 - davarocr - INFO - Epoch [31][75/120] lr: 2.000e-05, eta: 0:07:47, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.9409 +2022-03-11 02:40:03,565 - davarocr - INFO - Epoch [31][80/120] lr: 2.000e-05, eta: 0:07:46, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.8390 +2022-03-11 02:40:04,472 - davarocr - INFO - Epoch [31][85/120] lr: 2.000e-05, eta: 0:07:45, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.8390 +2022-03-11 02:40:05,365 - davarocr - INFO - Epoch [31][90/120] lr: 2.000e-05, eta: 0:07:44, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 2.1792 +2022-03-11 02:40:06,262 - davarocr - INFO - Epoch [31][95/120] lr: 2.000e-05, eta: 0:07:43, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 2.0580 +2022-03-11 02:40:07,153 - davarocr - INFO - Epoch [31][100/120] lr: 2.000e-05, eta: 0:07:42, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.9060 +2022-03-11 02:40:08,052 - davarocr - INFO - Epoch [31][105/120] lr: 2.000e-05, eta: 0:07:40, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0038, loss: 0.0038, grad_norm: 2.2676 +2022-03-11 02:40:08,963 - davarocr - INFO - Epoch [31][110/120] lr: 2.000e-05, eta: 0:07:39, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.8657 +2022-03-11 02:40:09,865 - davarocr - INFO - Epoch [31][115/120] lr: 2.000e-05, eta: 0:07:38, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0043, loss: 0.0043, grad_norm: 2.3004 +2022-03-11 02:40:10,756 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:40:10,756 - davarocr - INFO - Epoch [31][120/120] lr: 2.000e-05, eta: 0:07:37, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0107, loss: 0.0107, grad_norm: 2.4115 +2022-03-11 02:40:15,528 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:40:15,529 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:40:15,529 - davarocr - INFO - Epoch(val) [31][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.961892247043364, 'recall': 0.9481865284974094, 'f1-score': 0.9549902152641879}, ORG: {'precision': 0.9257950530035336, 'recall': 0.9475587703435805, 'f1-score': 0.936550491510277}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9541284403669725, 'recall': 0.9570552147239264, 'f1-score': 0.9555895865237367}, hmean: 0.9556 +2022-03-11 02:40:18,823 - davarocr - INFO - Epoch [32][5/120] lr: 1.961e-05, eta: 0:07:38, time: 0.657, data_time: 0.467, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.9086 +2022-03-11 02:40:19,732 - davarocr - INFO - Epoch [32][10/120] lr: 1.961e-05, eta: 0:07:37, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.8962 +2022-03-11 02:40:20,644 - davarocr - INFO - Epoch [32][15/120] lr: 1.961e-05, eta: 0:07:36, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0088, loss: 0.0088, grad_norm: 2.2521 +2022-03-11 02:40:21,551 - davarocr - INFO - Epoch [32][20/120] lr: 1.961e-05, eta: 0:07:34, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.8803 +2022-03-11 02:40:22,448 - davarocr - INFO - Epoch [32][25/120] lr: 1.961e-05, eta: 0:07:33, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.9327 +2022-03-11 02:40:23,362 - davarocr - INFO - Epoch [32][30/120] lr: 1.961e-05, eta: 0:07:32, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.9323 +2022-03-11 02:40:24,288 - davarocr - INFO - Epoch [32][35/120] lr: 1.961e-05, eta: 0:07:31, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.8773 +2022-03-11 02:40:25,203 - davarocr - INFO - Epoch [32][40/120] lr: 1.961e-05, eta: 0:07:30, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.9098 +2022-03-11 02:40:26,105 - davarocr - INFO - Epoch [32][45/120] lr: 1.961e-05, eta: 0:07:29, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.8741 +2022-03-11 02:40:27,018 - davarocr - INFO - Epoch [32][50/120] lr: 1.961e-05, eta: 0:07:28, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.8958 +2022-03-11 02:40:27,933 - davarocr - INFO - Epoch [32][55/120] lr: 1.961e-05, eta: 0:07:27, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.8702 +2022-03-11 02:40:28,828 - davarocr - INFO - Epoch [32][60/120] lr: 1.961e-05, eta: 0:07:26, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.9088 +2022-03-11 02:40:29,735 - davarocr - INFO - Epoch [32][65/120] lr: 1.961e-05, eta: 0:07:25, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.8751 +2022-03-11 02:40:30,633 - davarocr - INFO - Epoch [32][70/120] lr: 1.961e-05, eta: 0:07:24, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0022, loss: 0.0022, grad_norm: 2.4577 +2022-03-11 02:40:31,539 - davarocr - INFO - Epoch [32][75/120] lr: 1.961e-05, eta: 0:07:23, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.9110 +2022-03-11 02:40:32,470 - davarocr - INFO - Epoch [32][80/120] lr: 1.961e-05, eta: 0:07:22, time: 0.186, data_time: 0.010, memory: 5066, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.9848 +2022-03-11 02:40:33,387 - davarocr - INFO - Epoch [32][85/120] lr: 1.961e-05, eta: 0:07:21, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 2.0503 +2022-03-11 02:40:34,304 - davarocr - INFO - Epoch [32][90/120] lr: 1.961e-05, eta: 0:07:20, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0165, loss: 0.0165, grad_norm: 2.9714 +2022-03-11 02:40:35,213 - davarocr - INFO - Epoch [32][95/120] lr: 1.961e-05, eta: 0:07:19, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3741 +2022-03-11 02:40:36,117 - davarocr - INFO - Epoch [32][100/120] lr: 1.961e-05, eta: 0:07:17, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.6331 +2022-03-11 02:40:37,007 - davarocr - INFO - Epoch [32][105/120] lr: 1.961e-05, eta: 0:07:16, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.4542 +2022-03-11 02:40:37,909 - davarocr - INFO - Epoch [32][110/120] lr: 1.961e-05, eta: 0:07:15, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5531 +2022-03-11 02:40:38,803 - davarocr - INFO - Epoch [32][115/120] lr: 1.961e-05, eta: 0:07:14, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3468 +2022-03-11 02:40:39,702 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:40:39,702 - davarocr - INFO - Epoch [32][120/120] lr: 1.961e-05, eta: 0:07:13, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3462 +2022-03-11 02:40:44,357 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:40:44,358 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:40:44,358 - davarocr - INFO - Epoch(val) [32][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9645669291338582, 'recall': 0.9520725388601037, 'f1-score': 0.9582790091264669}, ORG: {'precision': 0.9357142857142857, 'recall': 0.9475587703435805, 'f1-score': 0.9415992812219227}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9600737100737101, 'recall': 0.9588957055214724, 'f1-score': 0.9594843462246777}, hmean: 0.9595 +2022-03-11 02:40:47,644 - davarocr - INFO - Epoch [33][5/120] lr: 1.923e-05, eta: 0:07:13, time: 0.655, data_time: 0.459, memory: 5066, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.3823 +2022-03-11 02:40:48,561 - davarocr - INFO - Epoch [33][10/120] lr: 1.923e-05, eta: 0:07:12, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3453 +2022-03-11 02:40:49,480 - davarocr - INFO - Epoch [33][15/120] lr: 1.923e-05, eta: 0:07:11, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3463 +2022-03-11 02:40:50,401 - davarocr - INFO - Epoch [33][20/120] lr: 1.923e-05, eta: 0:07:10, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3411 +2022-03-11 02:40:51,305 - davarocr - INFO - Epoch [33][25/120] lr: 1.923e-05, eta: 0:07:09, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3436 +2022-03-11 02:40:52,224 - davarocr - INFO - Epoch [33][30/120] lr: 1.923e-05, eta: 0:07:08, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5222 +2022-03-11 02:40:53,148 - davarocr - INFO - Epoch [33][35/120] lr: 1.923e-05, eta: 0:07:07, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.4747 +2022-03-11 02:40:54,047 - davarocr - INFO - Epoch [33][40/120] lr: 1.923e-05, eta: 0:07:06, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3456 +2022-03-11 02:40:54,954 - davarocr - INFO - Epoch [33][45/120] lr: 1.923e-05, eta: 0:07:05, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3453 +2022-03-11 02:40:55,871 - davarocr - INFO - Epoch [33][50/120] lr: 1.923e-05, eta: 0:07:04, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3458 +2022-03-11 02:40:56,786 - davarocr - INFO - Epoch [33][55/120] lr: 1.923e-05, eta: 0:07:03, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4465 +2022-03-11 02:40:57,710 - davarocr - INFO - Epoch [33][60/120] lr: 1.923e-05, eta: 0:07:02, time: 0.185, data_time: 0.011, memory: 5066, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.6019 +2022-03-11 02:40:58,617 - davarocr - INFO - Epoch [33][65/120] lr: 1.923e-05, eta: 0:07:01, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.3848 +2022-03-11 02:40:59,537 - davarocr - INFO - Epoch [33][70/120] lr: 1.923e-05, eta: 0:07:00, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3755 +2022-03-11 02:41:00,450 - davarocr - INFO - Epoch [33][75/120] lr: 1.923e-05, eta: 0:06:59, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4076 +2022-03-11 02:41:01,365 - davarocr - INFO - Epoch [33][80/120] lr: 1.923e-05, eta: 0:06:58, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3566 +2022-03-11 02:41:02,263 - davarocr - INFO - Epoch [33][85/120] lr: 1.923e-05, eta: 0:06:57, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.4084 +2022-03-11 02:41:03,173 - davarocr - INFO - Epoch [33][90/120] lr: 1.923e-05, eta: 0:06:56, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.4886 +2022-03-11 02:41:04,077 - davarocr - INFO - Epoch [33][95/120] lr: 1.923e-05, eta: 0:06:54, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3600 +2022-03-11 02:41:04,981 - davarocr - INFO - Epoch [33][100/120] lr: 1.923e-05, eta: 0:06:53, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3683 +2022-03-11 02:41:05,881 - davarocr - INFO - Epoch [33][105/120] lr: 1.923e-05, eta: 0:06:52, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.5986 +2022-03-11 02:41:06,786 - davarocr - INFO - Epoch [33][110/120] lr: 1.923e-05, eta: 0:06:51, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3724 +2022-03-11 02:41:07,682 - davarocr - INFO - Epoch [33][115/120] lr: 1.923e-05, eta: 0:06:50, time: 0.179, data_time: 0.012, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3765 +2022-03-11 02:41:08,579 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:41:08,579 - davarocr - INFO - Epoch [33][120/120] lr: 1.923e-05, eta: 0:06:49, time: 0.179, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3706 +2022-03-11 02:41:13,257 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:41:13,258 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:41:13,258 - davarocr - INFO - Epoch(val) [33][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9645203679369251, 'recall': 0.9507772020725389, 'f1-score': 0.9575994781474234}, ORG: {'precision': 0.9279437609841827, 'recall': 0.9547920433996383, 'f1-score': 0.9411764705882352}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9566279780085523, 'recall': 0.9607361963190184, 'f1-score': 0.9586776859504132}, hmean: 0.9587 +2022-03-11 02:41:16,512 - davarocr - INFO - Epoch [34][5/120] lr: 1.887e-05, eta: 0:06:49, time: 0.647, data_time: 0.467, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3780 +2022-03-11 02:41:17,418 - davarocr - INFO - Epoch [34][10/120] lr: 1.887e-05, eta: 0:06:48, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3766 +2022-03-11 02:41:18,327 - davarocr - INFO - Epoch [34][15/120] lr: 1.887e-05, eta: 0:06:47, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3812 +2022-03-11 02:41:19,228 - davarocr - INFO - Epoch [34][20/120] lr: 1.887e-05, eta: 0:06:46, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3691 +2022-03-11 02:41:20,126 - davarocr - INFO - Epoch [34][25/120] lr: 1.887e-05, eta: 0:06:45, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3712 +2022-03-11 02:41:21,027 - davarocr - INFO - Epoch [34][30/120] lr: 1.887e-05, eta: 0:06:44, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3679 +2022-03-11 02:41:21,931 - davarocr - INFO - Epoch [34][35/120] lr: 1.887e-05, eta: 0:06:43, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3681 +2022-03-11 02:41:22,836 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:41:22,836 - davarocr - INFO - Epoch [34][40/120] lr: 1.887e-05, eta: 0:06:42, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3849 +2022-03-11 02:41:23,738 - davarocr - INFO - Epoch [34][45/120] lr: 1.887e-05, eta: 0:06:41, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3673 +2022-03-11 02:41:24,643 - davarocr - INFO - Epoch [34][50/120] lr: 1.887e-05, eta: 0:06:40, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3689 +2022-03-11 02:41:25,540 - davarocr - INFO - Epoch [34][55/120] lr: 1.887e-05, eta: 0:06:39, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3691 +2022-03-11 02:41:26,439 - davarocr - INFO - Epoch [34][60/120] lr: 1.887e-05, eta: 0:06:38, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3743 +2022-03-11 02:41:27,337 - davarocr - INFO - Epoch [34][65/120] lr: 1.887e-05, eta: 0:06:37, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3791 +2022-03-11 02:41:28,233 - davarocr - INFO - Epoch [34][70/120] lr: 1.887e-05, eta: 0:06:36, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3697 +2022-03-11 02:41:29,165 - davarocr - INFO - Epoch [34][75/120] lr: 1.887e-05, eta: 0:06:35, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3653 +2022-03-11 02:41:30,079 - davarocr - INFO - Epoch [34][80/120] lr: 1.887e-05, eta: 0:06:33, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4011 +2022-03-11 02:41:30,972 - davarocr - INFO - Epoch [34][85/120] lr: 1.887e-05, eta: 0:06:32, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4800 +2022-03-11 02:41:31,870 - davarocr - INFO - Epoch [34][90/120] lr: 1.887e-05, eta: 0:06:31, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3764 +2022-03-11 02:41:32,773 - davarocr - INFO - Epoch [34][95/120] lr: 1.887e-05, eta: 0:06:30, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3762 +2022-03-11 02:41:33,673 - davarocr - INFO - Epoch [34][100/120] lr: 1.887e-05, eta: 0:06:29, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4156 +2022-03-11 02:41:34,607 - davarocr - INFO - Epoch [34][105/120] lr: 1.887e-05, eta: 0:06:28, time: 0.190, data_time: 0.014, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 2.2830 +2022-03-11 02:41:35,516 - davarocr - INFO - Epoch [34][110/120] lr: 1.887e-05, eta: 0:06:27, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1995 +2022-03-11 02:41:36,441 - davarocr - INFO - Epoch [34][115/120] lr: 1.887e-05, eta: 0:06:26, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.4466 +2022-03-11 02:41:37,363 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:41:37,364 - davarocr - INFO - Epoch [34][120/120] lr: 1.887e-05, eta: 0:06:25, time: 0.186, data_time: 0.010, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3436 +2022-03-11 02:41:42,016 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:41:42,017 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:41:42,017 - davarocr - INFO - Epoch(val) [34][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.963254593175853, 'recall': 0.9507772020725389, 'f1-score': 0.9569752281616688}, ORG: {'precision': 0.9240282685512368, 'recall': 0.945750452079566, 'f1-score': 0.934763181411975}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9547400611620795, 'recall': 0.9576687116564417, 'f1-score': 0.9562021439509955}, hmean: 0.9562 +2022-03-11 02:41:45,247 - davarocr - INFO - Epoch [35][5/120] lr: 1.852e-05, eta: 0:06:25, time: 0.644, data_time: 0.468, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3096 +2022-03-11 02:41:46,146 - davarocr - INFO - Epoch [35][10/120] lr: 1.852e-05, eta: 0:06:24, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1925 +2022-03-11 02:41:47,050 - davarocr - INFO - Epoch [35][15/120] lr: 1.852e-05, eta: 0:06:23, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1915 +2022-03-11 02:41:47,974 - davarocr - INFO - Epoch [35][20/120] lr: 1.852e-05, eta: 0:06:22, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1922 +2022-03-11 02:41:48,880 - davarocr - INFO - Epoch [35][25/120] lr: 1.852e-05, eta: 0:06:21, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1907 +2022-03-11 02:41:49,783 - davarocr - INFO - Epoch [35][30/120] lr: 1.852e-05, eta: 0:06:20, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0070, loss: 0.0070, grad_norm: 2.4034 +2022-03-11 02:41:50,693 - davarocr - INFO - Epoch [35][35/120] lr: 1.852e-05, eta: 0:06:19, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.6893 +2022-03-11 02:41:51,600 - davarocr - INFO - Epoch [35][40/120] lr: 1.852e-05, eta: 0:06:18, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1504 +2022-03-11 02:41:52,520 - davarocr - INFO - Epoch [35][45/120] lr: 1.852e-05, eta: 0:06:17, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1763 +2022-03-11 02:41:53,426 - davarocr - INFO - Epoch [35][50/120] lr: 1.852e-05, eta: 0:06:16, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.3936 +2022-03-11 02:41:54,343 - davarocr - INFO - Epoch [35][55/120] lr: 1.852e-05, eta: 0:06:15, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.5551 +2022-03-11 02:41:55,250 - davarocr - INFO - Epoch [35][60/120] lr: 1.852e-05, eta: 0:06:14, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1101 +2022-03-11 02:41:56,140 - davarocr - INFO - Epoch [35][65/120] lr: 1.852e-05, eta: 0:06:12, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2089 +2022-03-11 02:41:57,037 - davarocr - INFO - Epoch [35][70/120] lr: 1.852e-05, eta: 0:06:11, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.5415 +2022-03-11 02:41:57,923 - davarocr - INFO - Epoch [35][75/120] lr: 1.852e-05, eta: 0:06:10, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1053 +2022-03-11 02:41:58,834 - davarocr - INFO - Epoch [35][80/120] lr: 1.852e-05, eta: 0:06:09, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.2555 +2022-03-11 02:41:59,741 - davarocr - INFO - Epoch [35][85/120] lr: 1.852e-05, eta: 0:06:08, time: 0.181, data_time: 0.012, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1090 +2022-03-11 02:42:00,643 - davarocr - INFO - Epoch [35][90/120] lr: 1.852e-05, eta: 0:06:07, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.4243 +2022-03-11 02:42:01,549 - davarocr - INFO - Epoch [35][95/120] lr: 1.852e-05, eta: 0:06:06, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.4736 +2022-03-11 02:42:02,450 - davarocr - INFO - Epoch [35][100/120] lr: 1.852e-05, eta: 0:06:05, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.3331 +2022-03-11 02:42:03,348 - davarocr - INFO - Epoch [35][105/120] lr: 1.852e-05, eta: 0:06:04, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 2.0205 +2022-03-11 02:42:04,246 - davarocr - INFO - Epoch [35][110/120] lr: 1.852e-05, eta: 0:06:03, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3651 +2022-03-11 02:42:05,137 - davarocr - INFO - Epoch [35][115/120] lr: 1.852e-05, eta: 0:06:02, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2339 +2022-03-11 02:42:06,023 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:42:06,023 - davarocr - INFO - Epoch [35][120/120] lr: 1.852e-05, eta: 0:06:01, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3465 +2022-03-11 02:42:10,756 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:42:10,757 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:42:10,757 - davarocr - INFO - Epoch(val) [35][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9166666666666666, 'recall': 1.0, 'f1-score': 0.9565217391304348}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9644736842105263, 'recall': 0.9494818652849741, 'f1-score': 0.9569190600522194}, ORG: {'precision': 0.9328621908127208, 'recall': 0.9547920433996383, 'f1-score': 0.9436997319034852}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9577723378212974, 'recall': 0.9601226993865031, 'f1-score': 0.9589460784313726}, hmean: 0.9589 +2022-03-11 02:42:14,094 - davarocr - INFO - Epoch [36][5/120] lr: 1.818e-05, eta: 0:06:01, time: 0.663, data_time: 0.491, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.1183 +2022-03-11 02:42:15,004 - davarocr - INFO - Epoch [36][10/120] lr: 1.818e-05, eta: 0:06:00, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0025, loss: 0.0025, grad_norm: 2.1014 +2022-03-11 02:42:15,929 - davarocr - INFO - Epoch [36][15/120] lr: 1.818e-05, eta: 0:05:59, time: 0.185, data_time: 0.011, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.5097 +2022-03-11 02:42:16,832 - davarocr - INFO - Epoch [36][20/120] lr: 1.818e-05, eta: 0:05:58, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1430 +2022-03-11 02:42:17,759 - davarocr - INFO - Epoch [36][25/120] lr: 1.818e-05, eta: 0:05:57, time: 0.186, data_time: 0.011, memory: 5066, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.5642 +2022-03-11 02:42:18,662 - davarocr - INFO - Epoch [36][30/120] lr: 1.818e-05, eta: 0:05:56, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.5726 +2022-03-11 02:42:19,580 - davarocr - INFO - Epoch [36][35/120] lr: 1.818e-05, eta: 0:05:55, time: 0.187, data_time: 0.012, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2355 +2022-03-11 02:42:20,500 - davarocr - INFO - Epoch [36][40/120] lr: 1.818e-05, eta: 0:05:54, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2311 +2022-03-11 02:42:21,417 - davarocr - INFO - Epoch [36][45/120] lr: 1.818e-05, eta: 0:05:53, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1698 +2022-03-11 02:42:22,326 - davarocr - INFO - Epoch [36][50/120] lr: 1.818e-05, eta: 0:05:52, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0210, loss: 0.0210, grad_norm: 1.2530 +2022-03-11 02:42:23,236 - davarocr - INFO - Epoch [36][55/120] lr: 1.818e-05, eta: 0:05:50, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2446 +2022-03-11 02:42:24,136 - davarocr - INFO - Epoch [36][60/120] lr: 1.818e-05, eta: 0:05:49, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0078, loss: 0.0078, grad_norm: 1.5875 +2022-03-11 02:42:25,041 - davarocr - INFO - Epoch [36][65/120] lr: 1.818e-05, eta: 0:05:48, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2051 +2022-03-11 02:42:25,946 - davarocr - INFO - Epoch [36][70/120] lr: 1.818e-05, eta: 0:05:47, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2151 +2022-03-11 02:42:26,856 - davarocr - INFO - Epoch [36][75/120] lr: 1.818e-05, eta: 0:05:46, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.7462 +2022-03-11 02:42:27,759 - davarocr - INFO - Epoch [36][80/120] lr: 1.818e-05, eta: 0:05:45, time: 0.184, data_time: 0.013, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2094 +2022-03-11 02:42:28,683 - davarocr - INFO - Epoch [36][85/120] lr: 1.818e-05, eta: 0:05:44, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2248 +2022-03-11 02:42:29,585 - davarocr - INFO - Epoch [36][90/120] lr: 1.818e-05, eta: 0:05:43, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.4536 +2022-03-11 02:42:30,497 - davarocr - INFO - Epoch [36][95/120] lr: 1.818e-05, eta: 0:05:42, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2078 +2022-03-11 02:42:31,391 - davarocr - INFO - Epoch [36][100/120] lr: 1.818e-05, eta: 0:05:41, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3089 +2022-03-11 02:42:32,320 - davarocr - INFO - Epoch [36][105/120] lr: 1.818e-05, eta: 0:05:40, time: 0.185, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2043 +2022-03-11 02:42:33,238 - davarocr - INFO - Epoch [36][110/120] lr: 1.818e-05, eta: 0:05:39, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2074 +2022-03-11 02:42:34,155 - davarocr - INFO - Epoch [36][115/120] lr: 1.818e-05, eta: 0:05:38, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2031 +2022-03-11 02:42:35,049 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:42:35,050 - davarocr - INFO - Epoch [36][120/120] lr: 1.818e-05, eta: 0:05:37, time: 0.179, data_time: 0.012, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2068 +2022-03-11 02:42:39,852 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:42:39,853 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:42:39,853 - davarocr - INFO - Epoch(val) [36][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9605263157894737, 'recall': 0.9455958549222798, 'f1-score': 0.9530026109660574}, ORG: {'precision': 0.9393939393939394, 'recall': 0.9529837251356239, 'f1-score': 0.9461400359066428}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9588452088452089, 'recall': 0.9576687116564417, 'f1-score': 0.958256599140577}, hmean: 0.9583 +2022-03-11 02:42:43,116 - davarocr - INFO - Epoch [37][5/120] lr: 1.786e-05, eta: 0:05:37, time: 0.651, data_time: 0.468, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1998 +2022-03-11 02:42:44,029 - davarocr - INFO - Epoch [37][10/120] lr: 1.786e-05, eta: 0:05:36, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.6544 +2022-03-11 02:42:44,947 - davarocr - INFO - Epoch [37][15/120] lr: 1.786e-05, eta: 0:05:35, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2113 +2022-03-11 02:42:45,858 - davarocr - INFO - Epoch [37][20/120] lr: 1.786e-05, eta: 0:05:34, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.7555 +2022-03-11 02:42:46,770 - davarocr - INFO - Epoch [37][25/120] lr: 1.786e-05, eta: 0:05:33, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2434 +2022-03-11 02:42:47,677 - davarocr - INFO - Epoch [37][30/120] lr: 1.786e-05, eta: 0:05:32, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2440 +2022-03-11 02:42:48,570 - davarocr - INFO - Epoch [37][35/120] lr: 1.786e-05, eta: 0:05:31, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3552 +2022-03-11 02:42:49,470 - davarocr - INFO - Epoch [37][40/120] lr: 1.786e-05, eta: 0:05:29, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2179 +2022-03-11 02:42:50,372 - davarocr - INFO - Epoch [37][45/120] lr: 1.786e-05, eta: 0:05:28, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.4984 +2022-03-11 02:42:51,276 - davarocr - INFO - Epoch [37][50/120] lr: 1.786e-05, eta: 0:05:27, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4235 +2022-03-11 02:42:52,189 - davarocr - INFO - Epoch [37][55/120] lr: 1.786e-05, eta: 0:05:26, time: 0.183, data_time: 0.006, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2731 +2022-03-11 02:42:53,102 - davarocr - INFO - Epoch [37][60/120] lr: 1.786e-05, eta: 0:05:25, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0312, loss: 0.0312, grad_norm: 2.5788 +2022-03-11 02:42:54,001 - davarocr - INFO - Epoch [37][65/120] lr: 1.786e-05, eta: 0:05:24, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.1186 +2022-03-11 02:42:54,891 - davarocr - INFO - Epoch [37][70/120] lr: 1.786e-05, eta: 0:05:23, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.9774 +2022-03-11 02:42:55,785 - davarocr - INFO - Epoch [37][75/120] lr: 1.786e-05, eta: 0:05:22, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.0779 +2022-03-11 02:42:56,681 - davarocr - INFO - Epoch [37][80/120] lr: 1.786e-05, eta: 0:05:21, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9499 +2022-03-11 02:42:57,577 - davarocr - INFO - Epoch [37][85/120] lr: 1.786e-05, eta: 0:05:20, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.0596 +2022-03-11 02:42:58,465 - davarocr - INFO - Epoch [37][90/120] lr: 1.786e-05, eta: 0:05:19, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3695 +2022-03-11 02:42:59,370 - davarocr - INFO - Epoch [37][95/120] lr: 1.786e-05, eta: 0:05:18, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1680 +2022-03-11 02:43:00,275 - davarocr - INFO - Epoch [37][100/120] lr: 1.786e-05, eta: 0:05:17, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0099, loss: 0.0099, grad_norm: 1.9889 +2022-03-11 02:43:01,166 - davarocr - INFO - Epoch [37][105/120] lr: 1.786e-05, eta: 0:05:16, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.9951 +2022-03-11 02:43:02,054 - davarocr - INFO - Epoch [37][110/120] lr: 1.786e-05, eta: 0:05:15, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.1629 +2022-03-11 02:43:02,939 - davarocr - INFO - Epoch [37][115/120] lr: 1.786e-05, eta: 0:05:14, time: 0.177, data_time: 0.010, memory: 5066, loss_cls: 0.0227, loss: 0.0227, grad_norm: 2.5042 +2022-03-11 02:43:03,837 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:43:03,838 - davarocr - INFO - Epoch [37][120/120] lr: 1.786e-05, eta: 0:05:13, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0208, loss: 0.0208, grad_norm: 1.8710 +2022-03-11 02:43:08,664 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:43:08,665 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:43:08,665 - davarocr - INFO - Epoch(val) [37][120] NAME: {'precision': 1.0, 'recall': 0.9910714285714286, 'f1-score': 0.9955156950672646}, PRO: {'precision': 0.9655172413793104, 'recall': 0.8484848484848485, 'f1-score': 0.9032258064516129}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9709762532981531, 'recall': 0.9533678756476683, 'f1-score': 0.9620915032679739}, ORG: {'precision': 0.9662288930581614, 'recall': 0.9312839059674503, 'f1-score': 0.9484346224677717}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9736015084852294, 'recall': 0.9503067484662576, 'f1-score': 0.9618131015212665}, hmean: 0.9618 +2022-03-11 02:43:12,061 - davarocr - INFO - Epoch [38][5/120] lr: 1.754e-05, eta: 0:05:13, time: 0.675, data_time: 0.498, memory: 5066, loss_cls: 0.0209, loss: 0.0209, grad_norm: 1.2014 +2022-03-11 02:43:12,958 - davarocr - INFO - Epoch [38][10/120] lr: 1.754e-05, eta: 0:05:12, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0172, loss: 0.0172, grad_norm: 1.3872 +2022-03-11 02:43:13,836 - davarocr - INFO - Epoch [38][15/120] lr: 1.754e-05, eta: 0:05:10, time: 0.175, data_time: 0.008, memory: 5066, loss_cls: 0.0027, loss: 0.0027, grad_norm: 0.8792 +2022-03-11 02:43:14,715 - davarocr - INFO - Epoch [38][20/120] lr: 1.754e-05, eta: 0:05:09, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.1936 +2022-03-11 02:43:15,612 - davarocr - INFO - Epoch [38][25/120] lr: 1.754e-05, eta: 0:05:08, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.8403 +2022-03-11 02:43:16,519 - davarocr - INFO - Epoch [38][30/120] lr: 1.754e-05, eta: 0:05:07, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0093, loss: 0.0093, grad_norm: 1.1918 +2022-03-11 02:43:17,428 - davarocr - INFO - Epoch [38][35/120] lr: 1.754e-05, eta: 0:05:06, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8154 +2022-03-11 02:43:18,319 - davarocr - INFO - Epoch [38][40/120] lr: 1.754e-05, eta: 0:05:05, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8101 +2022-03-11 02:43:19,252 - davarocr - INFO - Epoch [38][45/120] lr: 1.754e-05, eta: 0:05:04, time: 0.186, data_time: 0.008, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.8453 +2022-03-11 02:43:20,196 - davarocr - INFO - Epoch [38][50/120] lr: 1.754e-05, eta: 0:05:03, time: 0.188, data_time: 0.008, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8844 +2022-03-11 02:43:21,117 - davarocr - INFO - Epoch [38][55/120] lr: 1.754e-05, eta: 0:05:02, time: 0.185, data_time: 0.013, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8055 +2022-03-11 02:43:22,036 - davarocr - INFO - Epoch [38][60/120] lr: 1.754e-05, eta: 0:05:01, time: 0.184, data_time: 0.012, memory: 5066, loss_cls: 0.0061, loss: 0.0061, grad_norm: 0.9049 +2022-03-11 02:43:22,959 - davarocr - INFO - Epoch [38][65/120] lr: 1.754e-05, eta: 0:05:00, time: 0.185, data_time: 0.014, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9255 +2022-03-11 02:43:23,879 - davarocr - INFO - Epoch [38][70/120] lr: 1.754e-05, eta: 0:04:59, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.8499 +2022-03-11 02:43:24,786 - davarocr - INFO - Epoch [38][75/120] lr: 1.754e-05, eta: 0:04:58, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8018 +2022-03-11 02:43:25,720 - davarocr - INFO - Epoch [38][80/120] lr: 1.754e-05, eta: 0:04:57, time: 0.187, data_time: 0.011, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8047 +2022-03-11 02:43:26,640 - davarocr - INFO - Epoch [38][85/120] lr: 1.754e-05, eta: 0:04:56, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8015 +2022-03-11 02:43:27,546 - davarocr - INFO - Epoch [38][90/120] lr: 1.754e-05, eta: 0:04:55, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.0992 +2022-03-11 02:43:28,456 - davarocr - INFO - Epoch [38][95/120] lr: 1.754e-05, eta: 0:04:54, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8442 +2022-03-11 02:43:29,391 - davarocr - INFO - Epoch [38][100/120] lr: 1.754e-05, eta: 0:04:53, time: 0.186, data_time: 0.010, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8304 +2022-03-11 02:43:30,311 - davarocr - INFO - Epoch [38][105/120] lr: 1.754e-05, eta: 0:04:52, time: 0.185, data_time: 0.012, memory: 5066, loss_cls: 0.0050, loss: 0.0050, grad_norm: 0.9858 +2022-03-11 02:43:31,236 - davarocr - INFO - Epoch [38][110/120] lr: 1.754e-05, eta: 0:04:51, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.8389 +2022-03-11 02:43:32,148 - davarocr - INFO - Epoch [38][115/120] lr: 1.754e-05, eta: 0:04:50, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.1554 +2022-03-11 02:43:33,058 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:43:33,058 - davarocr - INFO - Epoch [38][120/120] lr: 1.754e-05, eta: 0:04:49, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.1753 +2022-03-11 02:43:37,715 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:43:37,716 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:43:37,716 - davarocr - INFO - Epoch(val) [38][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9411764705882353, 'recall': 0.9696969696969697, 'f1-score': 0.955223880597015}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9646133682830931, 'recall': 0.9533678756476683, 'f1-score': 0.9589576547231269}, ORG: {'precision': 0.9396092362344582, 'recall': 0.9566003616636528, 'f1-score': 0.9480286738351255}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9607843137254902, 'recall': 0.9619631901840491, 'f1-score': 0.9613733905579399}, hmean: 0.9614 +2022-03-11 02:43:41,018 - davarocr - INFO - Epoch [39][5/120] lr: 1.724e-05, eta: 0:04:48, time: 0.658, data_time: 0.471, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.9530 +2022-03-11 02:43:41,927 - davarocr - INFO - Epoch [39][10/120] lr: 1.724e-05, eta: 0:04:47, time: 0.182, data_time: 0.014, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8436 +2022-03-11 02:43:42,835 - davarocr - INFO - Epoch [39][15/120] lr: 1.724e-05, eta: 0:04:46, time: 0.182, data_time: 0.013, memory: 5066, loss_cls: 0.0140, loss: 0.0140, grad_norm: 2.5087 +2022-03-11 02:43:43,744 - davarocr - INFO - Epoch [39][20/120] lr: 1.724e-05, eta: 0:04:45, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9649 +2022-03-11 02:43:44,676 - davarocr - INFO - Epoch [39][25/120] lr: 1.724e-05, eta: 0:04:44, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0305, loss: 0.0305, grad_norm: 1.9347 +2022-03-11 02:43:45,586 - davarocr - INFO - Epoch [39][30/120] lr: 1.724e-05, eta: 0:04:43, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.0213 +2022-03-11 02:43:46,486 - davarocr - INFO - Epoch [39][35/120] lr: 1.724e-05, eta: 0:04:42, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0135, loss: 0.0135, grad_norm: 1.4389 +2022-03-11 02:43:47,365 - davarocr - INFO - Epoch [39][40/120] lr: 1.724e-05, eta: 0:04:41, time: 0.176, data_time: 0.007, memory: 5066, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.0456 +2022-03-11 02:43:48,271 - davarocr - INFO - Epoch [39][45/120] lr: 1.724e-05, eta: 0:04:40, time: 0.181, data_time: 0.012, memory: 5066, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.2477 +2022-03-11 02:43:49,158 - davarocr - INFO - Epoch [39][50/120] lr: 1.724e-05, eta: 0:04:39, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 0.9499 +2022-03-11 02:43:50,053 - davarocr - INFO - Epoch [39][55/120] lr: 1.724e-05, eta: 0:04:38, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.9033 +2022-03-11 02:43:50,940 - davarocr - INFO - Epoch [39][60/120] lr: 1.724e-05, eta: 0:04:37, time: 0.174, data_time: 0.007, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8748 +2022-03-11 02:43:51,844 - davarocr - INFO - Epoch [39][65/120] lr: 1.724e-05, eta: 0:04:36, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.8831 +2022-03-11 02:43:52,754 - davarocr - INFO - Epoch [39][70/120] lr: 1.724e-05, eta: 0:04:35, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8820 +2022-03-11 02:43:53,655 - davarocr - INFO - Epoch [39][75/120] lr: 1.724e-05, eta: 0:04:34, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8823 +2022-03-11 02:43:54,553 - davarocr - INFO - Epoch [39][80/120] lr: 1.724e-05, eta: 0:04:33, time: 0.180, data_time: 0.011, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8816 +2022-03-11 02:43:55,451 - davarocr - INFO - Epoch [39][85/120] lr: 1.724e-05, eta: 0:04:32, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0205, loss: 0.0205, grad_norm: 1.5417 +2022-03-11 02:43:56,352 - davarocr - INFO - Epoch [39][90/120] lr: 1.724e-05, eta: 0:04:31, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9955 +2022-03-11 02:43:57,263 - davarocr - INFO - Epoch [39][95/120] lr: 1.724e-05, eta: 0:04:30, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.3185 +2022-03-11 02:43:58,165 - davarocr - INFO - Epoch [39][100/120] lr: 1.724e-05, eta: 0:04:29, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9878 +2022-03-11 02:43:59,068 - davarocr - INFO - Epoch [39][105/120] lr: 1.724e-05, eta: 0:04:28, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.0916 +2022-03-11 02:43:59,971 - davarocr - INFO - Epoch [39][110/120] lr: 1.724e-05, eta: 0:04:27, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.2860 +2022-03-11 02:44:00,870 - davarocr - INFO - Epoch [39][115/120] lr: 1.724e-05, eta: 0:04:26, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1036 +2022-03-11 02:44:01,769 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:44:01,769 - davarocr - INFO - Epoch [39][120/120] lr: 1.724e-05, eta: 0:04:25, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1239 +2022-03-11 02:44:06,509 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:44:06,509 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:44:06,510 - davarocr - INFO - Epoch(val) [39][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9670619235836627, 'recall': 0.9507772020725389, 'f1-score': 0.9588504245591116}, ORG: {'precision': 0.9395017793594306, 'recall': 0.9547920433996383, 'f1-score': 0.9470852017937219}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9625076828518746, 'recall': 0.9607361963190184, 'f1-score': 0.9616211237334971}, hmean: 0.9616 +2022-03-11 02:44:09,756 - davarocr - INFO - Epoch [40][5/120] lr: 1.695e-05, eta: 0:04:24, time: 0.648, data_time: 0.472, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9923 +2022-03-11 02:44:10,654 - davarocr - INFO - Epoch [40][10/120] lr: 1.695e-05, eta: 0:04:23, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9863 +2022-03-11 02:44:11,554 - davarocr - INFO - Epoch [40][15/120] lr: 1.695e-05, eta: 0:04:22, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0405 +2022-03-11 02:44:12,468 - davarocr - INFO - Epoch [40][20/120] lr: 1.695e-05, eta: 0:04:21, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1265 +2022-03-11 02:44:13,368 - davarocr - INFO - Epoch [40][25/120] lr: 1.695e-05, eta: 0:04:20, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.0211 +2022-03-11 02:44:14,275 - davarocr - INFO - Epoch [40][30/120] lr: 1.695e-05, eta: 0:04:19, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2719 +2022-03-11 02:44:15,203 - davarocr - INFO - Epoch [40][35/120] lr: 1.695e-05, eta: 0:04:18, time: 0.186, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9794 +2022-03-11 02:44:16,097 - davarocr - INFO - Epoch [40][40/120] lr: 1.695e-05, eta: 0:04:17, time: 0.176, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9761 +2022-03-11 02:44:16,998 - davarocr - INFO - Epoch [40][45/120] lr: 1.695e-05, eta: 0:04:16, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9754 +2022-03-11 02:44:17,904 - davarocr - INFO - Epoch [40][50/120] lr: 1.695e-05, eta: 0:04:15, time: 0.181, data_time: 0.012, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9748 +2022-03-11 02:44:18,806 - davarocr - INFO - Epoch [40][55/120] lr: 1.695e-05, eta: 0:04:14, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9786 +2022-03-11 02:44:19,702 - davarocr - INFO - Epoch [40][60/120] lr: 1.695e-05, eta: 0:04:13, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9744 +2022-03-11 02:44:20,608 - davarocr - INFO - Epoch [40][65/120] lr: 1.695e-05, eta: 0:04:12, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9751 +2022-03-11 02:44:21,519 - davarocr - INFO - Epoch [40][70/120] lr: 1.695e-05, eta: 0:04:11, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9762 +2022-03-11 02:44:22,415 - davarocr - INFO - Epoch [40][75/120] lr: 1.695e-05, eta: 0:04:10, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1997 +2022-03-11 02:44:23,322 - davarocr - INFO - Epoch [40][80/120] lr: 1.695e-05, eta: 0:04:09, time: 0.181, data_time: 0.012, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9993 +2022-03-11 02:44:24,241 - davarocr - INFO - Epoch [40][85/120] lr: 1.695e-05, eta: 0:04:08, time: 0.184, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9955 +2022-03-11 02:44:25,144 - davarocr - INFO - Epoch [40][90/120] lr: 1.695e-05, eta: 0:04:07, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9953 +2022-03-11 02:44:26,046 - davarocr - INFO - Epoch [40][95/120] lr: 1.695e-05, eta: 0:04:06, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0534 +2022-03-11 02:44:26,948 - davarocr - INFO - Epoch [40][100/120] lr: 1.695e-05, eta: 0:04:05, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9890 +2022-03-11 02:44:27,852 - davarocr - INFO - Epoch [40][105/120] lr: 1.695e-05, eta: 0:04:04, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0354 +2022-03-11 02:44:28,748 - davarocr - INFO - Epoch [40][110/120] lr: 1.695e-05, eta: 0:04:03, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9779 +2022-03-11 02:44:29,666 - davarocr - INFO - Epoch [40][115/120] lr: 1.695e-05, eta: 0:04:02, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9780 +2022-03-11 02:44:30,554 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:44:30,554 - davarocr - INFO - Epoch [40][120/120] lr: 1.695e-05, eta: 0:04:01, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9794 +2022-03-11 02:44:35,192 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:44:35,193 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:44:35,193 - davarocr - INFO - Epoch(val) [40][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.963254593175853, 'recall': 0.9507772020725389, 'f1-score': 0.9569752281616688}, ORG: {'precision': 0.9410714285714286, 'recall': 0.9529837251356239, 'f1-score': 0.9469901168014375}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9613022113022113, 'recall': 0.9601226993865031, 'f1-score': 0.9607120933087785}, hmean: 0.9607 +2022-03-11 02:44:38,452 - davarocr - INFO - Epoch [41][5/120] lr: 1.667e-05, eta: 0:04:00, time: 0.651, data_time: 0.460, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9781 +2022-03-11 02:44:39,349 - davarocr - INFO - Epoch [41][10/120] lr: 1.667e-05, eta: 0:03:59, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9782 +2022-03-11 02:44:40,262 - davarocr - INFO - Epoch [41][15/120] lr: 1.667e-05, eta: 0:03:58, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9824 +2022-03-11 02:44:41,169 - davarocr - INFO - Epoch [41][20/120] lr: 1.667e-05, eta: 0:03:57, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.6818 +2022-03-11 02:44:42,077 - davarocr - INFO - Epoch [41][25/120] lr: 1.667e-05, eta: 0:03:56, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0621 +2022-03-11 02:44:42,982 - davarocr - INFO - Epoch [41][30/120] lr: 1.667e-05, eta: 0:03:55, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0635 +2022-03-11 02:44:43,881 - davarocr - INFO - Epoch [41][35/120] lr: 1.667e-05, eta: 0:03:54, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0531 +2022-03-11 02:44:44,806 - davarocr - INFO - Epoch [41][40/120] lr: 1.667e-05, eta: 0:03:53, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.5111 +2022-03-11 02:44:45,740 - davarocr - INFO - Epoch [41][45/120] lr: 1.667e-05, eta: 0:03:52, time: 0.187, data_time: 0.013, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0877 +2022-03-11 02:44:46,646 - davarocr - INFO - Epoch [41][50/120] lr: 1.667e-05, eta: 0:03:51, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.3516 +2022-03-11 02:44:47,552 - davarocr - INFO - Epoch [41][55/120] lr: 1.667e-05, eta: 0:03:50, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0904 +2022-03-11 02:44:48,458 - davarocr - INFO - Epoch [41][60/120] lr: 1.667e-05, eta: 0:03:49, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0798 +2022-03-11 02:44:49,350 - davarocr - INFO - Epoch [41][65/120] lr: 1.667e-05, eta: 0:03:48, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1408 +2022-03-11 02:44:50,246 - davarocr - INFO - Epoch [41][70/120] lr: 1.667e-05, eta: 0:03:47, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0862 +2022-03-11 02:44:51,141 - davarocr - INFO - Epoch [41][75/120] lr: 1.667e-05, eta: 0:03:46, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1519 +2022-03-11 02:44:52,037 - davarocr - INFO - Epoch [41][80/120] lr: 1.667e-05, eta: 0:03:45, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0763 +2022-03-11 02:44:52,947 - davarocr - INFO - Epoch [41][85/120] lr: 1.667e-05, eta: 0:03:44, time: 0.182, data_time: 0.006, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1623 +2022-03-11 02:44:53,838 - davarocr - INFO - Epoch [41][90/120] lr: 1.667e-05, eta: 0:03:43, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0647 +2022-03-11 02:44:54,735 - davarocr - INFO - Epoch [41][95/120] lr: 1.667e-05, eta: 0:03:42, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0649 +2022-03-11 02:44:55,634 - davarocr - INFO - Epoch [41][100/120] lr: 1.667e-05, eta: 0:03:41, time: 0.180, data_time: 0.006, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2869 +2022-03-11 02:44:56,529 - davarocr - INFO - Epoch [41][105/120] lr: 1.667e-05, eta: 0:03:39, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0718 +2022-03-11 02:44:57,430 - davarocr - INFO - Epoch [41][110/120] lr: 1.667e-05, eta: 0:03:38, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.9561 +2022-03-11 02:44:58,326 - davarocr - INFO - Epoch [41][115/120] lr: 1.667e-05, eta: 0:03:37, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0675 +2022-03-11 02:44:59,252 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:44:59,252 - davarocr - INFO - Epoch [41][120/120] lr: 1.667e-05, eta: 0:03:36, time: 0.184, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0644 +2022-03-11 02:45:04,102 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:45:04,103 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:45:04,103 - davarocr - INFO - Epoch(val) [41][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9411764705882353, 'recall': 0.9696969696969697, 'f1-score': 0.955223880597015}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9604221635883905, 'recall': 0.9430051813471503, 'f1-score': 0.9516339869281046}, ORG: {'precision': 0.9336917562724014, 'recall': 0.9421338155515371, 'f1-score': 0.9378937893789379}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9568434032059187, 'recall': 0.9521472392638037, 'f1-score': 0.9544895448954489}, hmean: 0.9545 +2022-03-11 02:45:07,351 - davarocr - INFO - Epoch [42][5/120] lr: 1.639e-05, eta: 0:03:36, time: 0.648, data_time: 0.477, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0664 +2022-03-11 02:45:08,253 - davarocr - INFO - Epoch [42][10/120] lr: 1.639e-05, eta: 0:03:35, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0625 +2022-03-11 02:45:09,158 - davarocr - INFO - Epoch [42][15/120] lr: 1.639e-05, eta: 0:03:34, time: 0.181, data_time: 0.005, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0633 +2022-03-11 02:45:10,083 - davarocr - INFO - Epoch [42][20/120] lr: 1.639e-05, eta: 0:03:33, time: 0.185, data_time: 0.008, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1871 +2022-03-11 02:45:10,988 - davarocr - INFO - Epoch [42][25/120] lr: 1.639e-05, eta: 0:03:32, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0528 +2022-03-11 02:45:11,883 - davarocr - INFO - Epoch [42][30/120] lr: 1.639e-05, eta: 0:03:31, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0576 +2022-03-11 02:45:12,785 - davarocr - INFO - Epoch [42][35/120] lr: 1.639e-05, eta: 0:03:30, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0521 +2022-03-11 02:45:13,702 - davarocr - INFO - Epoch [42][40/120] lr: 1.639e-05, eta: 0:03:29, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0520 +2022-03-11 02:45:14,631 - davarocr - INFO - Epoch [42][45/120] lr: 1.639e-05, eta: 0:03:28, time: 0.186, data_time: 0.008, memory: 5066, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.8162 +2022-03-11 02:45:15,536 - davarocr - INFO - Epoch [42][50/120] lr: 1.639e-05, eta: 0:03:27, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1310 +2022-03-11 02:45:16,434 - davarocr - INFO - Epoch [42][55/120] lr: 1.639e-05, eta: 0:03:26, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1312 +2022-03-11 02:45:17,333 - davarocr - INFO - Epoch [42][60/120] lr: 1.639e-05, eta: 0:03:25, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1639 +2022-03-11 02:45:18,241 - davarocr - INFO - Epoch [42][65/120] lr: 1.639e-05, eta: 0:03:24, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1316 +2022-03-11 02:45:19,141 - davarocr - INFO - Epoch [42][70/120] lr: 1.639e-05, eta: 0:03:23, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.8616 +2022-03-11 02:45:20,034 - davarocr - INFO - Epoch [42][75/120] lr: 1.639e-05, eta: 0:03:22, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2011 +2022-03-11 02:45:20,938 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:45:20,938 - davarocr - INFO - Epoch [42][80/120] lr: 1.639e-05, eta: 0:03:20, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2171 +2022-03-11 02:45:21,832 - davarocr - INFO - Epoch [42][85/120] lr: 1.639e-05, eta: 0:03:19, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2479 +2022-03-11 02:45:22,738 - davarocr - INFO - Epoch [42][90/120] lr: 1.639e-05, eta: 0:03:18, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2146 +2022-03-11 02:45:23,635 - davarocr - INFO - Epoch [42][95/120] lr: 1.639e-05, eta: 0:03:17, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2252 +2022-03-11 02:45:24,529 - davarocr - INFO - Epoch [42][100/120] lr: 1.639e-05, eta: 0:03:16, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2036 +2022-03-11 02:45:25,423 - davarocr - INFO - Epoch [42][105/120] lr: 1.639e-05, eta: 0:03:15, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2010 +2022-03-11 02:45:26,329 - davarocr - INFO - Epoch [42][110/120] lr: 1.639e-05, eta: 0:03:14, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.5880 +2022-03-11 02:45:27,232 - davarocr - INFO - Epoch [42][115/120] lr: 1.639e-05, eta: 0:03:13, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2192 +2022-03-11 02:45:28,116 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:45:28,116 - davarocr - INFO - Epoch [42][120/120] lr: 1.639e-05, eta: 0:03:12, time: 0.176, data_time: 0.008, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3005 +2022-03-11 02:45:32,867 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:45:32,868 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:45:32,868 - davarocr - INFO - Epoch(val) [42][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9592641261498029, 'recall': 0.9455958549222798, 'f1-score': 0.9523809523809524}, ORG: {'precision': 0.929701230228471, 'recall': 0.9566003616636528, 'f1-score': 0.9429590017825312}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9553789731051344, 'recall': 0.9588957055214724, 'f1-score': 0.9571341090018372}, hmean: 0.9571 +2022-03-11 02:45:36,166 - davarocr - INFO - Epoch [43][5/120] lr: 1.613e-05, eta: 0:03:12, time: 0.658, data_time: 0.469, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2010 +2022-03-11 02:45:37,073 - davarocr - INFO - Epoch [43][10/120] lr: 1.613e-05, eta: 0:03:11, time: 0.182, data_time: 0.012, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2040 +2022-03-11 02:45:37,976 - davarocr - INFO - Epoch [43][15/120] lr: 1.613e-05, eta: 0:03:10, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2099 +2022-03-11 02:45:38,895 - davarocr - INFO - Epoch [43][20/120] lr: 1.613e-05, eta: 0:03:09, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.7120 +2022-03-11 02:45:39,802 - davarocr - INFO - Epoch [43][25/120] lr: 1.613e-05, eta: 0:03:08, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2286 +2022-03-11 02:45:40,691 - davarocr - INFO - Epoch [43][30/120] lr: 1.613e-05, eta: 0:03:07, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2190 +2022-03-11 02:45:41,597 - davarocr - INFO - Epoch [43][35/120] lr: 1.613e-05, eta: 0:03:06, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2188 +2022-03-11 02:45:42,495 - davarocr - INFO - Epoch [43][40/120] lr: 1.613e-05, eta: 0:03:05, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0102, loss: 0.0102, grad_norm: 1.6606 +2022-03-11 02:45:43,398 - davarocr - INFO - Epoch [43][45/120] lr: 1.613e-05, eta: 0:03:04, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2721 +2022-03-11 02:45:44,287 - davarocr - INFO - Epoch [43][50/120] lr: 1.613e-05, eta: 0:03:02, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3070 +2022-03-11 02:45:45,166 - davarocr - INFO - Epoch [43][55/120] lr: 1.613e-05, eta: 0:03:01, time: 0.176, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2650 +2022-03-11 02:45:46,061 - davarocr - INFO - Epoch [43][60/120] lr: 1.613e-05, eta: 0:03:00, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.2947 +2022-03-11 02:45:46,959 - davarocr - INFO - Epoch [43][65/120] lr: 1.613e-05, eta: 0:02:59, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2621 +2022-03-11 02:45:47,853 - davarocr - INFO - Epoch [43][70/120] lr: 1.613e-05, eta: 0:02:58, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2629 +2022-03-11 02:45:48,747 - davarocr - INFO - Epoch [43][75/120] lr: 1.613e-05, eta: 0:02:57, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2728 +2022-03-11 02:45:49,642 - davarocr - INFO - Epoch [43][80/120] lr: 1.613e-05, eta: 0:02:56, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2746 +2022-03-11 02:45:50,553 - davarocr - INFO - Epoch [43][85/120] lr: 1.613e-05, eta: 0:02:55, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2644 +2022-03-11 02:45:51,467 - davarocr - INFO - Epoch [43][90/120] lr: 1.613e-05, eta: 0:02:54, time: 0.183, data_time: 0.011, memory: 5066, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3246 +2022-03-11 02:45:52,360 - davarocr - INFO - Epoch [43][95/120] lr: 1.613e-05, eta: 0:02:53, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.3835 +2022-03-11 02:45:53,254 - davarocr - INFO - Epoch [43][100/120] lr: 1.613e-05, eta: 0:02:52, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2457 +2022-03-11 02:45:54,150 - davarocr - INFO - Epoch [43][105/120] lr: 1.613e-05, eta: 0:02:51, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2554 +2022-03-11 02:45:55,039 - davarocr - INFO - Epoch [43][110/120] lr: 1.613e-05, eta: 0:02:50, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4855 +2022-03-11 02:45:55,931 - davarocr - INFO - Epoch [43][115/120] lr: 1.613e-05, eta: 0:02:49, time: 0.175, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2469 +2022-03-11 02:45:56,833 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:45:56,834 - davarocr - INFO - Epoch [43][120/120] lr: 1.613e-05, eta: 0:02:48, time: 0.180, data_time: 0.012, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3359 +2022-03-11 02:46:01,591 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:46:01,592 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:46:01,592 - davarocr - INFO - Epoch(val) [43][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9671484888304862, 'recall': 0.9533678756476683, 'f1-score': 0.9602087410306589}, ORG: {'precision': 0.9442446043165468, 'recall': 0.9493670886075949, 'f1-score': 0.9467989179440938}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9636699507389163, 'recall': 0.9601226993865031, 'f1-score': 0.9618930547019053}, hmean: 0.9619 +2022-03-11 02:46:04,873 - davarocr - INFO - Epoch [44][5/120] lr: 1.587e-05, eta: 0:02:48, time: 0.655, data_time: 0.477, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2389 +2022-03-11 02:46:05,782 - davarocr - INFO - Epoch [44][10/120] lr: 1.587e-05, eta: 0:02:46, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2580 +2022-03-11 02:46:06,692 - davarocr - INFO - Epoch [44][15/120] lr: 1.587e-05, eta: 0:02:45, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2385 +2022-03-11 02:46:07,591 - davarocr - INFO - Epoch [44][20/120] lr: 1.587e-05, eta: 0:02:44, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2353 +2022-03-11 02:46:08,505 - davarocr - INFO - Epoch [44][25/120] lr: 1.587e-05, eta: 0:02:43, time: 0.184, data_time: 0.012, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2350 +2022-03-11 02:46:09,433 - davarocr - INFO - Epoch [44][30/120] lr: 1.587e-05, eta: 0:02:42, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.8883 +2022-03-11 02:46:10,352 - davarocr - INFO - Epoch [44][35/120] lr: 1.587e-05, eta: 0:02:41, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.4972 +2022-03-11 02:46:11,255 - davarocr - INFO - Epoch [44][40/120] lr: 1.587e-05, eta: 0:02:40, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3321 +2022-03-11 02:46:12,151 - davarocr - INFO - Epoch [44][45/120] lr: 1.587e-05, eta: 0:02:39, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4159 +2022-03-11 02:46:13,049 - davarocr - INFO - Epoch [44][50/120] lr: 1.587e-05, eta: 0:02:38, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4027 +2022-03-11 02:46:13,951 - davarocr - INFO - Epoch [44][55/120] lr: 1.587e-05, eta: 0:02:37, time: 0.181, data_time: 0.006, memory: 5066, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.9748 +2022-03-11 02:46:14,858 - davarocr - INFO - Epoch [44][60/120] lr: 1.587e-05, eta: 0:02:36, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3576 +2022-03-11 02:46:15,766 - davarocr - INFO - Epoch [44][65/120] lr: 1.587e-05, eta: 0:02:35, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3551 +2022-03-11 02:46:16,667 - davarocr - INFO - Epoch [44][70/120] lr: 1.587e-05, eta: 0:02:34, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4243 +2022-03-11 02:46:17,574 - davarocr - INFO - Epoch [44][75/120] lr: 1.587e-05, eta: 0:02:33, time: 0.178, data_time: 0.012, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5732 +2022-03-11 02:46:18,491 - davarocr - INFO - Epoch [44][80/120] lr: 1.587e-05, eta: 0:02:32, time: 0.184, data_time: 0.013, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3534 +2022-03-11 02:46:19,380 - davarocr - INFO - Epoch [44][85/120] lr: 1.587e-05, eta: 0:02:31, time: 0.178, data_time: 0.011, memory: 5066, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3768 +2022-03-11 02:46:20,271 - davarocr - INFO - Epoch [44][90/120] lr: 1.587e-05, eta: 0:02:30, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3775 +2022-03-11 02:46:21,182 - davarocr - INFO - Epoch [44][95/120] lr: 1.587e-05, eta: 0:02:29, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3538 +2022-03-11 02:46:22,098 - davarocr - INFO - Epoch [44][100/120] lr: 1.587e-05, eta: 0:02:28, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3539 +2022-03-11 02:46:23,017 - davarocr - INFO - Epoch [44][105/120] lr: 1.587e-05, eta: 0:02:27, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4624 +2022-03-11 02:46:23,928 - davarocr - INFO - Epoch [44][110/120] lr: 1.587e-05, eta: 0:02:26, time: 0.183, data_time: 0.012, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3611 +2022-03-11 02:46:24,840 - davarocr - INFO - Epoch [44][115/120] lr: 1.587e-05, eta: 0:02:25, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4320 +2022-03-11 02:46:25,732 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:46:25,732 - davarocr - INFO - Epoch [44][120/120] lr: 1.587e-05, eta: 0:02:24, time: 0.178, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3663 +2022-03-11 02:46:30,435 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:46:30,435 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:46:30,436 - davarocr - INFO - Epoch(val) [44][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9630606860158312, 'recall': 0.9455958549222798, 'f1-score': 0.954248366013072}, ORG: {'precision': 0.9361702127659575, 'recall': 0.9547920433996383, 'f1-score': 0.9453894359892568}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9588704726826274, 'recall': 0.9582822085889571, 'f1-score': 0.9585762503835532}, hmean: 0.9586 +2022-03-11 02:46:33,766 - davarocr - INFO - Epoch [45][5/120] lr: 1.563e-05, eta: 0:02:23, time: 0.662, data_time: 0.481, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3676 +2022-03-11 02:46:34,663 - davarocr - INFO - Epoch [45][10/120] lr: 1.563e-05, eta: 0:02:22, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3821 +2022-03-11 02:46:35,561 - davarocr - INFO - Epoch [45][15/120] lr: 1.563e-05, eta: 0:02:21, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3659 +2022-03-11 02:46:36,460 - davarocr - INFO - Epoch [45][20/120] lr: 1.563e-05, eta: 0:02:20, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3667 +2022-03-11 02:46:37,367 - davarocr - INFO - Epoch [45][25/120] lr: 1.563e-05, eta: 0:02:19, time: 0.185, data_time: 0.014, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3630 +2022-03-11 02:46:38,269 - davarocr - INFO - Epoch [45][30/120] lr: 1.563e-05, eta: 0:02:18, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3628 +2022-03-11 02:46:39,174 - davarocr - INFO - Epoch [45][35/120] lr: 1.563e-05, eta: 0:02:17, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3627 +2022-03-11 02:46:40,094 - davarocr - INFO - Epoch [45][40/120] lr: 1.563e-05, eta: 0:02:16, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3625 +2022-03-11 02:46:40,987 - davarocr - INFO - Epoch [45][45/120] lr: 1.563e-05, eta: 0:02:15, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3623 +2022-03-11 02:46:41,887 - davarocr - INFO - Epoch [45][50/120] lr: 1.563e-05, eta: 0:02:14, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3620 +2022-03-11 02:46:42,799 - davarocr - INFO - Epoch [45][55/120] lr: 1.563e-05, eta: 0:02:13, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3616 +2022-03-11 02:46:43,711 - davarocr - INFO - Epoch [45][60/120] lr: 1.563e-05, eta: 0:02:12, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3611 +2022-03-11 02:46:44,605 - davarocr - INFO - Epoch [45][65/120] lr: 1.563e-05, eta: 0:02:11, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3604 +2022-03-11 02:46:45,509 - davarocr - INFO - Epoch [45][70/120] lr: 1.563e-05, eta: 0:02:10, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3600 +2022-03-11 02:46:46,405 - davarocr - INFO - Epoch [45][75/120] lr: 1.563e-05, eta: 0:02:09, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3596 +2022-03-11 02:46:47,318 - davarocr - INFO - Epoch [45][80/120] lr: 1.563e-05, eta: 0:02:08, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3594 +2022-03-11 02:46:48,235 - davarocr - INFO - Epoch [45][85/120] lr: 1.563e-05, eta: 0:02:07, time: 0.184, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3593 +2022-03-11 02:46:49,164 - davarocr - INFO - Epoch [45][90/120] lr: 1.563e-05, eta: 0:02:06, time: 0.187, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3962 +2022-03-11 02:46:50,058 - davarocr - INFO - Epoch [45][95/120] lr: 1.563e-05, eta: 0:02:05, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3660 +2022-03-11 02:46:50,946 - davarocr - INFO - Epoch [45][100/120] lr: 1.563e-05, eta: 0:02:04, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4319 +2022-03-11 02:46:51,859 - davarocr - INFO - Epoch [45][105/120] lr: 1.563e-05, eta: 0:02:03, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3699 +2022-03-11 02:46:52,758 - davarocr - INFO - Epoch [45][110/120] lr: 1.563e-05, eta: 0:02:02, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3709 +2022-03-11 02:46:53,653 - davarocr - INFO - Epoch [45][115/120] lr: 1.563e-05, eta: 0:02:01, time: 0.179, data_time: 0.011, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3707 +2022-03-11 02:46:54,546 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:46:54,546 - davarocr - INFO - Epoch [45][120/120] lr: 1.563e-05, eta: 0:02:00, time: 0.179, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3700 +2022-03-11 02:46:59,164 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:46:59,165 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:46:59,165 - davarocr - INFO - Epoch(val) [45][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.964332892998679, 'recall': 0.9455958549222798, 'f1-score': 0.9548724656638325}, ORG: {'precision': 0.9330985915492958, 'recall': 0.9584086799276673, 'f1-score': 0.9455842997323819}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9583333333333334, 'recall': 0.9595092024539877, 'f1-score': 0.9589209074187617}, hmean: 0.9589 +2022-03-11 02:47:02,445 - davarocr - INFO - Epoch [46][5/120] lr: 1.538e-05, eta: 0:01:59, time: 0.655, data_time: 0.472, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3698 +2022-03-11 02:47:03,346 - davarocr - INFO - Epoch [46][10/120] lr: 1.538e-05, eta: 0:01:58, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3699 +2022-03-11 02:47:04,256 - davarocr - INFO - Epoch [46][15/120] lr: 1.538e-05, eta: 0:01:57, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3694 +2022-03-11 02:47:05,172 - davarocr - INFO - Epoch [46][20/120] lr: 1.538e-05, eta: 0:01:56, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3692 +2022-03-11 02:47:06,102 - davarocr - INFO - Epoch [46][25/120] lr: 1.538e-05, eta: 0:01:55, time: 0.186, data_time: 0.006, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3689 +2022-03-11 02:47:07,012 - davarocr - INFO - Epoch [46][30/120] lr: 1.538e-05, eta: 0:01:54, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3826 +2022-03-11 02:47:07,939 - davarocr - INFO - Epoch [46][35/120] lr: 1.538e-05, eta: 0:01:53, time: 0.185, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3728 +2022-03-11 02:47:08,852 - davarocr - INFO - Epoch [46][40/120] lr: 1.538e-05, eta: 0:01:52, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3690 +2022-03-11 02:47:09,775 - davarocr - INFO - Epoch [46][45/120] lr: 1.538e-05, eta: 0:01:51, time: 0.185, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3687 +2022-03-11 02:47:10,692 - davarocr - INFO - Epoch [46][50/120] lr: 1.538e-05, eta: 0:01:50, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3690 +2022-03-11 02:47:11,615 - davarocr - INFO - Epoch [46][55/120] lr: 1.538e-05, eta: 0:01:49, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3666 +2022-03-11 02:47:12,550 - davarocr - INFO - Epoch [46][60/120] lr: 1.538e-05, eta: 0:01:48, time: 0.187, data_time: 0.012, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3663 +2022-03-11 02:47:13,469 - davarocr - INFO - Epoch [46][65/120] lr: 1.538e-05, eta: 0:01:47, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3662 +2022-03-11 02:47:14,389 - davarocr - INFO - Epoch [46][70/120] lr: 1.538e-05, eta: 0:01:46, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3651 +2022-03-11 02:47:15,314 - davarocr - INFO - Epoch [46][75/120] lr: 1.538e-05, eta: 0:01:45, time: 0.185, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3647 +2022-03-11 02:47:16,234 - davarocr - INFO - Epoch [46][80/120] lr: 1.538e-05, eta: 0:01:44, time: 0.184, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3646 +2022-03-11 02:47:17,168 - davarocr - INFO - Epoch [46][85/120] lr: 1.538e-05, eta: 0:01:43, time: 0.187, data_time: 0.011, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3644 +2022-03-11 02:47:18,081 - davarocr - INFO - Epoch [46][90/120] lr: 1.538e-05, eta: 0:01:42, time: 0.182, data_time: 0.006, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4067 +2022-03-11 02:47:18,987 - davarocr - INFO - Epoch [46][95/120] lr: 1.538e-05, eta: 0:01:41, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3643 +2022-03-11 02:47:19,903 - davarocr - INFO - Epoch [46][100/120] lr: 1.538e-05, eta: 0:01:40, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3709 +2022-03-11 02:47:20,822 - davarocr - INFO - Epoch [46][105/120] lr: 1.538e-05, eta: 0:01:39, time: 0.185, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3813 +2022-03-11 02:47:21,750 - davarocr - INFO - Epoch [46][110/120] lr: 1.538e-05, eta: 0:01:38, time: 0.185, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3524 +2022-03-11 02:47:22,675 - davarocr - INFO - Epoch [46][115/120] lr: 1.538e-05, eta: 0:01:37, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3584 +2022-03-11 02:47:23,580 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:47:23,580 - davarocr - INFO - Epoch [46][120/120] lr: 1.538e-05, eta: 0:01:36, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3502 +2022-03-11 02:47:28,524 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:47:28,524 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:47:28,524 - davarocr - INFO - Epoch(val) [46][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9631578947368421, 'recall': 0.9481865284974094, 'f1-score': 0.9556135770234988}, ORG: {'precision': 0.9314586994727593, 'recall': 0.9584086799276673, 'f1-score': 0.9447415329768272}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9572127139364304, 'recall': 0.9607361963190184, 'f1-score': 0.9589712186160441}, hmean: 0.9590 +2022-03-11 02:47:31,808 - davarocr - INFO - Epoch [47][5/120] lr: 1.515e-05, eta: 0:01:35, time: 0.655, data_time: 0.479, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3862 +2022-03-11 02:47:32,715 - davarocr - INFO - Epoch [47][10/120] lr: 1.515e-05, eta: 0:01:34, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3572 +2022-03-11 02:47:33,647 - davarocr - INFO - Epoch [47][15/120] lr: 1.515e-05, eta: 0:01:33, time: 0.186, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3621 +2022-03-11 02:47:34,551 - davarocr - INFO - Epoch [47][20/120] lr: 1.515e-05, eta: 0:01:32, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3673 +2022-03-11 02:47:35,472 - davarocr - INFO - Epoch [47][25/120] lr: 1.515e-05, eta: 0:01:31, time: 0.184, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3564 +2022-03-11 02:47:36,392 - davarocr - INFO - Epoch [47][30/120] lr: 1.515e-05, eta: 0:01:30, time: 0.183, data_time: 0.007, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4015 +2022-03-11 02:47:37,306 - davarocr - INFO - Epoch [47][35/120] lr: 1.515e-05, eta: 0:01:29, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3554 +2022-03-11 02:47:38,248 - davarocr - INFO - Epoch [47][40/120] lr: 1.515e-05, eta: 0:01:28, time: 0.189, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4936 +2022-03-11 02:47:39,144 - davarocr - INFO - Epoch [47][45/120] lr: 1.515e-05, eta: 0:01:27, time: 0.179, data_time: 0.006, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3610 +2022-03-11 02:47:40,066 - davarocr - INFO - Epoch [47][50/120] lr: 1.515e-05, eta: 0:01:26, time: 0.185, data_time: 0.006, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3606 +2022-03-11 02:47:40,971 - davarocr - INFO - Epoch [47][55/120] lr: 1.515e-05, eta: 0:01:25, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3663 +2022-03-11 02:47:41,868 - davarocr - INFO - Epoch [47][60/120] lr: 1.515e-05, eta: 0:01:24, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3617 +2022-03-11 02:47:42,775 - davarocr - INFO - Epoch [47][65/120] lr: 1.515e-05, eta: 0:01:23, time: 0.182, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3587 +2022-03-11 02:47:43,655 - davarocr - INFO - Epoch [47][70/120] lr: 1.515e-05, eta: 0:01:22, time: 0.176, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3586 +2022-03-11 02:47:44,543 - davarocr - INFO - Epoch [47][75/120] lr: 1.515e-05, eta: 0:01:21, time: 0.177, data_time: 0.010, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3596 +2022-03-11 02:47:45,451 - davarocr - INFO - Epoch [47][80/120] lr: 1.515e-05, eta: 0:01:20, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3586 +2022-03-11 02:47:46,347 - davarocr - INFO - Epoch [47][85/120] lr: 1.515e-05, eta: 0:01:19, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3585 +2022-03-11 02:47:47,245 - davarocr - INFO - Epoch [47][90/120] lr: 1.515e-05, eta: 0:01:18, time: 0.180, data_time: 0.005, memory: 5066, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3743 +2022-03-11 02:47:48,139 - davarocr - INFO - Epoch [47][95/120] lr: 1.515e-05, eta: 0:01:17, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3545 +2022-03-11 02:47:49,040 - davarocr - INFO - Epoch [47][100/120] lr: 1.515e-05, eta: 0:01:16, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3541 +2022-03-11 02:47:49,941 - davarocr - INFO - Epoch [47][105/120] lr: 1.515e-05, eta: 0:01:15, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3541 +2022-03-11 02:47:50,849 - davarocr - INFO - Epoch [47][110/120] lr: 1.515e-05, eta: 0:01:14, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3552 +2022-03-11 02:47:51,745 - davarocr - INFO - Epoch [47][115/120] lr: 1.515e-05, eta: 0:01:13, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3532 +2022-03-11 02:47:52,644 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:47:52,644 - davarocr - INFO - Epoch [47][120/120] lr: 1.515e-05, eta: 0:01:12, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3531 +2022-03-11 02:47:57,367 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:47:57,368 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:47:57,368 - davarocr - INFO - Epoch(val) [47][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9631578947368421, 'recall': 0.9481865284974094, 'f1-score': 0.9556135770234988}, ORG: {'precision': 0.9346289752650176, 'recall': 0.9566003616636528, 'f1-score': 0.9454870420017873}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9583588487446417, 'recall': 0.9601226993865031, 'f1-score': 0.9592399632240269}, hmean: 0.9592 +2022-03-11 02:48:00,656 - davarocr - INFO - Epoch [48][5/120] lr: 1.493e-05, eta: 0:01:11, time: 0.656, data_time: 0.478, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3530 +2022-03-11 02:48:01,570 - davarocr - INFO - Epoch [48][10/120] lr: 1.493e-05, eta: 0:01:10, time: 0.183, data_time: 0.008, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3600 +2022-03-11 02:48:02,457 - davarocr - INFO - Epoch [48][15/120] lr: 1.493e-05, eta: 0:01:09, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3516 +2022-03-11 02:48:03,367 - davarocr - INFO - Epoch [48][20/120] lr: 1.493e-05, eta: 0:01:08, time: 0.182, data_time: 0.006, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3514 +2022-03-11 02:48:04,274 - davarocr - INFO - Epoch [48][25/120] lr: 1.493e-05, eta: 0:01:07, time: 0.181, data_time: 0.006, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3513 +2022-03-11 02:48:05,181 - davarocr - INFO - Epoch [48][30/120] lr: 1.493e-05, eta: 0:01:06, time: 0.181, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3515 +2022-03-11 02:48:06,070 - davarocr - INFO - Epoch [48][35/120] lr: 1.493e-05, eta: 0:01:05, time: 0.178, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3504 +2022-03-11 02:48:06,999 - davarocr - INFO - Epoch [48][40/120] lr: 1.493e-05, eta: 0:01:04, time: 0.186, data_time: 0.011, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3504 +2022-03-11 02:48:07,893 - davarocr - INFO - Epoch [48][45/120] lr: 1.493e-05, eta: 0:01:03, time: 0.179, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3502 +2022-03-11 02:48:08,792 - davarocr - INFO - Epoch [48][50/120] lr: 1.493e-05, eta: 0:01:02, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3501 +2022-03-11 02:48:09,690 - davarocr - INFO - Epoch [48][55/120] lr: 1.493e-05, eta: 0:01:01, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3499 +2022-03-11 02:48:10,575 - davarocr - INFO - Epoch [48][60/120] lr: 1.493e-05, eta: 0:01:00, time: 0.177, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3494 +2022-03-11 02:48:11,468 - davarocr - INFO - Epoch [48][65/120] lr: 1.493e-05, eta: 0:00:59, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3501 +2022-03-11 02:48:12,377 - davarocr - INFO - Epoch [48][70/120] lr: 1.493e-05, eta: 0:00:58, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3500 +2022-03-11 02:48:13,282 - davarocr - INFO - Epoch [48][75/120] lr: 1.493e-05, eta: 0:00:57, time: 0.181, data_time: 0.010, memory: 5066, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.4372 +2022-03-11 02:48:14,191 - davarocr - INFO - Epoch [48][80/120] lr: 1.493e-05, eta: 0:00:56, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3538 +2022-03-11 02:48:15,098 - davarocr - INFO - Epoch [48][85/120] lr: 1.493e-05, eta: 0:00:55, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.5324 +2022-03-11 02:48:15,985 - davarocr - INFO - Epoch [48][90/120] lr: 1.493e-05, eta: 0:00:54, time: 0.178, data_time: 0.006, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3428 +2022-03-11 02:48:16,889 - davarocr - INFO - Epoch [48][95/120] lr: 1.493e-05, eta: 0:00:53, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3424 +2022-03-11 02:48:17,798 - davarocr - INFO - Epoch [48][100/120] lr: 1.493e-05, eta: 0:00:52, time: 0.182, data_time: 0.006, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3422 +2022-03-11 02:48:18,703 - davarocr - INFO - Epoch [48][105/120] lr: 1.493e-05, eta: 0:00:51, time: 0.180, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3420 +2022-03-11 02:48:19,600 - davarocr - INFO - Epoch [48][110/120] lr: 1.493e-05, eta: 0:00:50, time: 0.177, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3419 +2022-03-11 02:48:20,485 - davarocr - INFO - Epoch [48][115/120] lr: 1.493e-05, eta: 0:00:49, time: 0.177, data_time: 0.011, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3419 +2022-03-11 02:48:21,387 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:48:21,387 - davarocr - INFO - Epoch [48][120/120] lr: 1.493e-05, eta: 0:00:48, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3678 +2022-03-11 02:48:26,219 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:48:26,220 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:48:26,220 - davarocr - INFO - Epoch(val) [48][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9705882352941176, 'recall': 1.0, 'f1-score': 0.9850746268656716}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9658344283837057, 'recall': 0.9520725388601037, 'f1-score': 0.9589041095890412}, ORG: {'precision': 0.9372759856630825, 'recall': 0.945750452079566, 'f1-score': 0.9414941494149415}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9612307692307692, 'recall': 0.9582822085889571, 'f1-score': 0.9597542242703533}, hmean: 0.9598 +2022-03-11 02:48:29,508 - davarocr - INFO - Epoch [49][5/120] lr: 1.471e-05, eta: 0:00:47, time: 0.656, data_time: 0.474, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3449 +2022-03-11 02:48:30,406 - davarocr - INFO - Epoch [49][10/120] lr: 1.471e-05, eta: 0:00:46, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3448 +2022-03-11 02:48:31,325 - davarocr - INFO - Epoch [49][15/120] lr: 1.471e-05, eta: 0:00:45, time: 0.183, data_time: 0.009, memory: 5066, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.6612 +2022-03-11 02:48:32,217 - davarocr - INFO - Epoch [49][20/120] lr: 1.471e-05, eta: 0:00:44, time: 0.180, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3464 +2022-03-11 02:48:33,108 - davarocr - INFO - Epoch [49][25/120] lr: 1.471e-05, eta: 0:00:43, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3463 +2022-03-11 02:48:34,028 - davarocr - INFO - Epoch [49][30/120] lr: 1.471e-05, eta: 0:00:42, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3462 +2022-03-11 02:48:34,935 - davarocr - INFO - Epoch [49][35/120] lr: 1.471e-05, eta: 0:00:41, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3487 +2022-03-11 02:48:35,832 - davarocr - INFO - Epoch [49][40/120] lr: 1.471e-05, eta: 0:00:40, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3435 +2022-03-11 02:48:36,726 - davarocr - INFO - Epoch [49][45/120] lr: 1.471e-05, eta: 0:00:39, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3428 +2022-03-11 02:48:37,619 - davarocr - INFO - Epoch [49][50/120] lr: 1.471e-05, eta: 0:00:38, time: 0.178, data_time: 0.007, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3426 +2022-03-11 02:48:38,525 - davarocr - INFO - Epoch [49][55/120] lr: 1.471e-05, eta: 0:00:37, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3471 +2022-03-11 02:48:39,428 - davarocr - INFO - Epoch [49][60/120] lr: 1.471e-05, eta: 0:00:36, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3397 +2022-03-11 02:48:40,350 - davarocr - INFO - Epoch [49][65/120] lr: 1.471e-05, eta: 0:00:35, time: 0.184, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3383 +2022-03-11 02:48:41,264 - davarocr - INFO - Epoch [49][70/120] lr: 1.471e-05, eta: 0:00:34, time: 0.183, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3383 +2022-03-11 02:48:42,167 - davarocr - INFO - Epoch [49][75/120] lr: 1.471e-05, eta: 0:00:33, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3386 +2022-03-11 02:48:43,075 - davarocr - INFO - Epoch [49][80/120] lr: 1.471e-05, eta: 0:00:32, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3386 +2022-03-11 02:48:43,985 - davarocr - INFO - Epoch [49][85/120] lr: 1.471e-05, eta: 0:00:31, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3384 +2022-03-11 02:48:44,902 - davarocr - INFO - Epoch [49][90/120] lr: 1.471e-05, eta: 0:00:30, time: 0.184, data_time: 0.008, memory: 5066, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3482 +2022-03-11 02:48:45,796 - davarocr - INFO - Epoch [49][95/120] lr: 1.471e-05, eta: 0:00:29, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3373 +2022-03-11 02:48:46,686 - davarocr - INFO - Epoch [49][100/120] lr: 1.471e-05, eta: 0:00:28, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3365 +2022-03-11 02:48:47,577 - davarocr - INFO - Epoch [49][105/120] lr: 1.471e-05, eta: 0:00:27, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3526 +2022-03-11 02:48:48,463 - davarocr - INFO - Epoch [49][110/120] lr: 1.471e-05, eta: 0:00:26, time: 0.177, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3317 +2022-03-11 02:48:49,359 - davarocr - INFO - Epoch [49][115/120] lr: 1.471e-05, eta: 0:00:25, time: 0.179, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3317 +2022-03-11 02:48:50,257 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:48:50,257 - davarocr - INFO - Epoch [49][120/120] lr: 1.471e-05, eta: 0:00:24, time: 0.180, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3316 +2022-03-11 02:48:55,062 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:48:55,063 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:48:55,063 - davarocr - INFO - Epoch(val) [49][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.966931216931217, 'recall': 0.9468911917098446, 'f1-score': 0.9568062827225131}, ORG: {'precision': 0.931095406360424, 'recall': 0.9529837251356239, 'f1-score': 0.9419124218051832}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.9588704726826274, 'recall': 0.9582822085889571, 'f1-score': 0.9585762503835532}, hmean: 0.9586 +2022-03-11 02:48:58,342 - davarocr - INFO - Epoch [50][5/120] lr: 1.449e-05, eta: 0:00:23, time: 0.651, data_time: 0.473, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3315 +2022-03-11 02:48:59,256 - davarocr - INFO - Epoch [50][10/120] lr: 1.449e-05, eta: 0:00:22, time: 0.186, data_time: 0.011, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3315 +2022-03-11 02:49:00,167 - davarocr - INFO - Epoch [50][15/120] lr: 1.449e-05, eta: 0:00:21, time: 0.182, data_time: 0.007, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3315 +2022-03-11 02:49:01,091 - davarocr - INFO - Epoch [50][20/120] lr: 1.449e-05, eta: 0:00:20, time: 0.185, data_time: 0.006, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3315 +2022-03-11 02:49:02,043 - davarocr - INFO - Epoch [50][25/120] lr: 1.449e-05, eta: 0:00:19, time: 0.190, data_time: 0.011, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3314 +2022-03-11 02:49:02,948 - davarocr - INFO - Epoch [50][30/120] lr: 1.449e-05, eta: 0:00:18, time: 0.181, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3313 +2022-03-11 02:49:03,867 - davarocr - INFO - Epoch [50][35/120] lr: 1.449e-05, eta: 0:00:17, time: 0.184, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3314 +2022-03-11 02:49:04,782 - davarocr - INFO - Epoch [50][40/120] lr: 1.449e-05, eta: 0:00:16, time: 0.182, data_time: 0.011, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3314 +2022-03-11 02:49:05,707 - davarocr - INFO - Epoch [50][45/120] lr: 1.449e-05, eta: 0:00:15, time: 0.185, data_time: 0.009, memory: 5066, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3366 +2022-03-11 02:49:06,607 - davarocr - INFO - Epoch [50][50/120] lr: 1.449e-05, eta: 0:00:14, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3313 +2022-03-11 02:49:07,514 - davarocr - INFO - Epoch [50][55/120] lr: 1.449e-05, eta: 0:00:13, time: 0.182, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3313 +2022-03-11 02:49:08,438 - davarocr - INFO - Epoch [50][60/120] lr: 1.449e-05, eta: 0:00:12, time: 0.185, data_time: 0.006, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3313 +2022-03-11 02:49:09,364 - davarocr - INFO - Epoch [50][65/120] lr: 1.449e-05, eta: 0:00:11, time: 0.185, data_time: 0.010, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3312 +2022-03-11 02:49:10,271 - davarocr - INFO - Epoch [50][70/120] lr: 1.449e-05, eta: 0:00:10, time: 0.181, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3312 +2022-03-11 02:49:11,163 - davarocr - INFO - Epoch [50][75/120] lr: 1.449e-05, eta: 0:00:09, time: 0.179, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3311 +2022-03-11 02:49:12,069 - davarocr - INFO - Epoch [50][80/120] lr: 1.449e-05, eta: 0:00:08, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3311 +2022-03-11 02:49:12,975 - davarocr - INFO - Epoch [50][85/120] lr: 1.449e-05, eta: 0:00:07, time: 0.181, data_time: 0.011, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3311 +2022-03-11 02:49:13,885 - davarocr - INFO - Epoch [50][90/120] lr: 1.449e-05, eta: 0:00:06, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3313 +2022-03-11 02:49:14,779 - davarocr - INFO - Epoch [50][95/120] lr: 1.449e-05, eta: 0:00:05, time: 0.176, data_time: 0.009, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3300 +2022-03-11 02:49:15,680 - davarocr - INFO - Epoch [50][100/120] lr: 1.449e-05, eta: 0:00:04, time: 0.183, data_time: 0.012, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3299 +2022-03-11 02:49:16,570 - davarocr - INFO - Epoch [50][105/120] lr: 1.449e-05, eta: 0:00:03, time: 0.178, data_time: 0.009, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3301 +2022-03-11 02:49:17,456 - davarocr - INFO - Epoch [50][110/120] lr: 1.449e-05, eta: 0:00:02, time: 0.177, data_time: 0.006, memory: 5066, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4149 +2022-03-11 02:49:18,365 - davarocr - INFO - Epoch [50][115/120] lr: 1.449e-05, eta: 0:00:01, time: 0.182, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3389 +2022-03-11 02:49:19,264 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:49:19,265 - davarocr - INFO - Epoch [50][120/120] lr: 1.449e-05, eta: 0:00:00, time: 0.180, data_time: 0.008, memory: 5066, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3388 +2022-03-11 02:49:23,945 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9641532756489493 +2022-03-11 02:49:23,945 - davarocr - INFO - Exp name: bert_softmax_resume.py +2022-03-11 02:49:23,945 - davarocr - INFO - Epoch(val) [50][120] NAME: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, PRO: {'precision': 0.9428571428571428, 'recall': 1.0, 'f1-score': 0.9705882352941176}, EDU: {'precision': 0.9910714285714286, 'recall': 0.9910714285714286, 'f1-score': 0.9910714285714286}, TITLE: {'precision': 0.9669749009247027, 'recall': 0.9481865284974094, 'f1-score': 0.9574885546108569}, ORG: {'precision': 0.9345132743362832, 'recall': 0.9547920433996383, 'f1-score': 0.9445438282647585}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, all: {'precision': 0.960098219766728, 'recall': 0.9595092024539877, 'f1-score': 0.9598036207425591}, hmean: 0.9598 diff --git a/demo/ner/BERT/logs/bert_softmax_coll2003/20220310_214324.log b/demo/ner/BERT/logs/bert_softmax_coll2003/20220310_214324.log new file mode 100644 index 0000000..643791b --- /dev/null +++ b/demo/ner/BERT/logs/bert_softmax_coll2003/20220310_214324.log @@ -0,0 +1,5846 @@ +2022-03-10 21:43:24,138 - davarocr - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] +CUDA available: True +GPU 0,1,2,3,4,5,6,7: NVIDIA Tesla V100-SXM2-32GB +CUDA_HOME: /usr/local/cuda +NVCC: Build cuda_11.3.r11.3/compiler.29745058_0 +GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 +PyTorch: 1.10.0+cu113 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX512 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.11.1+cu113 +OpenCV: 4.5.5 +MMCV: 1.3.4 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.3 +DAVAROCR: 0.4.0+unknown +------------------------------------------------------------ + +2022-03-10 21:43:25,054 - davarocr - INFO - Distributed training: True +2022-03-10 21:43:25,859 - davarocr - INFO - Config: +checkpoint_config = dict( + interval=1, + type='DavarCheckpointHook', + save_mode='lightweight', + metric='hmean', + filename_tmpl='bert_e{}.pth', + save_last=False) +log_config = dict(interval=5, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +dataset_name = 'conll2003' +test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +train_ann_file = [ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' +] +val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +label_list = ['ORG', 'MISC', 'PER', 'LOC'] +model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' +do_lower_case = False +work_dir = './work_dirs/bert_softmax_conll2003' +max_len = 256 +loader = dict(type='NerLoader', truncation=False, stride=254, max_len=254) +ner_convertor = dict( + type='TransformersConvertor', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False) +test_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +train_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +dataset_type = 'NerDataset' +train = dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False) +val = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +test = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +data = dict( + samples_per_gpu=4, + workers_per_gpu=2, + train=dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False), + val=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True), + test=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True)) +type = 'NER' +model = dict( + type='BaseNer', + encoder=dict( + type='TransformersEncoder', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased'), + decoder=dict( + type='FCDecoder', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False), + loss=dict(type='StandardCrossEntropyLoss', ignore_index=-100))) +test_cfg = None +optimizer = dict( + type='AdamW', lr=5e-05, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +lr_config = dict( + policy='inv', + warmup='linear', + warmup_iters=10, + warmup_ratio=1e-05, + warmup_by_epoch=True, + gamma=0.05) +total_epochs = 50 +find_unused_parameters = True +evaluation = dict(interval=1, metric='f1-score', save_best='hmean') +gpu_ids = range(0, 8) + +2022-03-10 21:43:25,860 - davarocr - INFO - Set random seed to 0, deterministic: False +2022-03-10 21:43:34,779 - davarocr - INFO - Start running, host: root@train-conll2003-0, work_dir: /data1/davar-nlp1/demo/text_ner/work_dirs/bert_softmax_conll2003 +2022-03-10 21:43:34,779 - davarocr - INFO - workflow: [('train', 1)], max: 50 epochs +2022-03-10 21:43:39,005 - davarocr - INFO - Epoch [1][5/541] lr: 3.747e-08, eta: 6:20:21, time: 0.844, data_time: 0.488, memory: 5185, loss_cls: 2.8948, loss: 2.8948, grad_norm: 8.8808 +2022-03-10 21:43:39,876 - davarocr - INFO - Epoch [1][10/541] lr: 8.368e-08, eta: 3:49:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 2.9076, loss: 2.9076, grad_norm: 8.8521 +2022-03-10 21:43:40,756 - davarocr - INFO - Epoch [1][15/541] lr: 1.299e-07, eta: 2:59:16, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 2.8625, loss: 2.8625, grad_norm: 9.2208 +2022-03-10 21:43:41,637 - davarocr - INFO - Epoch [1][20/541] lr: 1.761e-07, eta: 2:34:17, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 2.8670, loss: 2.8670, grad_norm: 8.9404 +2022-03-10 21:43:42,503 - davarocr - INFO - Epoch [1][25/541] lr: 2.223e-07, eta: 2:19:02, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 2.8621, loss: 2.8621, grad_norm: 9.1532 +2022-03-10 21:43:43,361 - davarocr - INFO - Epoch [1][30/541] lr: 2.685e-07, eta: 2:08:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 2.8461, loss: 2.8461, grad_norm: 9.1754 +2022-03-10 21:43:44,228 - davarocr - INFO - Epoch [1][35/541] lr: 3.147e-07, eta: 2:01:28, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 2.8664, loss: 2.8664, grad_norm: 8.9478 +2022-03-10 21:43:45,108 - davarocr - INFO - Epoch [1][40/541] lr: 3.609e-07, eta: 1:56:11, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 2.8190, loss: 2.8190, grad_norm: 9.0087 +2022-03-10 21:43:45,979 - davarocr - INFO - Epoch [1][45/541] lr: 4.072e-07, eta: 1:51:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 2.8081, loss: 2.8081, grad_norm: 8.9045 +2022-03-10 21:43:46,852 - davarocr - INFO - Epoch [1][50/541] lr: 4.534e-07, eta: 1:48:34, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 2.7556, loss: 2.7556, grad_norm: 9.1432 +2022-03-10 21:43:47,716 - davarocr - INFO - Epoch [1][55/541] lr: 4.996e-07, eta: 1:45:46, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 2.7393, loss: 2.7393, grad_norm: 9.0906 +2022-03-10 21:43:48,593 - davarocr - INFO - Epoch [1][60/541] lr: 5.458e-07, eta: 1:43:31, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 2.7123, loss: 2.7123, grad_norm: 8.9365 +2022-03-10 21:43:49,454 - davarocr - INFO - Epoch [1][65/541] lr: 5.920e-07, eta: 1:41:30, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 2.6618, loss: 2.6618, grad_norm: 8.8698 +2022-03-10 21:43:50,324 - davarocr - INFO - Epoch [1][70/541] lr: 6.382e-07, eta: 1:39:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 2.6302, loss: 2.6302, grad_norm: 8.9384 +2022-03-10 21:43:51,218 - davarocr - INFO - Epoch [1][75/541] lr: 6.844e-07, eta: 1:38:29, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 2.6091, loss: 2.6091, grad_norm: 8.5880 +2022-03-10 21:43:52,108 - davarocr - INFO - Epoch [1][80/541] lr: 7.306e-07, eta: 1:37:18, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 2.5338, loss: 2.5338, grad_norm: 8.9806 +2022-03-10 21:43:52,995 - davarocr - INFO - Epoch [1][85/541] lr: 7.768e-07, eta: 1:36:15, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 2.5170, loss: 2.5170, grad_norm: 8.7644 +2022-03-10 21:43:53,882 - davarocr - INFO - Epoch [1][90/541] lr: 8.230e-07, eta: 1:35:20, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 2.4410, loss: 2.4410, grad_norm: 8.9005 +2022-03-10 21:43:54,753 - davarocr - INFO - Epoch [1][95/541] lr: 8.693e-07, eta: 1:34:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 2.4151, loss: 2.4151, grad_norm: 8.7246 +2022-03-10 21:43:55,619 - davarocr - INFO - Epoch [1][100/541] lr: 9.155e-07, eta: 1:33:34, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 2.3561, loss: 2.3561, grad_norm: 8.6613 +2022-03-10 21:43:56,495 - davarocr - INFO - Epoch [1][105/541] lr: 9.617e-07, eta: 1:32:50, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 2.3078, loss: 2.3078, grad_norm: 8.5342 +2022-03-10 21:43:57,362 - davarocr - INFO - Epoch [1][110/541] lr: 1.008e-06, eta: 1:32:09, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 2.2092, loss: 2.2092, grad_norm: 8.7507 +2022-03-10 21:43:58,227 - davarocr - INFO - Epoch [1][115/541] lr: 1.054e-06, eta: 1:31:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 2.1547, loss: 2.1547, grad_norm: 8.6256 +2022-03-10 21:43:59,102 - davarocr - INFO - Epoch [1][120/541] lr: 1.100e-06, eta: 1:30:57, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 2.0750, loss: 2.0750, grad_norm: 8.5852 +2022-03-10 21:43:59,969 - davarocr - INFO - Epoch [1][125/541] lr: 1.147e-06, eta: 1:30:24, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 1.9960, loss: 1.9960, grad_norm: 8.7531 +2022-03-10 21:44:00,831 - davarocr - INFO - Epoch [1][130/541] lr: 1.193e-06, eta: 1:29:53, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 1.9355, loss: 1.9355, grad_norm: 8.3369 +2022-03-10 21:44:01,694 - davarocr - INFO - Epoch [1][135/541] lr: 1.239e-06, eta: 1:29:24, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 1.8021, loss: 1.8021, grad_norm: 8.6164 +2022-03-10 21:44:02,589 - davarocr - INFO - Epoch [1][140/541] lr: 1.285e-06, eta: 1:29:04, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 1.6737, loss: 1.6737, grad_norm: 8.4454 +2022-03-10 21:44:03,456 - davarocr - INFO - Epoch [1][145/541] lr: 1.331e-06, eta: 1:28:39, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 1.5722, loss: 1.5722, grad_norm: 8.6758 +2022-03-10 21:44:04,335 - davarocr - INFO - Epoch [1][150/541] lr: 1.378e-06, eta: 1:28:19, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 1.5164, loss: 1.5164, grad_norm: 7.8331 +2022-03-10 21:44:05,206 - davarocr - INFO - Epoch [1][155/541] lr: 1.424e-06, eta: 1:27:58, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 1.4819, loss: 1.4819, grad_norm: 7.0195 +2022-03-10 21:44:06,065 - davarocr - INFO - Epoch [1][160/541] lr: 1.470e-06, eta: 1:27:36, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 1.4116, loss: 1.4116, grad_norm: 6.4556 +2022-03-10 21:44:06,932 - davarocr - INFO - Epoch [1][165/541] lr: 1.516e-06, eta: 1:27:17, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 1.3038, loss: 1.3038, grad_norm: 6.0803 +2022-03-10 21:44:07,816 - davarocr - INFO - Epoch [1][170/541] lr: 1.562e-06, eta: 1:27:02, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 1.2470, loss: 1.2470, grad_norm: 5.6750 +2022-03-10 21:44:08,676 - davarocr - INFO - Epoch [1][175/541] lr: 1.609e-06, eta: 1:26:44, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 1.1776, loss: 1.1776, grad_norm: 5.3911 +2022-03-10 21:44:09,546 - davarocr - INFO - Epoch [1][180/541] lr: 1.655e-06, eta: 1:26:28, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 1.1980, loss: 1.1980, grad_norm: 5.2353 +2022-03-10 21:44:10,424 - davarocr - INFO - Epoch [1][185/541] lr: 1.701e-06, eta: 1:26:15, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 1.0514, loss: 1.0514, grad_norm: 5.2532 +2022-03-10 21:44:11,295 - davarocr - INFO - Epoch [1][190/541] lr: 1.747e-06, eta: 1:26:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 1.0456, loss: 1.0456, grad_norm: 5.1544 +2022-03-10 21:44:12,168 - davarocr - INFO - Epoch [1][195/541] lr: 1.793e-06, eta: 1:25:48, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.9587, loss: 0.9587, grad_norm: 5.1450 +2022-03-10 21:44:13,043 - davarocr - INFO - Epoch [1][200/541] lr: 1.840e-06, eta: 1:25:34, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 1.0965, loss: 1.0965, grad_norm: 5.1422 +2022-03-10 21:44:13,925 - davarocr - INFO - Epoch [1][205/541] lr: 1.886e-06, eta: 1:25:23, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.9084, loss: 0.9084, grad_norm: 5.1610 +2022-03-10 21:44:14,790 - davarocr - INFO - Epoch [1][210/541] lr: 1.932e-06, eta: 1:25:10, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 1.0493, loss: 1.0493, grad_norm: 5.1763 +2022-03-10 21:44:15,664 - davarocr - INFO - Epoch [1][215/541] lr: 1.978e-06, eta: 1:25:00, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.9788, loss: 0.9788, grad_norm: 5.1697 +2022-03-10 21:44:16,542 - davarocr - INFO - Epoch [1][220/541] lr: 2.025e-06, eta: 1:24:50, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.9418, loss: 0.9418, grad_norm: 5.1415 +2022-03-10 21:44:17,416 - davarocr - INFO - Epoch [1][225/541] lr: 2.071e-06, eta: 1:24:42, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.8211, loss: 0.8211, grad_norm: 5.1795 +2022-03-10 21:44:18,281 - davarocr - INFO - Epoch [1][230/541] lr: 2.117e-06, eta: 1:24:31, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.8980, loss: 0.8980, grad_norm: 5.2217 +2022-03-10 21:44:19,153 - davarocr - INFO - Epoch [1][235/541] lr: 2.163e-06, eta: 1:24:22, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.8690, loss: 0.8690, grad_norm: 5.1740 +2022-03-10 21:44:20,030 - davarocr - INFO - Epoch [1][240/541] lr: 2.209e-06, eta: 1:24:14, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.8758, loss: 0.8758, grad_norm: 5.1378 +2022-03-10 21:44:20,899 - davarocr - INFO - Epoch [1][245/541] lr: 2.256e-06, eta: 1:24:05, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.8458, loss: 0.8458, grad_norm: 5.1369 +2022-03-10 21:44:21,769 - davarocr - INFO - Epoch [1][250/541] lr: 2.302e-06, eta: 1:23:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.1609 +2022-03-10 21:44:22,642 - davarocr - INFO - Epoch [1][255/541] lr: 2.348e-06, eta: 1:23:48, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.8104, loss: 0.8104, grad_norm: 5.1445 +2022-03-10 21:44:23,521 - davarocr - INFO - Epoch [1][260/541] lr: 2.394e-06, eta: 1:23:41, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.7915, loss: 0.7915, grad_norm: 5.1675 +2022-03-10 21:44:24,390 - davarocr - INFO - Epoch [1][265/541] lr: 2.440e-06, eta: 1:23:33, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.8062, loss: 0.8062, grad_norm: 5.1873 +2022-03-10 21:44:25,271 - davarocr - INFO - Epoch [1][270/541] lr: 2.487e-06, eta: 1:23:27, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.7087, loss: 0.7087, grad_norm: 5.1650 +2022-03-10 21:44:26,145 - davarocr - INFO - Epoch [1][275/541] lr: 2.533e-06, eta: 1:23:20, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.6552, loss: 0.6552, grad_norm: 5.1217 +2022-03-10 21:44:27,012 - davarocr - INFO - Epoch [1][280/541] lr: 2.579e-06, eta: 1:23:13, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.7004, loss: 0.7004, grad_norm: 5.1724 +2022-03-10 21:44:27,890 - davarocr - INFO - Epoch [1][285/541] lr: 2.625e-06, eta: 1:23:07, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.7177, loss: 0.7177, grad_norm: 5.1473 +2022-03-10 21:44:28,751 - davarocr - INFO - Epoch [1][290/541] lr: 2.671e-06, eta: 1:22:59, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.7278, loss: 0.7278, grad_norm: 5.1706 +2022-03-10 21:44:29,619 - davarocr - INFO - Epoch [1][295/541] lr: 2.718e-06, eta: 1:22:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.6478, loss: 0.6478, grad_norm: 5.1718 +2022-03-10 21:44:30,478 - davarocr - INFO - Epoch [1][300/541] lr: 2.764e-06, eta: 1:22:45, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.6774, loss: 0.6774, grad_norm: 5.1738 +2022-03-10 21:44:31,358 - davarocr - INFO - Epoch [1][305/541] lr: 2.810e-06, eta: 1:22:40, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.6264, loss: 0.6264, grad_norm: 5.1627 +2022-03-10 21:44:32,234 - davarocr - INFO - Epoch [1][310/541] lr: 2.856e-06, eta: 1:22:34, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.6311, loss: 0.6311, grad_norm: 5.2191 +2022-03-10 21:44:33,129 - davarocr - INFO - Epoch [1][315/541] lr: 2.903e-06, eta: 1:22:31, time: 0.180, data_time: 0.010, memory: 5185, loss_cls: 0.5781, loss: 0.5781, grad_norm: 5.0024 +2022-03-10 21:44:33,997 - davarocr - INFO - Epoch [1][320/541] lr: 2.949e-06, eta: 1:22:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.5663, loss: 0.5663, grad_norm: 5.1193 +2022-03-10 21:44:34,865 - davarocr - INFO - Epoch [1][325/541] lr: 2.995e-06, eta: 1:22:20, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.6191, loss: 0.6191, grad_norm: 5.1441 +2022-03-10 21:44:35,742 - davarocr - INFO - Epoch [1][330/541] lr: 3.041e-06, eta: 1:22:15, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.5579, loss: 0.5579, grad_norm: 5.1091 +2022-03-10 21:44:36,611 - davarocr - INFO - Epoch [1][335/541] lr: 3.087e-06, eta: 1:22:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.5242, loss: 0.5242, grad_norm: 5.1872 +2022-03-10 21:44:37,483 - davarocr - INFO - Epoch [1][340/541] lr: 3.134e-06, eta: 1:22:05, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.5460, loss: 0.5460, grad_norm: 5.0689 +2022-03-10 21:44:38,340 - davarocr - INFO - Epoch [1][345/541] lr: 3.180e-06, eta: 1:21:59, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.4529, loss: 0.4529, grad_norm: 4.9573 +2022-03-10 21:44:39,209 - davarocr - INFO - Epoch [1][350/541] lr: 3.226e-06, eta: 1:21:54, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.5217, loss: 0.5217, grad_norm: 5.1527 +2022-03-10 21:44:40,078 - davarocr - INFO - Epoch [1][355/541] lr: 3.272e-06, eta: 1:21:49, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.4474, loss: 0.4474, grad_norm: 4.9513 +2022-03-10 21:44:40,944 - davarocr - INFO - Epoch [1][360/541] lr: 3.318e-06, eta: 1:21:44, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.4498, loss: 0.4498, grad_norm: 5.0236 +2022-03-10 21:44:41,812 - davarocr - INFO - Epoch [1][365/541] lr: 3.365e-06, eta: 1:21:40, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.4609, loss: 0.4609, grad_norm: 5.1165 +2022-03-10 21:44:42,681 - davarocr - INFO - Epoch [1][370/541] lr: 3.411e-06, eta: 1:21:35, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.4613, loss: 0.4613, grad_norm: 5.0887 +2022-03-10 21:44:43,558 - davarocr - INFO - Epoch [1][375/541] lr: 3.457e-06, eta: 1:21:31, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.4755, loss: 0.4755, grad_norm: 5.1240 +2022-03-10 21:44:44,427 - davarocr - INFO - Epoch [1][380/541] lr: 3.503e-06, eta: 1:21:27, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.4046, loss: 0.4046, grad_norm: 5.0779 +2022-03-10 21:44:45,299 - davarocr - INFO - Epoch [1][385/541] lr: 3.549e-06, eta: 1:21:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.3614, loss: 0.3614, grad_norm: 4.5121 +2022-03-10 21:44:46,170 - davarocr - INFO - Epoch [1][390/541] lr: 3.596e-06, eta: 1:21:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.3876, loss: 0.3876, grad_norm: 4.8626 +2022-03-10 21:44:47,039 - davarocr - INFO - Epoch [1][395/541] lr: 3.642e-06, eta: 1:21:15, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.3741, loss: 0.3741, grad_norm: 4.6629 +2022-03-10 21:44:47,907 - davarocr - INFO - Epoch [1][400/541] lr: 3.688e-06, eta: 1:21:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.3872, loss: 0.3872, grad_norm: 4.8760 +2022-03-10 21:44:48,775 - davarocr - INFO - Epoch [1][405/541] lr: 3.734e-06, eta: 1:21:07, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.3439, loss: 0.3439, grad_norm: 4.9657 +2022-03-10 21:44:49,638 - davarocr - INFO - Epoch [1][410/541] lr: 3.780e-06, eta: 1:21:03, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.3465, loss: 0.3465, grad_norm: 5.0223 +2022-03-10 21:44:50,498 - davarocr - INFO - Epoch [1][415/541] lr: 3.827e-06, eta: 1:20:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.3809, loss: 0.3809, grad_norm: 4.9907 +2022-03-10 21:44:51,370 - davarocr - INFO - Epoch [1][420/541] lr: 3.873e-06, eta: 1:20:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.3263, loss: 0.3263, grad_norm: 4.6484 +2022-03-10 21:44:52,247 - davarocr - INFO - Epoch [1][425/541] lr: 3.919e-06, eta: 1:20:52, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.3580, loss: 0.3580, grad_norm: 5.0765 +2022-03-10 21:44:53,109 - davarocr - INFO - Epoch [1][430/541] lr: 3.965e-06, eta: 1:20:48, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.3123, loss: 0.3123, grad_norm: 4.6862 +2022-03-10 21:44:53,997 - davarocr - INFO - Epoch [1][435/541] lr: 4.012e-06, eta: 1:20:46, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.3262, loss: 0.3262, grad_norm: 4.6665 +2022-03-10 21:44:54,868 - davarocr - INFO - Epoch [1][440/541] lr: 4.058e-06, eta: 1:20:43, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.2705, loss: 0.2705, grad_norm: 4.8493 +2022-03-10 21:44:55,736 - davarocr - INFO - Epoch [1][445/541] lr: 4.104e-06, eta: 1:20:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.3002, loss: 0.3002, grad_norm: 4.4687 +2022-03-10 21:44:56,596 - davarocr - INFO - Epoch [1][450/541] lr: 4.150e-06, eta: 1:20:35, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.3177, loss: 0.3177, grad_norm: 4.5358 +2022-03-10 21:44:57,466 - davarocr - INFO - Epoch [1][455/541] lr: 4.196e-06, eta: 1:20:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.2810, loss: 0.2810, grad_norm: 4.8042 +2022-03-10 21:44:58,335 - davarocr - INFO - Epoch [1][460/541] lr: 4.243e-06, eta: 1:20:29, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.3004, loss: 0.3004, grad_norm: 4.0613 +2022-03-10 21:44:59,219 - davarocr - INFO - Epoch [1][465/541] lr: 4.289e-06, eta: 1:20:27, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.2582, loss: 0.2582, grad_norm: 4.0390 +2022-03-10 21:45:00,096 - davarocr - INFO - Epoch [1][470/541] lr: 4.335e-06, eta: 1:20:24, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.2977, loss: 0.2977, grad_norm: 4.4344 +2022-03-10 21:45:00,963 - davarocr - INFO - Epoch [1][475/541] lr: 4.381e-06, eta: 1:20:21, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.3062, loss: 0.3062, grad_norm: 4.5331 +2022-03-10 21:45:01,829 - davarocr - INFO - Epoch [1][480/541] lr: 4.427e-06, eta: 1:20:18, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.2312, loss: 0.2312, grad_norm: 4.0135 +2022-03-10 21:45:02,695 - davarocr - INFO - Epoch [1][485/541] lr: 4.474e-06, eta: 1:20:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.2689, loss: 0.2689, grad_norm: 4.5629 +2022-03-10 21:45:03,557 - davarocr - INFO - Epoch [1][490/541] lr: 4.520e-06, eta: 1:20:11, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.2606, loss: 0.2606, grad_norm: 4.2692 +2022-03-10 21:45:04,436 - davarocr - INFO - Epoch [1][495/541] lr: 4.566e-06, eta: 1:20:09, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.2315, loss: 0.2315, grad_norm: 3.9761 +2022-03-10 21:45:05,310 - davarocr - INFO - Epoch [1][500/541] lr: 4.612e-06, eta: 1:20:06, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.2625, loss: 0.2625, grad_norm: 4.5679 +2022-03-10 21:45:06,185 - davarocr - INFO - Epoch [1][505/541] lr: 4.658e-06, eta: 1:20:04, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.2526, loss: 0.2526, grad_norm: 4.6308 +2022-03-10 21:45:07,064 - davarocr - INFO - Epoch [1][510/541] lr: 4.705e-06, eta: 1:20:01, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.1943, loss: 0.1943, grad_norm: 4.2766 +2022-03-10 21:45:07,934 - davarocr - INFO - Epoch [1][515/541] lr: 4.751e-06, eta: 1:19:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.2325, loss: 0.2325, grad_norm: 4.4716 +2022-03-10 21:45:08,804 - davarocr - INFO - Epoch [1][520/541] lr: 4.797e-06, eta: 1:19:56, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.2257, loss: 0.2257, grad_norm: 4.6326 +2022-03-10 21:45:09,682 - davarocr - INFO - Epoch [1][525/541] lr: 4.843e-06, eta: 1:19:54, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.1839, loss: 0.1839, grad_norm: 4.1258 +2022-03-10 21:45:10,548 - davarocr - INFO - Epoch [1][530/541] lr: 4.890e-06, eta: 1:19:51, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.1987, loss: 0.1987, grad_norm: 4.3232 +2022-03-10 21:45:11,415 - davarocr - INFO - Epoch [1][535/541] lr: 4.936e-06, eta: 1:19:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1686, loss: 0.1686, grad_norm: 3.6039 +2022-03-10 21:45:12,285 - davarocr - INFO - Epoch [1][540/541] lr: 4.982e-06, eta: 1:19:46, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.2384, loss: 0.2384, grad_norm: 4.2615 +2022-03-10 21:45:26,724 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.8174159962139139 +2022-03-10 21:45:26,725 - davarocr - INFO - current_metric 0.8174159962139139 is much better than previous best_metric 0, saving best model ! +2022-03-10 21:45:26,726 - davarocr - INFO - Saving checkpoint at epoch_1.pth +2022-03-10 21:45:28,609 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:45:28,610 - davarocr - INFO - Epoch(val) [1][541] LOC: {'precision': 0.86481364497789, 'recall': 0.8207434052757794, 'f1-score': 0.8422023992617655}, PER: {'precision': 0.9675324675324676, 'recall': 0.8293135435992579, 'f1-score': 0.8931068931068931}, MISC: {'precision': 0.9013333333333333, 'recall': 0.48148148148148145, 'f1-score': 0.627669452181987}, ORG: {'precision': 0.8073744437380801, 'recall': 0.7645996387718242, 'f1-score': 0.7854050711193569}, all: {'precision': 0.8781777506609721, 'recall': 0.7645184135977338, 'f1-score': 0.8174159962139139}, hmean: 0.8174 +2022-03-10 21:45:31,820 - davarocr - INFO - Epoch [2][5/541] lr: 4.798e-06, eta: 1:21:28, time: 0.640, data_time: 0.462, memory: 5185, loss_cls: 0.2076, loss: 0.2076, grad_norm: 4.0989 +2022-03-10 21:45:32,711 - davarocr - INFO - Epoch [2][10/541] lr: 4.842e-06, eta: 1:21:25, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.1923, loss: 0.1923, grad_norm: 3.7985 +2022-03-10 21:45:33,599 - davarocr - INFO - Epoch [2][15/541] lr: 4.886e-06, eta: 1:21:23, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.2143, loss: 0.2143, grad_norm: 3.9277 +2022-03-10 21:45:34,500 - davarocr - INFO - Epoch [2][20/541] lr: 4.930e-06, eta: 1:21:21, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.1464, loss: 0.1464, grad_norm: 3.9527 +2022-03-10 21:45:35,399 - davarocr - INFO - Epoch [2][25/541] lr: 4.974e-06, eta: 1:21:19, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.2075, loss: 0.2075, grad_norm: 4.0827 +2022-03-10 21:45:36,305 - davarocr - INFO - Epoch [2][30/541] lr: 5.018e-06, eta: 1:21:17, time: 0.182, data_time: 0.009, memory: 5185, loss_cls: 0.1931, loss: 0.1931, grad_norm: 4.6276 +2022-03-10 21:45:37,198 - davarocr - INFO - Epoch [2][35/541] lr: 5.062e-06, eta: 1:21:15, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.1809, loss: 0.1809, grad_norm: 4.1405 +2022-03-10 21:45:38,074 - davarocr - INFO - Epoch [2][40/541] lr: 5.106e-06, eta: 1:21:12, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.1584, loss: 0.1584, grad_norm: 3.9519 +2022-03-10 21:45:38,942 - davarocr - INFO - Epoch [2][45/541] lr: 5.150e-06, eta: 1:21:09, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1344, loss: 0.1344, grad_norm: 4.3207 +2022-03-10 21:45:39,803 - davarocr - INFO - Epoch [2][50/541] lr: 5.194e-06, eta: 1:21:05, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.1185, loss: 0.1185, grad_norm: 3.3790 +2022-03-10 21:45:40,679 - davarocr - INFO - Epoch [2][55/541] lr: 5.238e-06, eta: 1:21:02, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.1508, loss: 0.1508, grad_norm: 3.5442 +2022-03-10 21:45:41,554 - davarocr - INFO - Epoch [2][60/541] lr: 5.282e-06, eta: 1:20:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1876, loss: 0.1876, grad_norm: 3.6587 +2022-03-10 21:45:42,418 - davarocr - INFO - Epoch [2][65/541] lr: 5.326e-06, eta: 1:20:56, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.1579, loss: 0.1579, grad_norm: 4.0098 +2022-03-10 21:45:43,302 - davarocr - INFO - Epoch [2][70/541] lr: 5.370e-06, eta: 1:20:54, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.1246, loss: 0.1246, grad_norm: 3.6978 +2022-03-10 21:45:44,166 - davarocr - INFO - Epoch [2][75/541] lr: 5.414e-06, eta: 1:20:51, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.1327, loss: 0.1327, grad_norm: 3.7036 +2022-03-10 21:45:45,044 - davarocr - INFO - Epoch [2][80/541] lr: 5.458e-06, eta: 1:20:48, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.1729, loss: 0.1729, grad_norm: 4.3511 +2022-03-10 21:45:45,919 - davarocr - INFO - Epoch [2][85/541] lr: 5.502e-06, eta: 1:20:45, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.1316, loss: 0.1316, grad_norm: 3.7505 +2022-03-10 21:45:46,781 - davarocr - INFO - Epoch [2][90/541] lr: 5.546e-06, eta: 1:20:42, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.1372, loss: 0.1372, grad_norm: 3.9940 +2022-03-10 21:45:47,653 - davarocr - INFO - Epoch [2][95/541] lr: 5.590e-06, eta: 1:20:39, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.1488, loss: 0.1488, grad_norm: 3.9659 +2022-03-10 21:45:48,531 - davarocr - INFO - Epoch [2][100/541] lr: 5.634e-06, eta: 1:20:37, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.1354, loss: 0.1354, grad_norm: 3.4513 +2022-03-10 21:45:49,406 - davarocr - INFO - Epoch [2][105/541] lr: 5.678e-06, eta: 1:20:34, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1501, loss: 0.1501, grad_norm: 3.2070 +2022-03-10 21:45:50,271 - davarocr - INFO - Epoch [2][110/541] lr: 5.722e-06, eta: 1:20:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1536, loss: 0.1536, grad_norm: 3.5047 +2022-03-10 21:45:51,137 - davarocr - INFO - Epoch [2][115/541] lr: 5.766e-06, eta: 1:20:28, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.1491, loss: 0.1491, grad_norm: 3.7068 +2022-03-10 21:45:52,001 - davarocr - INFO - Epoch [2][120/541] lr: 5.810e-06, eta: 1:20:25, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.1918, loss: 0.1918, grad_norm: 4.7062 +2022-03-10 21:45:52,868 - davarocr - INFO - Epoch [2][125/541] lr: 5.854e-06, eta: 1:20:23, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.1371, loss: 0.1371, grad_norm: 2.9890 +2022-03-10 21:45:53,739 - davarocr - INFO - Epoch [2][130/541] lr: 5.898e-06, eta: 1:20:20, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.1419, loss: 0.1419, grad_norm: 3.1109 +2022-03-10 21:45:54,607 - davarocr - INFO - Epoch [2][135/541] lr: 5.942e-06, eta: 1:20:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1384, loss: 0.1384, grad_norm: 3.4606 +2022-03-10 21:45:55,481 - davarocr - INFO - Epoch [2][140/541] lr: 5.986e-06, eta: 1:20:15, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.1365, loss: 0.1365, grad_norm: 3.1782 +2022-03-10 21:45:56,350 - davarocr - INFO - Epoch [2][145/541] lr: 6.030e-06, eta: 1:20:12, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.1299, loss: 0.1299, grad_norm: 4.2590 +2022-03-10 21:45:57,222 - davarocr - INFO - Epoch [2][150/541] lr: 6.074e-06, eta: 1:20:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1046, loss: 0.1046, grad_norm: 2.7575 +2022-03-10 21:45:58,092 - davarocr - INFO - Epoch [2][155/541] lr: 6.118e-06, eta: 1:20:07, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.1077, loss: 0.1077, grad_norm: 3.2342 +2022-03-10 21:45:58,972 - davarocr - INFO - Epoch [2][160/541] lr: 6.162e-06, eta: 1:20:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.1152, loss: 0.1152, grad_norm: 2.8534 +2022-03-10 21:45:59,841 - davarocr - INFO - Epoch [2][165/541] lr: 6.206e-06, eta: 1:20:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1127, loss: 0.1127, grad_norm: 3.0302 +2022-03-10 21:46:00,702 - davarocr - INFO - Epoch [2][170/541] lr: 6.250e-06, eta: 1:20:00, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.1215, loss: 0.1215, grad_norm: 3.0948 +2022-03-10 21:46:01,570 - davarocr - INFO - Epoch [2][175/541] lr: 6.294e-06, eta: 1:19:57, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.1366, loss: 0.1366, grad_norm: 3.4678 +2022-03-10 21:46:02,431 - davarocr - INFO - Epoch [2][180/541] lr: 6.338e-06, eta: 1:19:55, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.1256, loss: 0.1256, grad_norm: 3.1308 +2022-03-10 21:46:03,307 - davarocr - INFO - Epoch [2][185/541] lr: 6.382e-06, eta: 1:19:52, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.1399, loss: 0.1399, grad_norm: 3.0268 +2022-03-10 21:46:04,179 - davarocr - INFO - Epoch [2][190/541] lr: 6.426e-06, eta: 1:19:50, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.1016, loss: 0.1016, grad_norm: 3.2451 +2022-03-10 21:46:05,050 - davarocr - INFO - Epoch [2][195/541] lr: 6.470e-06, eta: 1:19:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1577, loss: 0.1577, grad_norm: 3.5875 +2022-03-10 21:46:05,922 - davarocr - INFO - Epoch [2][200/541] lr: 6.514e-06, eta: 1:19:46, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.1169, loss: 0.1169, grad_norm: 2.9426 +2022-03-10 21:46:06,789 - davarocr - INFO - Epoch [2][205/541] lr: 6.558e-06, eta: 1:19:43, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.1155, loss: 0.1155, grad_norm: 3.2788 +2022-03-10 21:46:07,658 - davarocr - INFO - Epoch [2][210/541] lr: 6.602e-06, eta: 1:19:41, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.1176, loss: 0.1176, grad_norm: 3.2631 +2022-03-10 21:46:08,548 - davarocr - INFO - Epoch [2][215/541] lr: 6.646e-06, eta: 1:19:39, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.1339, loss: 0.1339, grad_norm: 3.1064 +2022-03-10 21:46:09,430 - davarocr - INFO - Epoch [2][220/541] lr: 6.690e-06, eta: 1:19:37, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.1429, loss: 0.1429, grad_norm: 3.5078 +2022-03-10 21:46:10,310 - davarocr - INFO - Epoch [2][225/541] lr: 6.734e-06, eta: 1:19:36, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0931, loss: 0.0931, grad_norm: 2.9177 +2022-03-10 21:46:11,184 - davarocr - INFO - Epoch [2][230/541] lr: 6.778e-06, eta: 1:19:34, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.1312, loss: 0.1312, grad_norm: 3.4105 +2022-03-10 21:46:12,051 - davarocr - INFO - Epoch [2][235/541] lr: 6.822e-06, eta: 1:19:31, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.1012, loss: 0.1012, grad_norm: 3.0612 +2022-03-10 21:46:12,920 - davarocr - INFO - Epoch [2][240/541] lr: 6.866e-06, eta: 1:19:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1082, loss: 0.1082, grad_norm: 3.2824 +2022-03-10 21:46:13,791 - davarocr - INFO - Epoch [2][245/541] lr: 6.910e-06, eta: 1:19:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.1189, loss: 0.1189, grad_norm: 3.7829 +2022-03-10 21:46:14,658 - davarocr - INFO - Epoch [2][250/541] lr: 6.954e-06, eta: 1:19:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0875, loss: 0.0875, grad_norm: 3.1752 +2022-03-10 21:46:15,530 - davarocr - INFO - Epoch [2][255/541] lr: 6.998e-06, eta: 1:19:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1179, loss: 0.1179, grad_norm: 3.3229 +2022-03-10 21:46:16,406 - davarocr - INFO - Epoch [2][260/541] lr: 7.042e-06, eta: 1:19:21, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0895, loss: 0.0895, grad_norm: 3.1451 +2022-03-10 21:46:17,279 - davarocr - INFO - Epoch [2][265/541] lr: 7.086e-06, eta: 1:19:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1209, loss: 0.1209, grad_norm: 3.5656 +2022-03-10 21:46:18,163 - davarocr - INFO - Epoch [2][270/541] lr: 7.130e-06, eta: 1:19:17, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0905, loss: 0.0905, grad_norm: 3.3070 +2022-03-10 21:46:19,050 - davarocr - INFO - Epoch [2][275/541] lr: 7.174e-06, eta: 1:19:15, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.1330, loss: 0.1330, grad_norm: 3.8280 +2022-03-10 21:46:19,946 - davarocr - INFO - Epoch [2][280/541] lr: 7.218e-06, eta: 1:19:14, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.1195, loss: 0.1195, grad_norm: 3.7519 +2022-03-10 21:46:20,844 - davarocr - INFO - Epoch [2][285/541] lr: 7.262e-06, eta: 1:19:13, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0821, loss: 0.0821, grad_norm: 2.8718 +2022-03-10 21:46:21,739 - davarocr - INFO - Epoch [2][290/541] lr: 7.306e-06, eta: 1:19:12, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.1470, loss: 0.1470, grad_norm: 4.3108 +2022-03-10 21:46:22,643 - davarocr - INFO - Epoch [2][295/541] lr: 7.350e-06, eta: 1:19:11, time: 0.181, data_time: 0.007, memory: 5185, loss_cls: 0.0919, loss: 0.0919, grad_norm: 2.8632 +2022-03-10 21:46:23,550 - davarocr - INFO - Epoch [2][300/541] lr: 7.394e-06, eta: 1:19:10, time: 0.182, data_time: 0.009, memory: 5185, loss_cls: 0.1620, loss: 0.1620, grad_norm: 3.8070 +2022-03-10 21:46:24,450 - davarocr - INFO - Epoch [2][305/541] lr: 7.438e-06, eta: 1:19:09, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.1102, loss: 0.1102, grad_norm: 3.2726 +2022-03-10 21:46:25,341 - davarocr - INFO - Epoch [2][310/541] lr: 7.482e-06, eta: 1:19:07, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.1689, loss: 0.1689, grad_norm: 3.7648 +2022-03-10 21:46:26,239 - davarocr - INFO - Epoch [2][315/541] lr: 7.526e-06, eta: 1:19:06, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0935, loss: 0.0935, grad_norm: 3.3512 +2022-03-10 21:46:27,141 - davarocr - INFO - Epoch [2][320/541] lr: 7.570e-06, eta: 1:19:05, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.1029, loss: 0.1029, grad_norm: 3.7429 +2022-03-10 21:46:28,018 - davarocr - INFO - Epoch [2][325/541] lr: 7.614e-06, eta: 1:19:03, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0805, loss: 0.0805, grad_norm: 3.4276 +2022-03-10 21:46:28,886 - davarocr - INFO - Epoch [2][330/541] lr: 7.658e-06, eta: 1:19:01, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0922, loss: 0.0922, grad_norm: 3.4322 +2022-03-10 21:46:29,767 - davarocr - INFO - Epoch [2][335/541] lr: 7.702e-06, eta: 1:19:00, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0719, loss: 0.0719, grad_norm: 3.5179 +2022-03-10 21:46:30,634 - davarocr - INFO - Epoch [2][340/541] lr: 7.746e-06, eta: 1:18:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0942, loss: 0.0942, grad_norm: 3.5759 +2022-03-10 21:46:31,507 - davarocr - INFO - Epoch [2][345/541] lr: 7.790e-06, eta: 1:18:56, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0873, loss: 0.0873, grad_norm: 3.6438 +2022-03-10 21:46:32,382 - davarocr - INFO - Epoch [2][350/541] lr: 7.834e-06, eta: 1:18:54, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0986, loss: 0.0986, grad_norm: 3.5656 +2022-03-10 21:46:33,249 - davarocr - INFO - Epoch [2][355/541] lr: 7.878e-06, eta: 1:18:52, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0947, loss: 0.0947, grad_norm: 3.8290 +2022-03-10 21:46:34,110 - davarocr - INFO - Epoch [2][360/541] lr: 7.922e-06, eta: 1:18:50, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.1330, loss: 0.1330, grad_norm: 3.9077 +2022-03-10 21:46:34,992 - davarocr - INFO - Epoch [2][365/541] lr: 7.966e-06, eta: 1:18:48, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0880, loss: 0.0880, grad_norm: 3.5911 +2022-03-10 21:46:35,874 - davarocr - INFO - Epoch [2][370/541] lr: 8.010e-06, eta: 1:18:47, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0876, loss: 0.0876, grad_norm: 3.6428 +2022-03-10 21:46:36,743 - davarocr - INFO - Epoch [2][375/541] lr: 8.054e-06, eta: 1:18:45, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0924, loss: 0.0924, grad_norm: 3.7047 +2022-03-10 21:46:37,613 - davarocr - INFO - Epoch [2][380/541] lr: 8.098e-06, eta: 1:18:43, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0987, loss: 0.0987, grad_norm: 3.6709 +2022-03-10 21:46:38,473 - davarocr - INFO - Epoch [2][385/541] lr: 8.142e-06, eta: 1:18:41, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.1089, loss: 0.1089, grad_norm: 4.2857 +2022-03-10 21:46:39,384 - davarocr - INFO - Epoch [2][390/541] lr: 8.186e-06, eta: 1:18:40, time: 0.182, data_time: 0.006, memory: 5185, loss_cls: 0.1231, loss: 0.1231, grad_norm: 4.1972 +2022-03-10 21:46:40,261 - davarocr - INFO - Epoch [2][395/541] lr: 8.230e-06, eta: 1:18:38, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.1440, loss: 0.1440, grad_norm: 4.0987 +2022-03-10 21:46:41,140 - davarocr - INFO - Epoch [2][400/541] lr: 8.274e-06, eta: 1:18:37, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0794, loss: 0.0794, grad_norm: 3.9262 +2022-03-10 21:46:42,012 - davarocr - INFO - Epoch [2][405/541] lr: 8.318e-06, eta: 1:18:35, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0877, loss: 0.0877, grad_norm: 3.7555 +2022-03-10 21:46:42,886 - davarocr - INFO - Epoch [2][410/541] lr: 8.362e-06, eta: 1:18:33, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.1158, loss: 0.1158, grad_norm: 3.8686 +2022-03-10 21:46:43,754 - davarocr - INFO - Epoch [2][415/541] lr: 8.406e-06, eta: 1:18:31, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0669, loss: 0.0669, grad_norm: 3.5229 +2022-03-10 21:46:44,626 - davarocr - INFO - Epoch [2][420/541] lr: 8.450e-06, eta: 1:18:30, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0872, loss: 0.0872, grad_norm: 3.8256 +2022-03-10 21:46:45,499 - davarocr - INFO - Epoch [2][425/541] lr: 8.494e-06, eta: 1:18:28, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.1107, loss: 0.1107, grad_norm: 4.2412 +2022-03-10 21:46:46,363 - davarocr - INFO - Epoch [2][430/541] lr: 8.538e-06, eta: 1:18:26, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0670, loss: 0.0670, grad_norm: 3.8760 +2022-03-10 21:46:47,254 - davarocr - INFO - Epoch [2][435/541] lr: 8.582e-06, eta: 1:18:25, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.1155, loss: 0.1155, grad_norm: 4.1661 +2022-03-10 21:46:48,115 - davarocr - INFO - Epoch [2][440/541] lr: 8.626e-06, eta: 1:18:23, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0565, loss: 0.0565, grad_norm: 3.9655 +2022-03-10 21:46:48,986 - davarocr - INFO - Epoch [2][445/541] lr: 8.670e-06, eta: 1:18:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0884, loss: 0.0884, grad_norm: 3.9745 +2022-03-10 21:46:49,855 - davarocr - INFO - Epoch [2][450/541] lr: 8.714e-06, eta: 1:18:19, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0565, loss: 0.0565, grad_norm: 3.8329 +2022-03-10 21:46:50,730 - davarocr - INFO - Epoch [2][455/541] lr: 8.758e-06, eta: 1:18:18, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0694, loss: 0.0694, grad_norm: 4.0638 +2022-03-10 21:46:51,602 - davarocr - INFO - Epoch [2][460/541] lr: 8.802e-06, eta: 1:18:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1134, loss: 0.1134, grad_norm: 3.5681 +2022-03-10 21:46:52,472 - davarocr - INFO - Epoch [2][465/541] lr: 8.846e-06, eta: 1:18:14, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0556, loss: 0.0556, grad_norm: 3.3397 +2022-03-10 21:46:53,331 - davarocr - INFO - Epoch [2][470/541] lr: 8.890e-06, eta: 1:18:12, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0832, loss: 0.0832, grad_norm: 3.9677 +2022-03-10 21:46:54,205 - davarocr - INFO - Epoch [2][475/541] lr: 8.934e-06, eta: 1:18:11, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.1015, loss: 0.1015, grad_norm: 3.7859 +2022-03-10 21:46:55,071 - davarocr - INFO - Epoch [2][480/541] lr: 8.978e-06, eta: 1:18:09, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0884, loss: 0.0884, grad_norm: 3.8124 +2022-03-10 21:46:55,932 - davarocr - INFO - Epoch [2][485/541] lr: 9.022e-06, eta: 1:18:07, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0832, loss: 0.0832, grad_norm: 4.1482 +2022-03-10 21:46:56,794 - davarocr - INFO - Epoch [2][490/541] lr: 9.066e-06, eta: 1:18:05, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0635, loss: 0.0635, grad_norm: 3.3846 +2022-03-10 21:46:57,664 - davarocr - INFO - Epoch [2][495/541] lr: 9.110e-06, eta: 1:18:04, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0955, loss: 0.0955, grad_norm: 3.7781 +2022-03-10 21:46:58,531 - davarocr - INFO - Epoch [2][500/541] lr: 9.155e-06, eta: 1:18:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0998, loss: 0.0998, grad_norm: 3.9434 +2022-03-10 21:46:59,400 - davarocr - INFO - Epoch [2][505/541] lr: 9.199e-06, eta: 1:18:00, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1023, loss: 0.1023, grad_norm: 3.9632 +2022-03-10 21:47:00,269 - davarocr - INFO - Epoch [2][510/541] lr: 9.243e-06, eta: 1:17:59, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0855, loss: 0.0855, grad_norm: 3.6859 +2022-03-10 21:47:01,157 - davarocr - INFO - Epoch [2][515/541] lr: 9.287e-06, eta: 1:17:57, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.1609, loss: 0.1609, grad_norm: 4.3640 +2022-03-10 21:47:02,052 - davarocr - INFO - Epoch [2][520/541] lr: 9.331e-06, eta: 1:17:56, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.1178, loss: 0.1178, grad_norm: 3.6127 +2022-03-10 21:47:02,920 - davarocr - INFO - Epoch [2][525/541] lr: 9.375e-06, eta: 1:17:55, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.1187, loss: 0.1187, grad_norm: 4.0454 +2022-03-10 21:47:03,785 - davarocr - INFO - Epoch [2][530/541] lr: 9.419e-06, eta: 1:17:53, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0720, loss: 0.0720, grad_norm: 3.2173 +2022-03-10 21:47:04,649 - davarocr - INFO - Epoch [2][535/541] lr: 9.463e-06, eta: 1:17:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0499, loss: 0.0499, grad_norm: 3.2865 +2022-03-10 21:47:05,520 - davarocr - INFO - Epoch [2][540/541] lr: 9.507e-06, eta: 1:17:50, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0712, loss: 0.0712, grad_norm: 3.2938 +2022-03-10 21:47:20,286 - davarocr - INFO - Now best checkpoint is epoch_2.pth. Best hmean is 0.8988965640979637 +2022-03-10 21:47:20,287 - davarocr - INFO - current_metric 0.8988965640979637 is much better than previous best_metric 0.8174159962139139, saving best model ! +2022-03-10 21:47:20,287 - davarocr - INFO - Saving checkpoint at epoch_2.pth +2022-03-10 21:47:22,194 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:47:22,195 - davarocr - INFO - Epoch(val) [2][541] LOC: {'precision': 0.9187386294724075, 'recall': 0.908273381294964, 'f1-score': 0.9134760325595417}, PER: {'precision': 0.956091527520099, 'recall': 0.956091527520099, 'f1-score': 0.956091527520099}, MISC: {'precision': 0.8519134775374376, 'recall': 0.7293447293447294, 'f1-score': 0.7858787413660783}, ORG: {'precision': 0.8805147058823529, 'recall': 0.8651414810355208, 'f1-score': 0.8727604008502885}, all: {'precision': 0.9110747408619749, 'recall': 0.8870396600566572, 'f1-score': 0.8988965640979637}, hmean: 0.8989 +2022-03-10 21:47:25,370 - davarocr - INFO - Epoch [3][5/541] lr: 9.125e-06, eta: 1:18:38, time: 0.634, data_time: 0.459, memory: 5185, loss_cls: 0.0500, loss: 0.0500, grad_norm: 3.1205 +2022-03-10 21:47:26,237 - davarocr - INFO - Epoch [3][10/541] lr: 9.167e-06, eta: 1:18:36, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0650, loss: 0.0650, grad_norm: 3.4006 +2022-03-10 21:47:27,116 - davarocr - INFO - Epoch [3][15/541] lr: 9.209e-06, eta: 1:18:35, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0811, loss: 0.0811, grad_norm: 3.7026 +2022-03-10 21:47:27,984 - davarocr - INFO - Epoch [3][20/541] lr: 9.251e-06, eta: 1:18:33, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0452, loss: 0.0452, grad_norm: 3.3612 +2022-03-10 21:47:28,888 - davarocr - INFO - Epoch [3][25/541] lr: 9.293e-06, eta: 1:18:32, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0508, loss: 0.0508, grad_norm: 3.1637 +2022-03-10 21:47:29,765 - davarocr - INFO - Epoch [3][30/541] lr: 9.335e-06, eta: 1:18:30, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0993, loss: 0.0993, grad_norm: 3.5572 +2022-03-10 21:47:30,634 - davarocr - INFO - Epoch [3][35/541] lr: 9.377e-06, eta: 1:18:29, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.1184, loss: 0.1184, grad_norm: 3.8180 +2022-03-10 21:47:31,506 - davarocr - INFO - Epoch [3][40/541] lr: 9.419e-06, eta: 1:18:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0877, loss: 0.0877, grad_norm: 3.6330 +2022-03-10 21:47:32,377 - davarocr - INFO - Epoch [3][45/541] lr: 9.461e-06, eta: 1:18:25, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0702, loss: 0.0702, grad_norm: 4.1654 +2022-03-10 21:47:33,241 - davarocr - INFO - Epoch [3][50/541] lr: 9.503e-06, eta: 1:18:23, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0549, loss: 0.0549, grad_norm: 2.8046 +2022-03-10 21:47:34,103 - davarocr - INFO - Epoch [3][55/541] lr: 9.545e-06, eta: 1:18:21, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0581, loss: 0.0581, grad_norm: 2.8141 +2022-03-10 21:47:34,978 - davarocr - INFO - Epoch [3][60/541] lr: 9.587e-06, eta: 1:18:20, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0582, loss: 0.0582, grad_norm: 3.0439 +2022-03-10 21:47:35,847 - davarocr - INFO - Epoch [3][65/541] lr: 9.629e-06, eta: 1:18:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0401, loss: 0.0401, grad_norm: 2.9244 +2022-03-10 21:47:36,719 - davarocr - INFO - Epoch [3][70/541] lr: 9.671e-06, eta: 1:18:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0556, loss: 0.0556, grad_norm: 2.9371 +2022-03-10 21:47:37,592 - davarocr - INFO - Epoch [3][75/541] lr: 9.713e-06, eta: 1:18:14, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0619, loss: 0.0619, grad_norm: 3.3585 +2022-03-10 21:47:38,459 - davarocr - INFO - Epoch [3][80/541] lr: 9.755e-06, eta: 1:18:13, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0522, loss: 0.0522, grad_norm: 2.9829 +2022-03-10 21:47:39,331 - davarocr - INFO - Epoch [3][85/541] lr: 9.797e-06, eta: 1:18:11, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0693, loss: 0.0693, grad_norm: 3.4001 +2022-03-10 21:47:40,193 - davarocr - INFO - Epoch [3][90/541] lr: 9.839e-06, eta: 1:18:09, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0728, loss: 0.0728, grad_norm: 3.1101 +2022-03-10 21:47:41,062 - davarocr - INFO - Epoch [3][95/541] lr: 9.881e-06, eta: 1:18:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.1075, loss: 0.1075, grad_norm: 3.6560 +2022-03-10 21:47:41,924 - davarocr - INFO - Epoch [3][100/541] lr: 9.923e-06, eta: 1:18:06, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0956, loss: 0.0956, grad_norm: 3.6569 +2022-03-10 21:47:42,802 - davarocr - INFO - Epoch [3][105/541] lr: 9.965e-06, eta: 1:18:04, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0587, loss: 0.0587, grad_norm: 3.4496 +2022-03-10 21:47:43,677 - davarocr - INFO - Epoch [3][110/541] lr: 1.001e-05, eta: 1:18:02, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0728, loss: 0.0728, grad_norm: 3.1284 +2022-03-10 21:47:44,543 - davarocr - INFO - Epoch [3][115/541] lr: 1.005e-05, eta: 1:18:01, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0489, loss: 0.0489, grad_norm: 2.8336 +2022-03-10 21:47:45,419 - davarocr - INFO - Epoch [3][120/541] lr: 1.009e-05, eta: 1:17:59, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0663, loss: 0.0663, grad_norm: 2.9747 +2022-03-10 21:47:46,293 - davarocr - INFO - Epoch [3][125/541] lr: 1.013e-05, eta: 1:17:58, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0540, loss: 0.0540, grad_norm: 3.1895 +2022-03-10 21:47:47,166 - davarocr - INFO - Epoch [3][130/541] lr: 1.018e-05, eta: 1:17:56, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0729, loss: 0.0729, grad_norm: 3.1784 +2022-03-10 21:47:48,043 - davarocr - INFO - Epoch [3][135/541] lr: 1.022e-05, eta: 1:17:54, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0445, loss: 0.0445, grad_norm: 3.3790 +2022-03-10 21:47:48,920 - davarocr - INFO - Epoch [3][140/541] lr: 1.026e-05, eta: 1:17:53, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0400, loss: 0.0400, grad_norm: 2.7836 +2022-03-10 21:47:49,802 - davarocr - INFO - Epoch [3][145/541] lr: 1.030e-05, eta: 1:17:52, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0784, loss: 0.0784, grad_norm: 3.6877 +2022-03-10 21:47:50,699 - davarocr - INFO - Epoch [3][150/541] lr: 1.034e-05, eta: 1:17:50, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0520, loss: 0.0520, grad_norm: 2.6126 +2022-03-10 21:47:51,588 - davarocr - INFO - Epoch [3][155/541] lr: 1.039e-05, eta: 1:17:49, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0781, loss: 0.0781, grad_norm: 3.3444 +2022-03-10 21:47:52,451 - davarocr - INFO - Epoch [3][160/541] lr: 1.043e-05, eta: 1:17:48, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0536, loss: 0.0536, grad_norm: 3.3720 +2022-03-10 21:47:53,345 - davarocr - INFO - Epoch [3][165/541] lr: 1.047e-05, eta: 1:17:46, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0416, loss: 0.0416, grad_norm: 3.1319 +2022-03-10 21:47:54,238 - davarocr - INFO - Epoch [3][170/541] lr: 1.051e-05, eta: 1:17:45, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.1102, loss: 0.1102, grad_norm: 3.5387 +2022-03-10 21:47:55,124 - davarocr - INFO - Epoch [3][175/541] lr: 1.055e-05, eta: 1:17:44, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0816, loss: 0.0816, grad_norm: 3.7284 +2022-03-10 21:47:55,995 - davarocr - INFO - Epoch [3][180/541] lr: 1.060e-05, eta: 1:17:42, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0603, loss: 0.0603, grad_norm: 3.0678 +2022-03-10 21:47:56,863 - davarocr - INFO - Epoch [3][185/541] lr: 1.064e-05, eta: 1:17:41, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0313, loss: 0.0313, grad_norm: 2.7200 +2022-03-10 21:47:57,723 - davarocr - INFO - Epoch [3][190/541] lr: 1.068e-05, eta: 1:17:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0367, loss: 0.0367, grad_norm: 2.8304 +2022-03-10 21:47:58,600 - davarocr - INFO - Epoch [3][195/541] lr: 1.072e-05, eta: 1:17:38, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0383, loss: 0.0383, grad_norm: 3.1189 +2022-03-10 21:47:59,469 - davarocr - INFO - Epoch [3][200/541] lr: 1.076e-05, eta: 1:17:36, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0439, loss: 0.0439, grad_norm: 2.9708 +2022-03-10 21:48:00,337 - davarocr - INFO - Epoch [3][205/541] lr: 1.081e-05, eta: 1:17:34, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0650, loss: 0.0650, grad_norm: 3.5618 +2022-03-10 21:48:01,197 - davarocr - INFO - Epoch [3][210/541] lr: 1.085e-05, eta: 1:17:33, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0522, loss: 0.0522, grad_norm: 3.4703 +2022-03-10 21:48:02,068 - davarocr - INFO - Epoch [3][215/541] lr: 1.089e-05, eta: 1:17:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0514, loss: 0.0514, grad_norm: 3.5420 +2022-03-10 21:48:02,943 - davarocr - INFO - Epoch [3][220/541] lr: 1.093e-05, eta: 1:17:30, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0614, loss: 0.0614, grad_norm: 2.8573 +2022-03-10 21:48:03,812 - davarocr - INFO - Epoch [3][225/541] lr: 1.097e-05, eta: 1:17:28, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0567, loss: 0.0567, grad_norm: 3.0440 +2022-03-10 21:48:04,682 - davarocr - INFO - Epoch [3][230/541] lr: 1.102e-05, eta: 1:17:26, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0546, loss: 0.0546, grad_norm: 3.2254 +2022-03-10 21:48:05,556 - davarocr - INFO - Epoch [3][235/541] lr: 1.106e-05, eta: 1:17:25, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0735, loss: 0.0735, grad_norm: 3.6439 +2022-03-10 21:48:06,426 - davarocr - INFO - Epoch [3][240/541] lr: 1.110e-05, eta: 1:17:23, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0503, loss: 0.0503, grad_norm: 2.8169 +2022-03-10 21:48:07,300 - davarocr - INFO - Epoch [3][245/541] lr: 1.114e-05, eta: 1:17:22, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0750, loss: 0.0750, grad_norm: 2.9868 +2022-03-10 21:48:08,168 - davarocr - INFO - Epoch [3][250/541] lr: 1.118e-05, eta: 1:17:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0607, loss: 0.0607, grad_norm: 2.8662 +2022-03-10 21:48:09,031 - davarocr - INFO - Epoch [3][255/541] lr: 1.123e-05, eta: 1:17:19, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0513, loss: 0.0513, grad_norm: 2.3604 +2022-03-10 21:48:09,892 - davarocr - INFO - Epoch [3][260/541] lr: 1.127e-05, eta: 1:17:17, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0423, loss: 0.0423, grad_norm: 2.5669 +2022-03-10 21:48:10,770 - davarocr - INFO - Epoch [3][265/541] lr: 1.131e-05, eta: 1:17:16, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0813, loss: 0.0813, grad_norm: 3.6431 +2022-03-10 21:48:11,638 - davarocr - INFO - Epoch [3][270/541] lr: 1.135e-05, eta: 1:17:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0542, loss: 0.0542, grad_norm: 2.5377 +2022-03-10 21:48:12,517 - davarocr - INFO - Epoch [3][275/541] lr: 1.139e-05, eta: 1:17:13, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0488, loss: 0.0488, grad_norm: 2.7286 +2022-03-10 21:48:13,409 - davarocr - INFO - Epoch [3][280/541] lr: 1.144e-05, eta: 1:17:12, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0489, loss: 0.0489, grad_norm: 2.9477 +2022-03-10 21:48:14,290 - davarocr - INFO - Epoch [3][285/541] lr: 1.148e-05, eta: 1:17:10, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0543, loss: 0.0543, grad_norm: 2.9712 +2022-03-10 21:48:15,148 - davarocr - INFO - Epoch [3][290/541] lr: 1.152e-05, eta: 1:17:08, time: 0.169, data_time: 0.007, memory: 5185, loss_cls: 0.0607, loss: 0.0607, grad_norm: 3.2447 +2022-03-10 21:48:16,020 - davarocr - INFO - Epoch [3][295/541] lr: 1.156e-05, eta: 1:17:07, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0648, loss: 0.0648, grad_norm: 2.7371 +2022-03-10 21:48:16,885 - davarocr - INFO - Epoch [3][300/541] lr: 1.160e-05, eta: 1:17:06, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0520, loss: 0.0520, grad_norm: 2.5747 +2022-03-10 21:48:17,748 - davarocr - INFO - Epoch [3][305/541] lr: 1.165e-05, eta: 1:17:04, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0785, loss: 0.0785, grad_norm: 3.1220 +2022-03-10 21:48:18,617 - davarocr - INFO - Epoch [3][310/541] lr: 1.169e-05, eta: 1:17:03, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0476, loss: 0.0476, grad_norm: 3.1626 +2022-03-10 21:48:19,488 - davarocr - INFO - Epoch [3][315/541] lr: 1.173e-05, eta: 1:17:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0682, loss: 0.0682, grad_norm: 3.0042 +2022-03-10 21:48:20,352 - davarocr - INFO - Epoch [3][320/541] lr: 1.177e-05, eta: 1:17:00, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0495, loss: 0.0495, grad_norm: 2.4899 +2022-03-10 21:48:21,230 - davarocr - INFO - Epoch [3][325/541] lr: 1.181e-05, eta: 1:16:58, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0451, loss: 0.0451, grad_norm: 2.4613 +2022-03-10 21:48:22,099 - davarocr - INFO - Epoch [3][330/541] lr: 1.186e-05, eta: 1:16:57, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0329, loss: 0.0329, grad_norm: 2.5929 +2022-03-10 21:48:22,974 - davarocr - INFO - Epoch [3][335/541] lr: 1.190e-05, eta: 1:16:55, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0594, loss: 0.0594, grad_norm: 3.0692 +2022-03-10 21:48:23,844 - davarocr - INFO - Epoch [3][340/541] lr: 1.194e-05, eta: 1:16:54, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0521, loss: 0.0521, grad_norm: 2.6453 +2022-03-10 21:48:24,716 - davarocr - INFO - Epoch [3][345/541] lr: 1.198e-05, eta: 1:16:53, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0572, loss: 0.0572, grad_norm: 2.7875 +2022-03-10 21:48:25,586 - davarocr - INFO - Epoch [3][350/541] lr: 1.202e-05, eta: 1:16:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0390, loss: 0.0390, grad_norm: 2.7717 +2022-03-10 21:48:26,452 - davarocr - INFO - Epoch [3][355/541] lr: 1.207e-05, eta: 1:16:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0669, loss: 0.0669, grad_norm: 3.2051 +2022-03-10 21:48:27,330 - davarocr - INFO - Epoch [3][360/541] lr: 1.211e-05, eta: 1:16:48, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0619, loss: 0.0619, grad_norm: 3.1649 +2022-03-10 21:48:28,194 - davarocr - INFO - Epoch [3][365/541] lr: 1.215e-05, eta: 1:16:47, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0557, loss: 0.0557, grad_norm: 3.1495 +2022-03-10 21:48:29,063 - davarocr - INFO - Epoch [3][370/541] lr: 1.219e-05, eta: 1:16:45, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0773, loss: 0.0773, grad_norm: 3.2398 +2022-03-10 21:48:29,930 - davarocr - INFO - Epoch [3][375/541] lr: 1.223e-05, eta: 1:16:44, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0518, loss: 0.0518, grad_norm: 3.0127 +2022-03-10 21:48:30,803 - davarocr - INFO - Epoch [3][380/541] lr: 1.228e-05, eta: 1:16:43, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0741, loss: 0.0741, grad_norm: 4.0418 +2022-03-10 21:48:31,669 - davarocr - INFO - Epoch [3][385/541] lr: 1.232e-05, eta: 1:16:41, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0684, loss: 0.0684, grad_norm: 2.6795 +2022-03-10 21:48:32,533 - davarocr - INFO - Epoch [3][390/541] lr: 1.236e-05, eta: 1:16:40, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0449, loss: 0.0449, grad_norm: 2.8719 +2022-03-10 21:48:33,407 - davarocr - INFO - Epoch [3][395/541] lr: 1.240e-05, eta: 1:16:38, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0599, loss: 0.0599, grad_norm: 2.9228 +2022-03-10 21:48:34,278 - davarocr - INFO - Epoch [3][400/541] lr: 1.244e-05, eta: 1:16:37, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0525, loss: 0.0525, grad_norm: 2.9840 +2022-03-10 21:48:35,138 - davarocr - INFO - Epoch [3][405/541] lr: 1.249e-05, eta: 1:16:35, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0455, loss: 0.0455, grad_norm: 2.5218 +2022-03-10 21:48:35,999 - davarocr - INFO - Epoch [3][410/541] lr: 1.253e-05, eta: 1:16:34, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0630, loss: 0.0630, grad_norm: 3.2290 +2022-03-10 21:48:36,870 - davarocr - INFO - Epoch [3][415/541] lr: 1.257e-05, eta: 1:16:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0593, loss: 0.0593, grad_norm: 3.2095 +2022-03-10 21:48:37,742 - davarocr - INFO - Epoch [3][420/541] lr: 1.261e-05, eta: 1:16:31, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0510, loss: 0.0510, grad_norm: 2.5827 +2022-03-10 21:48:38,611 - davarocr - INFO - Epoch [3][425/541] lr: 1.265e-05, eta: 1:16:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0394, loss: 0.0394, grad_norm: 3.0028 +2022-03-10 21:48:39,484 - davarocr - INFO - Epoch [3][430/541] lr: 1.270e-05, eta: 1:16:28, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0648, loss: 0.0648, grad_norm: 2.7217 +2022-03-10 21:48:40,362 - davarocr - INFO - Epoch [3][435/541] lr: 1.274e-05, eta: 1:16:27, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0903, loss: 0.0903, grad_norm: 4.2610 +2022-03-10 21:48:41,226 - davarocr - INFO - Epoch [3][440/541] lr: 1.278e-05, eta: 1:16:25, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.1116, loss: 0.1116, grad_norm: 3.4500 +2022-03-10 21:48:42,108 - davarocr - INFO - Epoch [3][445/541] lr: 1.282e-05, eta: 1:16:24, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0703, loss: 0.0703, grad_norm: 3.5415 +2022-03-10 21:48:42,982 - davarocr - INFO - Epoch [3][450/541] lr: 1.286e-05, eta: 1:16:23, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0524, loss: 0.0524, grad_norm: 2.7480 +2022-03-10 21:48:43,854 - davarocr - INFO - Epoch [3][455/541] lr: 1.291e-05, eta: 1:16:22, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0476, loss: 0.0476, grad_norm: 2.6827 +2022-03-10 21:48:44,723 - davarocr - INFO - Epoch [3][460/541] lr: 1.295e-05, eta: 1:16:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0571, loss: 0.0571, grad_norm: 2.8431 +2022-03-10 21:48:45,595 - davarocr - INFO - Epoch [3][465/541] lr: 1.299e-05, eta: 1:16:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0604, loss: 0.0604, grad_norm: 3.2256 +2022-03-10 21:48:46,464 - davarocr - INFO - Epoch [3][470/541] lr: 1.303e-05, eta: 1:16:18, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0518, loss: 0.0518, grad_norm: 3.6457 +2022-03-10 21:48:47,333 - davarocr - INFO - Epoch [3][475/541] lr: 1.307e-05, eta: 1:16:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0662, loss: 0.0662, grad_norm: 2.3559 +2022-03-10 21:48:48,207 - davarocr - INFO - Epoch [3][480/541] lr: 1.312e-05, eta: 1:16:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0674, loss: 0.0674, grad_norm: 2.8322 +2022-03-10 21:48:49,074 - davarocr - INFO - Epoch [3][485/541] lr: 1.316e-05, eta: 1:16:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0571, loss: 0.0571, grad_norm: 2.5901 +2022-03-10 21:48:49,937 - davarocr - INFO - Epoch [3][490/541] lr: 1.320e-05, eta: 1:16:12, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0652, loss: 0.0652, grad_norm: 3.0214 +2022-03-10 21:48:50,806 - davarocr - INFO - Epoch [3][495/541] lr: 1.324e-05, eta: 1:16:11, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.1235, loss: 0.1235, grad_norm: 3.3186 +2022-03-10 21:48:51,671 - davarocr - INFO - Epoch [3][500/541] lr: 1.328e-05, eta: 1:16:09, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0861, loss: 0.0861, grad_norm: 2.5219 +2022-03-10 21:48:52,538 - davarocr - INFO - Epoch [3][505/541] lr: 1.333e-05, eta: 1:16:08, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0826, loss: 0.0826, grad_norm: 2.9887 +2022-03-10 21:48:53,398 - davarocr - INFO - Epoch [3][510/541] lr: 1.337e-05, eta: 1:16:06, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0537, loss: 0.0537, grad_norm: 2.6497 +2022-03-10 21:48:54,261 - davarocr - INFO - Epoch [3][515/541] lr: 1.341e-05, eta: 1:16:05, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0932, loss: 0.0932, grad_norm: 3.0157 +2022-03-10 21:48:55,128 - davarocr - INFO - Epoch [3][520/541] lr: 1.345e-05, eta: 1:16:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0594, loss: 0.0594, grad_norm: 2.1621 +2022-03-10 21:48:55,999 - davarocr - INFO - Epoch [3][525/541] lr: 1.349e-05, eta: 1:16:02, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0474, loss: 0.0474, grad_norm: 2.0852 +2022-03-10 21:48:56,865 - davarocr - INFO - Epoch [3][530/541] lr: 1.354e-05, eta: 1:16:01, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0743, loss: 0.0743, grad_norm: 2.8161 +2022-03-10 21:48:57,760 - davarocr - INFO - Epoch [3][535/541] lr: 1.358e-05, eta: 1:16:00, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0624, loss: 0.0624, grad_norm: 2.8834 +2022-03-10 21:48:58,625 - davarocr - INFO - Epoch [3][540/541] lr: 1.362e-05, eta: 1:15:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0628, loss: 0.0628, grad_norm: 2.4286 +2022-03-10 21:49:12,979 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9081294254727974 +2022-03-10 21:49:12,980 - davarocr - INFO - current_metric 0.9081294254727974 is much better than previous best_metric 0.8988965640979637, saving best model ! +2022-03-10 21:49:12,980 - davarocr - INFO - Saving checkpoint at epoch_3.pth +2022-03-10 21:49:14,859 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:49:14,860 - davarocr - INFO - Epoch(val) [3][541] LOC: {'precision': 0.9184038117927338, 'recall': 0.9244604316546763, 'f1-score': 0.9214221691066627}, PER: {'precision': 0.967964824120603, 'recall': 0.9529993815708101, 'f1-score': 0.9604238080398878}, MISC: {'precision': 0.8148148148148148, 'recall': 0.8148148148148148, 'f1-score': 0.8148148148148148}, ORG: {'precision': 0.9186197916666666, 'recall': 0.8494882600842866, 'f1-score': 0.8827025336252737}, all: {'precision': 0.9195861317843529, 'recall': 0.8969546742209632, 'f1-score': 0.9081294254727974}, hmean: 0.9081 +2022-03-10 21:49:18,039 - davarocr - INFO - Epoch [4][5/541] lr: 1.308e-05, eta: 1:16:30, time: 0.635, data_time: 0.460, memory: 5185, loss_cls: 0.0593, loss: 0.0593, grad_norm: 2.4434 +2022-03-10 21:49:18,910 - davarocr - INFO - Epoch [4][10/541] lr: 1.312e-05, eta: 1:16:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0320, loss: 0.0320, grad_norm: 1.9942 +2022-03-10 21:49:19,790 - davarocr - INFO - Epoch [4][15/541] lr: 1.316e-05, eta: 1:16:28, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0467, loss: 0.0467, grad_norm: 2.8919 +2022-03-10 21:49:20,658 - davarocr - INFO - Epoch [4][20/541] lr: 1.320e-05, eta: 1:16:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0460, loss: 0.0460, grad_norm: 2.2199 +2022-03-10 21:49:21,531 - davarocr - INFO - Epoch [4][25/541] lr: 1.324e-05, eta: 1:16:25, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0363, loss: 0.0363, grad_norm: 2.1234 +2022-03-10 21:49:22,411 - davarocr - INFO - Epoch [4][30/541] lr: 1.328e-05, eta: 1:16:24, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0498, loss: 0.0498, grad_norm: 2.0336 +2022-03-10 21:49:23,282 - davarocr - INFO - Epoch [4][35/541] lr: 1.332e-05, eta: 1:16:22, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0231, loss: 0.0231, grad_norm: 2.1469 +2022-03-10 21:49:24,153 - davarocr - INFO - Epoch [4][40/541] lr: 1.336e-05, eta: 1:16:21, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0832, loss: 0.0832, grad_norm: 2.2956 +2022-03-10 21:49:25,028 - davarocr - INFO - Epoch [4][45/541] lr: 1.340e-05, eta: 1:16:19, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0313, loss: 0.0313, grad_norm: 1.9437 +2022-03-10 21:49:25,900 - davarocr - INFO - Epoch [4][50/541] lr: 1.344e-05, eta: 1:16:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0305, loss: 0.0305, grad_norm: 2.7352 +2022-03-10 21:49:26,766 - davarocr - INFO - Epoch [4][55/541] lr: 1.348e-05, eta: 1:16:17, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0502, loss: 0.0502, grad_norm: 2.5853 +2022-03-10 21:49:27,638 - davarocr - INFO - Epoch [4][60/541] lr: 1.352e-05, eta: 1:16:15, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0263, loss: 0.0263, grad_norm: 2.0731 +2022-03-10 21:49:28,503 - davarocr - INFO - Epoch [4][65/541] lr: 1.356e-05, eta: 1:16:14, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0398, loss: 0.0398, grad_norm: 2.3916 +2022-03-10 21:49:29,366 - davarocr - INFO - Epoch [4][70/541] lr: 1.360e-05, eta: 1:16:12, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0256, loss: 0.0256, grad_norm: 2.0284 +2022-03-10 21:49:30,241 - davarocr - INFO - Epoch [4][75/541] lr: 1.364e-05, eta: 1:16:11, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0447, loss: 0.0447, grad_norm: 2.7654 +2022-03-10 21:49:31,110 - davarocr - INFO - Epoch [4][80/541] lr: 1.368e-05, eta: 1:16:10, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0425, loss: 0.0425, grad_norm: 2.4821 +2022-03-10 21:49:31,977 - davarocr - INFO - Epoch [4][85/541] lr: 1.372e-05, eta: 1:16:08, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0343, loss: 0.0343, grad_norm: 2.0316 +2022-03-10 21:49:32,848 - davarocr - INFO - Epoch [4][90/541] lr: 1.376e-05, eta: 1:16:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0350, loss: 0.0350, grad_norm: 3.6485 +2022-03-10 21:49:33,710 - davarocr - INFO - Epoch [4][95/541] lr: 1.380e-05, eta: 1:16:05, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0292, loss: 0.0292, grad_norm: 1.6847 +2022-03-10 21:49:34,573 - davarocr - INFO - Epoch [4][100/541] lr: 1.384e-05, eta: 1:16:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0230, loss: 0.0230, grad_norm: 1.7689 +2022-03-10 21:49:35,448 - davarocr - INFO - Epoch [4][105/541] lr: 1.388e-05, eta: 1:16:03, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0154, loss: 0.0154, grad_norm: 1.4899 +2022-03-10 21:49:36,308 - davarocr - INFO - Epoch [4][110/541] lr: 1.392e-05, eta: 1:16:01, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0603, loss: 0.0603, grad_norm: 2.2645 +2022-03-10 21:49:37,171 - davarocr - INFO - Epoch [4][115/541] lr: 1.396e-05, eta: 1:16:00, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0228, loss: 0.0228, grad_norm: 1.7611 +2022-03-10 21:49:38,046 - davarocr - INFO - Epoch [4][120/541] lr: 1.400e-05, eta: 1:15:58, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0447, loss: 0.0447, grad_norm: 1.6612 +2022-03-10 21:49:38,920 - davarocr - INFO - Epoch [4][125/541] lr: 1.404e-05, eta: 1:15:57, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0568, loss: 0.0568, grad_norm: 2.2563 +2022-03-10 21:49:39,791 - davarocr - INFO - Epoch [4][130/541] lr: 1.408e-05, eta: 1:15:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0284, loss: 0.0284, grad_norm: 2.2860 +2022-03-10 21:49:40,659 - davarocr - INFO - Epoch [4][135/541] lr: 1.412e-05, eta: 1:15:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0551, loss: 0.0551, grad_norm: 2.3361 +2022-03-10 21:49:41,533 - davarocr - INFO - Epoch [4][140/541] lr: 1.416e-05, eta: 1:15:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0957, loss: 0.0957, grad_norm: 2.9653 +2022-03-10 21:49:42,401 - davarocr - INFO - Epoch [4][145/541] lr: 1.420e-05, eta: 1:15:52, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0366, loss: 0.0366, grad_norm: 1.7692 +2022-03-10 21:49:43,262 - davarocr - INFO - Epoch [4][150/541] lr: 1.424e-05, eta: 1:15:50, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0435, loss: 0.0435, grad_norm: 1.6988 +2022-03-10 21:49:44,141 - davarocr - INFO - Epoch [4][155/541] lr: 1.428e-05, eta: 1:15:49, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0620, loss: 0.0620, grad_norm: 2.0532 +2022-03-10 21:49:45,012 - davarocr - INFO - Epoch [4][160/541] lr: 1.432e-05, eta: 1:15:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0345, loss: 0.0345, grad_norm: 1.9023 +2022-03-10 21:49:45,892 - davarocr - INFO - Epoch [4][165/541] lr: 1.436e-05, eta: 1:15:47, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0361, loss: 0.0361, grad_norm: 1.7289 +2022-03-10 21:49:46,772 - davarocr - INFO - Epoch [4][170/541] lr: 1.440e-05, eta: 1:15:45, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0545, loss: 0.0545, grad_norm: 2.1156 +2022-03-10 21:49:47,642 - davarocr - INFO - Epoch [4][175/541] lr: 1.444e-05, eta: 1:15:44, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0363, loss: 0.0363, grad_norm: 2.0578 +2022-03-10 21:49:48,511 - davarocr - INFO - Epoch [4][180/541] lr: 1.448e-05, eta: 1:15:43, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0217, loss: 0.0217, grad_norm: 1.6707 +2022-03-10 21:49:49,384 - davarocr - INFO - Epoch [4][185/541] lr: 1.452e-05, eta: 1:15:41, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0371, loss: 0.0371, grad_norm: 2.0184 +2022-03-10 21:49:50,252 - davarocr - INFO - Epoch [4][190/541] lr: 1.456e-05, eta: 1:15:40, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0460, loss: 0.0460, grad_norm: 2.3510 +2022-03-10 21:49:51,110 - davarocr - INFO - Epoch [4][195/541] lr: 1.460e-05, eta: 1:15:39, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0314, loss: 0.0314, grad_norm: 1.8709 +2022-03-10 21:49:51,974 - davarocr - INFO - Epoch [4][200/541] lr: 1.464e-05, eta: 1:15:37, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0422, loss: 0.0422, grad_norm: 2.4873 +2022-03-10 21:49:52,846 - davarocr - INFO - Epoch [4][205/541] lr: 1.468e-05, eta: 1:15:36, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0573, loss: 0.0573, grad_norm: 2.3108 +2022-03-10 21:49:53,713 - davarocr - INFO - Epoch [4][210/541] lr: 1.472e-05, eta: 1:15:35, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0279, loss: 0.0279, grad_norm: 1.9226 +2022-03-10 21:49:54,582 - davarocr - INFO - Epoch [4][215/541] lr: 1.476e-05, eta: 1:15:33, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0653, loss: 0.0653, grad_norm: 2.4217 +2022-03-10 21:49:55,449 - davarocr - INFO - Epoch [4][220/541] lr: 1.480e-05, eta: 1:15:32, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0399, loss: 0.0399, grad_norm: 2.3246 +2022-03-10 21:49:56,311 - davarocr - INFO - Epoch [4][225/541] lr: 1.484e-05, eta: 1:15:31, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0278, loss: 0.0278, grad_norm: 2.1160 +2022-03-10 21:49:57,180 - davarocr - INFO - Epoch [4][230/541] lr: 1.488e-05, eta: 1:15:29, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0321, loss: 0.0321, grad_norm: 2.0182 +2022-03-10 21:49:58,051 - davarocr - INFO - Epoch [4][235/541] lr: 1.492e-05, eta: 1:15:28, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0427, loss: 0.0427, grad_norm: 2.5177 +2022-03-10 21:49:58,910 - davarocr - INFO - Epoch [4][240/541] lr: 1.496e-05, eta: 1:15:27, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0551, loss: 0.0551, grad_norm: 3.0690 +2022-03-10 21:49:59,784 - davarocr - INFO - Epoch [4][245/541] lr: 1.500e-05, eta: 1:15:25, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0235, loss: 0.0235, grad_norm: 2.2454 +2022-03-10 21:50:00,651 - davarocr - INFO - Epoch [4][250/541] lr: 1.504e-05, eta: 1:15:24, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0258, loss: 0.0258, grad_norm: 2.2476 +2022-03-10 21:50:01,522 - davarocr - INFO - Epoch [4][255/541] lr: 1.509e-05, eta: 1:15:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0557, loss: 0.0557, grad_norm: 2.8495 +2022-03-10 21:50:02,388 - davarocr - INFO - Epoch [4][260/541] lr: 1.513e-05, eta: 1:15:22, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0645, loss: 0.0645, grad_norm: 2.2490 +2022-03-10 21:50:03,260 - davarocr - INFO - Epoch [4][265/541] lr: 1.517e-05, eta: 1:15:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0281, loss: 0.0281, grad_norm: 2.4716 +2022-03-10 21:50:04,131 - davarocr - INFO - Epoch [4][270/541] lr: 1.521e-05, eta: 1:15:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0400, loss: 0.0400, grad_norm: 2.7291 +2022-03-10 21:50:05,011 - davarocr - INFO - Epoch [4][275/541] lr: 1.525e-05, eta: 1:15:18, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0295, loss: 0.0295, grad_norm: 2.2018 +2022-03-10 21:50:05,871 - davarocr - INFO - Epoch [4][280/541] lr: 1.529e-05, eta: 1:15:16, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0675, loss: 0.0675, grad_norm: 2.3655 +2022-03-10 21:50:06,740 - davarocr - INFO - Epoch [4][285/541] lr: 1.533e-05, eta: 1:15:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0343, loss: 0.0343, grad_norm: 2.0768 +2022-03-10 21:50:07,615 - davarocr - INFO - Epoch [4][290/541] lr: 1.537e-05, eta: 1:15:14, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0305, loss: 0.0305, grad_norm: 1.9058 +2022-03-10 21:50:08,488 - davarocr - INFO - Epoch [4][295/541] lr: 1.541e-05, eta: 1:15:13, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0344, loss: 0.0344, grad_norm: 1.9211 +2022-03-10 21:50:09,361 - davarocr - INFO - Epoch [4][300/541] lr: 1.545e-05, eta: 1:15:12, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0439, loss: 0.0439, grad_norm: 2.1340 +2022-03-10 21:50:10,228 - davarocr - INFO - Epoch [4][305/541] lr: 1.549e-05, eta: 1:15:10, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0430, loss: 0.0430, grad_norm: 2.9675 +2022-03-10 21:50:11,105 - davarocr - INFO - Epoch [4][310/541] lr: 1.553e-05, eta: 1:15:09, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0448, loss: 0.0448, grad_norm: 1.9932 +2022-03-10 21:50:11,984 - davarocr - INFO - Epoch [4][315/541] lr: 1.557e-05, eta: 1:15:08, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0359, loss: 0.0359, grad_norm: 2.3041 +2022-03-10 21:50:12,850 - davarocr - INFO - Epoch [4][320/541] lr: 1.561e-05, eta: 1:15:07, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0510, loss: 0.0510, grad_norm: 2.8689 +2022-03-10 21:50:13,718 - davarocr - INFO - Epoch [4][325/541] lr: 1.565e-05, eta: 1:15:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0324, loss: 0.0324, grad_norm: 1.9499 +2022-03-10 21:50:14,591 - davarocr - INFO - Epoch [4][330/541] lr: 1.569e-05, eta: 1:15:04, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0245, loss: 0.0245, grad_norm: 2.1607 +2022-03-10 21:50:15,471 - davarocr - INFO - Epoch [4][335/541] lr: 1.573e-05, eta: 1:15:03, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0321, loss: 0.0321, grad_norm: 2.1775 +2022-03-10 21:50:16,342 - davarocr - INFO - Epoch [4][340/541] lr: 1.577e-05, eta: 1:15:02, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0499, loss: 0.0499, grad_norm: 2.9428 +2022-03-10 21:50:17,223 - davarocr - INFO - Epoch [4][345/541] lr: 1.581e-05, eta: 1:15:01, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0192, loss: 0.0192, grad_norm: 2.1182 +2022-03-10 21:50:18,091 - davarocr - INFO - Epoch [4][350/541] lr: 1.585e-05, eta: 1:14:59, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0522, loss: 0.0522, grad_norm: 3.1134 +2022-03-10 21:50:18,961 - davarocr - INFO - Epoch [4][355/541] lr: 1.589e-05, eta: 1:14:58, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0443, loss: 0.0443, grad_norm: 2.8487 +2022-03-10 21:50:19,835 - davarocr - INFO - Epoch [4][360/541] lr: 1.593e-05, eta: 1:14:57, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0559, loss: 0.0559, grad_norm: 2.5146 +2022-03-10 21:50:20,707 - davarocr - INFO - Epoch [4][365/541] lr: 1.597e-05, eta: 1:14:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0853, loss: 0.0853, grad_norm: 2.7875 +2022-03-10 21:50:21,573 - davarocr - INFO - Epoch [4][370/541] lr: 1.601e-05, eta: 1:14:54, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0357, loss: 0.0357, grad_norm: 2.9558 +2022-03-10 21:50:22,443 - davarocr - INFO - Epoch [4][375/541] lr: 1.605e-05, eta: 1:14:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0352, loss: 0.0352, grad_norm: 2.3290 +2022-03-10 21:50:23,325 - davarocr - INFO - Epoch [4][380/541] lr: 1.609e-05, eta: 1:14:52, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0473, loss: 0.0473, grad_norm: 2.2582 +2022-03-10 21:50:24,188 - davarocr - INFO - Epoch [4][385/541] lr: 1.613e-05, eta: 1:14:51, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0401, loss: 0.0401, grad_norm: 2.5637 +2022-03-10 21:50:25,059 - davarocr - INFO - Epoch [4][390/541] lr: 1.617e-05, eta: 1:14:50, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0282, loss: 0.0282, grad_norm: 1.9320 +2022-03-10 21:50:25,930 - davarocr - INFO - Epoch [4][395/541] lr: 1.621e-05, eta: 1:14:48, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0500, loss: 0.0500, grad_norm: 2.2608 +2022-03-10 21:50:26,797 - davarocr - INFO - Epoch [4][400/541] lr: 1.625e-05, eta: 1:14:47, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0462, loss: 0.0462, grad_norm: 2.7578 +2022-03-10 21:50:27,661 - davarocr - INFO - Epoch [4][405/541] lr: 1.629e-05, eta: 1:14:46, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0344, loss: 0.0344, grad_norm: 2.0535 +2022-03-10 21:50:28,526 - davarocr - INFO - Epoch [4][410/541] lr: 1.633e-05, eta: 1:14:45, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0312, loss: 0.0312, grad_norm: 2.0458 +2022-03-10 21:50:29,389 - davarocr - INFO - Epoch [4][415/541] lr: 1.637e-05, eta: 1:14:43, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0225, loss: 0.0225, grad_norm: 1.8908 +2022-03-10 21:50:30,259 - davarocr - INFO - Epoch [4][420/541] lr: 1.641e-05, eta: 1:14:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0293, loss: 0.0293, grad_norm: 2.1945 +2022-03-10 21:50:31,133 - davarocr - INFO - Epoch [4][425/541] lr: 1.645e-05, eta: 1:14:41, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0245, loss: 0.0245, grad_norm: 2.1326 +2022-03-10 21:50:32,005 - davarocr - INFO - Epoch [4][430/541] lr: 1.649e-05, eta: 1:14:40, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0832, loss: 0.0832, grad_norm: 2.6434 +2022-03-10 21:50:32,877 - davarocr - INFO - Epoch [4][435/541] lr: 1.653e-05, eta: 1:14:38, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0328, loss: 0.0328, grad_norm: 2.5720 +2022-03-10 21:50:33,760 - davarocr - INFO - Epoch [4][440/541] lr: 1.657e-05, eta: 1:14:37, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0316, loss: 0.0316, grad_norm: 2.3482 +2022-03-10 21:50:34,629 - davarocr - INFO - Epoch [4][445/541] lr: 1.661e-05, eta: 1:14:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0309, loss: 0.0309, grad_norm: 2.1151 +2022-03-10 21:50:35,497 - davarocr - INFO - Epoch [4][450/541] lr: 1.665e-05, eta: 1:14:35, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0162, loss: 0.0162, grad_norm: 2.0367 +2022-03-10 21:50:36,369 - davarocr - INFO - Epoch [4][455/541] lr: 1.669e-05, eta: 1:14:34, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0268, loss: 0.0268, grad_norm: 2.1832 +2022-03-10 21:50:37,234 - davarocr - INFO - Epoch [4][460/541] lr: 1.673e-05, eta: 1:14:33, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0289, loss: 0.0289, grad_norm: 2.4137 +2022-03-10 21:50:38,095 - davarocr - INFO - Epoch [4][465/541] lr: 1.677e-05, eta: 1:14:31, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0592, loss: 0.0592, grad_norm: 2.9007 +2022-03-10 21:50:38,963 - davarocr - INFO - Epoch [4][470/541] lr: 1.681e-05, eta: 1:14:30, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0296, loss: 0.0296, grad_norm: 2.4079 +2022-03-10 21:50:39,833 - davarocr - INFO - Epoch [4][475/541] lr: 1.685e-05, eta: 1:14:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0492, loss: 0.0492, grad_norm: 2.6971 +2022-03-10 21:50:40,691 - davarocr - INFO - Epoch [4][480/541] lr: 1.689e-05, eta: 1:14:27, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0250, loss: 0.0250, grad_norm: 2.1882 +2022-03-10 21:50:41,559 - davarocr - INFO - Epoch [4][485/541] lr: 1.693e-05, eta: 1:14:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0342, loss: 0.0342, grad_norm: 2.7899 +2022-03-10 21:50:42,424 - davarocr - INFO - Epoch [4][490/541] lr: 1.697e-05, eta: 1:14:25, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0472, loss: 0.0472, grad_norm: 3.0624 +2022-03-10 21:50:43,290 - davarocr - INFO - Epoch [4][495/541] lr: 1.701e-05, eta: 1:14:24, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0420, loss: 0.0420, grad_norm: 2.5612 +2022-03-10 21:50:44,152 - davarocr - INFO - Epoch [4][500/541] lr: 1.705e-05, eta: 1:14:22, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0180, loss: 0.0180, grad_norm: 2.1408 +2022-03-10 21:50:45,020 - davarocr - INFO - Epoch [4][505/541] lr: 1.709e-05, eta: 1:14:21, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0447, loss: 0.0447, grad_norm: 2.3968 +2022-03-10 21:50:45,882 - davarocr - INFO - Epoch [4][510/541] lr: 1.713e-05, eta: 1:14:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0313, loss: 0.0313, grad_norm: 2.6690 +2022-03-10 21:50:46,745 - davarocr - INFO - Epoch [4][515/541] lr: 1.717e-05, eta: 1:14:19, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0748, loss: 0.0748, grad_norm: 2.8390 +2022-03-10 21:50:47,622 - davarocr - INFO - Epoch [4][520/541] lr: 1.721e-05, eta: 1:14:18, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0552, loss: 0.0552, grad_norm: 2.6520 +2022-03-10 21:50:48,483 - davarocr - INFO - Epoch [4][525/541] lr: 1.725e-05, eta: 1:14:16, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0344, loss: 0.0344, grad_norm: 2.5572 +2022-03-10 21:50:49,344 - davarocr - INFO - Epoch [4][530/541] lr: 1.730e-05, eta: 1:14:15, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0438, loss: 0.0438, grad_norm: 2.7861 +2022-03-10 21:50:50,206 - davarocr - INFO - Epoch [4][535/541] lr: 1.734e-05, eta: 1:14:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0583, loss: 0.0583, grad_norm: 2.8029 +2022-03-10 21:50:51,071 - davarocr - INFO - Epoch [4][540/541] lr: 1.738e-05, eta: 1:14:12, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0319, loss: 0.0319, grad_norm: 3.0176 +2022-03-10 21:51:05,544 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9183673469387755 +2022-03-10 21:51:05,545 - davarocr - INFO - current_metric 0.9183673469387755 is much better than previous best_metric 0.9081294254727974, saving best model ! +2022-03-10 21:51:05,545 - davarocr - INFO - Saving checkpoint at epoch_4.pth +2022-03-10 21:51:07,426 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:51:07,426 - davarocr - INFO - Epoch(val) [4][541] LOC: {'precision': 0.936931473620376, 'recall': 0.9262589928057554, 'f1-score': 0.9315646668676515}, PER: {'precision': 0.9564684242795831, 'recall': 0.9647495361781077, 'f1-score': 0.9605911330049263}, MISC: {'precision': 0.823943661971831, 'recall': 0.8333333333333334, 'f1-score': 0.8286118980169972}, ORG: {'precision': 0.9099264705882353, 'recall': 0.8940397350993378, 'f1-score': 0.9019131491041603}, all: {'precision': 0.9204909284951974, 'recall': 0.9162535410764873, 'f1-score': 0.9183673469387755}, hmean: 0.9184 +2022-03-10 21:51:10,613 - davarocr - INFO - Epoch [5][5/541] lr: 1.670e-05, eta: 1:14:36, time: 0.636, data_time: 0.462, memory: 5185, loss_cls: 0.0372, loss: 0.0372, grad_norm: 2.3705 +2022-03-10 21:51:11,496 - davarocr - INFO - Epoch [5][10/541] lr: 1.674e-05, eta: 1:14:34, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0511, loss: 0.0511, grad_norm: 2.1543 +2022-03-10 21:51:12,397 - davarocr - INFO - Epoch [5][15/541] lr: 1.677e-05, eta: 1:14:34, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0332, loss: 0.0332, grad_norm: 2.0699 +2022-03-10 21:51:13,267 - davarocr - INFO - Epoch [5][20/541] lr: 1.681e-05, eta: 1:14:32, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0258, loss: 0.0258, grad_norm: 2.0701 +2022-03-10 21:51:14,136 - davarocr - INFO - Epoch [5][25/541] lr: 1.685e-05, eta: 1:14:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0225, loss: 0.0225, grad_norm: 2.0042 +2022-03-10 21:51:15,000 - davarocr - INFO - Epoch [5][30/541] lr: 1.689e-05, eta: 1:14:30, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0201, loss: 0.0201, grad_norm: 2.4970 +2022-03-10 21:51:15,868 - davarocr - INFO - Epoch [5][35/541] lr: 1.693e-05, eta: 1:14:29, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0325, loss: 0.0325, grad_norm: 2.4375 +2022-03-10 21:51:16,735 - davarocr - INFO - Epoch [5][40/541] lr: 1.697e-05, eta: 1:14:27, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0274, loss: 0.0274, grad_norm: 2.1624 +2022-03-10 21:51:17,606 - davarocr - INFO - Epoch [5][45/541] lr: 1.701e-05, eta: 1:14:26, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0295, loss: 0.0295, grad_norm: 3.4072 +2022-03-10 21:51:18,502 - davarocr - INFO - Epoch [5][50/541] lr: 1.704e-05, eta: 1:14:25, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0289, loss: 0.0289, grad_norm: 2.0546 +2022-03-10 21:51:19,399 - davarocr - INFO - Epoch [5][55/541] lr: 1.708e-05, eta: 1:14:24, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0331, loss: 0.0331, grad_norm: 2.2413 +2022-03-10 21:51:20,298 - davarocr - INFO - Epoch [5][60/541] lr: 1.712e-05, eta: 1:14:23, time: 0.181, data_time: 0.007, memory: 5185, loss_cls: 0.0156, loss: 0.0156, grad_norm: 2.1669 +2022-03-10 21:51:21,164 - davarocr - INFO - Epoch [5][65/541] lr: 1.716e-05, eta: 1:14:22, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0235, loss: 0.0235, grad_norm: 2.2657 +2022-03-10 21:51:22,035 - davarocr - INFO - Epoch [5][70/541] lr: 1.720e-05, eta: 1:14:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0341, loss: 0.0341, grad_norm: 2.0133 +2022-03-10 21:51:22,908 - davarocr - INFO - Epoch [5][75/541] lr: 1.724e-05, eta: 1:14:20, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0375, loss: 0.0375, grad_norm: 2.4941 +2022-03-10 21:51:23,784 - davarocr - INFO - Epoch [5][80/541] lr: 1.728e-05, eta: 1:14:18, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0322, loss: 0.0322, grad_norm: 2.0686 +2022-03-10 21:51:24,661 - davarocr - INFO - Epoch [5][85/541] lr: 1.731e-05, eta: 1:14:17, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0514, loss: 0.0514, grad_norm: 2.7126 +2022-03-10 21:51:25,524 - davarocr - INFO - Epoch [5][90/541] lr: 1.735e-05, eta: 1:14:16, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0221, loss: 0.0221, grad_norm: 2.1647 +2022-03-10 21:51:26,389 - davarocr - INFO - Epoch [5][95/541] lr: 1.739e-05, eta: 1:14:15, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0334, loss: 0.0334, grad_norm: 2.2424 +2022-03-10 21:51:27,273 - davarocr - INFO - Epoch [5][100/541] lr: 1.743e-05, eta: 1:14:14, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0321, loss: 0.0321, grad_norm: 2.3844 +2022-03-10 21:51:28,139 - davarocr - INFO - Epoch [5][105/541] lr: 1.747e-05, eta: 1:14:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0254, loss: 0.0254, grad_norm: 2.3096 +2022-03-10 21:51:29,003 - davarocr - INFO - Epoch [5][110/541] lr: 1.751e-05, eta: 1:14:11, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0190, loss: 0.0190, grad_norm: 2.6455 +2022-03-10 21:51:29,880 - davarocr - INFO - Epoch [5][115/541] lr: 1.754e-05, eta: 1:14:10, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0178, loss: 0.0178, grad_norm: 1.7965 +2022-03-10 21:51:30,749 - davarocr - INFO - Epoch [5][120/541] lr: 1.758e-05, eta: 1:14:09, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0181, loss: 0.0181, grad_norm: 2.0101 +2022-03-10 21:51:31,612 - davarocr - INFO - Epoch [5][125/541] lr: 1.762e-05, eta: 1:14:08, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0177, loss: 0.0177, grad_norm: 2.0077 +2022-03-10 21:51:32,483 - davarocr - INFO - Epoch [5][130/541] lr: 1.766e-05, eta: 1:14:06, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0502, loss: 0.0502, grad_norm: 2.3694 +2022-03-10 21:51:33,356 - davarocr - INFO - Epoch [5][135/541] lr: 1.770e-05, eta: 1:14:05, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0197, loss: 0.0197, grad_norm: 1.9978 +2022-03-10 21:51:34,226 - davarocr - INFO - Epoch [5][140/541] lr: 1.774e-05, eta: 1:14:04, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0109, loss: 0.0109, grad_norm: 1.8922 +2022-03-10 21:51:35,103 - davarocr - INFO - Epoch [5][145/541] lr: 1.778e-05, eta: 1:14:03, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0360, loss: 0.0360, grad_norm: 2.1666 +2022-03-10 21:51:35,973 - davarocr - INFO - Epoch [5][150/541] lr: 1.781e-05, eta: 1:14:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0161, loss: 0.0161, grad_norm: 1.8549 +2022-03-10 21:51:36,854 - davarocr - INFO - Epoch [5][155/541] lr: 1.785e-05, eta: 1:14:01, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0301, loss: 0.0301, grad_norm: 1.9772 +2022-03-10 21:51:37,728 - davarocr - INFO - Epoch [5][160/541] lr: 1.789e-05, eta: 1:13:59, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0347, loss: 0.0347, grad_norm: 2.4009 +2022-03-10 21:51:38,596 - davarocr - INFO - Epoch [5][165/541] lr: 1.793e-05, eta: 1:13:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0489, loss: 0.0489, grad_norm: 2.8444 +2022-03-10 21:51:39,461 - davarocr - INFO - Epoch [5][170/541] lr: 1.797e-05, eta: 1:13:57, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0286, loss: 0.0286, grad_norm: 2.1035 +2022-03-10 21:51:40,340 - davarocr - INFO - Epoch [5][175/541] lr: 1.801e-05, eta: 1:13:56, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0169, loss: 0.0169, grad_norm: 2.0950 +2022-03-10 21:51:41,217 - davarocr - INFO - Epoch [5][180/541] lr: 1.805e-05, eta: 1:13:55, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0329, loss: 0.0329, grad_norm: 2.2443 +2022-03-10 21:51:42,078 - davarocr - INFO - Epoch [5][185/541] lr: 1.808e-05, eta: 1:13:53, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0217, loss: 0.0217, grad_norm: 2.4921 +2022-03-10 21:51:42,963 - davarocr - INFO - Epoch [5][190/541] lr: 1.812e-05, eta: 1:13:52, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0235, loss: 0.0235, grad_norm: 2.0644 +2022-03-10 21:51:43,830 - davarocr - INFO - Epoch [5][195/541] lr: 1.816e-05, eta: 1:13:51, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0259, loss: 0.0259, grad_norm: 2.2049 +2022-03-10 21:51:44,723 - davarocr - INFO - Epoch [5][200/541] lr: 1.820e-05, eta: 1:13:50, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0133, loss: 0.0133, grad_norm: 2.1331 +2022-03-10 21:51:45,620 - davarocr - INFO - Epoch [5][205/541] lr: 1.824e-05, eta: 1:13:49, time: 0.180, data_time: 0.009, memory: 5185, loss_cls: 0.0219, loss: 0.0219, grad_norm: 2.7008 +2022-03-10 21:51:46,507 - davarocr - INFO - Epoch [5][210/541] lr: 1.828e-05, eta: 1:13:48, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0176, loss: 0.0176, grad_norm: 2.1808 +2022-03-10 21:51:47,405 - davarocr - INFO - Epoch [5][215/541] lr: 1.832e-05, eta: 1:13:47, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0207, loss: 0.0207, grad_norm: 2.0194 +2022-03-10 21:51:48,307 - davarocr - INFO - Epoch [5][220/541] lr: 1.835e-05, eta: 1:13:47, time: 0.181, data_time: 0.008, memory: 5185, loss_cls: 0.0319, loss: 0.0319, grad_norm: 2.4297 +2022-03-10 21:51:49,198 - davarocr - INFO - Epoch [5][225/541] lr: 1.839e-05, eta: 1:13:46, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0414, loss: 0.0414, grad_norm: 2.2040 +2022-03-10 21:51:50,079 - davarocr - INFO - Epoch [5][230/541] lr: 1.843e-05, eta: 1:13:45, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0262, loss: 0.0262, grad_norm: 2.3616 +2022-03-10 21:51:50,967 - davarocr - INFO - Epoch [5][235/541] lr: 1.847e-05, eta: 1:13:44, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0151, loss: 0.0151, grad_norm: 2.0531 +2022-03-10 21:51:51,854 - davarocr - INFO - Epoch [5][240/541] lr: 1.851e-05, eta: 1:13:43, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0572, loss: 0.0572, grad_norm: 2.9322 +2022-03-10 21:51:52,748 - davarocr - INFO - Epoch [5][245/541] lr: 1.855e-05, eta: 1:13:42, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0232, loss: 0.0232, grad_norm: 2.1530 +2022-03-10 21:51:53,645 - davarocr - INFO - Epoch [5][250/541] lr: 1.858e-05, eta: 1:13:41, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0314, loss: 0.0314, grad_norm: 2.4075 +2022-03-10 21:51:54,538 - davarocr - INFO - Epoch [5][255/541] lr: 1.862e-05, eta: 1:13:40, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0307, loss: 0.0307, grad_norm: 2.6508 +2022-03-10 21:51:55,422 - davarocr - INFO - Epoch [5][260/541] lr: 1.866e-05, eta: 1:13:39, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0257, loss: 0.0257, grad_norm: 2.3699 +2022-03-10 21:51:56,304 - davarocr - INFO - Epoch [5][265/541] lr: 1.870e-05, eta: 1:13:38, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0212, loss: 0.0212, grad_norm: 3.2721 +2022-03-10 21:51:57,196 - davarocr - INFO - Epoch [5][270/541] lr: 1.874e-05, eta: 1:13:37, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0326, loss: 0.0326, grad_norm: 1.8838 +2022-03-10 21:51:58,096 - davarocr - INFO - Epoch [5][275/541] lr: 1.878e-05, eta: 1:13:36, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0261, loss: 0.0261, grad_norm: 2.2352 +2022-03-10 21:51:58,976 - davarocr - INFO - Epoch [5][280/541] lr: 1.882e-05, eta: 1:13:35, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0210, loss: 0.0210, grad_norm: 1.6892 +2022-03-10 21:51:59,847 - davarocr - INFO - Epoch [5][285/541] lr: 1.885e-05, eta: 1:13:34, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0194, loss: 0.0194, grad_norm: 2.1589 +2022-03-10 21:52:00,723 - davarocr - INFO - Epoch [5][290/541] lr: 1.889e-05, eta: 1:13:33, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0231, loss: 0.0231, grad_norm: 1.8246 +2022-03-10 21:52:01,611 - davarocr - INFO - Epoch [5][295/541] lr: 1.893e-05, eta: 1:13:32, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0246, loss: 0.0246, grad_norm: 2.2526 +2022-03-10 21:52:02,491 - davarocr - INFO - Epoch [5][300/541] lr: 1.897e-05, eta: 1:13:31, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0162, loss: 0.0162, grad_norm: 1.9899 +2022-03-10 21:52:03,377 - davarocr - INFO - Epoch [5][305/541] lr: 1.901e-05, eta: 1:13:29, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0155, loss: 0.0155, grad_norm: 1.7818 +2022-03-10 21:52:04,271 - davarocr - INFO - Epoch [5][310/541] lr: 1.905e-05, eta: 1:13:29, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0272, loss: 0.0272, grad_norm: 1.8447 +2022-03-10 21:52:05,172 - davarocr - INFO - Epoch [5][315/541] lr: 1.909e-05, eta: 1:13:28, time: 0.180, data_time: 0.005, memory: 5185, loss_cls: 0.0222, loss: 0.0222, grad_norm: 1.8435 +2022-03-10 21:52:06,069 - davarocr - INFO - Epoch [5][320/541] lr: 1.912e-05, eta: 1:13:27, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0376, loss: 0.0376, grad_norm: 1.8406 +2022-03-10 21:52:06,959 - davarocr - INFO - Epoch [5][325/541] lr: 1.916e-05, eta: 1:13:26, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0309, loss: 0.0309, grad_norm: 2.0623 +2022-03-10 21:52:07,861 - davarocr - INFO - Epoch [5][330/541] lr: 1.920e-05, eta: 1:13:25, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0248, loss: 0.0248, grad_norm: 2.3274 +2022-03-10 21:52:08,764 - davarocr - INFO - Epoch [5][335/541] lr: 1.924e-05, eta: 1:13:24, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0287, loss: 0.0287, grad_norm: 1.9222 +2022-03-10 21:52:09,659 - davarocr - INFO - Epoch [5][340/541] lr: 1.928e-05, eta: 1:13:23, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0140, loss: 0.0140, grad_norm: 1.7101 +2022-03-10 21:52:10,552 - davarocr - INFO - Epoch [5][345/541] lr: 1.932e-05, eta: 1:13:22, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0207, loss: 0.0207, grad_norm: 3.4348 +2022-03-10 21:52:11,446 - davarocr - INFO - Epoch [5][350/541] lr: 1.935e-05, eta: 1:13:21, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0284, loss: 0.0284, grad_norm: 3.0232 +2022-03-10 21:52:12,335 - davarocr - INFO - Epoch [5][355/541] lr: 1.939e-05, eta: 1:13:20, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0225, loss: 0.0225, grad_norm: 2.0607 +2022-03-10 21:52:13,220 - davarocr - INFO - Epoch [5][360/541] lr: 1.943e-05, eta: 1:13:19, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0277, loss: 0.0277, grad_norm: 2.0678 +2022-03-10 21:52:14,112 - davarocr - INFO - Epoch [5][365/541] lr: 1.947e-05, eta: 1:13:18, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0328, loss: 0.0328, grad_norm: 2.3272 +2022-03-10 21:52:15,005 - davarocr - INFO - Epoch [5][370/541] lr: 1.951e-05, eta: 1:13:18, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0334, loss: 0.0334, grad_norm: 2.7476 +2022-03-10 21:52:15,889 - davarocr - INFO - Epoch [5][375/541] lr: 1.955e-05, eta: 1:13:17, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0389, loss: 0.0389, grad_norm: 2.2136 +2022-03-10 21:52:16,768 - davarocr - INFO - Epoch [5][380/541] lr: 1.959e-05, eta: 1:13:15, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0213, loss: 0.0213, grad_norm: 2.0380 +2022-03-10 21:52:17,657 - davarocr - INFO - Epoch [5][385/541] lr: 1.962e-05, eta: 1:13:14, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0218, loss: 0.0218, grad_norm: 2.0457 +2022-03-10 21:52:18,541 - davarocr - INFO - Epoch [5][390/541] lr: 1.966e-05, eta: 1:13:13, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0267, loss: 0.0267, grad_norm: 1.9085 +2022-03-10 21:52:19,427 - davarocr - INFO - Epoch [5][395/541] lr: 1.970e-05, eta: 1:13:12, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0131, loss: 0.0131, grad_norm: 1.6681 +2022-03-10 21:52:20,314 - davarocr - INFO - Epoch [5][400/541] lr: 1.974e-05, eta: 1:13:11, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0481, loss: 0.0481, grad_norm: 2.1920 +2022-03-10 21:52:21,200 - davarocr - INFO - Epoch [5][405/541] lr: 1.978e-05, eta: 1:13:10, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0462, loss: 0.0462, grad_norm: 2.6985 +2022-03-10 21:52:22,107 - davarocr - INFO - Epoch [5][410/541] lr: 1.982e-05, eta: 1:13:10, time: 0.182, data_time: 0.007, memory: 5185, loss_cls: 0.0286, loss: 0.0286, grad_norm: 1.9340 +2022-03-10 21:52:22,993 - davarocr - INFO - Epoch [5][415/541] lr: 1.986e-05, eta: 1:13:09, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0238, loss: 0.0238, grad_norm: 1.8902 +2022-03-10 21:52:23,881 - davarocr - INFO - Epoch [5][420/541] lr: 1.989e-05, eta: 1:13:08, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0287, loss: 0.0287, grad_norm: 1.9758 +2022-03-10 21:52:24,770 - davarocr - INFO - Epoch [5][425/541] lr: 1.993e-05, eta: 1:13:07, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0353, loss: 0.0353, grad_norm: 2.4931 +2022-03-10 21:52:25,654 - davarocr - INFO - Epoch [5][430/541] lr: 1.997e-05, eta: 1:13:06, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0304, loss: 0.0304, grad_norm: 2.1417 +2022-03-10 21:52:26,538 - davarocr - INFO - Epoch [5][435/541] lr: 2.001e-05, eta: 1:13:05, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0362, loss: 0.0362, grad_norm: 2.7209 +2022-03-10 21:52:27,426 - davarocr - INFO - Epoch [5][440/541] lr: 2.005e-05, eta: 1:13:04, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0347, loss: 0.0347, grad_norm: 1.9297 +2022-03-10 21:52:28,326 - davarocr - INFO - Epoch [5][445/541] lr: 2.009e-05, eta: 1:13:03, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0367, loss: 0.0367, grad_norm: 2.2921 +2022-03-10 21:52:29,212 - davarocr - INFO - Epoch [5][450/541] lr: 2.012e-05, eta: 1:13:02, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0232, loss: 0.0232, grad_norm: 1.8499 +2022-03-10 21:52:30,114 - davarocr - INFO - Epoch [5][455/541] lr: 2.016e-05, eta: 1:13:01, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0290, loss: 0.0290, grad_norm: 2.3789 +2022-03-10 21:52:30,997 - davarocr - INFO - Epoch [5][460/541] lr: 2.020e-05, eta: 1:13:00, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0316, loss: 0.0316, grad_norm: 2.3600 +2022-03-10 21:52:31,885 - davarocr - INFO - Epoch [5][465/541] lr: 2.024e-05, eta: 1:12:59, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0364, loss: 0.0364, grad_norm: 2.1243 +2022-03-10 21:52:32,777 - davarocr - INFO - Epoch [5][470/541] lr: 2.028e-05, eta: 1:12:58, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0254, loss: 0.0254, grad_norm: 2.2328 +2022-03-10 21:52:33,662 - davarocr - INFO - Epoch [5][475/541] lr: 2.032e-05, eta: 1:12:57, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0434, loss: 0.0434, grad_norm: 2.4560 +2022-03-10 21:52:34,538 - davarocr - INFO - Epoch [5][480/541] lr: 2.036e-05, eta: 1:12:56, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0216, loss: 0.0216, grad_norm: 2.1580 +2022-03-10 21:52:35,419 - davarocr - INFO - Epoch [5][485/541] lr: 2.039e-05, eta: 1:12:55, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0289, loss: 0.0289, grad_norm: 2.3431 +2022-03-10 21:52:36,296 - davarocr - INFO - Epoch [5][490/541] lr: 2.043e-05, eta: 1:12:54, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0444, loss: 0.0444, grad_norm: 3.2393 +2022-03-10 21:52:37,180 - davarocr - INFO - Epoch [5][495/541] lr: 2.047e-05, eta: 1:12:53, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0195, loss: 0.0195, grad_norm: 1.6736 +2022-03-10 21:52:38,090 - davarocr - INFO - Epoch [5][500/541] lr: 2.051e-05, eta: 1:12:52, time: 0.182, data_time: 0.009, memory: 5185, loss_cls: 0.0159, loss: 0.0159, grad_norm: 1.5056 +2022-03-10 21:52:38,978 - davarocr - INFO - Epoch [5][505/541] lr: 2.055e-05, eta: 1:12:51, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0377, loss: 0.0377, grad_norm: 2.0042 +2022-03-10 21:52:39,877 - davarocr - INFO - Epoch [5][510/541] lr: 2.059e-05, eta: 1:12:50, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0154, loss: 0.0154, grad_norm: 1.7290 +2022-03-10 21:52:40,766 - davarocr - INFO - Epoch [5][515/541] lr: 2.063e-05, eta: 1:12:49, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0223, loss: 0.0223, grad_norm: 1.6893 +2022-03-10 21:52:41,656 - davarocr - INFO - Epoch [5][520/541] lr: 2.066e-05, eta: 1:12:48, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0112, loss: 0.0112, grad_norm: 1.8464 +2022-03-10 21:52:42,548 - davarocr - INFO - Epoch [5][525/541] lr: 2.070e-05, eta: 1:12:47, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0224, loss: 0.0224, grad_norm: 1.9018 +2022-03-10 21:52:43,451 - davarocr - INFO - Epoch [5][530/541] lr: 2.074e-05, eta: 1:12:46, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0141, loss: 0.0141, grad_norm: 1.9428 +2022-03-10 21:52:44,366 - davarocr - INFO - Epoch [5][535/541] lr: 2.078e-05, eta: 1:12:46, time: 0.185, data_time: 0.009, memory: 5185, loss_cls: 0.0174, loss: 0.0174, grad_norm: 1.8034 +2022-03-10 21:52:45,242 - davarocr - INFO - Epoch [5][540/541] lr: 2.082e-05, eta: 1:12:45, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0216, loss: 0.0216, grad_norm: 2.4496 +2022-03-10 21:52:59,743 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9183673469387755 +2022-03-10 21:52:59,744 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:52:59,744 - davarocr - INFO - Epoch(val) [5][541] LOC: {'precision': 0.9390615478366849, 'recall': 0.9238609112709832, 'f1-score': 0.9313992142641282}, PER: {'precision': 0.9718670076726342, 'recall': 0.9400123685837971, 'f1-score': 0.9556743162527508}, MISC: {'precision': 0.8372434017595308, 'recall': 0.8133903133903134, 'f1-score': 0.8251445086705202}, ORG: {'precision': 0.8911242603550296, 'recall': 0.9066827212522577, 'f1-score': 0.8988361683079678}, all: {'precision': 0.9212838443607675, 'recall': 0.9097025495750708, 'f1-score': 0.9154565701559019}, hmean: 0.9155 +2022-03-10 21:53:03,275 - davarocr - INFO - Epoch [6][5/541] lr: 2.003e-05, eta: 1:13:06, time: 0.705, data_time: 0.489, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.7753 +2022-03-10 21:53:04,151 - davarocr - INFO - Epoch [6][10/541] lr: 2.007e-05, eta: 1:13:04, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0085, loss: 0.0085, grad_norm: 1.9300 +2022-03-10 21:53:05,012 - davarocr - INFO - Epoch [6][15/541] lr: 2.010e-05, eta: 1:13:03, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0166, loss: 0.0166, grad_norm: 2.0972 +2022-03-10 21:53:05,882 - davarocr - INFO - Epoch [6][20/541] lr: 2.014e-05, eta: 1:13:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0175, loss: 0.0175, grad_norm: 1.9989 +2022-03-10 21:53:06,752 - davarocr - INFO - Epoch [6][25/541] lr: 2.018e-05, eta: 1:13:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0263, loss: 0.0263, grad_norm: 2.1515 +2022-03-10 21:53:07,615 - davarocr - INFO - Epoch [6][30/541] lr: 2.021e-05, eta: 1:13:00, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0129, loss: 0.0129, grad_norm: 1.9347 +2022-03-10 21:53:08,493 - davarocr - INFO - Epoch [6][35/541] lr: 2.025e-05, eta: 1:12:59, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0292, loss: 0.0292, grad_norm: 1.7087 +2022-03-10 21:53:09,555 - davarocr - INFO - Epoch [6][40/541] lr: 2.029e-05, eta: 1:12:59, time: 0.212, data_time: 0.005, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.8710 +2022-03-10 21:53:10,425 - davarocr - INFO - Epoch [6][45/541] lr: 2.033e-05, eta: 1:12:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0187, loss: 0.0187, grad_norm: 1.9583 +2022-03-10 21:53:11,299 - davarocr - INFO - Epoch [6][50/541] lr: 2.036e-05, eta: 1:12:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.6908 +2022-03-10 21:53:12,187 - davarocr - INFO - Epoch [6][55/541] lr: 2.040e-05, eta: 1:12:56, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0351, loss: 0.0351, grad_norm: 2.2182 +2022-03-10 21:53:13,055 - davarocr - INFO - Epoch [6][60/541] lr: 2.044e-05, eta: 1:12:55, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0282, loss: 0.0282, grad_norm: 2.2271 +2022-03-10 21:53:13,925 - davarocr - INFO - Epoch [6][65/541] lr: 2.047e-05, eta: 1:12:53, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0180, loss: 0.0180, grad_norm: 2.1890 +2022-03-10 21:53:14,786 - davarocr - INFO - Epoch [6][70/541] lr: 2.051e-05, eta: 1:12:52, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0200, loss: 0.0200, grad_norm: 2.2793 +2022-03-10 21:53:15,646 - davarocr - INFO - Epoch [6][75/541] lr: 2.055e-05, eta: 1:12:51, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0101, loss: 0.0101, grad_norm: 2.0789 +2022-03-10 21:53:16,515 - davarocr - INFO - Epoch [6][80/541] lr: 2.058e-05, eta: 1:12:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0229, loss: 0.0229, grad_norm: 3.0359 +2022-03-10 21:53:17,376 - davarocr - INFO - Epoch [6][85/541] lr: 2.062e-05, eta: 1:12:48, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0233, loss: 0.0233, grad_norm: 2.2274 +2022-03-10 21:53:18,253 - davarocr - INFO - Epoch [6][90/541] lr: 2.066e-05, eta: 1:12:47, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0152, loss: 0.0152, grad_norm: 1.9895 +2022-03-10 21:53:19,124 - davarocr - INFO - Epoch [6][95/541] lr: 2.070e-05, eta: 1:12:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0214, loss: 0.0214, grad_norm: 2.5285 +2022-03-10 21:53:20,014 - davarocr - INFO - Epoch [6][100/541] lr: 2.073e-05, eta: 1:12:45, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0267, loss: 0.0267, grad_norm: 2.4653 +2022-03-10 21:53:20,900 - davarocr - INFO - Epoch [6][105/541] lr: 2.077e-05, eta: 1:12:44, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0188, loss: 0.0188, grad_norm: 2.3332 +2022-03-10 21:53:21,772 - davarocr - INFO - Epoch [6][110/541] lr: 2.081e-05, eta: 1:12:43, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.9588 +2022-03-10 21:53:22,647 - davarocr - INFO - Epoch [6][115/541] lr: 2.084e-05, eta: 1:12:42, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0239, loss: 0.0239, grad_norm: 2.1102 +2022-03-10 21:53:23,516 - davarocr - INFO - Epoch [6][120/541] lr: 2.088e-05, eta: 1:12:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0116, loss: 0.0116, grad_norm: 2.2313 +2022-03-10 21:53:24,380 - davarocr - INFO - Epoch [6][125/541] lr: 2.092e-05, eta: 1:12:40, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.9598 +2022-03-10 21:53:25,241 - davarocr - INFO - Epoch [6][130/541] lr: 2.095e-05, eta: 1:12:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0157, loss: 0.0157, grad_norm: 2.3717 +2022-03-10 21:53:26,100 - davarocr - INFO - Epoch [6][135/541] lr: 2.099e-05, eta: 1:12:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0156, loss: 0.0156, grad_norm: 2.1768 +2022-03-10 21:53:26,962 - davarocr - INFO - Epoch [6][140/541] lr: 2.103e-05, eta: 1:12:36, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0238, loss: 0.0238, grad_norm: 2.1418 +2022-03-10 21:53:27,828 - davarocr - INFO - Epoch [6][145/541] lr: 2.106e-05, eta: 1:12:35, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0098, loss: 0.0098, grad_norm: 2.0420 +2022-03-10 21:53:28,698 - davarocr - INFO - Epoch [6][150/541] lr: 2.110e-05, eta: 1:12:33, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0423, loss: 0.0423, grad_norm: 2.6819 +2022-03-10 21:53:29,568 - davarocr - INFO - Epoch [6][155/541] lr: 2.114e-05, eta: 1:12:32, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 2.1178 +2022-03-10 21:53:30,431 - davarocr - INFO - Epoch [6][160/541] lr: 2.118e-05, eta: 1:12:31, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0187, loss: 0.0187, grad_norm: 2.3604 +2022-03-10 21:53:31,310 - davarocr - INFO - Epoch [6][165/541] lr: 2.121e-05, eta: 1:12:30, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0364, loss: 0.0364, grad_norm: 2.3503 +2022-03-10 21:53:32,174 - davarocr - INFO - Epoch [6][170/541] lr: 2.125e-05, eta: 1:12:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 2.6906 +2022-03-10 21:53:33,056 - davarocr - INFO - Epoch [6][175/541] lr: 2.129e-05, eta: 1:12:28, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 2.6390 +2022-03-10 21:53:33,919 - davarocr - INFO - Epoch [6][180/541] lr: 2.132e-05, eta: 1:12:27, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0266, loss: 0.0266, grad_norm: 2.5266 +2022-03-10 21:53:34,795 - davarocr - INFO - Epoch [6][185/541] lr: 2.136e-05, eta: 1:12:26, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0199, loss: 0.0199, grad_norm: 2.3926 +2022-03-10 21:53:35,673 - davarocr - INFO - Epoch [6][190/541] lr: 2.140e-05, eta: 1:12:24, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0205, loss: 0.0205, grad_norm: 2.7592 +2022-03-10 21:53:36,549 - davarocr - INFO - Epoch [6][195/541] lr: 2.143e-05, eta: 1:12:23, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0279, loss: 0.0279, grad_norm: 2.1253 +2022-03-10 21:53:37,461 - davarocr - INFO - Epoch [6][200/541] lr: 2.147e-05, eta: 1:12:23, time: 0.182, data_time: 0.006, memory: 5185, loss_cls: 0.0221, loss: 0.0221, grad_norm: 2.4162 +2022-03-10 21:53:38,345 - davarocr - INFO - Epoch [6][205/541] lr: 2.151e-05, eta: 1:12:21, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0142, loss: 0.0142, grad_norm: 2.1677 +2022-03-10 21:53:39,229 - davarocr - INFO - Epoch [6][210/541] lr: 2.155e-05, eta: 1:12:20, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0162, loss: 0.0162, grad_norm: 2.3661 +2022-03-10 21:53:40,118 - davarocr - INFO - Epoch [6][215/541] lr: 2.158e-05, eta: 1:12:19, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0138, loss: 0.0138, grad_norm: 2.4156 +2022-03-10 21:53:40,982 - davarocr - INFO - Epoch [6][220/541] lr: 2.162e-05, eta: 1:12:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0191, loss: 0.0191, grad_norm: 2.2129 +2022-03-10 21:53:41,849 - davarocr - INFO - Epoch [6][225/541] lr: 2.166e-05, eta: 1:12:17, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0260, loss: 0.0260, grad_norm: 2.4513 +2022-03-10 21:53:42,751 - davarocr - INFO - Epoch [6][230/541] lr: 2.169e-05, eta: 1:12:16, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0585, loss: 0.0585, grad_norm: 3.7605 +2022-03-10 21:53:43,650 - davarocr - INFO - Epoch [6][235/541] lr: 2.173e-05, eta: 1:12:15, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0199, loss: 0.0199, grad_norm: 1.9079 +2022-03-10 21:53:44,558 - davarocr - INFO - Epoch [6][240/541] lr: 2.177e-05, eta: 1:12:15, time: 0.182, data_time: 0.006, memory: 5185, loss_cls: 0.0204, loss: 0.0204, grad_norm: 1.9804 +2022-03-10 21:53:45,441 - davarocr - INFO - Epoch [6][245/541] lr: 2.180e-05, eta: 1:12:13, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0142, loss: 0.0142, grad_norm: 1.7192 +2022-03-10 21:53:46,325 - davarocr - INFO - Epoch [6][250/541] lr: 2.184e-05, eta: 1:12:12, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0147, loss: 0.0147, grad_norm: 1.8664 +2022-03-10 21:53:47,218 - davarocr - INFO - Epoch [6][255/541] lr: 2.188e-05, eta: 1:12:11, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0098, loss: 0.0098, grad_norm: 2.0228 +2022-03-10 21:53:48,100 - davarocr - INFO - Epoch [6][260/541] lr: 2.192e-05, eta: 1:12:10, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0231, loss: 0.0231, grad_norm: 1.7877 +2022-03-10 21:53:48,987 - davarocr - INFO - Epoch [6][265/541] lr: 2.195e-05, eta: 1:12:09, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0126, loss: 0.0126, grad_norm: 1.8587 +2022-03-10 21:53:49,852 - davarocr - INFO - Epoch [6][270/541] lr: 2.199e-05, eta: 1:12:08, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0104, loss: 0.0104, grad_norm: 1.5901 +2022-03-10 21:53:50,723 - davarocr - INFO - Epoch [6][275/541] lr: 2.203e-05, eta: 1:12:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0246, loss: 0.0246, grad_norm: 2.0649 +2022-03-10 21:53:51,597 - davarocr - INFO - Epoch [6][280/541] lr: 2.206e-05, eta: 1:12:06, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0219, loss: 0.0219, grad_norm: 2.0428 +2022-03-10 21:53:52,476 - davarocr - INFO - Epoch [6][285/541] lr: 2.210e-05, eta: 1:12:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0193, loss: 0.0193, grad_norm: 2.0789 +2022-03-10 21:53:53,341 - davarocr - INFO - Epoch [6][290/541] lr: 2.214e-05, eta: 1:12:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0226, loss: 0.0226, grad_norm: 1.7814 +2022-03-10 21:53:54,202 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:53:54,202 - davarocr - INFO - Epoch [6][295/541] lr: 2.217e-05, eta: 1:12:03, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0191, loss: 0.0191, grad_norm: 2.2634 +2022-03-10 21:53:55,072 - davarocr - INFO - Epoch [6][300/541] lr: 2.221e-05, eta: 1:12:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0433, loss: 0.0433, grad_norm: 2.4217 +2022-03-10 21:53:55,941 - davarocr - INFO - Epoch [6][305/541] lr: 2.225e-05, eta: 1:12:00, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0190, loss: 0.0190, grad_norm: 2.1035 +2022-03-10 21:53:56,801 - davarocr - INFO - Epoch [6][310/541] lr: 2.228e-05, eta: 1:11:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0228, loss: 0.0228, grad_norm: 2.0415 +2022-03-10 21:53:57,671 - davarocr - INFO - Epoch [6][315/541] lr: 2.232e-05, eta: 1:11:58, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 1.9225 +2022-03-10 21:53:58,530 - davarocr - INFO - Epoch [6][320/541] lr: 2.236e-05, eta: 1:11:57, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0318, loss: 0.0318, grad_norm: 2.5786 +2022-03-10 21:53:59,400 - davarocr - INFO - Epoch [6][325/541] lr: 2.240e-05, eta: 1:11:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0203, loss: 0.0203, grad_norm: 1.9415 +2022-03-10 21:54:00,263 - davarocr - INFO - Epoch [6][330/541] lr: 2.243e-05, eta: 1:11:54, time: 0.170, data_time: 0.005, memory: 5185, loss_cls: 0.0209, loss: 0.0209, grad_norm: 2.1238 +2022-03-10 21:54:01,136 - davarocr - INFO - Epoch [6][335/541] lr: 2.247e-05, eta: 1:11:53, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0258, loss: 0.0258, grad_norm: 2.5998 +2022-03-10 21:54:02,029 - davarocr - INFO - Epoch [6][340/541] lr: 2.251e-05, eta: 1:11:53, time: 0.182, data_time: 0.009, memory: 5185, loss_cls: 0.0142, loss: 0.0142, grad_norm: 1.8380 +2022-03-10 21:54:02,908 - davarocr - INFO - Epoch [6][345/541] lr: 2.254e-05, eta: 1:11:51, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0153, loss: 0.0153, grad_norm: 2.4682 +2022-03-10 21:54:03,783 - davarocr - INFO - Epoch [6][350/541] lr: 2.258e-05, eta: 1:11:50, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0167, loss: 0.0167, grad_norm: 3.4542 +2022-03-10 21:54:04,654 - davarocr - INFO - Epoch [6][355/541] lr: 2.262e-05, eta: 1:11:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0162, loss: 0.0162, grad_norm: 1.8253 +2022-03-10 21:54:05,522 - davarocr - INFO - Epoch [6][360/541] lr: 2.265e-05, eta: 1:11:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0253, loss: 0.0253, grad_norm: 2.3137 +2022-03-10 21:54:06,396 - davarocr - INFO - Epoch [6][365/541] lr: 2.269e-05, eta: 1:11:47, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0187, loss: 0.0187, grad_norm: 2.0445 +2022-03-10 21:54:07,267 - davarocr - INFO - Epoch [6][370/541] lr: 2.273e-05, eta: 1:11:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0179, loss: 0.0179, grad_norm: 1.9981 +2022-03-10 21:54:08,140 - davarocr - INFO - Epoch [6][375/541] lr: 2.277e-05, eta: 1:11:45, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0181, loss: 0.0181, grad_norm: 3.2179 +2022-03-10 21:54:09,015 - davarocr - INFO - Epoch [6][380/541] lr: 2.280e-05, eta: 1:11:44, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0243, loss: 0.0243, grad_norm: 2.2005 +2022-03-10 21:54:09,885 - davarocr - INFO - Epoch [6][385/541] lr: 2.284e-05, eta: 1:11:43, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0181, loss: 0.0181, grad_norm: 1.9144 +2022-03-10 21:54:10,922 - davarocr - INFO - Epoch [6][390/541] lr: 2.288e-05, eta: 1:11:43, time: 0.208, data_time: 0.006, memory: 5185, loss_cls: 0.0164, loss: 0.0164, grad_norm: 1.7834 +2022-03-10 21:54:11,798 - davarocr - INFO - Epoch [6][395/541] lr: 2.291e-05, eta: 1:11:42, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0323, loss: 0.0323, grad_norm: 2.3915 +2022-03-10 21:54:12,676 - davarocr - INFO - Epoch [6][400/541] lr: 2.295e-05, eta: 1:11:41, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0310, loss: 0.0310, grad_norm: 2.6835 +2022-03-10 21:54:13,537 - davarocr - INFO - Epoch [6][405/541] lr: 2.299e-05, eta: 1:11:40, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0267, loss: 0.0267, grad_norm: 2.5245 +2022-03-10 21:54:14,415 - davarocr - INFO - Epoch [6][410/541] lr: 2.302e-05, eta: 1:11:38, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0229, loss: 0.0229, grad_norm: 2.0050 +2022-03-10 21:54:15,309 - davarocr - INFO - Epoch [6][415/541] lr: 2.306e-05, eta: 1:11:38, time: 0.179, data_time: 0.005, memory: 5185, loss_cls: 0.0378, loss: 0.0378, grad_norm: 2.7289 +2022-03-10 21:54:16,213 - davarocr - INFO - Epoch [6][420/541] lr: 2.310e-05, eta: 1:11:37, time: 0.181, data_time: 0.005, memory: 5185, loss_cls: 0.0304, loss: 0.0304, grad_norm: 2.7918 +2022-03-10 21:54:17,089 - davarocr - INFO - Epoch [6][425/541] lr: 2.314e-05, eta: 1:11:36, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0397, loss: 0.0397, grad_norm: 2.9506 +2022-03-10 21:54:17,965 - davarocr - INFO - Epoch [6][430/541] lr: 2.317e-05, eta: 1:11:35, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0236, loss: 0.0236, grad_norm: 2.0157 +2022-03-10 21:54:18,834 - davarocr - INFO - Epoch [6][435/541] lr: 2.321e-05, eta: 1:11:33, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0191, loss: 0.0191, grad_norm: 1.8354 +2022-03-10 21:54:19,706 - davarocr - INFO - Epoch [6][440/541] lr: 2.325e-05, eta: 1:11:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0326, loss: 0.0326, grad_norm: 2.2663 +2022-03-10 21:54:20,574 - davarocr - INFO - Epoch [6][445/541] lr: 2.328e-05, eta: 1:11:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0147, loss: 0.0147, grad_norm: 1.5896 +2022-03-10 21:54:21,440 - davarocr - INFO - Epoch [6][450/541] lr: 2.332e-05, eta: 1:11:30, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0211, loss: 0.0211, grad_norm: 1.9143 +2022-03-10 21:54:22,310 - davarocr - INFO - Epoch [6][455/541] lr: 2.336e-05, eta: 1:11:29, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0304, loss: 0.0304, grad_norm: 2.2914 +2022-03-10 21:54:23,186 - davarocr - INFO - Epoch [6][460/541] lr: 2.339e-05, eta: 1:11:28, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0304, loss: 0.0304, grad_norm: 2.0407 +2022-03-10 21:54:24,060 - davarocr - INFO - Epoch [6][465/541] lr: 2.343e-05, eta: 1:11:27, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0207, loss: 0.0207, grad_norm: 2.8694 +2022-03-10 21:54:24,925 - davarocr - INFO - Epoch [6][470/541] lr: 2.347e-05, eta: 1:11:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0159, loss: 0.0159, grad_norm: 1.9490 +2022-03-10 21:54:25,794 - davarocr - INFO - Epoch [6][475/541] lr: 2.350e-05, eta: 1:11:25, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0367, loss: 0.0367, grad_norm: 1.6927 +2022-03-10 21:54:26,659 - davarocr - INFO - Epoch [6][480/541] lr: 2.354e-05, eta: 1:11:23, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0228, loss: 0.0228, grad_norm: 2.9194 +2022-03-10 21:54:27,532 - davarocr - INFO - Epoch [6][485/541] lr: 2.358e-05, eta: 1:11:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0135, loss: 0.0135, grad_norm: 1.5348 +2022-03-10 21:54:28,403 - davarocr - INFO - Epoch [6][490/541] lr: 2.362e-05, eta: 1:11:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0205, loss: 0.0205, grad_norm: 1.7978 +2022-03-10 21:54:29,273 - davarocr - INFO - Epoch [6][495/541] lr: 2.365e-05, eta: 1:11:20, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0198, loss: 0.0198, grad_norm: 2.5983 +2022-03-10 21:54:30,150 - davarocr - INFO - Epoch [6][500/541] lr: 2.369e-05, eta: 1:11:19, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0107, loss: 0.0107, grad_norm: 1.8116 +2022-03-10 21:54:31,014 - davarocr - INFO - Epoch [6][505/541] lr: 2.373e-05, eta: 1:11:18, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0266, loss: 0.0266, grad_norm: 1.6899 +2022-03-10 21:54:31,875 - davarocr - INFO - Epoch [6][510/541] lr: 2.376e-05, eta: 1:11:17, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0517, loss: 0.0517, grad_norm: 2.3625 +2022-03-10 21:54:32,746 - davarocr - INFO - Epoch [6][515/541] lr: 2.380e-05, eta: 1:11:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0200, loss: 0.0200, grad_norm: 1.6813 +2022-03-10 21:54:33,613 - davarocr - INFO - Epoch [6][520/541] lr: 2.384e-05, eta: 1:11:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0259, loss: 0.0259, grad_norm: 1.4614 +2022-03-10 21:54:34,473 - davarocr - INFO - Epoch [6][525/541] lr: 2.387e-05, eta: 1:11:13, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0312, loss: 0.0312, grad_norm: 1.8328 +2022-03-10 21:54:35,337 - davarocr - INFO - Epoch [6][530/541] lr: 2.391e-05, eta: 1:11:12, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0256, loss: 0.0256, grad_norm: 2.0540 +2022-03-10 21:54:36,201 - davarocr - INFO - Epoch [6][535/541] lr: 2.395e-05, eta: 1:11:11, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0163, loss: 0.0163, grad_norm: 1.7301 +2022-03-10 21:54:37,059 - davarocr - INFO - Epoch [6][540/541] lr: 2.399e-05, eta: 1:11:10, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0244, loss: 0.0244, grad_norm: 2.4998 +2022-03-10 21:54:51,502 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9183673469387755 +2022-03-10 21:54:51,503 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:54:51,503 - davarocr - INFO - Epoch(val) [6][541] LOC: {'precision': 0.9264967397747481, 'recall': 0.9370503597122302, 'f1-score': 0.9317436661698957}, PER: {'precision': 0.9569230769230769, 'recall': 0.9616573902288188, 'f1-score': 0.9592843923504009}, MISC: {'precision': 0.7978436657681941, 'recall': 0.8433048433048433, 'f1-score': 0.8199445983379502}, ORG: {'precision': 0.91625, 'recall': 0.8826008428657435, 'f1-score': 0.8991107022385771}, all: {'precision': 0.9154580827732579, 'recall': 0.9164305949008499, 'f1-score': 0.9159440806936826}, hmean: 0.9159 +2022-03-10 21:54:54,854 - davarocr - INFO - Epoch [7][5/541] lr: 2.311e-05, eta: 1:11:25, time: 0.669, data_time: 0.484, memory: 5185, loss_cls: 0.0209, loss: 0.0209, grad_norm: 2.2736 +2022-03-10 21:54:55,723 - davarocr - INFO - Epoch [7][10/541] lr: 2.314e-05, eta: 1:11:24, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0150, loss: 0.0150, grad_norm: 1.8691 +2022-03-10 21:54:56,589 - davarocr - INFO - Epoch [7][15/541] lr: 2.318e-05, eta: 1:11:23, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0114, loss: 0.0114, grad_norm: 1.8095 +2022-03-10 21:54:57,448 - davarocr - INFO - Epoch [7][20/541] lr: 2.321e-05, eta: 1:11:22, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 1.7246 +2022-03-10 21:54:58,319 - davarocr - INFO - Epoch [7][25/541] lr: 2.325e-05, eta: 1:11:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0135, loss: 0.0135, grad_norm: 2.1906 +2022-03-10 21:54:59,189 - davarocr - INFO - Epoch [7][30/541] lr: 2.328e-05, eta: 1:11:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0155, loss: 0.0155, grad_norm: 2.0875 +2022-03-10 21:55:00,058 - davarocr - INFO - Epoch [7][35/541] lr: 2.332e-05, eta: 1:11:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0185, loss: 0.0185, grad_norm: 1.8244 +2022-03-10 21:55:00,927 - davarocr - INFO - Epoch [7][40/541] lr: 2.335e-05, eta: 1:11:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0176, loss: 0.0176, grad_norm: 1.9130 +2022-03-10 21:55:01,796 - davarocr - INFO - Epoch [7][45/541] lr: 2.339e-05, eta: 1:11:16, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0106, loss: 0.0106, grad_norm: 1.7702 +2022-03-10 21:55:02,664 - davarocr - INFO - Epoch [7][50/541] lr: 2.343e-05, eta: 1:11:15, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0243, loss: 0.0243, grad_norm: 1.9192 +2022-03-10 21:55:03,531 - davarocr - INFO - Epoch [7][55/541] lr: 2.346e-05, eta: 1:11:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0096, loss: 0.0096, grad_norm: 2.0456 +2022-03-10 21:55:04,398 - davarocr - INFO - Epoch [7][60/541] lr: 2.350e-05, eta: 1:11:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0190, loss: 0.0190, grad_norm: 1.7700 +2022-03-10 21:55:05,262 - davarocr - INFO - Epoch [7][65/541] lr: 2.353e-05, eta: 1:11:12, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0212, loss: 0.0212, grad_norm: 2.0301 +2022-03-10 21:55:06,128 - davarocr - INFO - Epoch [7][70/541] lr: 2.357e-05, eta: 1:11:11, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0188, loss: 0.0188, grad_norm: 1.8059 +2022-03-10 21:55:06,989 - davarocr - INFO - Epoch [7][75/541] lr: 2.360e-05, eta: 1:11:10, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0365, loss: 0.0365, grad_norm: 2.0562 +2022-03-10 21:55:07,849 - davarocr - INFO - Epoch [7][80/541] lr: 2.364e-05, eta: 1:11:08, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0109, loss: 0.0109, grad_norm: 1.9754 +2022-03-10 21:55:08,738 - davarocr - INFO - Epoch [7][85/541] lr: 2.367e-05, eta: 1:11:07, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0138, loss: 0.0138, grad_norm: 1.8089 +2022-03-10 21:55:09,627 - davarocr - INFO - Epoch [7][90/541] lr: 2.371e-05, eta: 1:11:06, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0142, loss: 0.0142, grad_norm: 1.8140 +2022-03-10 21:55:10,518 - davarocr - INFO - Epoch [7][95/541] lr: 2.375e-05, eta: 1:11:05, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0111, loss: 0.0111, grad_norm: 1.8993 +2022-03-10 21:55:11,405 - davarocr - INFO - Epoch [7][100/541] lr: 2.378e-05, eta: 1:11:04, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.6878 +2022-03-10 21:55:12,297 - davarocr - INFO - Epoch [7][105/541] lr: 2.382e-05, eta: 1:11:03, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0112, loss: 0.0112, grad_norm: 1.8641 +2022-03-10 21:55:13,192 - davarocr - INFO - Epoch [7][110/541] lr: 2.385e-05, eta: 1:11:02, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.6953 +2022-03-10 21:55:14,054 - davarocr - INFO - Epoch [7][115/541] lr: 2.389e-05, eta: 1:11:01, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0155, loss: 0.0155, grad_norm: 2.0326 +2022-03-10 21:55:14,922 - davarocr - INFO - Epoch [7][120/541] lr: 2.392e-05, eta: 1:11:00, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.8408 +2022-03-10 21:55:15,785 - davarocr - INFO - Epoch [7][125/541] lr: 2.396e-05, eta: 1:10:59, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0185, loss: 0.0185, grad_norm: 2.0416 +2022-03-10 21:55:16,655 - davarocr - INFO - Epoch [7][130/541] lr: 2.399e-05, eta: 1:10:58, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0079, loss: 0.0079, grad_norm: 1.9444 +2022-03-10 21:55:17,526 - davarocr - INFO - Epoch [7][135/541] lr: 2.403e-05, eta: 1:10:57, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 2.0800 +2022-03-10 21:55:18,408 - davarocr - INFO - Epoch [7][140/541] lr: 2.407e-05, eta: 1:10:56, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0095, loss: 0.0095, grad_norm: 2.0540 +2022-03-10 21:55:19,287 - davarocr - INFO - Epoch [7][145/541] lr: 2.410e-05, eta: 1:10:55, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0163, loss: 0.0163, grad_norm: 2.2243 +2022-03-10 21:55:20,155 - davarocr - INFO - Epoch [7][150/541] lr: 2.414e-05, eta: 1:10:54, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0139, loss: 0.0139, grad_norm: 2.0146 +2022-03-10 21:55:21,020 - davarocr - INFO - Epoch [7][155/541] lr: 2.417e-05, eta: 1:10:52, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0186, loss: 0.0186, grad_norm: 1.9036 +2022-03-10 21:55:21,883 - davarocr - INFO - Epoch [7][160/541] lr: 2.421e-05, eta: 1:10:51, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0085, loss: 0.0085, grad_norm: 1.8422 +2022-03-10 21:55:22,758 - davarocr - INFO - Epoch [7][165/541] lr: 2.424e-05, eta: 1:10:50, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 2.1674 +2022-03-10 21:55:23,640 - davarocr - INFO - Epoch [7][170/541] lr: 2.428e-05, eta: 1:10:49, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0092, loss: 0.0092, grad_norm: 2.1793 +2022-03-10 21:55:24,507 - davarocr - INFO - Epoch [7][175/541] lr: 2.431e-05, eta: 1:10:48, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.8315 +2022-03-10 21:55:25,374 - davarocr - INFO - Epoch [7][180/541] lr: 2.435e-05, eta: 1:10:47, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0161, loss: 0.0161, grad_norm: 1.9603 +2022-03-10 21:55:26,235 - davarocr - INFO - Epoch [7][185/541] lr: 2.439e-05, eta: 1:10:46, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0192, loss: 0.0192, grad_norm: 2.1897 +2022-03-10 21:55:27,095 - davarocr - INFO - Epoch [7][190/541] lr: 2.442e-05, eta: 1:10:45, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.9466 +2022-03-10 21:55:27,954 - davarocr - INFO - Epoch [7][195/541] lr: 2.446e-05, eta: 1:10:43, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.7944 +2022-03-10 21:55:28,816 - davarocr - INFO - Epoch [7][200/541] lr: 2.449e-05, eta: 1:10:42, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0141, loss: 0.0141, grad_norm: 2.1444 +2022-03-10 21:55:29,697 - davarocr - INFO - Epoch [7][205/541] lr: 2.453e-05, eta: 1:10:41, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0160, loss: 0.0160, grad_norm: 2.3494 +2022-03-10 21:55:30,563 - davarocr - INFO - Epoch [7][210/541] lr: 2.456e-05, eta: 1:10:40, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0508, loss: 0.0508, grad_norm: 2.6961 +2022-03-10 21:55:31,426 - davarocr - INFO - Epoch [7][215/541] lr: 2.460e-05, eta: 1:10:39, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0096, loss: 0.0096, grad_norm: 2.0864 +2022-03-10 21:55:32,291 - davarocr - INFO - Epoch [7][220/541] lr: 2.463e-05, eta: 1:10:38, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0167, loss: 0.0167, grad_norm: 2.6421 +2022-03-10 21:55:33,175 - davarocr - INFO - Epoch [7][225/541] lr: 2.467e-05, eta: 1:10:37, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0200, loss: 0.0200, grad_norm: 2.1822 +2022-03-10 21:55:34,040 - davarocr - INFO - Epoch [7][230/541] lr: 2.471e-05, eta: 1:10:36, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 2.4493 +2022-03-10 21:55:34,909 - davarocr - INFO - Epoch [7][235/541] lr: 2.474e-05, eta: 1:10:35, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0155, loss: 0.0155, grad_norm: 2.0414 +2022-03-10 21:55:35,777 - davarocr - INFO - Epoch [7][240/541] lr: 2.478e-05, eta: 1:10:34, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0245, loss: 0.0245, grad_norm: 2.4952 +2022-03-10 21:55:36,646 - davarocr - INFO - Epoch [7][245/541] lr: 2.481e-05, eta: 1:10:33, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0157, loss: 0.0157, grad_norm: 2.5013 +2022-03-10 21:55:37,522 - davarocr - INFO - Epoch [7][250/541] lr: 2.485e-05, eta: 1:10:32, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0210, loss: 0.0210, grad_norm: 2.4955 +2022-03-10 21:55:38,390 - davarocr - INFO - Epoch [7][255/541] lr: 2.488e-05, eta: 1:10:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0134, loss: 0.0134, grad_norm: 2.6118 +2022-03-10 21:55:39,249 - davarocr - INFO - Epoch [7][260/541] lr: 2.492e-05, eta: 1:10:29, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0323, loss: 0.0323, grad_norm: 2.9427 +2022-03-10 21:55:40,109 - davarocr - INFO - Epoch [7][265/541] lr: 2.495e-05, eta: 1:10:28, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0131, loss: 0.0131, grad_norm: 2.5341 +2022-03-10 21:55:40,968 - davarocr - INFO - Epoch [7][270/541] lr: 2.499e-05, eta: 1:10:27, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0144, loss: 0.0144, grad_norm: 3.1405 +2022-03-10 21:55:41,839 - davarocr - INFO - Epoch [7][275/541] lr: 2.503e-05, eta: 1:10:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 2.1671 +2022-03-10 21:55:42,707 - davarocr - INFO - Epoch [7][280/541] lr: 2.506e-05, eta: 1:10:25, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0182, loss: 0.0182, grad_norm: 2.7720 +2022-03-10 21:55:43,584 - davarocr - INFO - Epoch [7][285/541] lr: 2.510e-05, eta: 1:10:24, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0187, loss: 0.0187, grad_norm: 2.5844 +2022-03-10 21:55:44,446 - davarocr - INFO - Epoch [7][290/541] lr: 2.513e-05, eta: 1:10:23, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0211, loss: 0.0211, grad_norm: 2.7596 +2022-03-10 21:55:45,329 - davarocr - INFO - Epoch [7][295/541] lr: 2.517e-05, eta: 1:10:22, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0103, loss: 0.0103, grad_norm: 2.5293 +2022-03-10 21:55:46,199 - davarocr - INFO - Epoch [7][300/541] lr: 2.520e-05, eta: 1:10:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0172, loss: 0.0172, grad_norm: 2.8792 +2022-03-10 21:55:47,067 - davarocr - INFO - Epoch [7][305/541] lr: 2.524e-05, eta: 1:10:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0097, loss: 0.0097, grad_norm: 2.2745 +2022-03-10 21:55:47,928 - davarocr - INFO - Epoch [7][310/541] lr: 2.527e-05, eta: 1:10:18, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 2.2448 +2022-03-10 21:55:48,795 - davarocr - INFO - Epoch [7][315/541] lr: 2.531e-05, eta: 1:10:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0144, loss: 0.0144, grad_norm: 4.3865 +2022-03-10 21:55:49,667 - davarocr - INFO - Epoch [7][320/541] lr: 2.534e-05, eta: 1:10:16, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.2943 +2022-03-10 21:55:50,545 - davarocr - INFO - Epoch [7][325/541] lr: 2.538e-05, eta: 1:10:15, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0138, loss: 0.0138, grad_norm: 1.5168 +2022-03-10 21:55:51,417 - davarocr - INFO - Epoch [7][330/541] lr: 2.542e-05, eta: 1:10:14, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0157, loss: 0.0157, grad_norm: 1.6180 +2022-03-10 21:55:52,289 - davarocr - INFO - Epoch [7][335/541] lr: 2.545e-05, eta: 1:10:13, time: 0.174, data_time: 0.004, memory: 5185, loss_cls: 0.0219, loss: 0.0219, grad_norm: 3.0201 +2022-03-10 21:55:53,149 - davarocr - INFO - Epoch [7][340/541] lr: 2.549e-05, eta: 1:10:12, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0098, loss: 0.0098, grad_norm: 1.3766 +2022-03-10 21:55:54,009 - davarocr - INFO - Epoch [7][345/541] lr: 2.552e-05, eta: 1:10:11, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0500, loss: 0.0500, grad_norm: 3.5937 +2022-03-10 21:55:54,870 - davarocr - INFO - Epoch [7][350/541] lr: 2.556e-05, eta: 1:10:10, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0136, loss: 0.0136, grad_norm: 1.8782 +2022-03-10 21:55:55,731 - davarocr - INFO - Epoch [7][355/541] lr: 2.559e-05, eta: 1:10:08, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0514, loss: 0.0514, grad_norm: 2.5803 +2022-03-10 21:55:56,606 - davarocr - INFO - Epoch [7][360/541] lr: 2.563e-05, eta: 1:10:07, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.2169 +2022-03-10 21:55:57,483 - davarocr - INFO - Epoch [7][365/541] lr: 2.566e-05, eta: 1:10:06, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0079, loss: 0.0079, grad_norm: 1.6046 +2022-03-10 21:55:58,358 - davarocr - INFO - Epoch [7][370/541] lr: 2.570e-05, eta: 1:10:05, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0225, loss: 0.0225, grad_norm: 1.6282 +2022-03-10 21:55:59,227 - davarocr - INFO - Epoch [7][375/541] lr: 2.574e-05, eta: 1:10:04, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0356, loss: 0.0356, grad_norm: 1.8534 +2022-03-10 21:56:00,098 - davarocr - INFO - Epoch [7][380/541] lr: 2.577e-05, eta: 1:10:03, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0346, loss: 0.0346, grad_norm: 1.9318 +2022-03-10 21:56:00,964 - davarocr - INFO - Epoch [7][385/541] lr: 2.581e-05, eta: 1:10:02, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0337, loss: 0.0337, grad_norm: 2.5376 +2022-03-10 21:56:01,832 - davarocr - INFO - Epoch [7][390/541] lr: 2.584e-05, eta: 1:10:01, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0220, loss: 0.0220, grad_norm: 1.9110 +2022-03-10 21:56:02,702 - davarocr - INFO - Epoch [7][395/541] lr: 2.588e-05, eta: 1:10:00, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0128, loss: 0.0128, grad_norm: 1.7394 +2022-03-10 21:56:03,570 - davarocr - INFO - Epoch [7][400/541] lr: 2.591e-05, eta: 1:09:59, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0241, loss: 0.0241, grad_norm: 3.0099 +2022-03-10 21:56:04,443 - davarocr - INFO - Epoch [7][405/541] lr: 2.595e-05, eta: 1:09:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0148, loss: 0.0148, grad_norm: 1.6729 +2022-03-10 21:56:05,310 - davarocr - INFO - Epoch [7][410/541] lr: 2.598e-05, eta: 1:09:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0171, loss: 0.0171, grad_norm: 1.4704 +2022-03-10 21:56:06,182 - davarocr - INFO - Epoch [7][415/541] lr: 2.602e-05, eta: 1:09:56, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.2984 +2022-03-10 21:56:07,051 - davarocr - INFO - Epoch [7][420/541] lr: 2.606e-05, eta: 1:09:55, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0319, loss: 0.0319, grad_norm: 1.7748 +2022-03-10 21:56:07,921 - davarocr - INFO - Epoch [7][425/541] lr: 2.609e-05, eta: 1:09:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0217, loss: 0.0217, grad_norm: 1.9616 +2022-03-10 21:56:08,789 - davarocr - INFO - Epoch [7][430/541] lr: 2.613e-05, eta: 1:09:52, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0152, loss: 0.0152, grad_norm: 1.4823 +2022-03-10 21:56:09,648 - davarocr - INFO - Epoch [7][435/541] lr: 2.616e-05, eta: 1:09:51, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.3702 +2022-03-10 21:56:10,517 - davarocr - INFO - Epoch [7][440/541] lr: 2.620e-05, eta: 1:09:50, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0303, loss: 0.0303, grad_norm: 2.3403 +2022-03-10 21:56:11,397 - davarocr - INFO - Epoch [7][445/541] lr: 2.623e-05, eta: 1:09:49, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0130, loss: 0.0130, grad_norm: 1.5637 +2022-03-10 21:56:12,268 - davarocr - INFO - Epoch [7][450/541] lr: 2.627e-05, eta: 1:09:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0136, loss: 0.0136, grad_norm: 1.4595 +2022-03-10 21:56:13,139 - davarocr - INFO - Epoch [7][455/541] lr: 2.630e-05, eta: 1:09:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0293, loss: 0.0293, grad_norm: 2.7766 +2022-03-10 21:56:14,016 - davarocr - INFO - Epoch [7][460/541] lr: 2.634e-05, eta: 1:09:46, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.8289 +2022-03-10 21:56:14,906 - davarocr - INFO - Epoch [7][465/541] lr: 2.638e-05, eta: 1:09:45, time: 0.178, data_time: 0.005, memory: 5185, loss_cls: 0.0282, loss: 0.0282, grad_norm: 2.5227 +2022-03-10 21:56:15,777 - davarocr - INFO - Epoch [7][470/541] lr: 2.641e-05, eta: 1:09:44, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0169, loss: 0.0169, grad_norm: 1.7817 +2022-03-10 21:56:16,640 - davarocr - INFO - Epoch [7][475/541] lr: 2.645e-05, eta: 1:09:43, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0296, loss: 0.0296, grad_norm: 2.4349 +2022-03-10 21:56:17,513 - davarocr - INFO - Epoch [7][480/541] lr: 2.648e-05, eta: 1:09:42, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.7207 +2022-03-10 21:56:18,382 - davarocr - INFO - Epoch [7][485/541] lr: 2.652e-05, eta: 1:09:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0169, loss: 0.0169, grad_norm: 1.9082 +2022-03-10 21:56:19,254 - davarocr - INFO - Epoch [7][490/541] lr: 2.655e-05, eta: 1:09:40, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0156, loss: 0.0156, grad_norm: 1.6635 +2022-03-10 21:56:20,124 - davarocr - INFO - Epoch [7][495/541] lr: 2.659e-05, eta: 1:09:39, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0252, loss: 0.0252, grad_norm: 2.5190 +2022-03-10 21:56:21,008 - davarocr - INFO - Epoch [7][500/541] lr: 2.662e-05, eta: 1:09:38, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0074, loss: 0.0074, grad_norm: 1.1726 +2022-03-10 21:56:21,877 - davarocr - INFO - Epoch [7][505/541] lr: 2.666e-05, eta: 1:09:37, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0262, loss: 0.0262, grad_norm: 1.6829 +2022-03-10 21:56:22,758 - davarocr - INFO - Epoch [7][510/541] lr: 2.670e-05, eta: 1:09:36, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0367, loss: 0.0367, grad_norm: 1.8726 +2022-03-10 21:56:23,621 - davarocr - INFO - Epoch [7][515/541] lr: 2.673e-05, eta: 1:09:35, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0164, loss: 0.0164, grad_norm: 1.5773 +2022-03-10 21:56:24,496 - davarocr - INFO - Epoch [7][520/541] lr: 2.677e-05, eta: 1:09:34, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0088, loss: 0.0088, grad_norm: 1.3331 +2022-03-10 21:56:25,358 - davarocr - INFO - Epoch [7][525/541] lr: 2.680e-05, eta: 1:09:32, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0223, loss: 0.0223, grad_norm: 1.5003 +2022-03-10 21:56:26,219 - davarocr - INFO - Epoch [7][530/541] lr: 2.684e-05, eta: 1:09:31, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 1.6697 +2022-03-10 21:56:27,084 - davarocr - INFO - Epoch [7][535/541] lr: 2.687e-05, eta: 1:09:30, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0179, loss: 0.0179, grad_norm: 1.6429 +2022-03-10 21:56:27,949 - davarocr - INFO - Epoch [7][540/541] lr: 2.691e-05, eta: 1:09:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0154, loss: 0.0154, grad_norm: 1.7434 +2022-03-10 21:56:42,168 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 21:56:42,169 - davarocr - INFO - current_metric 0.9210549684752687 is much better than previous best_metric 0.9183673469387755, saving best model ! +2022-03-10 21:56:42,169 - davarocr - INFO - Saving checkpoint at epoch_7.pth +2022-03-10 21:56:44,117 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:56:44,117 - davarocr - INFO - Epoch(val) [7][541] LOC: {'precision': 0.939963614311704, 'recall': 0.9292565947242206, 'f1-score': 0.9345794392523364}, PER: {'precision': 0.965603502188868, 'recall': 0.9548546691403834, 'f1-score': 0.9601990049751243}, MISC: {'precision': 0.8477011494252874, 'recall': 0.8404558404558404, 'f1-score': 0.8440629470672388}, ORG: {'precision': 0.8999400838825644, 'recall': 0.9042745334136063, 'f1-score': 0.9021021021021022}, all: {'precision': 0.9239265989666845, 'recall': 0.9182011331444759, 'f1-score': 0.9210549684752687}, hmean: 0.9211 +2022-03-10 21:56:47,350 - davarocr - INFO - Epoch [8][5/541] lr: 2.595e-05, eta: 1:09:41, time: 0.644, data_time: 0.468, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.4046 +2022-03-10 21:56:48,222 - davarocr - INFO - Epoch [8][10/541] lr: 2.599e-05, eta: 1:09:40, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0355, loss: 0.0355, grad_norm: 2.2470 +2022-03-10 21:56:49,081 - davarocr - INFO - Epoch [8][15/541] lr: 2.602e-05, eta: 1:09:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0244, loss: 0.0244, grad_norm: 1.7867 +2022-03-10 21:56:49,944 - davarocr - INFO - Epoch [8][20/541] lr: 2.606e-05, eta: 1:09:38, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0132, loss: 0.0132, grad_norm: 1.7324 +2022-03-10 21:56:50,826 - davarocr - INFO - Epoch [8][25/541] lr: 2.609e-05, eta: 1:09:37, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.4804 +2022-03-10 21:56:51,718 - davarocr - INFO - Epoch [8][30/541] lr: 2.612e-05, eta: 1:09:36, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0098, loss: 0.0098, grad_norm: 1.5660 +2022-03-10 21:56:52,582 - davarocr - INFO - Epoch [8][35/541] lr: 2.616e-05, eta: 1:09:35, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 1.5489 +2022-03-10 21:56:53,444 - davarocr - INFO - Epoch [8][40/541] lr: 2.619e-05, eta: 1:09:34, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.3724 +2022-03-10 21:56:54,313 - davarocr - INFO - Epoch [8][45/541] lr: 2.623e-05, eta: 1:09:33, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.2982 +2022-03-10 21:56:55,184 - davarocr - INFO - Epoch [8][50/541] lr: 2.626e-05, eta: 1:09:32, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.3845 +2022-03-10 21:56:56,056 - davarocr - INFO - Epoch [8][55/541] lr: 2.630e-05, eta: 1:09:30, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0077, loss: 0.0077, grad_norm: 1.6694 +2022-03-10 21:56:56,921 - davarocr - INFO - Epoch [8][60/541] lr: 2.633e-05, eta: 1:09:29, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.4514 +2022-03-10 21:56:57,797 - davarocr - INFO - Epoch [8][65/541] lr: 2.636e-05, eta: 1:09:28, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 2.2444 +2022-03-10 21:56:58,672 - davarocr - INFO - Epoch [8][70/541] lr: 2.640e-05, eta: 1:09:27, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0139, loss: 0.0139, grad_norm: 1.8007 +2022-03-10 21:56:59,540 - davarocr - INFO - Epoch [8][75/541] lr: 2.643e-05, eta: 1:09:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0130, loss: 0.0130, grad_norm: 1.7485 +2022-03-10 21:57:00,417 - davarocr - INFO - Epoch [8][80/541] lr: 2.647e-05, eta: 1:09:25, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0073, loss: 0.0073, grad_norm: 1.5490 +2022-03-10 21:57:01,282 - davarocr - INFO - Epoch [8][85/541] lr: 2.650e-05, eta: 1:09:24, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 1.5372 +2022-03-10 21:57:02,153 - davarocr - INFO - Epoch [8][90/541] lr: 2.654e-05, eta: 1:09:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0266, loss: 0.0266, grad_norm: 2.7409 +2022-03-10 21:57:03,024 - davarocr - INFO - Epoch [8][95/541] lr: 2.657e-05, eta: 1:09:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0089, loss: 0.0089, grad_norm: 1.4645 +2022-03-10 21:57:03,888 - davarocr - INFO - Epoch [8][100/541] lr: 2.660e-05, eta: 1:09:21, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 3.1791 +2022-03-10 21:57:04,755 - davarocr - INFO - Epoch [8][105/541] lr: 2.664e-05, eta: 1:09:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 0.9942 +2022-03-10 21:57:05,625 - davarocr - INFO - Epoch [8][110/541] lr: 2.667e-05, eta: 1:09:19, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0121, loss: 0.0121, grad_norm: 1.0294 +2022-03-10 21:57:06,483 - davarocr - INFO - Epoch [8][115/541] lr: 2.671e-05, eta: 1:09:18, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0342, loss: 0.0342, grad_norm: 1.8763 +2022-03-10 21:57:07,346 - davarocr - INFO - Epoch [8][120/541] lr: 2.674e-05, eta: 1:09:17, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0195, loss: 0.0195, grad_norm: 1.3836 +2022-03-10 21:57:08,217 - davarocr - INFO - Epoch [8][125/541] lr: 2.677e-05, eta: 1:09:15, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0117, loss: 0.0117, grad_norm: 2.2048 +2022-03-10 21:57:09,089 - davarocr - INFO - Epoch [8][130/541] lr: 2.681e-05, eta: 1:09:14, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0154, loss: 0.0154, grad_norm: 2.0095 +2022-03-10 21:57:09,966 - davarocr - INFO - Epoch [8][135/541] lr: 2.684e-05, eta: 1:09:13, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 1.2438 +2022-03-10 21:57:10,828 - davarocr - INFO - Epoch [8][140/541] lr: 2.688e-05, eta: 1:09:12, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.1193 +2022-03-10 21:57:11,696 - davarocr - INFO - Epoch [8][145/541] lr: 2.691e-05, eta: 1:09:11, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0404, loss: 0.0404, grad_norm: 2.1255 +2022-03-10 21:57:12,567 - davarocr - INFO - Epoch [8][150/541] lr: 2.695e-05, eta: 1:09:10, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.4362 +2022-03-10 21:57:13,437 - davarocr - INFO - Epoch [8][155/541] lr: 2.698e-05, eta: 1:09:09, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0163, loss: 0.0163, grad_norm: 1.5336 +2022-03-10 21:57:14,301 - davarocr - INFO - Epoch [8][160/541] lr: 2.701e-05, eta: 1:09:08, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0115, loss: 0.0115, grad_norm: 1.3995 +2022-03-10 21:57:15,170 - davarocr - INFO - Epoch [8][165/541] lr: 2.705e-05, eta: 1:09:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0160, loss: 0.0160, grad_norm: 1.5162 +2022-03-10 21:57:16,035 - davarocr - INFO - Epoch [8][170/541] lr: 2.708e-05, eta: 1:09:06, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0134, loss: 0.0134, grad_norm: 1.3376 +2022-03-10 21:57:16,907 - davarocr - INFO - Epoch [8][175/541] lr: 2.712e-05, eta: 1:09:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0082, loss: 0.0082, grad_norm: 1.8604 +2022-03-10 21:57:17,778 - davarocr - INFO - Epoch [8][180/541] lr: 2.715e-05, eta: 1:09:04, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.4114 +2022-03-10 21:57:18,647 - davarocr - INFO - Epoch [8][185/541] lr: 2.719e-05, eta: 1:09:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0148, loss: 0.0148, grad_norm: 2.0918 +2022-03-10 21:57:19,516 - davarocr - INFO - Epoch [8][190/541] lr: 2.722e-05, eta: 1:09:02, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0143, loss: 0.0143, grad_norm: 1.5178 +2022-03-10 21:57:20,382 - davarocr - INFO - Epoch [8][195/541] lr: 2.725e-05, eta: 1:09:01, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.4271 +2022-03-10 21:57:21,261 - davarocr - INFO - Epoch [8][200/541] lr: 2.729e-05, eta: 1:09:00, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0302, loss: 0.0302, grad_norm: 2.6447 +2022-03-10 21:57:22,127 - davarocr - INFO - Epoch [8][205/541] lr: 2.732e-05, eta: 1:08:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0120, loss: 0.0120, grad_norm: 2.0540 +2022-03-10 21:57:22,995 - davarocr - INFO - Epoch [8][210/541] lr: 2.736e-05, eta: 1:08:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.5820 +2022-03-10 21:57:23,861 - davarocr - INFO - Epoch [8][215/541] lr: 2.739e-05, eta: 1:08:56, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0177, loss: 0.0177, grad_norm: 2.6460 +2022-03-10 21:57:24,723 - davarocr - INFO - Epoch [8][220/541] lr: 2.743e-05, eta: 1:08:55, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.0806 +2022-03-10 21:57:25,599 - davarocr - INFO - Epoch [8][225/541] lr: 2.746e-05, eta: 1:08:54, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.3019 +2022-03-10 21:57:26,470 - davarocr - INFO - Epoch [8][230/541] lr: 2.749e-05, eta: 1:08:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0133, loss: 0.0133, grad_norm: 1.2687 +2022-03-10 21:57:27,357 - davarocr - INFO - Epoch [8][235/541] lr: 2.753e-05, eta: 1:08:52, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.2174 +2022-03-10 21:57:28,228 - davarocr - INFO - Epoch [8][240/541] lr: 2.756e-05, eta: 1:08:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.1820 +2022-03-10 21:57:29,089 - davarocr - INFO - Epoch [8][245/541] lr: 2.760e-05, eta: 1:08:50, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0084, loss: 0.0084, grad_norm: 1.4103 +2022-03-10 21:57:29,959 - davarocr - INFO - Epoch [8][250/541] lr: 2.763e-05, eta: 1:08:49, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0208, loss: 0.0208, grad_norm: 1.8684 +2022-03-10 21:57:30,822 - davarocr - INFO - Epoch [8][255/541] lr: 2.766e-05, eta: 1:08:48, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.5126 +2022-03-10 21:57:31,691 - davarocr - INFO - Epoch [8][260/541] lr: 2.770e-05, eta: 1:08:47, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0164, loss: 0.0164, grad_norm: 1.5568 +2022-03-10 21:57:32,568 - davarocr - INFO - Epoch [8][265/541] lr: 2.773e-05, eta: 1:08:46, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.3371 +2022-03-10 21:57:33,439 - davarocr - INFO - Epoch [8][270/541] lr: 2.777e-05, eta: 1:08:45, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.2661 +2022-03-10 21:57:34,318 - davarocr - INFO - Epoch [8][275/541] lr: 2.780e-05, eta: 1:08:44, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0264, loss: 0.0264, grad_norm: 1.9157 +2022-03-10 21:57:35,190 - davarocr - INFO - Epoch [8][280/541] lr: 2.784e-05, eta: 1:08:43, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0176, loss: 0.0176, grad_norm: 2.1237 +2022-03-10 21:57:36,052 - davarocr - INFO - Epoch [8][285/541] lr: 2.787e-05, eta: 1:08:42, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0082, loss: 0.0082, grad_norm: 1.6326 +2022-03-10 21:57:36,926 - davarocr - INFO - Epoch [8][290/541] lr: 2.790e-05, eta: 1:08:41, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0111, loss: 0.0111, grad_norm: 1.4818 +2022-03-10 21:57:37,795 - davarocr - INFO - Epoch [8][295/541] lr: 2.794e-05, eta: 1:08:40, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0160, loss: 0.0160, grad_norm: 1.7723 +2022-03-10 21:57:38,678 - davarocr - INFO - Epoch [8][300/541] lr: 2.797e-05, eta: 1:08:39, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0249, loss: 0.0249, grad_norm: 1.8564 +2022-03-10 21:57:39,546 - davarocr - INFO - Epoch [8][305/541] lr: 2.801e-05, eta: 1:08:37, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0167, loss: 0.0167, grad_norm: 2.3070 +2022-03-10 21:57:40,410 - davarocr - INFO - Epoch [8][310/541] lr: 2.804e-05, eta: 1:08:36, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0194, loss: 0.0194, grad_norm: 2.2950 +2022-03-10 21:57:41,279 - davarocr - INFO - Epoch [8][315/541] lr: 2.808e-05, eta: 1:08:35, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.5693 +2022-03-10 21:57:42,147 - davarocr - INFO - Epoch [8][320/541] lr: 2.811e-05, eta: 1:08:34, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 2.1115 +2022-03-10 21:57:43,018 - davarocr - INFO - Epoch [8][325/541] lr: 2.814e-05, eta: 1:08:33, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0155, loss: 0.0155, grad_norm: 1.8230 +2022-03-10 21:57:43,888 - davarocr - INFO - Epoch [8][330/541] lr: 2.818e-05, eta: 1:08:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0077, loss: 0.0077, grad_norm: 1.7869 +2022-03-10 21:57:44,751 - davarocr - INFO - Epoch [8][335/541] lr: 2.821e-05, eta: 1:08:31, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.9534 +2022-03-10 21:57:45,623 - davarocr - INFO - Epoch [8][340/541] lr: 2.825e-05, eta: 1:08:30, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0163, loss: 0.0163, grad_norm: 1.6745 +2022-03-10 21:57:46,504 - davarocr - INFO - Epoch [8][345/541] lr: 2.828e-05, eta: 1:08:29, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0125, loss: 0.0125, grad_norm: 1.7184 +2022-03-10 21:57:47,379 - davarocr - INFO - Epoch [8][350/541] lr: 2.832e-05, eta: 1:08:28, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0155, loss: 0.0155, grad_norm: 2.0346 +2022-03-10 21:57:48,243 - davarocr - INFO - Epoch [8][355/541] lr: 2.835e-05, eta: 1:08:27, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0103, loss: 0.0103, grad_norm: 2.0596 +2022-03-10 21:57:49,105 - davarocr - INFO - Epoch [8][360/541] lr: 2.838e-05, eta: 1:08:26, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.8049 +2022-03-10 21:57:49,969 - davarocr - INFO - Epoch [8][365/541] lr: 2.842e-05, eta: 1:08:25, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0160, loss: 0.0160, grad_norm: 1.7934 +2022-03-10 21:57:50,836 - davarocr - INFO - Epoch [8][370/541] lr: 2.845e-05, eta: 1:08:24, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.8599 +2022-03-10 21:57:51,708 - davarocr - INFO - Epoch [8][375/541] lr: 2.849e-05, eta: 1:08:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 1.7704 +2022-03-10 21:57:52,577 - davarocr - INFO - Epoch [8][380/541] lr: 2.852e-05, eta: 1:08:22, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.6587 +2022-03-10 21:57:53,455 - davarocr - INFO - Epoch [8][385/541] lr: 2.855e-05, eta: 1:08:21, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0135, loss: 0.0135, grad_norm: 1.9299 +2022-03-10 21:57:54,318 - davarocr - INFO - Epoch [8][390/541] lr: 2.859e-05, eta: 1:08:20, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.5231 +2022-03-10 21:57:55,194 - davarocr - INFO - Epoch [8][395/541] lr: 2.862e-05, eta: 1:08:19, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0119, loss: 0.0119, grad_norm: 2.0017 +2022-03-10 21:57:56,080 - davarocr - INFO - Epoch [8][400/541] lr: 2.866e-05, eta: 1:08:18, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0152, loss: 0.0152, grad_norm: 1.7379 +2022-03-10 21:57:56,950 - davarocr - INFO - Epoch [8][405/541] lr: 2.869e-05, eta: 1:08:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0128, loss: 0.0128, grad_norm: 2.1593 +2022-03-10 21:57:57,837 - davarocr - INFO - Epoch [8][410/541] lr: 2.873e-05, eta: 1:08:16, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0119, loss: 0.0119, grad_norm: 2.2372 +2022-03-10 21:57:58,712 - davarocr - INFO - Epoch [8][415/541] lr: 2.876e-05, eta: 1:08:15, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0077, loss: 0.0077, grad_norm: 1.8105 +2022-03-10 21:57:59,586 - davarocr - INFO - Epoch [8][420/541] lr: 2.879e-05, eta: 1:08:14, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0148, loss: 0.0148, grad_norm: 1.8786 +2022-03-10 21:58:00,463 - davarocr - INFO - Epoch [8][425/541] lr: 2.883e-05, eta: 1:08:13, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0300, loss: 0.0300, grad_norm: 1.9725 +2022-03-10 21:58:01,332 - davarocr - INFO - Epoch [8][430/541] lr: 2.886e-05, eta: 1:08:12, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 1.8525 +2022-03-10 21:58:02,197 - davarocr - INFO - Epoch [8][435/541] lr: 2.890e-05, eta: 1:08:11, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0111, loss: 0.0111, grad_norm: 2.1785 +2022-03-10 21:58:03,064 - davarocr - INFO - Epoch [8][440/541] lr: 2.893e-05, eta: 1:08:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0079, loss: 0.0079, grad_norm: 1.8858 +2022-03-10 21:58:03,932 - davarocr - INFO - Epoch [8][445/541] lr: 2.897e-05, eta: 1:08:08, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.8538 +2022-03-10 21:58:04,799 - davarocr - INFO - Epoch [8][450/541] lr: 2.900e-05, eta: 1:08:07, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0129, loss: 0.0129, grad_norm: 1.9068 +2022-03-10 21:58:05,661 - davarocr - INFO - Epoch [8][455/541] lr: 2.903e-05, eta: 1:08:06, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0152, loss: 0.0152, grad_norm: 2.1508 +2022-03-10 21:58:06,537 - davarocr - INFO - Epoch [8][460/541] lr: 2.907e-05, eta: 1:08:05, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 2.0948 +2022-03-10 21:58:07,401 - davarocr - INFO - Epoch [8][465/541] lr: 2.910e-05, eta: 1:08:04, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0193, loss: 0.0193, grad_norm: 2.3388 +2022-03-10 21:58:08,271 - davarocr - INFO - Epoch [8][470/541] lr: 2.914e-05, eta: 1:08:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.9667 +2022-03-10 21:58:09,141 - davarocr - INFO - Epoch [8][475/541] lr: 2.917e-05, eta: 1:08:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0143, loss: 0.0143, grad_norm: 2.8084 +2022-03-10 21:58:10,023 - davarocr - INFO - Epoch [8][480/541] lr: 2.921e-05, eta: 1:08:01, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.3092 +2022-03-10 21:58:10,889 - davarocr - INFO - Epoch [8][485/541] lr: 2.924e-05, eta: 1:08:00, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0115, loss: 0.0115, grad_norm: 1.4873 +2022-03-10 21:58:11,764 - davarocr - INFO - Epoch [8][490/541] lr: 2.927e-05, eta: 1:07:59, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.3529 +2022-03-10 21:58:12,629 - davarocr - INFO - Epoch [8][495/541] lr: 2.931e-05, eta: 1:07:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0112, loss: 0.0112, grad_norm: 1.7442 +2022-03-10 21:58:13,505 - davarocr - INFO - Epoch [8][500/541] lr: 2.934e-05, eta: 1:07:57, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0096, loss: 0.0096, grad_norm: 1.6057 +2022-03-10 21:58:14,379 - davarocr - INFO - Epoch [8][505/541] lr: 2.938e-05, eta: 1:07:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0215, loss: 0.0215, grad_norm: 2.1454 +2022-03-10 21:58:15,246 - davarocr - INFO - Epoch [8][510/541] lr: 2.941e-05, eta: 1:07:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0110, loss: 0.0110, grad_norm: 1.4174 +2022-03-10 21:58:16,115 - davarocr - INFO - Epoch [8][515/541] lr: 2.944e-05, eta: 1:07:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.3006 +2022-03-10 21:58:16,989 - davarocr - INFO - Epoch [8][520/541] lr: 2.948e-05, eta: 1:07:53, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0201, loss: 0.0201, grad_norm: 2.0968 +2022-03-10 21:58:17,854 - davarocr - INFO - Epoch [8][525/541] lr: 2.951e-05, eta: 1:07:52, time: 0.173, data_time: 0.004, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.4626 +2022-03-10 21:58:18,724 - davarocr - INFO - Epoch [8][530/541] lr: 2.955e-05, eta: 1:07:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.9213 +2022-03-10 21:58:19,594 - davarocr - INFO - Epoch [8][535/541] lr: 2.958e-05, eta: 1:07:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0108, loss: 0.0108, grad_norm: 1.3924 +2022-03-10 21:58:20,467 - davarocr - INFO - Epoch [8][540/541] lr: 2.962e-05, eta: 1:07:49, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.4535 +2022-03-10 21:58:34,846 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 21:58:34,847 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 21:58:34,848 - davarocr - INFO - Epoch(val) [8][541] LOC: {'precision': 0.9413561392791692, 'recall': 0.9238609112709832, 'f1-score': 0.9325264750378215}, PER: {'precision': 0.9622291021671827, 'recall': 0.961038961038961, 'f1-score': 0.9616336633663367}, MISC: {'precision': 0.8433908045977011, 'recall': 0.8361823361823362, 'f1-score': 0.8397711015736766}, ORG: {'precision': 0.9061925199264255, 'recall': 0.8898254063816978, 'f1-score': 0.8979343863912516}, all: {'precision': 0.9248969349345761, 'recall': 0.9135977337110481, 'f1-score': 0.9192126124521244}, hmean: 0.9192 +2022-03-10 21:58:38,203 - davarocr - INFO - Epoch [9][5/541] lr: 2.860e-05, eta: 1:08:00, time: 0.669, data_time: 0.487, memory: 5185, loss_cls: 0.0082, loss: 0.0082, grad_norm: 1.4207 +2022-03-10 21:58:39,095 - davarocr - INFO - Epoch [9][10/541] lr: 2.863e-05, eta: 1:07:59, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 1.5622 +2022-03-10 21:58:39,986 - davarocr - INFO - Epoch [9][15/541] lr: 2.866e-05, eta: 1:07:58, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.3841 +2022-03-10 21:58:40,857 - davarocr - INFO - Epoch [9][20/541] lr: 2.870e-05, eta: 1:07:57, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0190, loss: 0.0190, grad_norm: 3.0944 +2022-03-10 21:58:41,717 - davarocr - INFO - Epoch [9][25/541] lr: 2.873e-05, eta: 1:07:56, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.5833 +2022-03-10 21:58:42,587 - davarocr - INFO - Epoch [9][30/541] lr: 2.876e-05, eta: 1:07:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0103, loss: 0.0103, grad_norm: 1.5379 +2022-03-10 21:58:43,454 - davarocr - INFO - Epoch [9][35/541] lr: 2.880e-05, eta: 1:07:54, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.2560 +2022-03-10 21:58:44,327 - davarocr - INFO - Epoch [9][40/541] lr: 2.883e-05, eta: 1:07:53, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0289, loss: 0.0289, grad_norm: 2.2611 +2022-03-10 21:58:45,189 - davarocr - INFO - Epoch [9][45/541] lr: 2.886e-05, eta: 1:07:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.3214 +2022-03-10 21:58:46,061 - davarocr - INFO - Epoch [9][50/541] lr: 2.889e-05, eta: 1:07:50, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0116, loss: 0.0116, grad_norm: 1.3347 +2022-03-10 21:58:46,939 - davarocr - INFO - Epoch [9][55/541] lr: 2.893e-05, eta: 1:07:49, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0108, loss: 0.0108, grad_norm: 1.7070 +2022-03-10 21:58:47,802 - davarocr - INFO - Epoch [9][60/541] lr: 2.896e-05, eta: 1:07:48, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.8128 +2022-03-10 21:58:48,668 - davarocr - INFO - Epoch [9][65/541] lr: 2.899e-05, eta: 1:07:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0220, loss: 0.0220, grad_norm: 1.3389 +2022-03-10 21:58:49,528 - davarocr - INFO - Epoch [9][70/541] lr: 2.903e-05, eta: 1:07:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.4585 +2022-03-10 21:58:50,394 - davarocr - INFO - Epoch [9][75/541] lr: 2.906e-05, eta: 1:07:45, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0095, loss: 0.0095, grad_norm: 1.7665 +2022-03-10 21:58:51,265 - davarocr - INFO - Epoch [9][80/541] lr: 2.909e-05, eta: 1:07:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0077, loss: 0.0077, grad_norm: 1.5611 +2022-03-10 21:58:52,126 - davarocr - INFO - Epoch [9][85/541] lr: 2.913e-05, eta: 1:07:43, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.4283 +2022-03-10 21:58:52,986 - davarocr - INFO - Epoch [9][90/541] lr: 2.916e-05, eta: 1:07:42, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3693 +2022-03-10 21:58:53,856 - davarocr - INFO - Epoch [9][95/541] lr: 2.919e-05, eta: 1:07:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0092, loss: 0.0092, grad_norm: 1.7396 +2022-03-10 21:58:54,725 - davarocr - INFO - Epoch [9][100/541] lr: 2.923e-05, eta: 1:07:40, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2581 +2022-03-10 21:58:55,599 - davarocr - INFO - Epoch [9][105/541] lr: 2.926e-05, eta: 1:07:39, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.6390 +2022-03-10 21:58:56,467 - davarocr - INFO - Epoch [9][110/541] lr: 2.929e-05, eta: 1:07:38, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0124, loss: 0.0124, grad_norm: 1.7214 +2022-03-10 21:58:57,336 - davarocr - INFO - Epoch [9][115/541] lr: 2.932e-05, eta: 1:07:37, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.6120 +2022-03-10 21:58:58,205 - davarocr - INFO - Epoch [9][120/541] lr: 2.936e-05, eta: 1:07:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.6239 +2022-03-10 21:58:59,073 - davarocr - INFO - Epoch [9][125/541] lr: 2.939e-05, eta: 1:07:35, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.9932 +2022-03-10 21:58:59,942 - davarocr - INFO - Epoch [9][130/541] lr: 2.942e-05, eta: 1:07:34, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.6019 +2022-03-10 21:59:00,811 - davarocr - INFO - Epoch [9][135/541] lr: 2.946e-05, eta: 1:07:33, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.9162 +2022-03-10 21:59:01,681 - davarocr - INFO - Epoch [9][140/541] lr: 2.949e-05, eta: 1:07:32, time: 0.174, data_time: 0.004, memory: 5185, loss_cls: 0.0234, loss: 0.0234, grad_norm: 2.4837 +2022-03-10 21:59:02,559 - davarocr - INFO - Epoch [9][145/541] lr: 2.952e-05, eta: 1:07:31, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0148, loss: 0.0148, grad_norm: 1.5101 +2022-03-10 21:59:03,443 - davarocr - INFO - Epoch [9][150/541] lr: 2.956e-05, eta: 1:07:30, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.4286 +2022-03-10 21:59:04,313 - davarocr - INFO - Epoch [9][155/541] lr: 2.959e-05, eta: 1:07:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0084, loss: 0.0084, grad_norm: 1.7632 +2022-03-10 21:59:05,183 - davarocr - INFO - Epoch [9][160/541] lr: 2.962e-05, eta: 1:07:28, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.4566 +2022-03-10 21:59:06,049 - davarocr - INFO - Epoch [9][165/541] lr: 2.965e-05, eta: 1:07:26, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0219, loss: 0.0219, grad_norm: 1.9794 +2022-03-10 21:59:06,917 - davarocr - INFO - Epoch [9][170/541] lr: 2.969e-05, eta: 1:07:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0076, loss: 0.0076, grad_norm: 1.7776 +2022-03-10 21:59:07,787 - davarocr - INFO - Epoch [9][175/541] lr: 2.972e-05, eta: 1:07:24, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.6159 +2022-03-10 21:59:08,656 - davarocr - INFO - Epoch [9][180/541] lr: 2.975e-05, eta: 1:07:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.4855 +2022-03-10 21:59:09,529 - davarocr - INFO - Epoch [9][185/541] lr: 2.979e-05, eta: 1:07:22, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0141, loss: 0.0141, grad_norm: 1.5952 +2022-03-10 21:59:10,400 - davarocr - INFO - Epoch [9][190/541] lr: 2.982e-05, eta: 1:07:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.5485 +2022-03-10 21:59:11,284 - davarocr - INFO - Epoch [9][195/541] lr: 2.985e-05, eta: 1:07:20, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.4540 +2022-03-10 21:59:12,154 - davarocr - INFO - Epoch [9][200/541] lr: 2.989e-05, eta: 1:07:19, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0131, loss: 0.0131, grad_norm: 1.7961 +2022-03-10 21:59:13,027 - davarocr - INFO - Epoch [9][205/541] lr: 2.992e-05, eta: 1:07:18, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0107, loss: 0.0107, grad_norm: 1.6371 +2022-03-10 21:59:13,901 - davarocr - INFO - Epoch [9][210/541] lr: 2.995e-05, eta: 1:07:17, time: 0.174, data_time: 0.004, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.4959 +2022-03-10 21:59:14,797 - davarocr - INFO - Epoch [9][215/541] lr: 2.998e-05, eta: 1:07:16, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.6459 +2022-03-10 21:59:15,659 - davarocr - INFO - Epoch [9][220/541] lr: 3.002e-05, eta: 1:07:15, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.5445 +2022-03-10 21:59:16,528 - davarocr - INFO - Epoch [9][225/541] lr: 3.005e-05, eta: 1:07:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.7952 +2022-03-10 21:59:17,414 - davarocr - INFO - Epoch [9][230/541] lr: 3.008e-05, eta: 1:07:13, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.5406 +2022-03-10 21:59:18,278 - davarocr - INFO - Epoch [9][235/541] lr: 3.012e-05, eta: 1:07:12, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.4672 +2022-03-10 21:59:19,139 - davarocr - INFO - Epoch [9][240/541] lr: 3.015e-05, eta: 1:07:11, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.8327 +2022-03-10 21:59:20,009 - davarocr - INFO - Epoch [9][245/541] lr: 3.018e-05, eta: 1:07:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0103, loss: 0.0103, grad_norm: 1.7923 +2022-03-10 21:59:20,882 - davarocr - INFO - Epoch [9][250/541] lr: 3.022e-05, eta: 1:07:09, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.9870 +2022-03-10 21:59:21,752 - davarocr - INFO - Epoch [9][255/541] lr: 3.025e-05, eta: 1:07:08, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.6003 +2022-03-10 21:59:22,631 - davarocr - INFO - Epoch [9][260/541] lr: 3.028e-05, eta: 1:07:07, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.5054 +2022-03-10 21:59:23,505 - davarocr - INFO - Epoch [9][265/541] lr: 3.031e-05, eta: 1:07:06, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.6766 +2022-03-10 21:59:24,373 - davarocr - INFO - Epoch [9][270/541] lr: 3.035e-05, eta: 1:07:05, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.7727 +2022-03-10 21:59:25,252 - davarocr - INFO - Epoch [9][275/541] lr: 3.038e-05, eta: 1:07:04, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0231, loss: 0.0231, grad_norm: 2.3497 +2022-03-10 21:59:26,125 - davarocr - INFO - Epoch [9][280/541] lr: 3.041e-05, eta: 1:07:03, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0139, loss: 0.0139, grad_norm: 2.0955 +2022-03-10 21:59:26,993 - davarocr - INFO - Epoch [9][285/541] lr: 3.045e-05, eta: 1:07:02, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0154, loss: 0.0154, grad_norm: 2.9627 +2022-03-10 21:59:27,863 - davarocr - INFO - Epoch [9][290/541] lr: 3.048e-05, eta: 1:07:01, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0227, loss: 0.0227, grad_norm: 2.2574 +2022-03-10 21:59:28,740 - davarocr - INFO - Epoch [9][295/541] lr: 3.051e-05, eta: 1:07:00, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.5884 +2022-03-10 21:59:29,602 - davarocr - INFO - Epoch [9][300/541] lr: 3.055e-05, eta: 1:06:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.8941 +2022-03-10 21:59:30,476 - davarocr - INFO - Epoch [9][305/541] lr: 3.058e-05, eta: 1:06:58, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0258, loss: 0.0258, grad_norm: 2.4141 +2022-03-10 21:59:31,341 - davarocr - INFO - Epoch [9][310/541] lr: 3.061e-05, eta: 1:06:57, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0117, loss: 0.0117, grad_norm: 1.6924 +2022-03-10 21:59:32,205 - davarocr - INFO - Epoch [9][315/541] lr: 3.064e-05, eta: 1:06:56, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0094, loss: 0.0094, grad_norm: 1.6514 +2022-03-10 21:59:33,081 - davarocr - INFO - Epoch [9][320/541] lr: 3.068e-05, eta: 1:06:55, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 2.1496 +2022-03-10 21:59:33,968 - davarocr - INFO - Epoch [9][325/541] lr: 3.071e-05, eta: 1:06:54, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0152, loss: 0.0152, grad_norm: 1.9511 +2022-03-10 21:59:34,850 - davarocr - INFO - Epoch [9][330/541] lr: 3.074e-05, eta: 1:06:53, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.7301 +2022-03-10 21:59:35,738 - davarocr - INFO - Epoch [9][335/541] lr: 3.078e-05, eta: 1:06:52, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0178, loss: 0.0178, grad_norm: 1.6756 +2022-03-10 21:59:36,603 - davarocr - INFO - Epoch [9][340/541] lr: 3.081e-05, eta: 1:06:51, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.4800 +2022-03-10 21:59:37,476 - davarocr - INFO - Epoch [9][345/541] lr: 3.084e-05, eta: 1:06:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 1.5689 +2022-03-10 21:59:38,346 - davarocr - INFO - Epoch [9][350/541] lr: 3.088e-05, eta: 1:06:49, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 2.6501 +2022-03-10 21:59:39,223 - davarocr - INFO - Epoch [9][355/541] lr: 3.091e-05, eta: 1:06:48, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 2.4142 +2022-03-10 21:59:40,114 - davarocr - INFO - Epoch [9][360/541] lr: 3.094e-05, eta: 1:06:47, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0156, loss: 0.0156, grad_norm: 1.8317 +2022-03-10 21:59:40,988 - davarocr - INFO - Epoch [9][365/541] lr: 3.097e-05, eta: 1:06:46, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0246, loss: 0.0246, grad_norm: 2.5527 +2022-03-10 21:59:41,864 - davarocr - INFO - Epoch [9][370/541] lr: 3.101e-05, eta: 1:06:45, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.7411 +2022-03-10 21:59:42,735 - davarocr - INFO - Epoch [9][375/541] lr: 3.104e-05, eta: 1:06:44, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0239, loss: 0.0239, grad_norm: 1.6979 +2022-03-10 21:59:43,605 - davarocr - INFO - Epoch [9][380/541] lr: 3.107e-05, eta: 1:06:43, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0195, loss: 0.0195, grad_norm: 2.9132 +2022-03-10 21:59:44,474 - davarocr - INFO - Epoch [9][385/541] lr: 3.111e-05, eta: 1:06:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0104, loss: 0.0104, grad_norm: 1.8220 +2022-03-10 21:59:45,346 - davarocr - INFO - Epoch [9][390/541] lr: 3.114e-05, eta: 1:06:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0128, loss: 0.0128, grad_norm: 2.1510 +2022-03-10 21:59:46,226 - davarocr - INFO - Epoch [9][395/541] lr: 3.117e-05, eta: 1:06:40, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.2785 +2022-03-10 21:59:47,094 - davarocr - INFO - Epoch [9][400/541] lr: 3.121e-05, eta: 1:06:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0358, loss: 0.0358, grad_norm: 2.3788 +2022-03-10 21:59:47,977 - davarocr - INFO - Epoch [9][405/541] lr: 3.124e-05, eta: 1:06:38, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0247, loss: 0.0247, grad_norm: 1.5746 +2022-03-10 21:59:48,852 - davarocr - INFO - Epoch [9][410/541] lr: 3.127e-05, eta: 1:06:37, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0107, loss: 0.0107, grad_norm: 2.0277 +2022-03-10 21:59:49,719 - davarocr - INFO - Epoch [9][415/541] lr: 3.130e-05, eta: 1:06:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.7787 +2022-03-10 21:59:50,593 - davarocr - INFO - Epoch [9][420/541] lr: 3.134e-05, eta: 1:06:35, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.2399 +2022-03-10 21:59:51,468 - davarocr - INFO - Epoch [9][425/541] lr: 3.137e-05, eta: 1:06:34, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0155, loss: 0.0155, grad_norm: 2.0157 +2022-03-10 21:59:52,349 - davarocr - INFO - Epoch [9][430/541] lr: 3.140e-05, eta: 1:06:33, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0110, loss: 0.0110, grad_norm: 1.7733 +2022-03-10 21:59:53,224 - davarocr - INFO - Epoch [9][435/541] lr: 3.144e-05, eta: 1:06:32, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0293, loss: 0.0293, grad_norm: 2.3283 +2022-03-10 21:59:54,088 - davarocr - INFO - Epoch [9][440/541] lr: 3.147e-05, eta: 1:06:31, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.3722 +2022-03-10 21:59:54,963 - davarocr - INFO - Epoch [9][445/541] lr: 3.150e-05, eta: 1:06:30, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0117, loss: 0.0117, grad_norm: 1.3940 +2022-03-10 21:59:55,839 - davarocr - INFO - Epoch [9][450/541] lr: 3.154e-05, eta: 1:06:29, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0130, loss: 0.0130, grad_norm: 1.8516 +2022-03-10 21:59:56,705 - davarocr - INFO - Epoch [9][455/541] lr: 3.157e-05, eta: 1:06:28, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0236, loss: 0.0236, grad_norm: 2.4446 +2022-03-10 21:59:57,569 - davarocr - INFO - Epoch [9][460/541] lr: 3.160e-05, eta: 1:06:27, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0171, loss: 0.0171, grad_norm: 2.3115 +2022-03-10 21:59:58,438 - davarocr - INFO - Epoch [9][465/541] lr: 3.163e-05, eta: 1:06:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0103, loss: 0.0103, grad_norm: 1.9821 +2022-03-10 21:59:59,309 - davarocr - INFO - Epoch [9][470/541] lr: 3.167e-05, eta: 1:06:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0166, loss: 0.0166, grad_norm: 2.1875 +2022-03-10 22:00:00,170 - davarocr - INFO - Epoch [9][475/541] lr: 3.170e-05, eta: 1:06:24, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 2.0965 +2022-03-10 22:00:01,037 - davarocr - INFO - Epoch [9][480/541] lr: 3.173e-05, eta: 1:06:23, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.7769 +2022-03-10 22:00:01,899 - davarocr - INFO - Epoch [9][485/541] lr: 3.177e-05, eta: 1:06:22, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0137, loss: 0.0137, grad_norm: 2.0424 +2022-03-10 22:00:02,770 - davarocr - INFO - Epoch [9][490/541] lr: 3.180e-05, eta: 1:06:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.7022 +2022-03-10 22:00:03,643 - davarocr - INFO - Epoch [9][495/541] lr: 3.183e-05, eta: 1:06:20, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.6467 +2022-03-10 22:00:04,506 - davarocr - INFO - Epoch [9][500/541] lr: 3.187e-05, eta: 1:06:19, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0119, loss: 0.0119, grad_norm: 1.8223 +2022-03-10 22:00:05,373 - davarocr - INFO - Epoch [9][505/541] lr: 3.190e-05, eta: 1:06:18, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0409, loss: 0.0409, grad_norm: 2.5303 +2022-03-10 22:00:06,242 - davarocr - INFO - Epoch [9][510/541] lr: 3.193e-05, eta: 1:06:17, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0082, loss: 0.0082, grad_norm: 1.7032 +2022-03-10 22:00:07,118 - davarocr - INFO - Epoch [9][515/541] lr: 3.196e-05, eta: 1:06:16, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0142, loss: 0.0142, grad_norm: 1.9131 +2022-03-10 22:00:07,992 - davarocr - INFO - Epoch [9][520/541] lr: 3.200e-05, eta: 1:06:15, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0164, loss: 0.0164, grad_norm: 2.3512 +2022-03-10 22:00:08,867 - davarocr - INFO - Epoch [9][525/541] lr: 3.203e-05, eta: 1:06:14, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0124, loss: 0.0124, grad_norm: 2.2572 +2022-03-10 22:00:09,733 - davarocr - INFO - Epoch [9][530/541] lr: 3.206e-05, eta: 1:06:13, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0197, loss: 0.0197, grad_norm: 1.9629 +2022-03-10 22:00:10,603 - davarocr - INFO - Epoch [9][535/541] lr: 3.210e-05, eta: 1:06:12, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.5674 +2022-03-10 22:00:11,490 - davarocr - INFO - Epoch [9][540/541] lr: 3.213e-05, eta: 1:06:11, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0246, loss: 0.0246, grad_norm: 2.1435 +2022-03-10 22:00:25,829 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:00:25,829 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:00:25,830 - davarocr - INFO - Epoch(val) [9][541] LOC: {'precision': 0.9239453357100416, 'recall': 0.9322541966426858, 'f1-score': 0.9280811698000597}, PER: {'precision': 0.9630325814536341, 'recall': 0.9505256648113791, 'f1-score': 0.9567382508558978}, MISC: {'precision': 0.8375706214689266, 'recall': 0.8447293447293447, 'f1-score': 0.8411347517730497}, ORG: {'precision': 0.8884892086330936, 'recall': 0.8922335942203492, 'f1-score': 0.8903574647041154}, all: {'precision': 0.9137046861184792, 'recall': 0.9148371104815864, 'f1-score': 0.9142705476422188}, hmean: 0.9143 +2022-03-10 22:00:29,204 - davarocr - INFO - Epoch [10][5/541] lr: 3.106e-05, eta: 1:06:20, time: 0.673, data_time: 0.488, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.7973 +2022-03-10 22:00:30,077 - davarocr - INFO - Epoch [10][10/541] lr: 3.109e-05, eta: 1:06:19, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.7938 +2022-03-10 22:00:30,949 - davarocr - INFO - Epoch [10][15/541] lr: 3.112e-05, eta: 1:06:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0119, loss: 0.0119, grad_norm: 1.6808 +2022-03-10 22:00:31,829 - davarocr - INFO - Epoch [10][20/541] lr: 3.116e-05, eta: 1:06:17, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.6679 +2022-03-10 22:00:32,708 - davarocr - INFO - Epoch [10][25/541] lr: 3.119e-05, eta: 1:06:16, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.6244 +2022-03-10 22:00:33,583 - davarocr - INFO - Epoch [10][30/541] lr: 3.122e-05, eta: 1:06:15, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0076, loss: 0.0076, grad_norm: 2.1369 +2022-03-10 22:00:34,460 - davarocr - INFO - Epoch [10][35/541] lr: 3.125e-05, eta: 1:06:14, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0138, loss: 0.0138, grad_norm: 2.2686 +2022-03-10 22:00:35,340 - davarocr - INFO - Epoch [10][40/541] lr: 3.128e-05, eta: 1:06:13, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.6842 +2022-03-10 22:00:36,203 - davarocr - INFO - Epoch [10][45/541] lr: 3.131e-05, eta: 1:06:12, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.7595 +2022-03-10 22:00:37,074 - davarocr - INFO - Epoch [10][50/541] lr: 3.135e-05, eta: 1:06:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0110, loss: 0.0110, grad_norm: 1.6060 +2022-03-10 22:00:37,969 - davarocr - INFO - Epoch [10][55/541] lr: 3.138e-05, eta: 1:06:10, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.7896 +2022-03-10 22:00:38,840 - davarocr - INFO - Epoch [10][60/541] lr: 3.141e-05, eta: 1:06:09, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.7504 +2022-03-10 22:00:39,704 - davarocr - INFO - Epoch [10][65/541] lr: 3.144e-05, eta: 1:06:08, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0105, loss: 0.0105, grad_norm: 2.3014 +2022-03-10 22:00:40,574 - davarocr - INFO - Epoch [10][70/541] lr: 3.147e-05, eta: 1:06:07, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.7154 +2022-03-10 22:00:41,440 - davarocr - INFO - Epoch [10][75/541] lr: 3.151e-05, eta: 1:06:06, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.7190 +2022-03-10 22:00:42,317 - davarocr - INFO - Epoch [10][80/541] lr: 3.154e-05, eta: 1:06:05, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.7588 +2022-03-10 22:00:43,183 - davarocr - INFO - Epoch [10][85/541] lr: 3.157e-05, eta: 1:06:04, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.8746 +2022-03-10 22:00:44,053 - davarocr - INFO - Epoch [10][90/541] lr: 3.160e-05, eta: 1:06:03, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 1.8631 +2022-03-10 22:00:44,921 - davarocr - INFO - Epoch [10][95/541] lr: 3.163e-05, eta: 1:06:02, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 2.3282 +2022-03-10 22:00:45,790 - davarocr - INFO - Epoch [10][100/541] lr: 3.167e-05, eta: 1:06:01, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.6673 +2022-03-10 22:00:46,663 - davarocr - INFO - Epoch [10][105/541] lr: 3.170e-05, eta: 1:06:00, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0164, loss: 0.0164, grad_norm: 2.1767 +2022-03-10 22:00:47,539 - davarocr - INFO - Epoch [10][110/541] lr: 3.173e-05, eta: 1:05:59, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.6780 +2022-03-10 22:00:48,410 - davarocr - INFO - Epoch [10][115/541] lr: 3.176e-05, eta: 1:05:58, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.9205 +2022-03-10 22:00:49,271 - davarocr - INFO - Epoch [10][120/541] lr: 3.179e-05, eta: 1:05:57, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.7532 +2022-03-10 22:00:50,139 - davarocr - INFO - Epoch [10][125/541] lr: 3.182e-05, eta: 1:05:56, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0088, loss: 0.0088, grad_norm: 1.7635 +2022-03-10 22:00:51,017 - davarocr - INFO - Epoch [10][130/541] lr: 3.186e-05, eta: 1:05:55, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 1.9951 +2022-03-10 22:00:51,883 - davarocr - INFO - Epoch [10][135/541] lr: 3.189e-05, eta: 1:05:54, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0108, loss: 0.0108, grad_norm: 2.1886 +2022-03-10 22:00:52,754 - davarocr - INFO - Epoch [10][140/541] lr: 3.192e-05, eta: 1:05:53, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 2.2029 +2022-03-10 22:00:53,632 - davarocr - INFO - Epoch [10][145/541] lr: 3.195e-05, eta: 1:05:52, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.7728 +2022-03-10 22:00:54,512 - davarocr - INFO - Epoch [10][150/541] lr: 3.198e-05, eta: 1:05:51, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0114, loss: 0.0114, grad_norm: 1.8925 +2022-03-10 22:00:55,380 - davarocr - INFO - Epoch [10][155/541] lr: 3.202e-05, eta: 1:05:50, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.9173 +2022-03-10 22:00:56,239 - davarocr - INFO - Epoch [10][160/541] lr: 3.205e-05, eta: 1:05:49, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.8208 +2022-03-10 22:00:57,106 - davarocr - INFO - Epoch [10][165/541] lr: 3.208e-05, eta: 1:05:48, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.7900 +2022-03-10 22:00:57,983 - davarocr - INFO - Epoch [10][170/541] lr: 3.211e-05, eta: 1:05:47, time: 0.175, data_time: 0.011, memory: 5185, loss_cls: 0.0082, loss: 0.0082, grad_norm: 2.5250 +2022-03-10 22:00:58,858 - davarocr - INFO - Epoch [10][175/541] lr: 3.214e-05, eta: 1:05:46, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0086, loss: 0.0086, grad_norm: 2.3022 +2022-03-10 22:00:59,718 - davarocr - INFO - Epoch [10][180/541] lr: 3.218e-05, eta: 1:05:45, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 3.7778 +2022-03-10 22:01:00,614 - davarocr - INFO - Epoch [10][185/541] lr: 3.221e-05, eta: 1:05:44, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.9223 +2022-03-10 22:01:01,477 - davarocr - INFO - Epoch [10][190/541] lr: 3.224e-05, eta: 1:05:43, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.4339 +2022-03-10 22:01:02,353 - davarocr - INFO - Epoch [10][195/541] lr: 3.227e-05, eta: 1:05:42, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 0.9721 +2022-03-10 22:01:03,220 - davarocr - INFO - Epoch [10][200/541] lr: 3.230e-05, eta: 1:05:41, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0195, loss: 0.0195, grad_norm: 1.6945 +2022-03-10 22:01:04,090 - davarocr - INFO - Epoch [10][205/541] lr: 3.233e-05, eta: 1:05:40, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.5074 +2022-03-10 22:01:04,957 - davarocr - INFO - Epoch [10][210/541] lr: 3.237e-05, eta: 1:05:39, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.3920 +2022-03-10 22:01:05,826 - davarocr - INFO - Epoch [10][215/541] lr: 3.240e-05, eta: 1:05:38, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0223, loss: 0.0223, grad_norm: 2.5047 +2022-03-10 22:01:06,687 - davarocr - INFO - Epoch [10][220/541] lr: 3.243e-05, eta: 1:05:37, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 0.9579 +2022-03-10 22:01:07,547 - davarocr - INFO - Epoch [10][225/541] lr: 3.246e-05, eta: 1:05:36, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.2300 +2022-03-10 22:01:08,415 - davarocr - INFO - Epoch [10][230/541] lr: 3.249e-05, eta: 1:05:35, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0539, loss: 0.0539, grad_norm: 1.9237 +2022-03-10 22:01:09,296 - davarocr - INFO - Epoch [10][235/541] lr: 3.253e-05, eta: 1:05:34, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.4771 +2022-03-10 22:01:10,163 - davarocr - INFO - Epoch [10][240/541] lr: 3.256e-05, eta: 1:05:33, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0129, loss: 0.0129, grad_norm: 1.8272 +2022-03-10 22:01:11,033 - davarocr - INFO - Epoch [10][245/541] lr: 3.259e-05, eta: 1:05:32, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0079, loss: 0.0079, grad_norm: 1.2574 +2022-03-10 22:01:11,904 - davarocr - INFO - Epoch [10][250/541] lr: 3.262e-05, eta: 1:05:31, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.3856 +2022-03-10 22:01:12,784 - davarocr - INFO - Epoch [10][255/541] lr: 3.265e-05, eta: 1:05:30, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.1647 +2022-03-10 22:01:13,652 - davarocr - INFO - Epoch [10][260/541] lr: 3.269e-05, eta: 1:05:29, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0073, loss: 0.0073, grad_norm: 1.4129 +2022-03-10 22:01:14,518 - davarocr - INFO - Epoch [10][265/541] lr: 3.272e-05, eta: 1:05:28, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0144, loss: 0.0144, grad_norm: 1.8384 +2022-03-10 22:01:15,384 - davarocr - INFO - Epoch [10][270/541] lr: 3.275e-05, eta: 1:05:27, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0164, loss: 0.0164, grad_norm: 2.4009 +2022-03-10 22:01:16,254 - davarocr - INFO - Epoch [10][275/541] lr: 3.278e-05, eta: 1:05:26, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0118, loss: 0.0118, grad_norm: 1.6109 +2022-03-10 22:01:17,137 - davarocr - INFO - Epoch [10][280/541] lr: 3.281e-05, eta: 1:05:25, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0108, loss: 0.0108, grad_norm: 2.0094 +2022-03-10 22:01:18,004 - davarocr - INFO - Epoch [10][285/541] lr: 3.284e-05, eta: 1:05:24, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0252, loss: 0.0252, grad_norm: 2.5572 +2022-03-10 22:01:18,871 - davarocr - INFO - Epoch [10][290/541] lr: 3.288e-05, eta: 1:05:23, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0219, loss: 0.0219, grad_norm: 2.6627 +2022-03-10 22:01:19,731 - davarocr - INFO - Epoch [10][295/541] lr: 3.291e-05, eta: 1:05:22, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0123, loss: 0.0123, grad_norm: 1.7197 +2022-03-10 22:01:20,589 - davarocr - INFO - Epoch [10][300/541] lr: 3.294e-05, eta: 1:05:21, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.4640 +2022-03-10 22:01:21,459 - davarocr - INFO - Epoch [10][305/541] lr: 3.297e-05, eta: 1:05:20, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.6129 +2022-03-10 22:01:22,323 - davarocr - INFO - Epoch [10][310/541] lr: 3.300e-05, eta: 1:05:18, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 2.0003 +2022-03-10 22:01:23,194 - davarocr - INFO - Epoch [10][315/541] lr: 3.304e-05, eta: 1:05:18, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0177, loss: 0.0177, grad_norm: 1.8885 +2022-03-10 22:01:24,062 - davarocr - INFO - Epoch [10][320/541] lr: 3.307e-05, eta: 1:05:16, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0239, loss: 0.0239, grad_norm: 1.5730 +2022-03-10 22:01:24,931 - davarocr - INFO - Epoch [10][325/541] lr: 3.310e-05, eta: 1:05:15, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0088, loss: 0.0088, grad_norm: 1.8103 +2022-03-10 22:01:25,799 - davarocr - INFO - Epoch [10][330/541] lr: 3.313e-05, eta: 1:05:14, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.6242 +2022-03-10 22:01:26,668 - davarocr - INFO - Epoch [10][335/541] lr: 3.316e-05, eta: 1:05:13, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.9703 +2022-03-10 22:01:27,525 - davarocr - INFO - Epoch [10][340/541] lr: 3.320e-05, eta: 1:05:12, time: 0.171, data_time: 0.009, memory: 5185, loss_cls: 0.0121, loss: 0.0121, grad_norm: 2.1005 +2022-03-10 22:01:28,388 - davarocr - INFO - Epoch [10][345/541] lr: 3.323e-05, eta: 1:05:11, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0148, loss: 0.0148, grad_norm: 2.0949 +2022-03-10 22:01:29,248 - davarocr - INFO - Epoch [10][350/541] lr: 3.326e-05, eta: 1:05:10, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0086, loss: 0.0086, grad_norm: 1.7341 +2022-03-10 22:01:30,107 - davarocr - INFO - Epoch [10][355/541] lr: 3.329e-05, eta: 1:05:09, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0223, loss: 0.0223, grad_norm: 2.8514 +2022-03-10 22:01:30,967 - davarocr - INFO - Epoch [10][360/541] lr: 3.332e-05, eta: 1:05:08, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0086, loss: 0.0086, grad_norm: 1.6988 +2022-03-10 22:01:31,831 - davarocr - INFO - Epoch [10][365/541] lr: 3.335e-05, eta: 1:05:07, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0157, loss: 0.0157, grad_norm: 1.9138 +2022-03-10 22:01:32,697 - davarocr - INFO - Epoch [10][370/541] lr: 3.339e-05, eta: 1:05:06, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 2.0973 +2022-03-10 22:01:33,570 - davarocr - INFO - Epoch [10][375/541] lr: 3.342e-05, eta: 1:05:05, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.5971 +2022-03-10 22:01:34,430 - davarocr - INFO - Epoch [10][380/541] lr: 3.345e-05, eta: 1:05:04, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0084, loss: 0.0084, grad_norm: 1.9956 +2022-03-10 22:01:35,299 - davarocr - INFO - Epoch [10][385/541] lr: 3.348e-05, eta: 1:05:03, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.6726 +2022-03-10 22:01:36,169 - davarocr - INFO - Epoch [10][390/541] lr: 3.351e-05, eta: 1:05:02, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.8135 +2022-03-10 22:01:37,039 - davarocr - INFO - Epoch [10][395/541] lr: 3.355e-05, eta: 1:05:01, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.6202 +2022-03-10 22:01:37,904 - davarocr - INFO - Epoch [10][400/541] lr: 3.358e-05, eta: 1:05:00, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 2.0391 +2022-03-10 22:01:38,768 - davarocr - INFO - Epoch [10][405/541] lr: 3.361e-05, eta: 1:04:59, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0124, loss: 0.0124, grad_norm: 2.3932 +2022-03-10 22:01:39,644 - davarocr - INFO - Epoch [10][410/541] lr: 3.364e-05, eta: 1:04:58, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.7956 +2022-03-10 22:01:40,511 - davarocr - INFO - Epoch [10][415/541] lr: 3.367e-05, eta: 1:04:57, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 2.0139 +2022-03-10 22:01:41,370 - davarocr - INFO - Epoch [10][420/541] lr: 3.371e-05, eta: 1:04:56, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.9811 +2022-03-10 22:01:42,236 - davarocr - INFO - Epoch [10][425/541] lr: 3.374e-05, eta: 1:04:55, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0076, loss: 0.0076, grad_norm: 1.8804 +2022-03-10 22:01:43,116 - davarocr - INFO - Epoch [10][430/541] lr: 3.377e-05, eta: 1:04:54, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.7329 +2022-03-10 22:01:43,980 - davarocr - INFO - Epoch [10][435/541] lr: 3.380e-05, eta: 1:04:53, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0362, loss: 0.0362, grad_norm: 2.3339 +2022-03-10 22:01:44,866 - davarocr - INFO - Epoch [10][440/541] lr: 3.383e-05, eta: 1:04:52, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0076, loss: 0.0076, grad_norm: 2.2648 +2022-03-10 22:01:45,755 - davarocr - INFO - Epoch [10][445/541] lr: 3.386e-05, eta: 1:04:51, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0336, loss: 0.0336, grad_norm: 2.4691 +2022-03-10 22:01:46,638 - davarocr - INFO - Epoch [10][450/541] lr: 3.390e-05, eta: 1:04:50, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0177, loss: 0.0177, grad_norm: 2.2085 +2022-03-10 22:01:47,535 - davarocr - INFO - Epoch [10][455/541] lr: 3.393e-05, eta: 1:04:49, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.9616 +2022-03-10 22:01:48,420 - davarocr - INFO - Epoch [10][460/541] lr: 3.396e-05, eta: 1:04:48, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.9038 +2022-03-10 22:01:49,297 - davarocr - INFO - Epoch [10][465/541] lr: 3.399e-05, eta: 1:04:47, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0088, loss: 0.0088, grad_norm: 1.9308 +2022-03-10 22:01:50,181 - davarocr - INFO - Epoch [10][470/541] lr: 3.402e-05, eta: 1:04:47, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.9749 +2022-03-10 22:01:51,069 - davarocr - INFO - Epoch [10][475/541] lr: 3.406e-05, eta: 1:04:46, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0126, loss: 0.0126, grad_norm: 2.1399 +2022-03-10 22:01:51,952 - davarocr - INFO - Epoch [10][480/541] lr: 3.409e-05, eta: 1:04:45, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0075, loss: 0.0075, grad_norm: 2.1019 +2022-03-10 22:01:52,832 - davarocr - INFO - Epoch [10][485/541] lr: 3.412e-05, eta: 1:04:44, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0334, loss: 0.0334, grad_norm: 3.0132 +2022-03-10 22:01:53,719 - davarocr - INFO - Epoch [10][490/541] lr: 3.415e-05, eta: 1:04:43, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0101, loss: 0.0101, grad_norm: 1.6002 +2022-03-10 22:01:54,601 - davarocr - INFO - Epoch [10][495/541] lr: 3.418e-05, eta: 1:04:42, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0251, loss: 0.0251, grad_norm: 2.1387 +2022-03-10 22:01:55,496 - davarocr - INFO - Epoch [10][500/541] lr: 3.422e-05, eta: 1:04:41, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.2814 +2022-03-10 22:01:56,387 - davarocr - INFO - Epoch [10][505/541] lr: 3.425e-05, eta: 1:04:40, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0094, loss: 0.0094, grad_norm: 1.7929 +2022-03-10 22:01:57,264 - davarocr - INFO - Epoch [10][510/541] lr: 3.428e-05, eta: 1:04:39, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.3809 +2022-03-10 22:01:58,153 - davarocr - INFO - Epoch [10][515/541] lr: 3.431e-05, eta: 1:04:38, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0167, loss: 0.0167, grad_norm: 2.0698 +2022-03-10 22:01:59,046 - davarocr - INFO - Epoch [10][520/541] lr: 3.434e-05, eta: 1:04:37, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0108, loss: 0.0108, grad_norm: 1.5108 +2022-03-10 22:01:59,935 - davarocr - INFO - Epoch [10][525/541] lr: 3.437e-05, eta: 1:04:36, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0466, loss: 0.0466, grad_norm: 2.5714 +2022-03-10 22:02:00,823 - davarocr - INFO - Epoch [10][530/541] lr: 3.441e-05, eta: 1:04:35, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0105, loss: 0.0105, grad_norm: 1.5829 +2022-03-10 22:02:01,702 - davarocr - INFO - Epoch [10][535/541] lr: 3.444e-05, eta: 1:04:34, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0119, loss: 0.0119, grad_norm: 1.5911 +2022-03-10 22:02:02,581 - davarocr - INFO - Epoch [10][540/541] lr: 3.447e-05, eta: 1:04:33, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0222, loss: 0.0222, grad_norm: 2.3114 +2022-03-10 22:02:16,950 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:02:16,951 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:02:16,952 - davarocr - INFO - Epoch(val) [10][541] LOC: {'precision': 0.9438271604938272, 'recall': 0.9166666666666666, 'f1-score': 0.9300486618004866}, PER: {'precision': 0.9631019387116948, 'recall': 0.9523809523809523, 'f1-score': 0.9577114427860697}, MISC: {'precision': 0.8370786516853933, 'recall': 0.8490028490028491, 'f1-score': 0.842998585572843}, ORG: {'precision': 0.9032455603184323, 'recall': 0.8880192655027093, 'f1-score': 0.8955676988463873}, all: {'precision': 0.9237958303378864, 'recall': 0.910056657223796, 'f1-score': 0.9168747770246165}, hmean: 0.9169 +2022-03-10 22:02:20,310 - davarocr - INFO - Epoch [11][5/541] lr: 3.333e-05, eta: 1:04:41, time: 0.670, data_time: 0.497, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.8169 +2022-03-10 22:02:21,178 - davarocr - INFO - Epoch [11][10/541] lr: 3.333e-05, eta: 1:04:40, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0243, loss: 0.0243, grad_norm: 2.4133 +2022-03-10 22:02:22,042 - davarocr - INFO - Epoch [11][15/541] lr: 3.333e-05, eta: 1:04:39, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.6820 +2022-03-10 22:02:22,913 - davarocr - INFO - Epoch [11][20/541] lr: 3.333e-05, eta: 1:04:38, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0105, loss: 0.0105, grad_norm: 1.6565 +2022-03-10 22:02:23,782 - davarocr - INFO - Epoch [11][25/541] lr: 3.333e-05, eta: 1:04:37, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 2.1038 +2022-03-10 22:02:24,670 - davarocr - INFO - Epoch [11][30/541] lr: 3.333e-05, eta: 1:04:36, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.5433 +2022-03-10 22:02:25,548 - davarocr - INFO - Epoch [11][35/541] lr: 3.333e-05, eta: 1:04:36, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.6359 +2022-03-10 22:02:26,422 - davarocr - INFO - Epoch [11][40/541] lr: 3.333e-05, eta: 1:04:35, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.4951 +2022-03-10 22:02:27,288 - davarocr - INFO - Epoch [11][45/541] lr: 3.333e-05, eta: 1:04:34, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.5130 +2022-03-10 22:02:28,168 - davarocr - INFO - Epoch [11][50/541] lr: 3.333e-05, eta: 1:04:33, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0088, loss: 0.0088, grad_norm: 1.6235 +2022-03-10 22:02:29,042 - davarocr - INFO - Epoch [11][55/541] lr: 3.333e-05, eta: 1:04:32, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.5993 +2022-03-10 22:02:29,919 - davarocr - INFO - Epoch [11][60/541] lr: 3.333e-05, eta: 1:04:31, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0116, loss: 0.0116, grad_norm: 1.7090 +2022-03-10 22:02:30,793 - davarocr - INFO - Epoch [11][65/541] lr: 3.333e-05, eta: 1:04:30, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.7873 +2022-03-10 22:02:31,676 - davarocr - INFO - Epoch [11][70/541] lr: 3.333e-05, eta: 1:04:29, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.5773 +2022-03-10 22:02:32,546 - davarocr - INFO - Epoch [11][75/541] lr: 3.333e-05, eta: 1:04:28, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0139, loss: 0.0139, grad_norm: 2.2332 +2022-03-10 22:02:33,420 - davarocr - INFO - Epoch [11][80/541] lr: 3.333e-05, eta: 1:04:27, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0105, loss: 0.0105, grad_norm: 1.6578 +2022-03-10 22:02:34,288 - davarocr - INFO - Epoch [11][85/541] lr: 3.333e-05, eta: 1:04:26, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0132, loss: 0.0132, grad_norm: 1.9355 +2022-03-10 22:02:35,158 - davarocr - INFO - Epoch [11][90/541] lr: 3.333e-05, eta: 1:04:25, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 2.2514 +2022-03-10 22:02:36,029 - davarocr - INFO - Epoch [11][95/541] lr: 3.333e-05, eta: 1:04:24, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5715 +2022-03-10 22:02:36,905 - davarocr - INFO - Epoch [11][100/541] lr: 3.333e-05, eta: 1:04:23, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.6396 +2022-03-10 22:02:37,792 - davarocr - INFO - Epoch [11][105/541] lr: 3.333e-05, eta: 1:04:22, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.9414 +2022-03-10 22:02:38,666 - davarocr - INFO - Epoch [11][110/541] lr: 3.333e-05, eta: 1:04:21, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.5770 +2022-03-10 22:02:39,535 - davarocr - INFO - Epoch [11][115/541] lr: 3.333e-05, eta: 1:04:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0134, loss: 0.0134, grad_norm: 2.4226 +2022-03-10 22:02:40,421 - davarocr - INFO - Epoch [11][120/541] lr: 3.333e-05, eta: 1:04:19, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.6312 +2022-03-10 22:02:41,293 - davarocr - INFO - Epoch [11][125/541] lr: 3.333e-05, eta: 1:04:18, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0175, loss: 0.0175, grad_norm: 2.4979 +2022-03-10 22:02:42,166 - davarocr - INFO - Epoch [11][130/541] lr: 3.333e-05, eta: 1:04:17, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.7567 +2022-03-10 22:02:43,050 - davarocr - INFO - Epoch [11][135/541] lr: 3.333e-05, eta: 1:04:16, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.7309 +2022-03-10 22:02:43,916 - davarocr - INFO - Epoch [11][140/541] lr: 3.333e-05, eta: 1:04:15, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0143, loss: 0.0143, grad_norm: 1.9834 +2022-03-10 22:02:44,809 - davarocr - INFO - Epoch [11][145/541] lr: 3.333e-05, eta: 1:04:14, time: 0.179, data_time: 0.005, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.8216 +2022-03-10 22:02:45,680 - davarocr - INFO - Epoch [11][150/541] lr: 3.333e-05, eta: 1:04:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0144, loss: 0.0144, grad_norm: 1.8814 +2022-03-10 22:02:46,553 - davarocr - INFO - Epoch [11][155/541] lr: 3.333e-05, eta: 1:04:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0106, loss: 0.0106, grad_norm: 2.0049 +2022-03-10 22:02:47,427 - davarocr - INFO - Epoch [11][160/541] lr: 3.333e-05, eta: 1:04:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.6988 +2022-03-10 22:02:48,300 - davarocr - INFO - Epoch [11][165/541] lr: 3.333e-05, eta: 1:04:10, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0113, loss: 0.0113, grad_norm: 2.4072 +2022-03-10 22:02:49,166 - davarocr - INFO - Epoch [11][170/541] lr: 3.333e-05, eta: 1:04:09, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0163, loss: 0.0163, grad_norm: 2.2853 +2022-03-10 22:02:50,041 - davarocr - INFO - Epoch [11][175/541] lr: 3.333e-05, eta: 1:04:08, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.8248 +2022-03-10 22:02:50,911 - davarocr - INFO - Epoch [11][180/541] lr: 3.333e-05, eta: 1:04:07, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0074, loss: 0.0074, grad_norm: 2.3506 +2022-03-10 22:02:51,782 - davarocr - INFO - Epoch [11][185/541] lr: 3.333e-05, eta: 1:04:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0098, loss: 0.0098, grad_norm: 2.0593 +2022-03-10 22:02:52,644 - davarocr - INFO - Epoch [11][190/541] lr: 3.333e-05, eta: 1:04:05, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 2.1976 +2022-03-10 22:02:53,514 - davarocr - INFO - Epoch [11][195/541] lr: 3.333e-05, eta: 1:04:04, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 2.0458 +2022-03-10 22:02:54,388 - davarocr - INFO - Epoch [11][200/541] lr: 3.333e-05, eta: 1:04:03, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.8745 +2022-03-10 22:02:55,261 - davarocr - INFO - Epoch [11][205/541] lr: 3.333e-05, eta: 1:04:02, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.9768 +2022-03-10 22:02:56,146 - davarocr - INFO - Epoch [11][210/541] lr: 3.333e-05, eta: 1:04:01, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 1.8875 +2022-03-10 22:02:57,017 - davarocr - INFO - Epoch [11][215/541] lr: 3.333e-05, eta: 1:04:00, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 2.0392 +2022-03-10 22:02:57,893 - davarocr - INFO - Epoch [11][220/541] lr: 3.333e-05, eta: 1:03:59, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0074, loss: 0.0074, grad_norm: 2.0506 +2022-03-10 22:02:58,757 - davarocr - INFO - Epoch [11][225/541] lr: 3.333e-05, eta: 1:03:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.9695 +2022-03-10 22:02:59,625 - davarocr - INFO - Epoch [11][230/541] lr: 3.333e-05, eta: 1:03:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 2.1276 +2022-03-10 22:03:00,501 - davarocr - INFO - Epoch [11][235/541] lr: 3.333e-05, eta: 1:03:56, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0109, loss: 0.0109, grad_norm: 2.6288 +2022-03-10 22:03:01,364 - davarocr - INFO - Epoch [11][240/541] lr: 3.333e-05, eta: 1:03:55, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0085, loss: 0.0085, grad_norm: 2.2820 +2022-03-10 22:03:02,225 - davarocr - INFO - Epoch [11][245/541] lr: 3.333e-05, eta: 1:03:54, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 2.2205 +2022-03-10 22:03:03,095 - davarocr - INFO - Epoch [11][250/541] lr: 3.333e-05, eta: 1:03:53, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.9610 +2022-03-10 22:03:03,974 - davarocr - INFO - Epoch [11][255/541] lr: 3.333e-05, eta: 1:03:52, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0337, loss: 0.0337, grad_norm: 2.4093 +2022-03-10 22:03:04,833 - davarocr - INFO - Epoch [11][260/541] lr: 3.333e-05, eta: 1:03:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.9253 +2022-03-10 22:03:05,705 - davarocr - INFO - Epoch [11][265/541] lr: 3.333e-05, eta: 1:03:50, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0105, loss: 0.0105, grad_norm: 2.5864 +2022-03-10 22:03:06,573 - davarocr - INFO - Epoch [11][270/541] lr: 3.333e-05, eta: 1:03:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0150, loss: 0.0150, grad_norm: 2.5844 +2022-03-10 22:03:07,436 - davarocr - INFO - Epoch [11][275/541] lr: 3.333e-05, eta: 1:03:48, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0084, loss: 0.0084, grad_norm: 2.4902 +2022-03-10 22:03:08,308 - davarocr - INFO - Epoch [11][280/541] lr: 3.333e-05, eta: 1:03:47, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 2.2266 +2022-03-10 22:03:09,178 - davarocr - INFO - Epoch [11][285/541] lr: 3.333e-05, eta: 1:03:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 2.0967 +2022-03-10 22:03:10,054 - davarocr - INFO - Epoch [11][290/541] lr: 3.333e-05, eta: 1:03:45, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 2.1119 +2022-03-10 22:03:10,929 - davarocr - INFO - Epoch [11][295/541] lr: 3.333e-05, eta: 1:03:44, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0159, loss: 0.0159, grad_norm: 3.0658 +2022-03-10 22:03:11,816 - davarocr - INFO - Epoch [11][300/541] lr: 3.333e-05, eta: 1:03:43, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0227, loss: 0.0227, grad_norm: 3.5784 +2022-03-10 22:03:12,688 - davarocr - INFO - Epoch [11][305/541] lr: 3.333e-05, eta: 1:03:42, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 2.6275 +2022-03-10 22:03:13,561 - davarocr - INFO - Epoch [11][310/541] lr: 3.333e-05, eta: 1:03:41, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0113, loss: 0.0113, grad_norm: 1.8098 +2022-03-10 22:03:14,430 - davarocr - INFO - Epoch [11][315/541] lr: 3.333e-05, eta: 1:03:40, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.5628 +2022-03-10 22:03:15,306 - davarocr - INFO - Epoch [11][320/541] lr: 3.333e-05, eta: 1:03:39, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0111, loss: 0.0111, grad_norm: 1.6521 +2022-03-10 22:03:16,182 - davarocr - INFO - Epoch [11][325/541] lr: 3.333e-05, eta: 1:03:38, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.4041 +2022-03-10 22:03:17,058 - davarocr - INFO - Epoch [11][330/541] lr: 3.333e-05, eta: 1:03:37, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 2.3940 +2022-03-10 22:03:17,940 - davarocr - INFO - Epoch [11][335/541] lr: 3.333e-05, eta: 1:03:36, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0142, loss: 0.0142, grad_norm: 2.6237 +2022-03-10 22:03:18,815 - davarocr - INFO - Epoch [11][340/541] lr: 3.333e-05, eta: 1:03:35, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.0085 +2022-03-10 22:03:19,697 - davarocr - INFO - Epoch [11][345/541] lr: 3.333e-05, eta: 1:03:34, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0123, loss: 0.0123, grad_norm: 1.3082 +2022-03-10 22:03:20,565 - davarocr - INFO - Epoch [11][350/541] lr: 3.333e-05, eta: 1:03:33, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.0520 +2022-03-10 22:03:21,427 - davarocr - INFO - Epoch [11][355/541] lr: 3.333e-05, eta: 1:03:32, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.2365 +2022-03-10 22:03:22,296 - davarocr - INFO - Epoch [11][360/541] lr: 3.333e-05, eta: 1:03:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.1120 +2022-03-10 22:03:23,196 - davarocr - INFO - Epoch [11][365/541] lr: 3.333e-05, eta: 1:03:31, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.8077 +2022-03-10 22:03:24,122 - davarocr - INFO - Epoch [11][370/541] lr: 3.333e-05, eta: 1:03:30, time: 0.185, data_time: 0.008, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 0.8133 +2022-03-10 22:03:25,051 - davarocr - INFO - Epoch [11][375/541] lr: 3.333e-05, eta: 1:03:29, time: 0.186, data_time: 0.008, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.1198 +2022-03-10 22:03:25,969 - davarocr - INFO - Epoch [11][380/541] lr: 3.333e-05, eta: 1:03:28, time: 0.183, data_time: 0.007, memory: 5185, loss_cls: 0.0102, loss: 0.0102, grad_norm: 1.2713 +2022-03-10 22:03:26,851 - davarocr - INFO - Epoch [11][385/541] lr: 3.333e-05, eta: 1:03:27, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0168, loss: 0.0168, grad_norm: 1.8116 +2022-03-10 22:03:27,718 - davarocr - INFO - Epoch [11][390/541] lr: 3.333e-05, eta: 1:03:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0069, loss: 0.0069, grad_norm: 2.1981 +2022-03-10 22:03:28,587 - davarocr - INFO - Epoch [11][395/541] lr: 3.333e-05, eta: 1:03:25, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0102, loss: 0.0102, grad_norm: 1.4248 +2022-03-10 22:03:29,448 - davarocr - INFO - Epoch [11][400/541] lr: 3.333e-05, eta: 1:03:24, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 1.8968 +2022-03-10 22:03:30,319 - davarocr - INFO - Epoch [11][405/541] lr: 3.333e-05, eta: 1:03:23, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.5489 +2022-03-10 22:03:31,189 - davarocr - INFO - Epoch [11][410/541] lr: 3.333e-05, eta: 1:03:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0094, loss: 0.0094, grad_norm: 1.8234 +2022-03-10 22:03:32,058 - davarocr - INFO - Epoch [11][415/541] lr: 3.333e-05, eta: 1:03:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0180, loss: 0.0180, grad_norm: 2.0511 +2022-03-10 22:03:32,925 - davarocr - INFO - Epoch [11][420/541] lr: 3.333e-05, eta: 1:03:20, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 1.6162 +2022-03-10 22:03:33,794 - davarocr - INFO - Epoch [11][425/541] lr: 3.333e-05, eta: 1:03:19, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0385, loss: 0.0385, grad_norm: 2.6500 +2022-03-10 22:03:34,655 - davarocr - INFO - Epoch [11][430/541] lr: 3.333e-05, eta: 1:03:18, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 2.0804 +2022-03-10 22:03:35,525 - davarocr - INFO - Epoch [11][435/541] lr: 3.333e-05, eta: 1:03:17, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.4874 +2022-03-10 22:03:36,405 - davarocr - INFO - Epoch [11][440/541] lr: 3.333e-05, eta: 1:03:16, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.8481 +2022-03-10 22:03:37,287 - davarocr - INFO - Epoch [11][445/541] lr: 3.333e-05, eta: 1:03:15, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.8101 +2022-03-10 22:03:38,175 - davarocr - INFO - Epoch [11][450/541] lr: 3.333e-05, eta: 1:03:14, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3788 +2022-03-10 22:03:39,065 - davarocr - INFO - Epoch [11][455/541] lr: 3.333e-05, eta: 1:03:13, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4515 +2022-03-10 22:03:39,954 - davarocr - INFO - Epoch [11][460/541] lr: 3.333e-05, eta: 1:03:13, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.7045 +2022-03-10 22:03:40,818 - davarocr - INFO - Epoch [11][465/541] lr: 3.333e-05, eta: 1:03:12, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0102, loss: 0.0102, grad_norm: 2.3293 +2022-03-10 22:03:41,677 - davarocr - INFO - Epoch [11][470/541] lr: 3.333e-05, eta: 1:03:11, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0245, loss: 0.0245, grad_norm: 3.2042 +2022-03-10 22:03:42,538 - davarocr - INFO - Epoch [11][475/541] lr: 3.333e-05, eta: 1:03:10, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0092, loss: 0.0092, grad_norm: 2.2805 +2022-03-10 22:03:43,396 - davarocr - INFO - Epoch [11][480/541] lr: 3.333e-05, eta: 1:03:08, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 3.2327 +2022-03-10 22:03:44,268 - davarocr - INFO - Epoch [11][485/541] lr: 3.333e-05, eta: 1:03:07, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.8527 +2022-03-10 22:03:45,126 - davarocr - INFO - Epoch [11][490/541] lr: 3.333e-05, eta: 1:03:06, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0109, loss: 0.0109, grad_norm: 2.4291 +2022-03-10 22:03:45,989 - davarocr - INFO - Epoch [11][495/541] lr: 3.333e-05, eta: 1:03:05, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0076, loss: 0.0076, grad_norm: 1.9597 +2022-03-10 22:03:46,851 - davarocr - INFO - Epoch [11][500/541] lr: 3.333e-05, eta: 1:03:04, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.5127 +2022-03-10 22:03:47,715 - davarocr - INFO - Epoch [11][505/541] lr: 3.333e-05, eta: 1:03:03, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.9150 +2022-03-10 22:03:48,582 - davarocr - INFO - Epoch [11][510/541] lr: 3.333e-05, eta: 1:03:02, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5991 +2022-03-10 22:03:49,448 - davarocr - INFO - Epoch [11][515/541] lr: 3.333e-05, eta: 1:03:01, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.9992 +2022-03-10 22:03:50,315 - davarocr - INFO - Epoch [11][520/541] lr: 3.333e-05, eta: 1:03:00, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0215, loss: 0.0215, grad_norm: 2.1139 +2022-03-10 22:03:51,183 - davarocr - INFO - Epoch [11][525/541] lr: 3.333e-05, eta: 1:02:59, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 2.0108 +2022-03-10 22:03:52,044 - davarocr - INFO - Epoch [11][530/541] lr: 3.333e-05, eta: 1:02:58, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.8784 +2022-03-10 22:03:52,915 - davarocr - INFO - Epoch [11][535/541] lr: 3.333e-05, eta: 1:02:57, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0156, loss: 0.0156, grad_norm: 2.0042 +2022-03-10 22:03:53,777 - davarocr - INFO - Epoch [11][540/541] lr: 3.333e-05, eta: 1:02:56, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.6811 +2022-03-10 22:04:08,228 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:04:08,229 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:04:08,229 - davarocr - INFO - Epoch(val) [11][541] LOC: {'precision': 0.935009196811772, 'recall': 0.9142685851318945, 'f1-score': 0.924522582600788}, PER: {'precision': 0.9623243933588761, 'recall': 0.9319727891156463, 'f1-score': 0.9469054351240966}, MISC: {'precision': 0.8148148148148148, 'recall': 0.8148148148148148, 'f1-score': 0.8148148148148148}, ORG: {'precision': 0.8697916666666666, 'recall': 0.9048765803732691, 'f1-score': 0.8869873118914133}, all: {'precision': 0.907588413008708, 'recall': 0.90421388101983, 'f1-score': 0.9058980044345898}, hmean: 0.9059 +2022-03-10 22:04:11,557 - davarocr - INFO - Epoch [12][5/541] lr: 3.226e-05, eta: 1:03:03, time: 0.661, data_time: 0.486, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 2.0089 +2022-03-10 22:04:12,450 - davarocr - INFO - Epoch [12][10/541] lr: 3.226e-05, eta: 1:03:02, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0218, loss: 0.0218, grad_norm: 1.8318 +2022-03-10 22:04:13,332 - davarocr - INFO - Epoch [12][15/541] lr: 3.226e-05, eta: 1:03:01, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.6220 +2022-03-10 22:04:14,213 - davarocr - INFO - Epoch [12][20/541] lr: 3.226e-05, eta: 1:03:00, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0231, loss: 0.0231, grad_norm: 2.7689 +2022-03-10 22:04:15,108 - davarocr - INFO - Epoch [12][25/541] lr: 3.226e-05, eta: 1:03:00, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.8451 +2022-03-10 22:04:15,978 - davarocr - INFO - Epoch [12][30/541] lr: 3.226e-05, eta: 1:02:59, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0199, loss: 0.0199, grad_norm: 2.4752 +2022-03-10 22:04:16,839 - davarocr - INFO - Epoch [12][35/541] lr: 3.226e-05, eta: 1:02:58, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.7348 +2022-03-10 22:04:17,708 - davarocr - INFO - Epoch [12][40/541] lr: 3.226e-05, eta: 1:02:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.4163 +2022-03-10 22:04:18,566 - davarocr - INFO - Epoch [12][45/541] lr: 3.226e-05, eta: 1:02:56, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0151, loss: 0.0151, grad_norm: 2.5003 +2022-03-10 22:04:19,440 - davarocr - INFO - Epoch [12][50/541] lr: 3.226e-05, eta: 1:02:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0103, loss: 0.0103, grad_norm: 1.8253 +2022-03-10 22:04:20,311 - davarocr - INFO - Epoch [12][55/541] lr: 3.226e-05, eta: 1:02:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.5347 +2022-03-10 22:04:21,177 - davarocr - INFO - Epoch [12][60/541] lr: 3.226e-05, eta: 1:02:53, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.6794 +2022-03-10 22:04:22,056 - davarocr - INFO - Epoch [12][65/541] lr: 3.226e-05, eta: 1:02:52, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.4512 +2022-03-10 22:04:22,943 - davarocr - INFO - Epoch [12][70/541] lr: 3.226e-05, eta: 1:02:51, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.4978 +2022-03-10 22:04:23,805 - davarocr - INFO - Epoch [12][75/541] lr: 3.226e-05, eta: 1:02:50, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0148, loss: 0.0148, grad_norm: 2.5212 +2022-03-10 22:04:24,672 - davarocr - INFO - Epoch [12][80/541] lr: 3.226e-05, eta: 1:02:49, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.1560 +2022-03-10 22:04:25,535 - davarocr - INFO - Epoch [12][85/541] lr: 3.226e-05, eta: 1:02:48, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0077, loss: 0.0077, grad_norm: 1.4742 +2022-03-10 22:04:26,401 - davarocr - INFO - Epoch [12][90/541] lr: 3.226e-05, eta: 1:02:47, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.1695 +2022-03-10 22:04:27,261 - davarocr - INFO - Epoch [12][95/541] lr: 3.226e-05, eta: 1:02:46, time: 0.171, data_time: 0.007, memory: 5185, loss_cls: 0.0092, loss: 0.0092, grad_norm: 1.4949 +2022-03-10 22:04:28,128 - davarocr - INFO - Epoch [12][100/541] lr: 3.226e-05, eta: 1:02:45, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.3433 +2022-03-10 22:04:28,992 - davarocr - INFO - Epoch [12][105/541] lr: 3.226e-05, eta: 1:02:44, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0206, loss: 0.0206, grad_norm: 1.9556 +2022-03-10 22:04:29,859 - davarocr - INFO - Epoch [12][110/541] lr: 3.226e-05, eta: 1:02:43, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 2.0132 +2022-03-10 22:04:30,730 - davarocr - INFO - Epoch [12][115/541] lr: 3.226e-05, eta: 1:02:42, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 1.2296 +2022-03-10 22:04:31,611 - davarocr - INFO - Epoch [12][120/541] lr: 3.226e-05, eta: 1:02:41, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0120, loss: 0.0120, grad_norm: 1.8667 +2022-03-10 22:04:32,483 - davarocr - INFO - Epoch [12][125/541] lr: 3.226e-05, eta: 1:02:40, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0069, loss: 0.0069, grad_norm: 1.5380 +2022-03-10 22:04:33,350 - davarocr - INFO - Epoch [12][130/541] lr: 3.226e-05, eta: 1:02:39, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0106, loss: 0.0106, grad_norm: 1.9638 +2022-03-10 22:04:34,221 - davarocr - INFO - Epoch [12][135/541] lr: 3.226e-05, eta: 1:02:38, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.3722 +2022-03-10 22:04:35,098 - davarocr - INFO - Epoch [12][140/541] lr: 3.226e-05, eta: 1:02:37, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.3869 +2022-03-10 22:04:35,968 - davarocr - INFO - Epoch [12][145/541] lr: 3.226e-05, eta: 1:02:36, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.5329 +2022-03-10 22:04:36,827 - davarocr - INFO - Epoch [12][150/541] lr: 3.226e-05, eta: 1:02:35, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2662 +2022-03-10 22:04:37,689 - davarocr - INFO - Epoch [12][155/541] lr: 3.226e-05, eta: 1:02:34, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.4024 +2022-03-10 22:04:38,550 - davarocr - INFO - Epoch [12][160/541] lr: 3.226e-05, eta: 1:02:33, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2351 +2022-03-10 22:04:39,416 - davarocr - INFO - Epoch [12][165/541] lr: 3.226e-05, eta: 1:02:32, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2730 +2022-03-10 22:04:40,285 - davarocr - INFO - Epoch [12][170/541] lr: 3.226e-05, eta: 1:02:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.6747 +2022-03-10 22:04:41,148 - davarocr - INFO - Epoch [12][175/541] lr: 3.226e-05, eta: 1:02:30, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.6800 +2022-03-10 22:04:42,016 - davarocr - INFO - Epoch [12][180/541] lr: 3.226e-05, eta: 1:02:29, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2674 +2022-03-10 22:04:42,881 - davarocr - INFO - Epoch [12][185/541] lr: 3.226e-05, eta: 1:02:28, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2728 +2022-03-10 22:04:43,745 - davarocr - INFO - Epoch [12][190/541] lr: 3.226e-05, eta: 1:02:27, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.5488 +2022-03-10 22:04:44,604 - davarocr - INFO - Epoch [12][195/541] lr: 3.226e-05, eta: 1:02:26, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.6791 +2022-03-10 22:04:45,463 - davarocr - INFO - Epoch [12][200/541] lr: 3.226e-05, eta: 1:02:25, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.6963 +2022-03-10 22:04:46,332 - davarocr - INFO - Epoch [12][205/541] lr: 3.226e-05, eta: 1:02:24, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0092, loss: 0.0092, grad_norm: 2.5679 +2022-03-10 22:04:47,198 - davarocr - INFO - Epoch [12][210/541] lr: 3.226e-05, eta: 1:02:23, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0146, loss: 0.0146, grad_norm: 2.5284 +2022-03-10 22:04:48,066 - davarocr - INFO - Epoch [12][215/541] lr: 3.226e-05, eta: 1:02:22, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0111, loss: 0.0111, grad_norm: 1.3186 +2022-03-10 22:04:48,926 - davarocr - INFO - Epoch [12][220/541] lr: 3.226e-05, eta: 1:02:21, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.3356 +2022-03-10 22:04:49,797 - davarocr - INFO - Epoch [12][225/541] lr: 3.226e-05, eta: 1:02:20, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0262, loss: 0.0262, grad_norm: 2.7524 +2022-03-10 22:04:50,665 - davarocr - INFO - Epoch [12][230/541] lr: 3.226e-05, eta: 1:02:19, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.6339 +2022-03-10 22:04:51,527 - davarocr - INFO - Epoch [12][235/541] lr: 3.226e-05, eta: 1:02:18, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.3793 +2022-03-10 22:04:52,392 - davarocr - INFO - Epoch [12][240/541] lr: 3.226e-05, eta: 1:02:17, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.3194 +2022-03-10 22:04:53,261 - davarocr - INFO - Epoch [12][245/541] lr: 3.226e-05, eta: 1:02:16, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.4534 +2022-03-10 22:04:54,132 - davarocr - INFO - Epoch [12][250/541] lr: 3.226e-05, eta: 1:02:15, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 1.9304 +2022-03-10 22:04:55,014 - davarocr - INFO - Epoch [12][255/541] lr: 3.226e-05, eta: 1:02:14, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.3602 +2022-03-10 22:04:55,884 - davarocr - INFO - Epoch [12][260/541] lr: 3.226e-05, eta: 1:02:13, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.4027 +2022-03-10 22:04:56,741 - davarocr - INFO - Epoch [12][265/541] lr: 3.226e-05, eta: 1:02:12, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0098, loss: 0.0098, grad_norm: 2.1536 +2022-03-10 22:04:57,604 - davarocr - INFO - Epoch [12][270/541] lr: 3.226e-05, eta: 1:02:11, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.5886 +2022-03-10 22:04:58,471 - davarocr - INFO - Epoch [12][275/541] lr: 3.226e-05, eta: 1:02:10, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3564 +2022-03-10 22:04:59,336 - davarocr - INFO - Epoch [12][280/541] lr: 3.226e-05, eta: 1:02:09, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0270, loss: 0.0270, grad_norm: 2.2857 +2022-03-10 22:05:00,200 - davarocr - INFO - Epoch [12][285/541] lr: 3.226e-05, eta: 1:02:08, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 2.1345 +2022-03-10 22:05:01,065 - davarocr - INFO - Epoch [12][290/541] lr: 3.226e-05, eta: 1:02:07, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0189, loss: 0.0189, grad_norm: 2.4703 +2022-03-10 22:05:01,938 - davarocr - INFO - Epoch [12][295/541] lr: 3.226e-05, eta: 1:02:06, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0116, loss: 0.0116, grad_norm: 1.5776 +2022-03-10 22:05:02,811 - davarocr - INFO - Epoch [12][300/541] lr: 3.226e-05, eta: 1:02:05, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0101, loss: 0.0101, grad_norm: 1.9046 +2022-03-10 22:05:03,673 - davarocr - INFO - Epoch [12][305/541] lr: 3.226e-05, eta: 1:02:04, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.7741 +2022-03-10 22:05:04,538 - davarocr - INFO - Epoch [12][310/541] lr: 3.226e-05, eta: 1:02:03, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.5075 +2022-03-10 22:05:05,396 - davarocr - INFO - Epoch [12][315/541] lr: 3.226e-05, eta: 1:02:02, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4298 +2022-03-10 22:05:06,264 - davarocr - INFO - Epoch [12][320/541] lr: 3.226e-05, eta: 1:02:01, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4142 +2022-03-10 22:05:07,137 - davarocr - INFO - Epoch [12][325/541] lr: 3.226e-05, eta: 1:02:00, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0110, loss: 0.0110, grad_norm: 1.5889 +2022-03-10 22:05:08,009 - davarocr - INFO - Epoch [12][330/541] lr: 3.226e-05, eta: 1:01:59, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 1.5801 +2022-03-10 22:05:08,876 - davarocr - INFO - Epoch [12][335/541] lr: 3.226e-05, eta: 1:01:58, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 2.1883 +2022-03-10 22:05:09,738 - davarocr - INFO - Epoch [12][340/541] lr: 3.226e-05, eta: 1:01:57, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.8943 +2022-03-10 22:05:10,599 - davarocr - INFO - Epoch [12][345/541] lr: 3.226e-05, eta: 1:01:56, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.8263 +2022-03-10 22:05:11,478 - davarocr - INFO - Epoch [12][350/541] lr: 3.226e-05, eta: 1:01:55, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 1.7577 +2022-03-10 22:05:12,348 - davarocr - INFO - Epoch [12][355/541] lr: 3.226e-05, eta: 1:01:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.5417 +2022-03-10 22:05:13,217 - davarocr - INFO - Epoch [12][360/541] lr: 3.226e-05, eta: 1:01:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0094, loss: 0.0094, grad_norm: 1.8249 +2022-03-10 22:05:14,086 - davarocr - INFO - Epoch [12][365/541] lr: 3.226e-05, eta: 1:01:52, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0094, loss: 0.0094, grad_norm: 1.8057 +2022-03-10 22:05:14,947 - davarocr - INFO - Epoch [12][370/541] lr: 3.226e-05, eta: 1:01:51, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0094, loss: 0.0094, grad_norm: 1.7783 +2022-03-10 22:05:15,818 - davarocr - INFO - Epoch [12][375/541] lr: 3.226e-05, eta: 1:01:50, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0157, loss: 0.0157, grad_norm: 2.3154 +2022-03-10 22:05:16,677 - davarocr - INFO - Epoch [12][380/541] lr: 3.226e-05, eta: 1:01:49, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.7682 +2022-03-10 22:05:17,548 - davarocr - INFO - Epoch [12][385/541] lr: 3.226e-05, eta: 1:01:48, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.5443 +2022-03-10 22:05:18,422 - davarocr - INFO - Epoch [12][390/541] lr: 3.226e-05, eta: 1:01:47, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0104, loss: 0.0104, grad_norm: 1.6876 +2022-03-10 22:05:19,289 - davarocr - INFO - Epoch [12][395/541] lr: 3.226e-05, eta: 1:01:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 2.1340 +2022-03-10 22:05:20,166 - davarocr - INFO - Epoch [12][400/541] lr: 3.226e-05, eta: 1:01:45, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0211, loss: 0.0211, grad_norm: 2.9449 +2022-03-10 22:05:21,057 - davarocr - INFO - Epoch [12][405/541] lr: 3.226e-05, eta: 1:01:44, time: 0.178, data_time: 0.011, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.5785 +2022-03-10 22:05:21,938 - davarocr - INFO - Epoch [12][410/541] lr: 3.226e-05, eta: 1:01:43, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.5691 +2022-03-10 22:05:22,808 - davarocr - INFO - Epoch [12][415/541] lr: 3.226e-05, eta: 1:01:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0123, loss: 0.0123, grad_norm: 1.4330 +2022-03-10 22:05:23,676 - davarocr - INFO - Epoch [12][420/541] lr: 3.226e-05, eta: 1:01:41, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.6128 +2022-03-10 22:05:24,552 - davarocr - INFO - Epoch [12][425/541] lr: 3.226e-05, eta: 1:01:40, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0095, loss: 0.0095, grad_norm: 1.4410 +2022-03-10 22:05:25,428 - davarocr - INFO - Epoch [12][430/541] lr: 3.226e-05, eta: 1:01:39, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 2.0625 +2022-03-10 22:05:26,302 - davarocr - INFO - Epoch [12][435/541] lr: 3.226e-05, eta: 1:01:38, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.4141 +2022-03-10 22:05:27,179 - davarocr - INFO - Epoch [12][440/541] lr: 3.226e-05, eta: 1:01:38, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 1.7022 +2022-03-10 22:05:28,059 - davarocr - INFO - Epoch [12][445/541] lr: 3.226e-05, eta: 1:01:37, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.3868 +2022-03-10 22:05:28,919 - davarocr - INFO - Epoch [12][450/541] lr: 3.226e-05, eta: 1:01:36, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0194, loss: 0.0194, grad_norm: 2.5305 +2022-03-10 22:05:29,780 - davarocr - INFO - Epoch [12][455/541] lr: 3.226e-05, eta: 1:01:35, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0126, loss: 0.0126, grad_norm: 2.1945 +2022-03-10 22:05:30,654 - davarocr - INFO - Epoch [12][460/541] lr: 3.226e-05, eta: 1:01:34, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 2.0383 +2022-03-10 22:05:31,529 - davarocr - INFO - Epoch [12][465/541] lr: 3.226e-05, eta: 1:01:33, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.5064 +2022-03-10 22:05:32,437 - davarocr - INFO - Epoch [12][470/541] lr: 3.226e-05, eta: 1:01:32, time: 0.182, data_time: 0.008, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.8945 +2022-03-10 22:05:33,342 - davarocr - INFO - Epoch [12][475/541] lr: 3.226e-05, eta: 1:01:31, time: 0.181, data_time: 0.008, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.5660 +2022-03-10 22:05:34,242 - davarocr - INFO - Epoch [12][480/541] lr: 3.226e-05, eta: 1:01:30, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0210, loss: 0.0210, grad_norm: 2.1749 +2022-03-10 22:05:35,133 - davarocr - INFO - Epoch [12][485/541] lr: 3.226e-05, eta: 1:01:29, time: 0.181, data_time: 0.009, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.6657 +2022-03-10 22:05:36,019 - davarocr - INFO - Epoch [12][490/541] lr: 3.226e-05, eta: 1:01:28, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.6037 +2022-03-10 22:05:36,916 - davarocr - INFO - Epoch [12][495/541] lr: 3.226e-05, eta: 1:01:27, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.7950 +2022-03-10 22:05:37,813 - davarocr - INFO - Epoch [12][500/541] lr: 3.226e-05, eta: 1:01:26, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 2.0075 +2022-03-10 22:05:38,711 - davarocr - INFO - Epoch [12][505/541] lr: 3.226e-05, eta: 1:01:26, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.8982 +2022-03-10 22:05:39,589 - davarocr - INFO - Epoch [12][510/541] lr: 3.226e-05, eta: 1:01:25, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0113, loss: 0.0113, grad_norm: 1.9136 +2022-03-10 22:05:40,460 - davarocr - INFO - Epoch [12][515/541] lr: 3.226e-05, eta: 1:01:24, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.9992 +2022-03-10 22:05:41,346 - davarocr - INFO - Epoch [12][520/541] lr: 3.226e-05, eta: 1:01:23, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0086, loss: 0.0086, grad_norm: 2.0289 +2022-03-10 22:05:42,236 - davarocr - INFO - Epoch [12][525/541] lr: 3.226e-05, eta: 1:01:22, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0133, loss: 0.0133, grad_norm: 1.8726 +2022-03-10 22:05:43,121 - davarocr - INFO - Epoch [12][530/541] lr: 3.226e-05, eta: 1:01:21, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.6112 +2022-03-10 22:05:44,008 - davarocr - INFO - Epoch [12][535/541] lr: 3.226e-05, eta: 1:01:20, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.8194 +2022-03-10 22:05:44,897 - davarocr - INFO - Epoch [12][540/541] lr: 3.226e-05, eta: 1:01:19, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.6504 +2022-03-10 22:05:59,198 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:05:59,200 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:05:59,200 - davarocr - INFO - Epoch(val) [12][541] LOC: {'precision': 0.9401343921808186, 'recall': 0.9226618705035972, 'f1-score': 0.9313161875945536}, PER: {'precision': 0.9627525252525253, 'recall': 0.943104514533086, 'f1-score': 0.9528272414870352}, MISC: {'precision': 0.8196022727272727, 'recall': 0.8219373219373219, 'f1-score': 0.8207681365576102}, ORG: {'precision': 0.8676039835969537, 'recall': 0.8916315472606864, 'f1-score': 0.8794536817102139}, all: {'precision': 0.9094460227272727, 'recall': 0.9068696883852692, 'f1-score': 0.9081560283687943}, hmean: 0.9082 +2022-03-10 22:06:02,562 - davarocr - INFO - Epoch [13][5/541] lr: 3.125e-05, eta: 1:01:25, time: 0.671, data_time: 0.493, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5729 +2022-03-10 22:06:03,435 - davarocr - INFO - Epoch [13][10/541] lr: 3.125e-05, eta: 1:01:24, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.6858 +2022-03-10 22:06:04,307 - davarocr - INFO - Epoch [13][15/541] lr: 3.125e-05, eta: 1:01:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.5703 +2022-03-10 22:06:05,166 - davarocr - INFO - Epoch [13][20/541] lr: 3.125e-05, eta: 1:01:22, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 2.0169 +2022-03-10 22:06:06,031 - davarocr - INFO - Epoch [13][25/541] lr: 3.125e-05, eta: 1:01:21, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0112, loss: 0.0112, grad_norm: 2.0897 +2022-03-10 22:06:06,903 - davarocr - INFO - Epoch [13][30/541] lr: 3.125e-05, eta: 1:01:20, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.8235 +2022-03-10 22:06:07,769 - davarocr - INFO - Epoch [13][35/541] lr: 3.125e-05, eta: 1:01:19, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.9978 +2022-03-10 22:06:08,643 - davarocr - INFO - Epoch [13][40/541] lr: 3.125e-05, eta: 1:01:18, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.6355 +2022-03-10 22:06:09,506 - davarocr - INFO - Epoch [13][45/541] lr: 3.125e-05, eta: 1:01:17, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.7363 +2022-03-10 22:06:10,373 - davarocr - INFO - Epoch [13][50/541] lr: 3.125e-05, eta: 1:01:16, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6033 +2022-03-10 22:06:11,268 - davarocr - INFO - Epoch [13][55/541] lr: 3.125e-05, eta: 1:01:15, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.6175 +2022-03-10 22:06:12,170 - davarocr - INFO - Epoch [13][60/541] lr: 3.125e-05, eta: 1:01:14, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 1.7346 +2022-03-10 22:06:13,045 - davarocr - INFO - Epoch [13][65/541] lr: 3.125e-05, eta: 1:01:14, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.6832 +2022-03-10 22:06:13,913 - davarocr - INFO - Epoch [13][70/541] lr: 3.125e-05, eta: 1:01:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.8672 +2022-03-10 22:06:14,790 - davarocr - INFO - Epoch [13][75/541] lr: 3.125e-05, eta: 1:01:12, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.6123 +2022-03-10 22:06:15,679 - davarocr - INFO - Epoch [13][80/541] lr: 3.125e-05, eta: 1:01:11, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.6449 +2022-03-10 22:06:16,551 - davarocr - INFO - Epoch [13][85/541] lr: 3.125e-05, eta: 1:01:10, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.6057 +2022-03-10 22:06:17,414 - davarocr - INFO - Epoch [13][90/541] lr: 3.125e-05, eta: 1:01:09, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.6116 +2022-03-10 22:06:18,284 - davarocr - INFO - Epoch [13][95/541] lr: 3.125e-05, eta: 1:01:08, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.6267 +2022-03-10 22:06:19,158 - davarocr - INFO - Epoch [13][100/541] lr: 3.125e-05, eta: 1:01:07, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 2.4617 +2022-03-10 22:06:20,030 - davarocr - INFO - Epoch [13][105/541] lr: 3.125e-05, eta: 1:01:06, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0124, loss: 0.0124, grad_norm: 2.7287 +2022-03-10 22:06:20,902 - davarocr - INFO - Epoch [13][110/541] lr: 3.125e-05, eta: 1:01:05, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0152, loss: 0.0152, grad_norm: 1.8980 +2022-03-10 22:06:21,776 - davarocr - INFO - Epoch [13][115/541] lr: 3.125e-05, eta: 1:01:04, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.4187 +2022-03-10 22:06:22,643 - davarocr - INFO - Epoch [13][120/541] lr: 3.125e-05, eta: 1:01:03, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.7254 +2022-03-10 22:06:23,517 - davarocr - INFO - Epoch [13][125/541] lr: 3.125e-05, eta: 1:01:02, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.4662 +2022-03-10 22:06:24,392 - davarocr - INFO - Epoch [13][130/541] lr: 3.125e-05, eta: 1:01:01, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.5275 +2022-03-10 22:06:25,268 - davarocr - INFO - Epoch [13][135/541] lr: 3.125e-05, eta: 1:01:00, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4854 +2022-03-10 22:06:26,138 - davarocr - INFO - Epoch [13][140/541] lr: 3.125e-05, eta: 1:00:59, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.4588 +2022-03-10 22:06:27,009 - davarocr - INFO - Epoch [13][145/541] lr: 3.125e-05, eta: 1:00:58, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.4324 +2022-03-10 22:06:27,876 - davarocr - INFO - Epoch [13][150/541] lr: 3.125e-05, eta: 1:00:57, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3901 +2022-03-10 22:06:28,737 - davarocr - INFO - Epoch [13][155/541] lr: 3.125e-05, eta: 1:00:56, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 2.2371 +2022-03-10 22:06:29,614 - davarocr - INFO - Epoch [13][160/541] lr: 3.125e-05, eta: 1:00:55, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0120, loss: 0.0120, grad_norm: 1.7877 +2022-03-10 22:06:30,485 - davarocr - INFO - Epoch [13][165/541] lr: 3.125e-05, eta: 1:00:54, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4670 +2022-03-10 22:06:31,364 - davarocr - INFO - Epoch [13][170/541] lr: 3.125e-05, eta: 1:00:53, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.8218 +2022-03-10 22:06:32,233 - davarocr - INFO - Epoch [13][175/541] lr: 3.125e-05, eta: 1:00:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.5652 +2022-03-10 22:06:33,104 - davarocr - INFO - Epoch [13][180/541] lr: 3.125e-05, eta: 1:00:51, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 1.8089 +2022-03-10 22:06:33,972 - davarocr - INFO - Epoch [13][185/541] lr: 3.125e-05, eta: 1:00:50, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5559 +2022-03-10 22:06:34,840 - davarocr - INFO - Epoch [13][190/541] lr: 3.125e-05, eta: 1:00:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.5041 +2022-03-10 22:06:35,709 - davarocr - INFO - Epoch [13][195/541] lr: 3.125e-05, eta: 1:00:48, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0222, loss: 0.0222, grad_norm: 1.5363 +2022-03-10 22:06:36,587 - davarocr - INFO - Epoch [13][200/541] lr: 3.125e-05, eta: 1:00:47, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4967 +2022-03-10 22:06:37,455 - davarocr - INFO - Epoch [13][205/541] lr: 3.125e-05, eta: 1:00:46, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0163, loss: 0.0163, grad_norm: 2.5844 +2022-03-10 22:06:38,327 - davarocr - INFO - Epoch [13][210/541] lr: 3.125e-05, eta: 1:00:45, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.8834 +2022-03-10 22:06:39,201 - davarocr - INFO - Epoch [13][215/541] lr: 3.125e-05, eta: 1:00:44, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0074, loss: 0.0074, grad_norm: 1.6678 +2022-03-10 22:06:40,074 - davarocr - INFO - Epoch [13][220/541] lr: 3.125e-05, eta: 1:00:43, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0096, loss: 0.0096, grad_norm: 1.9005 +2022-03-10 22:06:40,936 - davarocr - INFO - Epoch [13][225/541] lr: 3.125e-05, eta: 1:00:42, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.5247 +2022-03-10 22:06:41,796 - davarocr - INFO - Epoch [13][230/541] lr: 3.125e-05, eta: 1:00:41, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5010 +2022-03-10 22:06:42,667 - davarocr - INFO - Epoch [13][235/541] lr: 3.125e-05, eta: 1:00:40, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.6765 +2022-03-10 22:06:43,542 - davarocr - INFO - Epoch [13][240/541] lr: 3.125e-05, eta: 1:00:40, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4812 +2022-03-10 22:06:44,408 - davarocr - INFO - Epoch [13][245/541] lr: 3.125e-05, eta: 1:00:39, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.8090 +2022-03-10 22:06:45,269 - davarocr - INFO - Epoch [13][250/541] lr: 3.125e-05, eta: 1:00:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.8261 +2022-03-10 22:06:46,133 - davarocr - INFO - Epoch [13][255/541] lr: 3.125e-05, eta: 1:00:37, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.5656 +2022-03-10 22:06:47,008 - davarocr - INFO - Epoch [13][260/541] lr: 3.125e-05, eta: 1:00:36, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 2.1161 +2022-03-10 22:06:47,887 - davarocr - INFO - Epoch [13][265/541] lr: 3.125e-05, eta: 1:00:35, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0085, loss: 0.0085, grad_norm: 1.6215 +2022-03-10 22:06:48,759 - davarocr - INFO - Epoch [13][270/541] lr: 3.125e-05, eta: 1:00:34, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.5961 +2022-03-10 22:06:49,629 - davarocr - INFO - Epoch [13][275/541] lr: 3.125e-05, eta: 1:00:33, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.6057 +2022-03-10 22:06:50,504 - davarocr - INFO - Epoch [13][280/541] lr: 3.125e-05, eta: 1:00:32, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.8431 +2022-03-10 22:06:51,370 - davarocr - INFO - Epoch [13][285/541] lr: 3.125e-05, eta: 1:00:31, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.7875 +2022-03-10 22:06:52,242 - davarocr - INFO - Epoch [13][290/541] lr: 3.125e-05, eta: 1:00:30, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 2.3305 +2022-03-10 22:06:53,107 - davarocr - INFO - Epoch [13][295/541] lr: 3.125e-05, eta: 1:00:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0190, loss: 0.0190, grad_norm: 2.6173 +2022-03-10 22:06:53,971 - davarocr - INFO - Epoch [13][300/541] lr: 3.125e-05, eta: 1:00:28, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.6701 +2022-03-10 22:06:54,837 - davarocr - INFO - Epoch [13][305/541] lr: 3.125e-05, eta: 1:00:27, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0137, loss: 0.0137, grad_norm: 2.3288 +2022-03-10 22:06:55,713 - davarocr - INFO - Epoch [13][310/541] lr: 3.125e-05, eta: 1:00:26, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0148, loss: 0.0148, grad_norm: 1.8828 +2022-03-10 22:06:56,583 - davarocr - INFO - Epoch [13][315/541] lr: 3.125e-05, eta: 1:00:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0089, loss: 0.0089, grad_norm: 1.9397 +2022-03-10 22:06:57,455 - davarocr - INFO - Epoch [13][320/541] lr: 3.125e-05, eta: 1:00:24, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.6348 +2022-03-10 22:06:58,319 - davarocr - INFO - Epoch [13][325/541] lr: 3.125e-05, eta: 1:00:23, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.5808 +2022-03-10 22:06:59,187 - davarocr - INFO - Epoch [13][330/541] lr: 3.125e-05, eta: 1:00:22, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4441 +2022-03-10 22:07:00,054 - davarocr - INFO - Epoch [13][335/541] lr: 3.125e-05, eta: 1:00:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.5145 +2022-03-10 22:07:00,918 - davarocr - INFO - Epoch [13][340/541] lr: 3.125e-05, eta: 1:00:20, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.5245 +2022-03-10 22:07:01,779 - davarocr - INFO - Epoch [13][345/541] lr: 3.125e-05, eta: 1:00:19, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4428 +2022-03-10 22:07:02,665 - davarocr - INFO - Epoch [13][350/541] lr: 3.125e-05, eta: 1:00:18, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.9699 +2022-03-10 22:07:03,533 - davarocr - INFO - Epoch [13][355/541] lr: 3.125e-05, eta: 1:00:17, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.7643 +2022-03-10 22:07:04,403 - davarocr - INFO - Epoch [13][360/541] lr: 3.125e-05, eta: 1:00:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0304, loss: 0.0304, grad_norm: 2.9461 +2022-03-10 22:07:05,285 - davarocr - INFO - Epoch [13][365/541] lr: 3.125e-05, eta: 1:00:15, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.4820 +2022-03-10 22:07:06,155 - davarocr - INFO - Epoch [13][370/541] lr: 3.125e-05, eta: 1:00:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2001 +2022-03-10 22:07:07,027 - davarocr - INFO - Epoch [13][375/541] lr: 3.125e-05, eta: 1:00:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.1565 +2022-03-10 22:07:07,893 - davarocr - INFO - Epoch [13][380/541] lr: 3.125e-05, eta: 1:00:12, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0154, loss: 0.0154, grad_norm: 1.6437 +2022-03-10 22:07:08,761 - davarocr - INFO - Epoch [13][385/541] lr: 3.125e-05, eta: 1:00:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.6627 +2022-03-10 22:07:09,631 - davarocr - INFO - Epoch [13][390/541] lr: 3.125e-05, eta: 1:00:10, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1658 +2022-03-10 22:07:10,495 - davarocr - INFO - Epoch [13][395/541] lr: 3.125e-05, eta: 1:00:09, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.7153 +2022-03-10 22:07:11,360 - davarocr - INFO - Epoch [13][400/541] lr: 3.125e-05, eta: 1:00:08, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.5106 +2022-03-10 22:07:12,241 - davarocr - INFO - Epoch [13][405/541] lr: 3.125e-05, eta: 1:00:07, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.3815 +2022-03-10 22:07:13,112 - davarocr - INFO - Epoch [13][410/541] lr: 3.125e-05, eta: 1:00:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.4266 +2022-03-10 22:07:14,172 - davarocr - INFO - Epoch [13][415/541] lr: 3.125e-05, eta: 1:00:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 1.7590 +2022-03-10 22:07:15,047 - davarocr - INFO - Epoch [13][420/541] lr: 3.125e-05, eta: 1:00:05, time: 0.213, data_time: 0.043, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.6164 +2022-03-10 22:07:15,912 - davarocr - INFO - Epoch [13][425/541] lr: 3.125e-05, eta: 1:00:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.3196 +2022-03-10 22:07:16,781 - davarocr - INFO - Epoch [13][430/541] lr: 3.125e-05, eta: 1:00:03, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.3901 +2022-03-10 22:07:17,654 - davarocr - INFO - Epoch [13][435/541] lr: 3.125e-05, eta: 1:00:02, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.6277 +2022-03-10 22:07:18,524 - davarocr - INFO - Epoch [13][440/541] lr: 3.125e-05, eta: 1:00:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5055 +2022-03-10 22:07:19,391 - davarocr - INFO - Epoch [13][445/541] lr: 3.125e-05, eta: 1:00:00, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.3730 +2022-03-10 22:07:20,252 - davarocr - INFO - Epoch [13][450/541] lr: 3.125e-05, eta: 0:59:59, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.4095 +2022-03-10 22:07:21,127 - davarocr - INFO - Epoch [13][455/541] lr: 3.125e-05, eta: 0:59:58, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 3.0786 +2022-03-10 22:07:21,993 - davarocr - INFO - Epoch [13][460/541] lr: 3.125e-05, eta: 0:59:57, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.7657 +2022-03-10 22:07:22,865 - davarocr - INFO - Epoch [13][465/541] lr: 3.125e-05, eta: 0:59:56, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0073, loss: 0.0073, grad_norm: 3.6469 +2022-03-10 22:07:23,740 - davarocr - INFO - Epoch [13][470/541] lr: 3.125e-05, eta: 0:59:55, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0072, loss: 0.0072, grad_norm: 0.9008 +2022-03-10 22:07:24,605 - davarocr - INFO - Epoch [13][475/541] lr: 3.125e-05, eta: 0:59:54, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.4135 +2022-03-10 22:07:25,473 - davarocr - INFO - Epoch [13][480/541] lr: 3.125e-05, eta: 0:59:53, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 0.7001 +2022-03-10 22:07:26,332 - davarocr - INFO - Epoch [13][485/541] lr: 3.125e-05, eta: 0:59:52, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.9602 +2022-03-10 22:07:27,203 - davarocr - INFO - Epoch [13][490/541] lr: 3.125e-05, eta: 0:59:51, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.8286 +2022-03-10 22:07:28,065 - davarocr - INFO - Epoch [13][495/541] lr: 3.125e-05, eta: 0:59:50, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0141, loss: 0.0141, grad_norm: 1.7386 +2022-03-10 22:07:28,926 - davarocr - INFO - Epoch [13][500/541] lr: 3.125e-05, eta: 0:59:50, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.5581 +2022-03-10 22:07:29,796 - davarocr - INFO - Epoch [13][505/541] lr: 3.125e-05, eta: 0:59:49, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0206, loss: 0.0206, grad_norm: 1.8658 +2022-03-10 22:07:30,669 - davarocr - INFO - Epoch [13][510/541] lr: 3.125e-05, eta: 0:59:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.5155 +2022-03-10 22:07:31,524 - davarocr - INFO - Epoch [13][515/541] lr: 3.125e-05, eta: 0:59:47, time: 0.171, data_time: 0.007, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.2425 +2022-03-10 22:07:32,389 - davarocr - INFO - Epoch [13][520/541] lr: 3.125e-05, eta: 0:59:46, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.0285 +2022-03-10 22:07:33,266 - davarocr - INFO - Epoch [13][525/541] lr: 3.125e-05, eta: 0:59:45, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0276, loss: 0.0276, grad_norm: 1.9984 +2022-03-10 22:07:34,136 - davarocr - INFO - Epoch [13][530/541] lr: 3.125e-05, eta: 0:59:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0079, loss: 0.0079, grad_norm: 1.5520 +2022-03-10 22:07:35,013 - davarocr - INFO - Epoch [13][535/541] lr: 3.125e-05, eta: 0:59:43, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0095, loss: 0.0095, grad_norm: 1.3914 +2022-03-10 22:07:35,890 - davarocr - INFO - Epoch [13][540/541] lr: 3.125e-05, eta: 0:59:42, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.5627 +2022-03-10 22:07:50,507 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:07:50,508 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:07:50,508 - davarocr - INFO - Epoch(val) [13][541] LOC: {'precision': 0.9424148606811146, 'recall': 0.9124700239808153, 'f1-score': 0.9272007310386841}, PER: {'precision': 0.9707565162110616, 'recall': 0.9443413729128015, 'f1-score': 0.9573667711598745}, MISC: {'precision': 0.8210227272727273, 'recall': 0.8233618233618234, 'f1-score': 0.822190611664296}, ORG: {'precision': 0.8935406698564593, 'recall': 0.8994581577363034, 'f1-score': 0.8964896489648965}, all: {'precision': 0.9203810208483105, 'recall': 0.9066926345609065, 'f1-score': 0.913485551195148}, hmean: 0.9135 +2022-03-10 22:07:53,847 - davarocr - INFO - Epoch [14][5/541] lr: 3.030e-05, eta: 0:59:47, time: 0.663, data_time: 0.493, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.1730 +2022-03-10 22:07:54,728 - davarocr - INFO - Epoch [14][10/541] lr: 3.030e-05, eta: 0:59:46, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.2213 +2022-03-10 22:07:55,598 - davarocr - INFO - Epoch [14][15/541] lr: 3.030e-05, eta: 0:59:45, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1120 +2022-03-10 22:07:56,475 - davarocr - INFO - Epoch [14][20/541] lr: 3.030e-05, eta: 0:59:44, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.3861 +2022-03-10 22:07:57,338 - davarocr - INFO - Epoch [14][25/541] lr: 3.030e-05, eta: 0:59:43, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0108, loss: 0.0108, grad_norm: 1.9566 +2022-03-10 22:07:58,209 - davarocr - INFO - Epoch [14][30/541] lr: 3.030e-05, eta: 0:59:42, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 1.3267 +2022-03-10 22:07:59,078 - davarocr - INFO - Epoch [14][35/541] lr: 3.030e-05, eta: 0:59:41, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1416 +2022-03-10 22:07:59,960 - davarocr - INFO - Epoch [14][40/541] lr: 3.030e-05, eta: 0:59:40, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.3069 +2022-03-10 22:08:00,827 - davarocr - INFO - Epoch [14][45/541] lr: 3.030e-05, eta: 0:59:39, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.6846 +2022-03-10 22:08:01,689 - davarocr - INFO - Epoch [14][50/541] lr: 3.030e-05, eta: 0:59:38, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 2.9113 +2022-03-10 22:08:02,564 - davarocr - INFO - Epoch [14][55/541] lr: 3.030e-05, eta: 0:59:37, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.0804 +2022-03-10 22:08:03,455 - davarocr - INFO - Epoch [14][60/541] lr: 3.030e-05, eta: 0:59:37, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.2974 +2022-03-10 22:08:04,327 - davarocr - INFO - Epoch [14][65/541] lr: 3.030e-05, eta: 0:59:36, time: 0.174, data_time: 0.011, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.8044 +2022-03-10 22:08:05,203 - davarocr - INFO - Epoch [14][70/541] lr: 3.030e-05, eta: 0:59:35, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 0.9924 +2022-03-10 22:08:06,071 - davarocr - INFO - Epoch [14][75/541] lr: 3.030e-05, eta: 0:59:34, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.1865 +2022-03-10 22:08:06,937 - davarocr - INFO - Epoch [14][80/541] lr: 3.030e-05, eta: 0:59:33, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.0559 +2022-03-10 22:08:07,815 - davarocr - INFO - Epoch [14][85/541] lr: 3.030e-05, eta: 0:59:32, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.7884 +2022-03-10 22:08:08,681 - davarocr - INFO - Epoch [14][90/541] lr: 3.030e-05, eta: 0:59:31, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8352 +2022-03-10 22:08:09,543 - davarocr - INFO - Epoch [14][95/541] lr: 3.030e-05, eta: 0:59:30, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0075, loss: 0.0075, grad_norm: 2.1497 +2022-03-10 22:08:10,414 - davarocr - INFO - Epoch [14][100/541] lr: 3.030e-05, eta: 0:59:29, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.1991 +2022-03-10 22:08:11,283 - davarocr - INFO - Epoch [14][105/541] lr: 3.030e-05, eta: 0:59:28, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0088, loss: 0.0088, grad_norm: 2.1835 +2022-03-10 22:08:12,145 - davarocr - INFO - Epoch [14][110/541] lr: 3.030e-05, eta: 0:59:27, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.5081 +2022-03-10 22:08:13,008 - davarocr - INFO - Epoch [14][115/541] lr: 3.030e-05, eta: 0:59:26, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 2.0027 +2022-03-10 22:08:13,875 - davarocr - INFO - Epoch [14][120/541] lr: 3.030e-05, eta: 0:59:25, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.9068 +2022-03-10 22:08:14,761 - davarocr - INFO - Epoch [14][125/541] lr: 3.030e-05, eta: 0:59:24, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2336 +2022-03-10 22:08:15,619 - davarocr - INFO - Epoch [14][130/541] lr: 3.030e-05, eta: 0:59:23, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.7258 +2022-03-10 22:08:16,479 - davarocr - INFO - Epoch [14][135/541] lr: 3.030e-05, eta: 0:59:22, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0193, loss: 0.0193, grad_norm: 2.5275 +2022-03-10 22:08:17,347 - davarocr - INFO - Epoch [14][140/541] lr: 3.030e-05, eta: 0:59:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.4402 +2022-03-10 22:08:18,209 - davarocr - INFO - Epoch [14][145/541] lr: 3.030e-05, eta: 0:59:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.4372 +2022-03-10 22:08:19,078 - davarocr - INFO - Epoch [14][150/541] lr: 3.030e-05, eta: 0:59:19, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.2164 +2022-03-10 22:08:19,946 - davarocr - INFO - Epoch [14][155/541] lr: 3.030e-05, eta: 0:59:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.8199 +2022-03-10 22:08:20,812 - davarocr - INFO - Epoch [14][160/541] lr: 3.030e-05, eta: 0:59:17, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.2571 +2022-03-10 22:08:21,677 - davarocr - INFO - Epoch [14][165/541] lr: 3.030e-05, eta: 0:59:16, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2445 +2022-03-10 22:08:22,542 - davarocr - INFO - Epoch [14][170/541] lr: 3.030e-05, eta: 0:59:15, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.5157 +2022-03-10 22:08:23,427 - davarocr - INFO - Epoch [14][175/541] lr: 3.030e-05, eta: 0:59:14, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0154, loss: 0.0154, grad_norm: 1.7114 +2022-03-10 22:08:24,288 - davarocr - INFO - Epoch [14][180/541] lr: 3.030e-05, eta: 0:59:13, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 1.8226 +2022-03-10 22:08:25,157 - davarocr - INFO - Epoch [14][185/541] lr: 3.030e-05, eta: 0:59:12, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.4189 +2022-03-10 22:08:26,017 - davarocr - INFO - Epoch [14][190/541] lr: 3.030e-05, eta: 0:59:11, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.4975 +2022-03-10 22:08:26,892 - davarocr - INFO - Epoch [14][195/541] lr: 3.030e-05, eta: 0:59:10, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.6827 +2022-03-10 22:08:27,766 - davarocr - INFO - Epoch [14][200/541] lr: 3.030e-05, eta: 0:59:09, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2943 +2022-03-10 22:08:28,629 - davarocr - INFO - Epoch [14][205/541] lr: 3.030e-05, eta: 0:59:08, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.5849 +2022-03-10 22:08:29,499 - davarocr - INFO - Epoch [14][210/541] lr: 3.030e-05, eta: 0:59:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3389 +2022-03-10 22:08:30,361 - davarocr - INFO - Epoch [14][215/541] lr: 3.030e-05, eta: 0:59:06, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 2.0316 +2022-03-10 22:08:31,243 - davarocr - INFO - Epoch [14][220/541] lr: 3.030e-05, eta: 0:59:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0118, loss: 0.0118, grad_norm: 1.8738 +2022-03-10 22:08:32,125 - davarocr - INFO - Epoch [14][225/541] lr: 3.030e-05, eta: 0:59:05, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0092, loss: 0.0092, grad_norm: 2.5445 +2022-03-10 22:08:32,996 - davarocr - INFO - Epoch [14][230/541] lr: 3.030e-05, eta: 0:59:04, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2567 +2022-03-10 22:08:33,867 - davarocr - INFO - Epoch [14][235/541] lr: 3.030e-05, eta: 0:59:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 2.1817 +2022-03-10 22:08:34,737 - davarocr - INFO - Epoch [14][240/541] lr: 3.030e-05, eta: 0:59:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.7467 +2022-03-10 22:08:35,607 - davarocr - INFO - Epoch [14][245/541] lr: 3.030e-05, eta: 0:59:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 1.9978 +2022-03-10 22:08:36,475 - davarocr - INFO - Epoch [14][250/541] lr: 3.030e-05, eta: 0:59:00, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.3744 +2022-03-10 22:08:37,345 - davarocr - INFO - Epoch [14][255/541] lr: 3.030e-05, eta: 0:58:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 2.1004 +2022-03-10 22:08:38,227 - davarocr - INFO - Epoch [14][260/541] lr: 3.030e-05, eta: 0:58:58, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.4572 +2022-03-10 22:08:39,097 - davarocr - INFO - Epoch [14][265/541] lr: 3.030e-05, eta: 0:58:57, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.4357 +2022-03-10 22:08:39,966 - davarocr - INFO - Epoch [14][270/541] lr: 3.030e-05, eta: 0:58:56, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.7693 +2022-03-10 22:08:40,835 - davarocr - INFO - Epoch [14][275/541] lr: 3.030e-05, eta: 0:58:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0082, loss: 0.0082, grad_norm: 2.2705 +2022-03-10 22:08:41,698 - davarocr - INFO - Epoch [14][280/541] lr: 3.030e-05, eta: 0:58:54, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.5394 +2022-03-10 22:08:42,564 - davarocr - INFO - Epoch [14][285/541] lr: 3.030e-05, eta: 0:58:53, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.9014 +2022-03-10 22:08:43,432 - davarocr - INFO - Epoch [14][290/541] lr: 3.030e-05, eta: 0:58:52, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0095, loss: 0.0095, grad_norm: 1.8712 +2022-03-10 22:08:44,296 - davarocr - INFO - Epoch [14][295/541] lr: 3.030e-05, eta: 0:58:51, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.9459 +2022-03-10 22:08:45,165 - davarocr - INFO - Epoch [14][300/541] lr: 3.030e-05, eta: 0:58:50, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0089, loss: 0.0089, grad_norm: 2.0178 +2022-03-10 22:08:46,032 - davarocr - INFO - Epoch [14][305/541] lr: 3.030e-05, eta: 0:58:49, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.5796 +2022-03-10 22:08:46,898 - davarocr - INFO - Epoch [14][310/541] lr: 3.030e-05, eta: 0:58:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4258 +2022-03-10 22:08:47,774 - davarocr - INFO - Epoch [14][315/541] lr: 3.030e-05, eta: 0:58:47, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.5167 +2022-03-10 22:08:48,638 - davarocr - INFO - Epoch [14][320/541] lr: 3.030e-05, eta: 0:58:46, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 2.6125 +2022-03-10 22:08:49,505 - davarocr - INFO - Epoch [14][325/541] lr: 3.030e-05, eta: 0:58:45, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.2462 +2022-03-10 22:08:50,378 - davarocr - INFO - Epoch [14][330/541] lr: 3.030e-05, eta: 0:58:44, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0072, loss: 0.0072, grad_norm: 1.2154 +2022-03-10 22:08:51,245 - davarocr - INFO - Epoch [14][335/541] lr: 3.030e-05, eta: 0:58:43, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1367 +2022-03-10 22:08:52,109 - davarocr - INFO - Epoch [14][340/541] lr: 3.030e-05, eta: 0:58:42, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.0869 +2022-03-10 22:08:52,982 - davarocr - INFO - Epoch [14][345/541] lr: 3.030e-05, eta: 0:58:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.3508 +2022-03-10 22:08:53,853 - davarocr - INFO - Epoch [14][350/541] lr: 3.030e-05, eta: 0:58:40, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.2993 +2022-03-10 22:08:54,722 - davarocr - INFO - Epoch [14][355/541] lr: 3.030e-05, eta: 0:58:39, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.2617 +2022-03-10 22:08:55,580 - davarocr - INFO - Epoch [14][360/541] lr: 3.030e-05, eta: 0:58:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2563 +2022-03-10 22:08:56,446 - davarocr - INFO - Epoch [14][365/541] lr: 3.030e-05, eta: 0:58:37, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1445 +2022-03-10 22:08:57,309 - davarocr - INFO - Epoch [14][370/541] lr: 3.030e-05, eta: 0:58:36, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.2461 +2022-03-10 22:08:58,181 - davarocr - INFO - Epoch [14][375/541] lr: 3.030e-05, eta: 0:58:35, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.5152 +2022-03-10 22:08:59,050 - davarocr - INFO - Epoch [14][380/541] lr: 3.030e-05, eta: 0:58:35, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.2310 +2022-03-10 22:08:59,917 - davarocr - INFO - Epoch [14][385/541] lr: 3.030e-05, eta: 0:58:34, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1707 +2022-03-10 22:09:00,791 - davarocr - INFO - Epoch [14][390/541] lr: 3.030e-05, eta: 0:58:33, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.1902 +2022-03-10 22:09:01,669 - davarocr - INFO - Epoch [14][395/541] lr: 3.030e-05, eta: 0:58:32, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.6348 +2022-03-10 22:09:02,541 - davarocr - INFO - Epoch [14][400/541] lr: 3.030e-05, eta: 0:58:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4433 +2022-03-10 22:09:03,401 - davarocr - INFO - Epoch [14][405/541] lr: 3.030e-05, eta: 0:58:30, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2859 +2022-03-10 22:09:04,260 - davarocr - INFO - Epoch [14][410/541] lr: 3.030e-05, eta: 0:58:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.4469 +2022-03-10 22:09:05,138 - davarocr - INFO - Epoch [14][415/541] lr: 3.030e-05, eta: 0:58:28, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.5641 +2022-03-10 22:09:05,999 - davarocr - INFO - Epoch [14][420/541] lr: 3.030e-05, eta: 0:58:27, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0117, loss: 0.0117, grad_norm: 1.7657 +2022-03-10 22:09:06,866 - davarocr - INFO - Epoch [14][425/541] lr: 3.030e-05, eta: 0:58:26, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.5383 +2022-03-10 22:09:07,730 - davarocr - INFO - Epoch [14][430/541] lr: 3.030e-05, eta: 0:58:25, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.4143 +2022-03-10 22:09:08,589 - davarocr - INFO - Epoch [14][435/541] lr: 3.030e-05, eta: 0:58:24, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.4382 +2022-03-10 22:09:09,557 - davarocr - INFO - Epoch [14][440/541] lr: 3.030e-05, eta: 0:58:23, time: 0.193, data_time: 0.027, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4302 +2022-03-10 22:09:10,419 - davarocr - INFO - Epoch [14][445/541] lr: 3.030e-05, eta: 0:58:22, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.4913 +2022-03-10 22:09:11,284 - davarocr - INFO - Epoch [14][450/541] lr: 3.030e-05, eta: 0:58:21, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.8681 +2022-03-10 22:09:12,153 - davarocr - INFO - Epoch [14][455/541] lr: 3.030e-05, eta: 0:58:20, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.4775 +2022-03-10 22:09:13,013 - davarocr - INFO - Epoch [14][460/541] lr: 3.030e-05, eta: 0:58:19, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.7448 +2022-03-10 22:09:13,874 - davarocr - INFO - Epoch [14][465/541] lr: 3.030e-05, eta: 0:58:18, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.4322 +2022-03-10 22:09:14,735 - davarocr - INFO - Epoch [14][470/541] lr: 3.030e-05, eta: 0:58:17, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4003 +2022-03-10 22:09:15,602 - davarocr - INFO - Epoch [14][475/541] lr: 3.030e-05, eta: 0:58:16, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 2.2552 +2022-03-10 22:09:16,473 - davarocr - INFO - Epoch [14][480/541] lr: 3.030e-05, eta: 0:58:15, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.5162 +2022-03-10 22:09:17,339 - davarocr - INFO - Epoch [14][485/541] lr: 3.030e-05, eta: 0:58:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0082, loss: 0.0082, grad_norm: 1.6015 +2022-03-10 22:09:18,205 - davarocr - INFO - Epoch [14][490/541] lr: 3.030e-05, eta: 0:58:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.5367 +2022-03-10 22:09:19,069 - davarocr - INFO - Epoch [14][495/541] lr: 3.030e-05, eta: 0:58:12, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0103, loss: 0.0103, grad_norm: 2.1677 +2022-03-10 22:09:19,946 - davarocr - INFO - Epoch [14][500/541] lr: 3.030e-05, eta: 0:58:12, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.6554 +2022-03-10 22:09:20,840 - davarocr - INFO - Epoch [14][505/541] lr: 3.030e-05, eta: 0:58:11, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4586 +2022-03-10 22:09:21,721 - davarocr - INFO - Epoch [14][510/541] lr: 3.030e-05, eta: 0:58:10, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.6694 +2022-03-10 22:09:22,620 - davarocr - INFO - Epoch [14][515/541] lr: 3.030e-05, eta: 0:58:09, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.5684 +2022-03-10 22:09:23,511 - davarocr - INFO - Epoch [14][520/541] lr: 3.030e-05, eta: 0:58:08, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0153, loss: 0.0153, grad_norm: 2.3288 +2022-03-10 22:09:24,401 - davarocr - INFO - Epoch [14][525/541] lr: 3.030e-05, eta: 0:58:07, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.6960 +2022-03-10 22:09:25,289 - davarocr - INFO - Epoch [14][530/541] lr: 3.030e-05, eta: 0:58:06, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0089, loss: 0.0089, grad_norm: 1.8765 +2022-03-10 22:09:26,174 - davarocr - INFO - Epoch [14][535/541] lr: 3.030e-05, eta: 0:58:05, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.5441 +2022-03-10 22:09:27,058 - davarocr - INFO - Epoch [14][540/541] lr: 3.030e-05, eta: 0:58:04, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0105, loss: 0.0105, grad_norm: 1.6719 +2022-03-10 22:09:41,478 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:09:41,480 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:09:41,480 - davarocr - INFO - Epoch(val) [14][541] LOC: {'precision': 0.9330085261875761, 'recall': 0.9184652278177458, 'f1-score': 0.9256797583081571}, PER: {'precision': 0.9586419753086419, 'recall': 0.9604205318491033, 'f1-score': 0.9595304294099474}, MISC: {'precision': 0.8532110091743119, 'recall': 0.7948717948717948, 'f1-score': 0.8230088495575222}, ORG: {'precision': 0.8769679300291545, 'recall': 0.9054786273329319, 'f1-score': 0.8909952606635072}, all: {'precision': 0.9140472385011543, 'recall': 0.9112960339943342, 'f1-score': 0.9126695629045128}, hmean: 0.9127 +2022-03-10 22:09:44,794 - davarocr - INFO - Epoch [15][5/541] lr: 2.941e-05, eta: 0:58:09, time: 0.659, data_time: 0.488, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.3864 +2022-03-10 22:09:45,653 - davarocr - INFO - Epoch [15][10/541] lr: 2.941e-05, eta: 0:58:08, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.6859 +2022-03-10 22:09:46,522 - davarocr - INFO - Epoch [15][15/541] lr: 2.941e-05, eta: 0:58:07, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5146 +2022-03-10 22:09:47,389 - davarocr - INFO - Epoch [15][20/541] lr: 2.941e-05, eta: 0:58:06, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 2.0040 +2022-03-10 22:09:48,254 - davarocr - INFO - Epoch [15][25/541] lr: 2.941e-05, eta: 0:58:05, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4887 +2022-03-10 22:09:49,114 - davarocr - INFO - Epoch [15][30/541] lr: 2.941e-05, eta: 0:58:04, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.6888 +2022-03-10 22:09:49,984 - davarocr - INFO - Epoch [15][35/541] lr: 2.941e-05, eta: 0:58:03, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.5461 +2022-03-10 22:09:50,855 - davarocr - INFO - Epoch [15][40/541] lr: 2.941e-05, eta: 0:58:02, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.5356 +2022-03-10 22:09:51,721 - davarocr - INFO - Epoch [15][45/541] lr: 2.941e-05, eta: 0:58:01, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.4790 +2022-03-10 22:09:52,588 - davarocr - INFO - Epoch [15][50/541] lr: 2.941e-05, eta: 0:58:00, time: 0.173, data_time: 0.011, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.5685 +2022-03-10 22:09:53,459 - davarocr - INFO - Epoch [15][55/541] lr: 2.941e-05, eta: 0:57:59, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0132, loss: 0.0132, grad_norm: 2.0718 +2022-03-10 22:09:54,317 - davarocr - INFO - Epoch [15][60/541] lr: 2.941e-05, eta: 0:57:58, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4616 +2022-03-10 22:09:55,181 - davarocr - INFO - Epoch [15][65/541] lr: 2.941e-05, eta: 0:57:57, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.5967 +2022-03-10 22:09:56,050 - davarocr - INFO - Epoch [15][70/541] lr: 2.941e-05, eta: 0:57:56, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.5387 +2022-03-10 22:09:56,910 - davarocr - INFO - Epoch [15][75/541] lr: 2.941e-05, eta: 0:57:55, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.9053 +2022-03-10 22:09:57,769 - davarocr - INFO - Epoch [15][80/541] lr: 2.941e-05, eta: 0:57:54, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4847 +2022-03-10 22:09:58,638 - davarocr - INFO - Epoch [15][85/541] lr: 2.941e-05, eta: 0:57:53, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.7622 +2022-03-10 22:09:59,506 - davarocr - INFO - Epoch [15][90/541] lr: 2.941e-05, eta: 0:57:52, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.6324 +2022-03-10 22:10:00,384 - davarocr - INFO - Epoch [15][95/541] lr: 2.941e-05, eta: 0:57:51, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.5235 +2022-03-10 22:10:01,243 - davarocr - INFO - Epoch [15][100/541] lr: 2.941e-05, eta: 0:57:50, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.6201 +2022-03-10 22:10:02,119 - davarocr - INFO - Epoch [15][105/541] lr: 2.941e-05, eta: 0:57:49, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.5096 +2022-03-10 22:10:02,996 - davarocr - INFO - Epoch [15][110/541] lr: 2.941e-05, eta: 0:57:49, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4919 +2022-03-10 22:10:03,871 - davarocr - INFO - Epoch [15][115/541] lr: 2.941e-05, eta: 0:57:48, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.5007 +2022-03-10 22:10:04,739 - davarocr - INFO - Epoch [15][120/541] lr: 2.941e-05, eta: 0:57:47, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.6030 +2022-03-10 22:10:05,626 - davarocr - INFO - Epoch [15][125/541] lr: 2.941e-05, eta: 0:57:46, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.7818 +2022-03-10 22:10:06,489 - davarocr - INFO - Epoch [15][130/541] lr: 2.941e-05, eta: 0:57:45, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.6380 +2022-03-10 22:10:07,365 - davarocr - INFO - Epoch [15][135/541] lr: 2.941e-05, eta: 0:57:44, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.6114 +2022-03-10 22:10:08,232 - davarocr - INFO - Epoch [15][140/541] lr: 2.941e-05, eta: 0:57:43, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.9544 +2022-03-10 22:10:09,102 - davarocr - INFO - Epoch [15][145/541] lr: 2.941e-05, eta: 0:57:42, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.7873 +2022-03-10 22:10:09,965 - davarocr - INFO - Epoch [15][150/541] lr: 2.941e-05, eta: 0:57:41, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.7414 +2022-03-10 22:10:10,831 - davarocr - INFO - Epoch [15][155/541] lr: 2.941e-05, eta: 0:57:40, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.7259 +2022-03-10 22:10:11,711 - davarocr - INFO - Epoch [15][160/541] lr: 2.941e-05, eta: 0:57:39, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.5769 +2022-03-10 22:10:12,601 - davarocr - INFO - Epoch [15][165/541] lr: 2.941e-05, eta: 0:57:38, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.7664 +2022-03-10 22:10:13,495 - davarocr - INFO - Epoch [15][170/541] lr: 2.941e-05, eta: 0:57:37, time: 0.180, data_time: 0.009, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.6994 +2022-03-10 22:10:14,365 - davarocr - INFO - Epoch [15][175/541] lr: 2.941e-05, eta: 0:57:36, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.6412 +2022-03-10 22:10:15,241 - davarocr - INFO - Epoch [15][180/541] lr: 2.941e-05, eta: 0:57:35, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.7122 +2022-03-10 22:10:16,111 - davarocr - INFO - Epoch [15][185/541] lr: 2.941e-05, eta: 0:57:34, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.6286 +2022-03-10 22:10:16,984 - davarocr - INFO - Epoch [15][190/541] lr: 2.941e-05, eta: 0:57:33, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.6209 +2022-03-10 22:10:17,872 - davarocr - INFO - Epoch [15][195/541] lr: 2.941e-05, eta: 0:57:32, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 2.2419 +2022-03-10 22:10:18,769 - davarocr - INFO - Epoch [15][200/541] lr: 2.941e-05, eta: 0:57:32, time: 0.180, data_time: 0.010, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.6581 +2022-03-10 22:10:19,658 - davarocr - INFO - Epoch [15][205/541] lr: 2.941e-05, eta: 0:57:31, time: 0.180, data_time: 0.010, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.6751 +2022-03-10 22:10:20,555 - davarocr - INFO - Epoch [15][210/541] lr: 2.941e-05, eta: 0:57:30, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.7035 +2022-03-10 22:10:21,428 - davarocr - INFO - Epoch [15][215/541] lr: 2.941e-05, eta: 0:57:29, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 2.1437 +2022-03-10 22:10:22,303 - davarocr - INFO - Epoch [15][220/541] lr: 2.941e-05, eta: 0:57:28, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6643 +2022-03-10 22:10:23,200 - davarocr - INFO - Epoch [15][225/541] lr: 2.941e-05, eta: 0:57:27, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0143, loss: 0.0143, grad_norm: 1.9203 +2022-03-10 22:10:24,086 - davarocr - INFO - Epoch [15][230/541] lr: 2.941e-05, eta: 0:57:26, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.6529 +2022-03-10 22:10:24,969 - davarocr - INFO - Epoch [15][235/541] lr: 2.941e-05, eta: 0:57:25, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.7506 +2022-03-10 22:10:25,851 - davarocr - INFO - Epoch [15][240/541] lr: 2.941e-05, eta: 0:57:24, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.9114 +2022-03-10 22:10:26,749 - davarocr - INFO - Epoch [15][245/541] lr: 2.941e-05, eta: 0:57:23, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.6558 +2022-03-10 22:10:27,631 - davarocr - INFO - Epoch [15][250/541] lr: 2.941e-05, eta: 0:57:22, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 2.2119 +2022-03-10 22:10:28,506 - davarocr - INFO - Epoch [15][255/541] lr: 2.941e-05, eta: 0:57:21, time: 0.176, data_time: 0.011, memory: 5185, loss_cls: 0.0098, loss: 0.0098, grad_norm: 2.6920 +2022-03-10 22:10:29,373 - davarocr - INFO - Epoch [15][260/541] lr: 2.941e-05, eta: 0:57:20, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 2.3600 +2022-03-10 22:10:30,242 - davarocr - INFO - Epoch [15][265/541] lr: 2.941e-05, eta: 0:57:19, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2182 +2022-03-10 22:10:31,116 - davarocr - INFO - Epoch [15][270/541] lr: 2.941e-05, eta: 0:57:19, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0092, loss: 0.0092, grad_norm: 1.3805 +2022-03-10 22:10:31,994 - davarocr - INFO - Epoch [15][275/541] lr: 2.941e-05, eta: 0:57:18, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0130, loss: 0.0130, grad_norm: 1.9416 +2022-03-10 22:10:32,863 - davarocr - INFO - Epoch [15][280/541] lr: 2.941e-05, eta: 0:57:17, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.1448 +2022-03-10 22:10:33,732 - davarocr - INFO - Epoch [15][285/541] lr: 2.941e-05, eta: 0:57:16, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1546 +2022-03-10 22:10:34,612 - davarocr - INFO - Epoch [15][290/541] lr: 2.941e-05, eta: 0:57:15, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0887 +2022-03-10 22:10:35,489 - davarocr - INFO - Epoch [15][295/541] lr: 2.941e-05, eta: 0:57:14, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.4010 +2022-03-10 22:10:36,368 - davarocr - INFO - Epoch [15][300/541] lr: 2.941e-05, eta: 0:57:13, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1639 +2022-03-10 22:10:37,243 - davarocr - INFO - Epoch [15][305/541] lr: 2.941e-05, eta: 0:57:12, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.8098 +2022-03-10 22:10:38,108 - davarocr - INFO - Epoch [15][310/541] lr: 2.941e-05, eta: 0:57:11, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1956 +2022-03-10 22:10:38,988 - davarocr - INFO - Epoch [15][315/541] lr: 2.941e-05, eta: 0:57:10, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0197, loss: 0.0197, grad_norm: 1.3066 +2022-03-10 22:10:39,855 - davarocr - INFO - Epoch [15][320/541] lr: 2.941e-05, eta: 0:57:09, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1863 +2022-03-10 22:10:40,719 - davarocr - INFO - Epoch [15][325/541] lr: 2.941e-05, eta: 0:57:08, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0096, loss: 0.0096, grad_norm: 1.7007 +2022-03-10 22:10:41,583 - davarocr - INFO - Epoch [15][330/541] lr: 2.941e-05, eta: 0:57:07, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2097 +2022-03-10 22:10:42,467 - davarocr - INFO - Epoch [15][335/541] lr: 2.941e-05, eta: 0:57:06, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0089, loss: 0.0089, grad_norm: 2.2210 +2022-03-10 22:10:43,340 - davarocr - INFO - Epoch [15][340/541] lr: 2.941e-05, eta: 0:57:05, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2314 +2022-03-10 22:10:44,216 - davarocr - INFO - Epoch [15][345/541] lr: 2.941e-05, eta: 0:57:04, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.4272 +2022-03-10 22:10:45,083 - davarocr - INFO - Epoch [15][350/541] lr: 2.941e-05, eta: 0:57:03, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.2879 +2022-03-10 22:10:45,960 - davarocr - INFO - Epoch [15][355/541] lr: 2.941e-05, eta: 0:57:02, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.2290 +2022-03-10 22:10:46,836 - davarocr - INFO - Epoch [15][360/541] lr: 2.941e-05, eta: 0:57:01, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.3086 +2022-03-10 22:10:47,705 - davarocr - INFO - Epoch [15][365/541] lr: 2.941e-05, eta: 0:57:01, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.6783 +2022-03-10 22:10:48,573 - davarocr - INFO - Epoch [15][370/541] lr: 2.941e-05, eta: 0:57:00, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.5210 +2022-03-10 22:10:49,436 - davarocr - INFO - Epoch [15][375/541] lr: 2.941e-05, eta: 0:56:59, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.3803 +2022-03-10 22:10:50,301 - davarocr - INFO - Epoch [15][380/541] lr: 2.941e-05, eta: 0:56:58, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.4770 +2022-03-10 22:10:51,164 - davarocr - INFO - Epoch [15][385/541] lr: 2.941e-05, eta: 0:56:57, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2262 +2022-03-10 22:10:52,035 - davarocr - INFO - Epoch [15][390/541] lr: 2.941e-05, eta: 0:56:56, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3305 +2022-03-10 22:10:52,904 - davarocr - INFO - Epoch [15][395/541] lr: 2.941e-05, eta: 0:56:55, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2310 +2022-03-10 22:10:53,775 - davarocr - INFO - Epoch [15][400/541] lr: 2.941e-05, eta: 0:56:54, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0088, loss: 0.0088, grad_norm: 2.3121 +2022-03-10 22:10:54,645 - davarocr - INFO - Epoch [15][405/541] lr: 2.941e-05, eta: 0:56:53, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 0.9414 +2022-03-10 22:10:55,505 - davarocr - INFO - Epoch [15][410/541] lr: 2.941e-05, eta: 0:56:52, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.0394 +2022-03-10 22:10:56,364 - davarocr - INFO - Epoch [15][415/541] lr: 2.941e-05, eta: 0:56:51, time: 0.171, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8776 +2022-03-10 22:10:57,234 - davarocr - INFO - Epoch [15][420/541] lr: 2.941e-05, eta: 0:56:50, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.9533 +2022-03-10 22:10:58,105 - davarocr - INFO - Epoch [15][425/541] lr: 2.941e-05, eta: 0:56:49, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 1.1974 +2022-03-10 22:10:58,966 - davarocr - INFO - Epoch [15][430/541] lr: 2.941e-05, eta: 0:56:48, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8903 +2022-03-10 22:10:59,825 - davarocr - INFO - Epoch [15][435/541] lr: 2.941e-05, eta: 0:56:47, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1918 +2022-03-10 22:11:00,708 - davarocr - INFO - Epoch [15][440/541] lr: 2.941e-05, eta: 0:56:46, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9056 +2022-03-10 22:11:01,593 - davarocr - INFO - Epoch [15][445/541] lr: 2.941e-05, eta: 0:56:45, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.0106 +2022-03-10 22:11:02,502 - davarocr - INFO - Epoch [15][450/541] lr: 2.941e-05, eta: 0:56:44, time: 0.181, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9215 +2022-03-10 22:11:03,387 - davarocr - INFO - Epoch [15][455/541] lr: 2.941e-05, eta: 0:56:43, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.1287 +2022-03-10 22:11:04,277 - davarocr - INFO - Epoch [15][460/541] lr: 2.941e-05, eta: 0:56:42, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.0035 +2022-03-10 22:11:05,188 - davarocr - INFO - Epoch [15][465/541] lr: 2.941e-05, eta: 0:56:42, time: 0.182, data_time: 0.009, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 1.1598 +2022-03-10 22:11:06,077 - davarocr - INFO - Epoch [15][470/541] lr: 2.941e-05, eta: 0:56:41, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.0436 +2022-03-10 22:11:06,956 - davarocr - INFO - Epoch [15][475/541] lr: 2.941e-05, eta: 0:56:40, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.9697 +2022-03-10 22:11:07,846 - davarocr - INFO - Epoch [15][480/541] lr: 2.941e-05, eta: 0:56:39, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.9170 +2022-03-10 22:11:08,736 - davarocr - INFO - Epoch [15][485/541] lr: 2.941e-05, eta: 0:56:38, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9569 +2022-03-10 22:11:09,620 - davarocr - INFO - Epoch [15][490/541] lr: 2.941e-05, eta: 0:56:37, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9086 +2022-03-10 22:11:10,508 - davarocr - INFO - Epoch [15][495/541] lr: 2.941e-05, eta: 0:56:36, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.3851 +2022-03-10 22:11:11,404 - davarocr - INFO - Epoch [15][500/541] lr: 2.941e-05, eta: 0:56:35, time: 0.183, data_time: 0.010, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.9574 +2022-03-10 22:11:12,289 - davarocr - INFO - Epoch [15][505/541] lr: 2.941e-05, eta: 0:56:34, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3735 +2022-03-10 22:11:13,180 - davarocr - INFO - Epoch [15][510/541] lr: 2.941e-05, eta: 0:56:33, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.1042 +2022-03-10 22:11:14,070 - davarocr - INFO - Epoch [15][515/541] lr: 2.941e-05, eta: 0:56:33, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9736 +2022-03-10 22:11:14,951 - davarocr - INFO - Epoch [15][520/541] lr: 2.941e-05, eta: 0:56:32, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 2.0217 +2022-03-10 22:11:15,838 - davarocr - INFO - Epoch [15][525/541] lr: 2.941e-05, eta: 0:56:31, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.0223 +2022-03-10 22:11:16,731 - davarocr - INFO - Epoch [15][530/541] lr: 2.941e-05, eta: 0:56:30, time: 0.179, data_time: 0.011, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.3384 +2022-03-10 22:11:17,617 - davarocr - INFO - Epoch [15][535/541] lr: 2.941e-05, eta: 0:56:29, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.0940 +2022-03-10 22:11:18,514 - davarocr - INFO - Epoch [15][540/541] lr: 2.941e-05, eta: 0:56:28, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.1504 +2022-03-10 22:11:32,949 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:11:32,949 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:11:32,950 - davarocr - INFO - Epoch(val) [15][541] LOC: {'precision': 0.9539514623522091, 'recall': 0.9190647482014388, 'f1-score': 0.9361832061068702}, PER: {'precision': 0.9544895448954489, 'recall': 0.9598021026592455, 'f1-score': 0.9571384520505705}, MISC: {'precision': 0.8502202643171806, 'recall': 0.8247863247863247, 'f1-score': 0.8373101952277656}, ORG: {'precision': 0.8887566924449732, 'recall': 0.8994581577363034, 'f1-score': 0.8940754039497307}, all: {'precision': 0.9218945487042002, 'recall': 0.9132436260623229, 'f1-score': 0.9175486969670016}, hmean: 0.9175 +2022-03-10 22:11:36,300 - davarocr - INFO - Epoch [16][5/541] lr: 2.857e-05, eta: 0:56:32, time: 0.668, data_time: 0.486, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0912 +2022-03-10 22:11:37,187 - davarocr - INFO - Epoch [16][10/541] lr: 2.857e-05, eta: 0:56:31, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.0465 +2022-03-10 22:11:38,082 - davarocr - INFO - Epoch [16][15/541] lr: 2.857e-05, eta: 0:56:30, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0325 +2022-03-10 22:11:38,944 - davarocr - INFO - Epoch [16][20/541] lr: 2.857e-05, eta: 0:56:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1530 +2022-03-10 22:11:39,835 - davarocr - INFO - Epoch [16][25/541] lr: 2.857e-05, eta: 0:56:28, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0578 +2022-03-10 22:11:40,711 - davarocr - INFO - Epoch [16][30/541] lr: 2.857e-05, eta: 0:56:28, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.1679 +2022-03-10 22:11:41,576 - davarocr - INFO - Epoch [16][35/541] lr: 2.857e-05, eta: 0:56:27, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0429 +2022-03-10 22:11:42,442 - davarocr - INFO - Epoch [16][40/541] lr: 2.857e-05, eta: 0:56:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.1297 +2022-03-10 22:11:43,304 - davarocr - INFO - Epoch [16][45/541] lr: 2.857e-05, eta: 0:56:25, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.0476 +2022-03-10 22:11:44,178 - davarocr - INFO - Epoch [16][50/541] lr: 2.857e-05, eta: 0:56:24, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.0522 +2022-03-10 22:11:45,047 - davarocr - INFO - Epoch [16][55/541] lr: 2.857e-05, eta: 0:56:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3949 +2022-03-10 22:11:45,907 - davarocr - INFO - Epoch [16][60/541] lr: 2.857e-05, eta: 0:56:22, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.5523 +2022-03-10 22:11:46,785 - davarocr - INFO - Epoch [16][65/541] lr: 2.857e-05, eta: 0:56:21, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1902 +2022-03-10 22:11:47,658 - davarocr - INFO - Epoch [16][70/541] lr: 2.857e-05, eta: 0:56:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1523 +2022-03-10 22:11:48,518 - davarocr - INFO - Epoch [16][75/541] lr: 2.857e-05, eta: 0:56:19, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1019 +2022-03-10 22:11:49,388 - davarocr - INFO - Epoch [16][80/541] lr: 2.857e-05, eta: 0:56:18, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2749 +2022-03-10 22:11:50,249 - davarocr - INFO - Epoch [16][85/541] lr: 2.857e-05, eta: 0:56:17, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1670 +2022-03-10 22:11:51,108 - davarocr - INFO - Epoch [16][90/541] lr: 2.857e-05, eta: 0:56:16, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1543 +2022-03-10 22:11:51,980 - davarocr - INFO - Epoch [16][95/541] lr: 2.857e-05, eta: 0:56:15, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1098 +2022-03-10 22:11:52,849 - davarocr - INFO - Epoch [16][100/541] lr: 2.857e-05, eta: 0:56:14, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1392 +2022-03-10 22:11:53,722 - davarocr - INFO - Epoch [16][105/541] lr: 2.857e-05, eta: 0:56:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1282 +2022-03-10 22:11:54,590 - davarocr - INFO - Epoch [16][110/541] lr: 2.857e-05, eta: 0:56:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0819 +2022-03-10 22:11:55,460 - davarocr - INFO - Epoch [16][115/541] lr: 2.857e-05, eta: 0:56:11, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.1935 +2022-03-10 22:11:56,337 - davarocr - INFO - Epoch [16][120/541] lr: 2.857e-05, eta: 0:56:10, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0873 +2022-03-10 22:11:57,197 - davarocr - INFO - Epoch [16][125/541] lr: 2.857e-05, eta: 0:56:09, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0844 +2022-03-10 22:11:58,065 - davarocr - INFO - Epoch [16][130/541] lr: 2.857e-05, eta: 0:56:08, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.4643 +2022-03-10 22:11:58,929 - davarocr - INFO - Epoch [16][135/541] lr: 2.857e-05, eta: 0:56:07, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1185 +2022-03-10 22:11:59,787 - davarocr - INFO - Epoch [16][140/541] lr: 2.857e-05, eta: 0:56:06, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1451 +2022-03-10 22:12:00,650 - davarocr - INFO - Epoch [16][145/541] lr: 2.857e-05, eta: 0:56:05, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1873 +2022-03-10 22:12:01,533 - davarocr - INFO - Epoch [16][150/541] lr: 2.857e-05, eta: 0:56:04, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.5796 +2022-03-10 22:12:02,401 - davarocr - INFO - Epoch [16][155/541] lr: 2.857e-05, eta: 0:56:04, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.9837 +2022-03-10 22:12:03,275 - davarocr - INFO - Epoch [16][160/541] lr: 2.857e-05, eta: 0:56:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.9946 +2022-03-10 22:12:04,143 - davarocr - INFO - Epoch [16][165/541] lr: 2.857e-05, eta: 0:56:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2654 +2022-03-10 22:12:05,006 - davarocr - INFO - Epoch [16][170/541] lr: 2.857e-05, eta: 0:56:01, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2610 +2022-03-10 22:12:05,884 - davarocr - INFO - Epoch [16][175/541] lr: 2.857e-05, eta: 0:56:00, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.2859 +2022-03-10 22:12:06,755 - davarocr - INFO - Epoch [16][180/541] lr: 2.857e-05, eta: 0:55:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.3436 +2022-03-10 22:12:07,633 - davarocr - INFO - Epoch [16][185/541] lr: 2.857e-05, eta: 0:55:58, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.6234 +2022-03-10 22:12:08,503 - davarocr - INFO - Epoch [16][190/541] lr: 2.857e-05, eta: 0:55:57, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1694 +2022-03-10 22:12:09,374 - davarocr - INFO - Epoch [16][195/541] lr: 2.857e-05, eta: 0:55:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.2937 +2022-03-10 22:12:10,240 - davarocr - INFO - Epoch [16][200/541] lr: 2.857e-05, eta: 0:55:55, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1736 +2022-03-10 22:12:11,123 - davarocr - INFO - Epoch [16][205/541] lr: 2.857e-05, eta: 0:55:54, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 1.2257 +2022-03-10 22:12:11,996 - davarocr - INFO - Epoch [16][210/541] lr: 2.857e-05, eta: 0:55:53, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1750 +2022-03-10 22:12:12,866 - davarocr - INFO - Epoch [16][215/541] lr: 2.857e-05, eta: 0:55:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2004 +2022-03-10 22:12:13,733 - davarocr - INFO - Epoch [16][220/541] lr: 2.857e-05, eta: 0:55:51, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.2820 +2022-03-10 22:12:14,600 - davarocr - INFO - Epoch [16][225/541] lr: 2.857e-05, eta: 0:55:50, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.3008 +2022-03-10 22:12:15,487 - davarocr - INFO - Epoch [16][230/541] lr: 2.857e-05, eta: 0:55:49, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.6883 +2022-03-10 22:12:16,355 - davarocr - INFO - Epoch [16][235/541] lr: 2.857e-05, eta: 0:55:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2581 +2022-03-10 22:12:17,222 - davarocr - INFO - Epoch [16][240/541] lr: 2.857e-05, eta: 0:55:47, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0114, loss: 0.0114, grad_norm: 1.8983 +2022-03-10 22:12:18,090 - davarocr - INFO - Epoch [16][245/541] lr: 2.857e-05, eta: 0:55:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.5251 +2022-03-10 22:12:18,951 - davarocr - INFO - Epoch [16][250/541] lr: 2.857e-05, eta: 0:55:45, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0096, loss: 0.0096, grad_norm: 1.4189 +2022-03-10 22:12:19,820 - davarocr - INFO - Epoch [16][255/541] lr: 2.857e-05, eta: 0:55:45, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2820 +2022-03-10 22:12:20,681 - davarocr - INFO - Epoch [16][260/541] lr: 2.857e-05, eta: 0:55:44, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2619 +2022-03-10 22:12:21,558 - davarocr - INFO - Epoch [16][265/541] lr: 2.857e-05, eta: 0:55:43, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5107 +2022-03-10 22:12:22,426 - davarocr - INFO - Epoch [16][270/541] lr: 2.857e-05, eta: 0:55:42, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2726 +2022-03-10 22:12:23,292 - davarocr - INFO - Epoch [16][275/541] lr: 2.857e-05, eta: 0:55:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.3424 +2022-03-10 22:12:24,161 - davarocr - INFO - Epoch [16][280/541] lr: 2.857e-05, eta: 0:55:40, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.3650 +2022-03-10 22:12:25,035 - davarocr - INFO - Epoch [16][285/541] lr: 2.857e-05, eta: 0:55:39, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.4141 +2022-03-10 22:12:25,902 - davarocr - INFO - Epoch [16][290/541] lr: 2.857e-05, eta: 0:55:38, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3169 +2022-03-10 22:12:26,764 - davarocr - INFO - Epoch [16][295/541] lr: 2.857e-05, eta: 0:55:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.4272 +2022-03-10 22:12:27,638 - davarocr - INFO - Epoch [16][300/541] lr: 2.857e-05, eta: 0:55:36, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.3747 +2022-03-10 22:12:28,495 - davarocr - INFO - Epoch [16][305/541] lr: 2.857e-05, eta: 0:55:35, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3670 +2022-03-10 22:12:29,364 - davarocr - INFO - Epoch [16][310/541] lr: 2.857e-05, eta: 0:55:34, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.4437 +2022-03-10 22:12:30,228 - davarocr - INFO - Epoch [16][315/541] lr: 2.857e-05, eta: 0:55:33, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3462 +2022-03-10 22:12:31,106 - davarocr - INFO - Epoch [16][320/541] lr: 2.857e-05, eta: 0:55:32, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3085 +2022-03-10 22:12:31,976 - davarocr - INFO - Epoch [16][325/541] lr: 2.857e-05, eta: 0:55:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3122 +2022-03-10 22:12:32,838 - davarocr - INFO - Epoch [16][330/541] lr: 2.857e-05, eta: 0:55:30, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2981 +2022-03-10 22:12:33,709 - davarocr - INFO - Epoch [16][335/541] lr: 2.857e-05, eta: 0:55:29, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3000 +2022-03-10 22:12:34,566 - davarocr - INFO - Epoch [16][340/541] lr: 2.857e-05, eta: 0:55:28, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4482 +2022-03-10 22:12:35,426 - davarocr - INFO - Epoch [16][345/541] lr: 2.857e-05, eta: 0:55:27, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0138, loss: 0.0138, grad_norm: 1.8104 +2022-03-10 22:12:36,296 - davarocr - INFO - Epoch [16][350/541] lr: 2.857e-05, eta: 0:55:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3337 +2022-03-10 22:12:37,158 - davarocr - INFO - Epoch [16][355/541] lr: 2.857e-05, eta: 0:55:25, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3134 +2022-03-10 22:12:38,036 - davarocr - INFO - Epoch [16][360/541] lr: 2.857e-05, eta: 0:55:24, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3024 +2022-03-10 22:12:38,898 - davarocr - INFO - Epoch [16][365/541] lr: 2.857e-05, eta: 0:55:23, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.8518 +2022-03-10 22:12:39,748 - davarocr - INFO - Epoch [16][370/541] lr: 2.857e-05, eta: 0:55:22, time: 0.170, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3533 +2022-03-10 22:12:40,607 - davarocr - INFO - Epoch [16][375/541] lr: 2.857e-05, eta: 0:55:21, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3757 +2022-03-10 22:12:41,481 - davarocr - INFO - Epoch [16][380/541] lr: 2.857e-05, eta: 0:55:21, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.5851 +2022-03-10 22:12:42,353 - davarocr - INFO - Epoch [16][385/541] lr: 2.857e-05, eta: 0:55:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4178 +2022-03-10 22:12:43,230 - davarocr - INFO - Epoch [16][390/541] lr: 2.857e-05, eta: 0:55:19, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3551 +2022-03-10 22:12:44,096 - davarocr - INFO - Epoch [16][395/541] lr: 2.857e-05, eta: 0:55:18, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.4005 +2022-03-10 22:12:44,967 - davarocr - INFO - Epoch [16][400/541] lr: 2.857e-05, eta: 0:55:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.4982 +2022-03-10 22:12:45,840 - davarocr - INFO - Epoch [16][405/541] lr: 2.857e-05, eta: 0:55:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3722 +2022-03-10 22:12:46,724 - davarocr - INFO - Epoch [16][410/541] lr: 2.857e-05, eta: 0:55:15, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3851 +2022-03-10 22:12:47,626 - davarocr - INFO - Epoch [16][415/541] lr: 2.857e-05, eta: 0:55:14, time: 0.180, data_time: 0.009, memory: 5185, loss_cls: 0.0157, loss: 0.0157, grad_norm: 2.4502 +2022-03-10 22:12:48,511 - davarocr - INFO - Epoch [16][420/541] lr: 2.857e-05, eta: 0:55:13, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4142 +2022-03-10 22:12:49,401 - davarocr - INFO - Epoch [16][425/541] lr: 2.857e-05, eta: 0:55:12, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.5142 +2022-03-10 22:12:50,272 - davarocr - INFO - Epoch [16][430/541] lr: 2.857e-05, eta: 0:55:11, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0114, loss: 0.0114, grad_norm: 1.8308 +2022-03-10 22:12:51,144 - davarocr - INFO - Epoch [16][435/541] lr: 2.857e-05, eta: 0:55:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.6546 +2022-03-10 22:12:52,013 - davarocr - INFO - Epoch [16][440/541] lr: 2.857e-05, eta: 0:55:09, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5101 +2022-03-10 22:12:52,893 - davarocr - INFO - Epoch [16][445/541] lr: 2.857e-05, eta: 0:55:08, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0115, loss: 0.0115, grad_norm: 1.8357 +2022-03-10 22:12:53,764 - davarocr - INFO - Epoch [16][450/541] lr: 2.857e-05, eta: 0:55:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4617 +2022-03-10 22:12:54,641 - davarocr - INFO - Epoch [16][455/541] lr: 2.857e-05, eta: 0:55:07, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.5297 +2022-03-10 22:12:55,507 - davarocr - INFO - Epoch [16][460/541] lr: 2.857e-05, eta: 0:55:06, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.5971 +2022-03-10 22:12:56,390 - davarocr - INFO - Epoch [16][465/541] lr: 2.857e-05, eta: 0:55:05, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4726 +2022-03-10 22:12:57,247 - davarocr - INFO - Epoch [16][470/541] lr: 2.857e-05, eta: 0:55:04, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0076, loss: 0.0076, grad_norm: 1.6133 +2022-03-10 22:12:58,117 - davarocr - INFO - Epoch [16][475/541] lr: 2.857e-05, eta: 0:55:03, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4728 +2022-03-10 22:12:58,998 - davarocr - INFO - Epoch [16][480/541] lr: 2.857e-05, eta: 0:55:02, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 2.0283 +2022-03-10 22:12:59,858 - davarocr - INFO - Epoch [16][485/541] lr: 2.857e-05, eta: 0:55:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.6511 +2022-03-10 22:13:00,718 - davarocr - INFO - Epoch [16][490/541] lr: 2.857e-05, eta: 0:55:00, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.5361 +2022-03-10 22:13:01,584 - davarocr - INFO - Epoch [16][495/541] lr: 2.857e-05, eta: 0:54:59, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6727 +2022-03-10 22:13:02,446 - davarocr - INFO - Epoch [16][500/541] lr: 2.857e-05, eta: 0:54:58, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.6781 +2022-03-10 22:13:03,310 - davarocr - INFO - Epoch [16][505/541] lr: 2.857e-05, eta: 0:54:57, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.5293 +2022-03-10 22:13:04,185 - davarocr - INFO - Epoch [16][510/541] lr: 2.857e-05, eta: 0:54:56, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 2.4233 +2022-03-10 22:13:05,055 - davarocr - INFO - Epoch [16][515/541] lr: 2.857e-05, eta: 0:54:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2755 +2022-03-10 22:13:05,925 - davarocr - INFO - Epoch [16][520/541] lr: 2.857e-05, eta: 0:54:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3929 +2022-03-10 22:13:06,787 - davarocr - INFO - Epoch [16][525/541] lr: 2.857e-05, eta: 0:54:53, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.4183 +2022-03-10 22:13:07,656 - davarocr - INFO - Epoch [16][530/541] lr: 2.857e-05, eta: 0:54:52, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.2979 +2022-03-10 22:13:08,526 - davarocr - INFO - Epoch [16][535/541] lr: 2.857e-05, eta: 0:54:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3073 +2022-03-10 22:13:09,390 - davarocr - INFO - Epoch [16][540/541] lr: 2.857e-05, eta: 0:54:50, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2886 +2022-03-10 22:13:23,613 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:13:23,614 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:13:23,614 - davarocr - INFO - Epoch(val) [16][541] LOC: {'precision': 0.9467492260061919, 'recall': 0.9166666666666666, 'f1-score': 0.9314651233627779}, PER: {'precision': 0.9638854296388543, 'recall': 0.9573283858998145, 'f1-score': 0.9605957182748991}, MISC: {'precision': 0.833810888252149, 'recall': 0.8290598290598291, 'f1-score': 0.8314285714285714}, ORG: {'precision': 0.8807446189645143, 'recall': 0.9114990969295605, 'f1-score': 0.8958579881656805}, all: {'precision': 0.9175239446612273, 'recall': 0.915899433427762, 'f1-score': 0.9167109693425484}, hmean: 0.9167 +2022-03-10 22:13:27,029 - davarocr - INFO - Epoch [17][5/541] lr: 2.778e-05, eta: 0:54:54, time: 0.681, data_time: 0.497, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3236 +2022-03-10 22:13:27,912 - davarocr - INFO - Epoch [17][10/541] lr: 2.778e-05, eta: 0:54:53, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2789 +2022-03-10 22:13:28,799 - davarocr - INFO - Epoch [17][15/541] lr: 2.778e-05, eta: 0:54:52, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2833 +2022-03-10 22:13:29,677 - davarocr - INFO - Epoch [17][20/541] lr: 2.778e-05, eta: 0:54:51, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2782 +2022-03-10 22:13:30,553 - davarocr - INFO - Epoch [17][25/541] lr: 2.778e-05, eta: 0:54:51, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 2.6337 +2022-03-10 22:13:31,422 - davarocr - INFO - Epoch [17][30/541] lr: 2.778e-05, eta: 0:54:50, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 0.8786 +2022-03-10 22:13:32,296 - davarocr - INFO - Epoch [17][35/541] lr: 2.778e-05, eta: 0:54:49, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.8367 +2022-03-10 22:13:33,167 - davarocr - INFO - Epoch [17][40/541] lr: 2.778e-05, eta: 0:54:48, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.9900 +2022-03-10 22:13:34,036 - davarocr - INFO - Epoch [17][45/541] lr: 2.778e-05, eta: 0:54:47, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.9078 +2022-03-10 22:13:34,915 - davarocr - INFO - Epoch [17][50/541] lr: 2.778e-05, eta: 0:54:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0736 +2022-03-10 22:13:35,837 - davarocr - INFO - Epoch [17][55/541] lr: 2.778e-05, eta: 0:54:45, time: 0.185, data_time: 0.008, memory: 5185, loss_cls: 0.0116, loss: 0.0116, grad_norm: 2.4461 +2022-03-10 22:13:36,726 - davarocr - INFO - Epoch [17][60/541] lr: 2.778e-05, eta: 0:54:44, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.2838 +2022-03-10 22:13:37,597 - davarocr - INFO - Epoch [17][65/541] lr: 2.778e-05, eta: 0:54:43, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1456 +2022-03-10 22:13:38,468 - davarocr - INFO - Epoch [17][70/541] lr: 2.778e-05, eta: 0:54:42, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0135, loss: 0.0135, grad_norm: 2.2051 +2022-03-10 22:13:39,337 - davarocr - INFO - Epoch [17][75/541] lr: 2.778e-05, eta: 0:54:41, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.8169 +2022-03-10 22:13:40,207 - davarocr - INFO - Epoch [17][80/541] lr: 2.778e-05, eta: 0:54:40, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.5837 +2022-03-10 22:13:41,074 - davarocr - INFO - Epoch [17][85/541] lr: 2.778e-05, eta: 0:54:39, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.6906 +2022-03-10 22:13:41,942 - davarocr - INFO - Epoch [17][90/541] lr: 2.778e-05, eta: 0:54:38, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.5405 +2022-03-10 22:13:42,809 - davarocr - INFO - Epoch [17][95/541] lr: 2.778e-05, eta: 0:54:37, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.4552 +2022-03-10 22:13:43,676 - davarocr - INFO - Epoch [17][100/541] lr: 2.778e-05, eta: 0:54:36, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.6036 +2022-03-10 22:13:44,540 - davarocr - INFO - Epoch [17][105/541] lr: 2.778e-05, eta: 0:54:35, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 1.8951 +2022-03-10 22:13:45,406 - davarocr - INFO - Epoch [17][110/541] lr: 2.778e-05, eta: 0:54:34, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0106, loss: 0.0106, grad_norm: 1.6267 +2022-03-10 22:13:46,275 - davarocr - INFO - Epoch [17][115/541] lr: 2.778e-05, eta: 0:54:34, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.7196 +2022-03-10 22:13:47,140 - davarocr - INFO - Epoch [17][120/541] lr: 2.778e-05, eta: 0:54:33, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0088, loss: 0.0088, grad_norm: 1.4674 +2022-03-10 22:13:48,010 - davarocr - INFO - Epoch [17][125/541] lr: 2.778e-05, eta: 0:54:32, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3298 +2022-03-10 22:13:48,868 - davarocr - INFO - Epoch [17][130/541] lr: 2.778e-05, eta: 0:54:31, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0170, loss: 0.0170, grad_norm: 2.1948 +2022-03-10 22:13:49,735 - davarocr - INFO - Epoch [17][135/541] lr: 2.778e-05, eta: 0:54:30, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0193, loss: 0.0193, grad_norm: 1.3568 +2022-03-10 22:13:50,609 - davarocr - INFO - Epoch [17][140/541] lr: 2.778e-05, eta: 0:54:29, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.2515 +2022-03-10 22:13:51,489 - davarocr - INFO - Epoch [17][145/541] lr: 2.778e-05, eta: 0:54:28, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0074, loss: 0.0074, grad_norm: 1.4721 +2022-03-10 22:13:52,361 - davarocr - INFO - Epoch [17][150/541] lr: 2.778e-05, eta: 0:54:27, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.1744 +2022-03-10 22:13:53,229 - davarocr - INFO - Epoch [17][155/541] lr: 2.778e-05, eta: 0:54:26, time: 0.171, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2402 +2022-03-10 22:13:54,101 - davarocr - INFO - Epoch [17][160/541] lr: 2.778e-05, eta: 0:54:25, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2356 +2022-03-10 22:13:54,973 - davarocr - INFO - Epoch [17][165/541] lr: 2.778e-05, eta: 0:54:24, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3722 +2022-03-10 22:13:55,842 - davarocr - INFO - Epoch [17][170/541] lr: 2.778e-05, eta: 0:54:23, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.5222 +2022-03-10 22:13:56,701 - davarocr - INFO - Epoch [17][175/541] lr: 2.778e-05, eta: 0:54:22, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.2771 +2022-03-10 22:13:57,569 - davarocr - INFO - Epoch [17][180/541] lr: 2.778e-05, eta: 0:54:21, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.6012 +2022-03-10 22:13:58,441 - davarocr - INFO - Epoch [17][185/541] lr: 2.778e-05, eta: 0:54:20, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2682 +2022-03-10 22:13:59,311 - davarocr - INFO - Epoch [17][190/541] lr: 2.778e-05, eta: 0:54:19, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.2261 +2022-03-10 22:14:00,174 - davarocr - INFO - Epoch [17][195/541] lr: 2.778e-05, eta: 0:54:18, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.3376 +2022-03-10 22:14:01,048 - davarocr - INFO - Epoch [17][200/541] lr: 2.778e-05, eta: 0:54:17, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2407 +2022-03-10 22:14:01,912 - davarocr - INFO - Epoch [17][205/541] lr: 2.778e-05, eta: 0:54:16, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.9526 +2022-03-10 22:14:02,779 - davarocr - INFO - Epoch [17][210/541] lr: 2.778e-05, eta: 0:54:15, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2303 +2022-03-10 22:14:03,648 - davarocr - INFO - Epoch [17][215/541] lr: 2.778e-05, eta: 0:54:15, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.2829 +2022-03-10 22:14:04,518 - davarocr - INFO - Epoch [17][220/541] lr: 2.778e-05, eta: 0:54:14, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2229 +2022-03-10 22:14:05,387 - davarocr - INFO - Epoch [17][225/541] lr: 2.778e-05, eta: 0:54:13, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.3363 +2022-03-10 22:14:06,254 - davarocr - INFO - Epoch [17][230/541] lr: 2.778e-05, eta: 0:54:12, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2345 +2022-03-10 22:14:07,129 - davarocr - INFO - Epoch [17][235/541] lr: 2.778e-05, eta: 0:54:11, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 1.5509 +2022-03-10 22:14:07,989 - davarocr - INFO - Epoch [17][240/541] lr: 2.778e-05, eta: 0:54:10, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.9062 +2022-03-10 22:14:08,861 - davarocr - INFO - Epoch [17][245/541] lr: 2.778e-05, eta: 0:54:09, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.3692 +2022-03-10 22:14:09,730 - davarocr - INFO - Epoch [17][250/541] lr: 2.778e-05, eta: 0:54:08, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.6539 +2022-03-10 22:14:10,591 - davarocr - INFO - Epoch [17][255/541] lr: 2.778e-05, eta: 0:54:07, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3092 +2022-03-10 22:14:11,461 - davarocr - INFO - Epoch [17][260/541] lr: 2.778e-05, eta: 0:54:06, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3473 +2022-03-10 22:14:12,332 - davarocr - INFO - Epoch [17][265/541] lr: 2.778e-05, eta: 0:54:05, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.5059 +2022-03-10 22:14:13,202 - davarocr - INFO - Epoch [17][270/541] lr: 2.778e-05, eta: 0:54:04, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.8986 +2022-03-10 22:14:14,097 - davarocr - INFO - Epoch [17][275/541] lr: 2.778e-05, eta: 0:54:03, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3645 +2022-03-10 22:14:14,976 - davarocr - INFO - Epoch [17][280/541] lr: 2.778e-05, eta: 0:54:02, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3439 +2022-03-10 22:14:15,839 - davarocr - INFO - Epoch [17][285/541] lr: 2.778e-05, eta: 0:54:01, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0116, loss: 0.0116, grad_norm: 1.8760 +2022-03-10 22:14:16,715 - davarocr - INFO - Epoch [17][290/541] lr: 2.778e-05, eta: 0:54:00, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 2.5968 +2022-03-10 22:14:17,589 - davarocr - INFO - Epoch [17][295/541] lr: 2.778e-05, eta: 0:53:59, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3857 +2022-03-10 22:14:18,450 - davarocr - INFO - Epoch [17][300/541] lr: 2.778e-05, eta: 0:53:58, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3142 +2022-03-10 22:14:19,311 - davarocr - INFO - Epoch [17][305/541] lr: 2.778e-05, eta: 0:53:57, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.5321 +2022-03-10 22:14:20,173 - davarocr - INFO - Epoch [17][310/541] lr: 2.778e-05, eta: 0:53:57, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0204, loss: 0.0204, grad_norm: 3.3771 +2022-03-10 22:14:21,031 - davarocr - INFO - Epoch [17][315/541] lr: 2.778e-05, eta: 0:53:56, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.8195 +2022-03-10 22:14:21,898 - davarocr - INFO - Epoch [17][320/541] lr: 2.778e-05, eta: 0:53:55, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.1767 +2022-03-10 22:14:22,769 - davarocr - INFO - Epoch [17][325/541] lr: 2.778e-05, eta: 0:53:54, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1895 +2022-03-10 22:14:23,641 - davarocr - INFO - Epoch [17][330/541] lr: 2.778e-05, eta: 0:53:53, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.3345 +2022-03-10 22:14:24,514 - davarocr - INFO - Epoch [17][335/541] lr: 2.778e-05, eta: 0:53:52, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0257, loss: 0.0257, grad_norm: 6.1658 +2022-03-10 22:14:25,386 - davarocr - INFO - Epoch [17][340/541] lr: 2.778e-05, eta: 0:53:51, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 0.6995 +2022-03-10 22:14:26,261 - davarocr - INFO - Epoch [17][345/541] lr: 2.778e-05, eta: 0:53:50, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 0.8445 +2022-03-10 22:14:27,132 - davarocr - INFO - Epoch [17][350/541] lr: 2.778e-05, eta: 0:53:49, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.7626 +2022-03-10 22:14:28,002 - davarocr - INFO - Epoch [17][355/541] lr: 2.778e-05, eta: 0:53:48, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0075, loss: 0.0075, grad_norm: 1.1945 +2022-03-10 22:14:28,870 - davarocr - INFO - Epoch [17][360/541] lr: 2.778e-05, eta: 0:53:47, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 0.7938 +2022-03-10 22:14:29,736 - davarocr - INFO - Epoch [17][365/541] lr: 2.778e-05, eta: 0:53:46, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.7499 +2022-03-10 22:14:30,601 - davarocr - INFO - Epoch [17][370/541] lr: 2.778e-05, eta: 0:53:45, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 0.8206 +2022-03-10 22:14:31,465 - davarocr - INFO - Epoch [17][375/541] lr: 2.778e-05, eta: 0:53:44, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.6838 +2022-03-10 22:14:32,353 - davarocr - INFO - Epoch [17][380/541] lr: 2.778e-05, eta: 0:53:43, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.7381 +2022-03-10 22:14:33,215 - davarocr - INFO - Epoch [17][385/541] lr: 2.778e-05, eta: 0:53:42, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 0.9395 +2022-03-10 22:14:34,095 - davarocr - INFO - Epoch [17][390/541] lr: 2.778e-05, eta: 0:53:41, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 1.0011 +2022-03-10 22:14:34,966 - davarocr - INFO - Epoch [17][395/541] lr: 2.778e-05, eta: 0:53:40, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 0.8860 +2022-03-10 22:14:35,828 - davarocr - INFO - Epoch [17][400/541] lr: 2.778e-05, eta: 0:53:40, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.8805 +2022-03-10 22:14:36,697 - davarocr - INFO - Epoch [17][405/541] lr: 2.778e-05, eta: 0:53:39, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.2007 +2022-03-10 22:14:37,575 - davarocr - INFO - Epoch [17][410/541] lr: 2.778e-05, eta: 0:53:38, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7830 +2022-03-10 22:14:38,440 - davarocr - INFO - Epoch [17][415/541] lr: 2.778e-05, eta: 0:53:37, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7838 +2022-03-10 22:14:39,306 - davarocr - INFO - Epoch [17][420/541] lr: 2.778e-05, eta: 0:53:36, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.2201 +2022-03-10 22:14:40,173 - davarocr - INFO - Epoch [17][425/541] lr: 2.778e-05, eta: 0:53:35, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8035 +2022-03-10 22:14:41,032 - davarocr - INFO - Epoch [17][430/541] lr: 2.778e-05, eta: 0:53:34, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.9676 +2022-03-10 22:14:41,892 - davarocr - INFO - Epoch [17][435/541] lr: 2.778e-05, eta: 0:53:33, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7876 +2022-03-10 22:14:42,754 - davarocr - INFO - Epoch [17][440/541] lr: 2.778e-05, eta: 0:53:32, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.8920 +2022-03-10 22:14:43,623 - davarocr - INFO - Epoch [17][445/541] lr: 2.778e-05, eta: 0:53:31, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.8786 +2022-03-10 22:14:44,490 - davarocr - INFO - Epoch [17][450/541] lr: 2.778e-05, eta: 0:53:30, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 0.8632 +2022-03-10 22:14:45,352 - davarocr - INFO - Epoch [17][455/541] lr: 2.778e-05, eta: 0:53:29, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.8878 +2022-03-10 22:14:46,212 - davarocr - INFO - Epoch [17][460/541] lr: 2.778e-05, eta: 0:53:28, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.3243 +2022-03-10 22:14:47,073 - davarocr - INFO - Epoch [17][465/541] lr: 2.778e-05, eta: 0:53:27, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8533 +2022-03-10 22:14:47,934 - davarocr - INFO - Epoch [17][470/541] lr: 2.778e-05, eta: 0:53:26, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.9809 +2022-03-10 22:14:48,805 - davarocr - INFO - Epoch [17][475/541] lr: 2.778e-05, eta: 0:53:25, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8940 +2022-03-10 22:14:49,666 - davarocr - INFO - Epoch [17][480/541] lr: 2.778e-05, eta: 0:53:24, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.9952 +2022-03-10 22:14:50,527 - davarocr - INFO - Epoch [17][485/541] lr: 2.778e-05, eta: 0:53:23, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.0330 +2022-03-10 22:14:51,395 - davarocr - INFO - Epoch [17][490/541] lr: 2.778e-05, eta: 0:53:22, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.0611 +2022-03-10 22:14:52,263 - davarocr - INFO - Epoch [17][495/541] lr: 2.778e-05, eta: 0:53:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.0242 +2022-03-10 22:14:53,126 - davarocr - INFO - Epoch [17][500/541] lr: 2.778e-05, eta: 0:53:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.6829 +2022-03-10 22:14:53,987 - davarocr - INFO - Epoch [17][505/541] lr: 2.778e-05, eta: 0:53:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.2069 +2022-03-10 22:14:54,849 - davarocr - INFO - Epoch [17][510/541] lr: 2.778e-05, eta: 0:53:19, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0180 +2022-03-10 22:14:55,706 - davarocr - INFO - Epoch [17][515/541] lr: 2.778e-05, eta: 0:53:18, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.2614 +2022-03-10 22:14:56,578 - davarocr - INFO - Epoch [17][520/541] lr: 2.778e-05, eta: 0:53:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2359 +2022-03-10 22:14:57,439 - davarocr - INFO - Epoch [17][525/541] lr: 2.778e-05, eta: 0:53:16, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0395 +2022-03-10 22:14:58,308 - davarocr - INFO - Epoch [17][530/541] lr: 2.778e-05, eta: 0:53:15, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 2.1032 +2022-03-10 22:14:59,176 - davarocr - INFO - Epoch [17][535/541] lr: 2.778e-05, eta: 0:53:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.9079 +2022-03-10 22:15:00,046 - davarocr - INFO - Epoch [17][540/541] lr: 2.778e-05, eta: 0:53:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.5537 +2022-03-10 22:15:14,462 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:15:14,464 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:15:14,464 - davarocr - INFO - Epoch(val) [17][541] LOC: {'precision': 0.9370030581039756, 'recall': 0.9184652278177458, 'f1-score': 0.9276415379957614}, PER: {'precision': 0.9748982360922659, 'recall': 0.8886827458256029, 'f1-score': 0.9297961824652216}, MISC: {'precision': 0.8391304347826087, 'recall': 0.8247863247863247, 'f1-score': 0.8318965517241379}, ORG: {'precision': 0.8516237402015677, 'recall': 0.9157134256472005, 'f1-score': 0.8825065274151436}, all: {'precision': 0.9076096687555953, 'recall': 0.8974858356940509, 'f1-score': 0.9025193625923619}, hmean: 0.9025 +2022-03-10 22:15:17,792 - davarocr - INFO - Epoch [18][5/541] lr: 2.703e-05, eta: 0:53:16, time: 0.664, data_time: 0.493, memory: 5185, loss_cls: 0.0098, loss: 0.0098, grad_norm: 1.2179 +2022-03-10 22:15:18,657 - davarocr - INFO - Epoch [18][10/541] lr: 2.703e-05, eta: 0:53:15, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.4579 +2022-03-10 22:15:19,530 - davarocr - INFO - Epoch [18][15/541] lr: 2.703e-05, eta: 0:53:14, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2515 +2022-03-10 22:15:20,402 - davarocr - INFO - Epoch [18][20/541] lr: 2.703e-05, eta: 0:53:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1986 +2022-03-10 22:15:21,277 - davarocr - INFO - Epoch [18][25/541] lr: 2.703e-05, eta: 0:53:12, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.1891 +2022-03-10 22:15:22,156 - davarocr - INFO - Epoch [18][30/541] lr: 2.703e-05, eta: 0:53:11, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.3854 +2022-03-10 22:15:23,030 - davarocr - INFO - Epoch [18][35/541] lr: 2.703e-05, eta: 0:53:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1931 +2022-03-10 22:15:23,902 - davarocr - INFO - Epoch [18][40/541] lr: 2.703e-05, eta: 0:53:10, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.6745 +2022-03-10 22:15:24,766 - davarocr - INFO - Epoch [18][45/541] lr: 2.703e-05, eta: 0:53:09, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1940 +2022-03-10 22:15:25,632 - davarocr - INFO - Epoch [18][50/541] lr: 2.703e-05, eta: 0:53:08, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1903 +2022-03-10 22:15:26,506 - davarocr - INFO - Epoch [18][55/541] lr: 2.703e-05, eta: 0:53:07, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.5623 +2022-03-10 22:15:27,390 - davarocr - INFO - Epoch [18][60/541] lr: 2.703e-05, eta: 0:53:06, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.2988 +2022-03-10 22:15:28,268 - davarocr - INFO - Epoch [18][65/541] lr: 2.703e-05, eta: 0:53:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.4554 +2022-03-10 22:15:29,128 - davarocr - INFO - Epoch [18][70/541] lr: 2.703e-05, eta: 0:53:04, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.3145 +2022-03-10 22:15:29,997 - davarocr - INFO - Epoch [18][75/541] lr: 2.703e-05, eta: 0:53:03, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.2751 +2022-03-10 22:15:30,865 - davarocr - INFO - Epoch [18][80/541] lr: 2.703e-05, eta: 0:53:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.3510 +2022-03-10 22:15:31,743 - davarocr - INFO - Epoch [18][85/541] lr: 2.703e-05, eta: 0:53:01, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2293 +2022-03-10 22:15:32,608 - davarocr - INFO - Epoch [18][90/541] lr: 2.703e-05, eta: 0:53:00, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2904 +2022-03-10 22:15:33,479 - davarocr - INFO - Epoch [18][95/541] lr: 2.703e-05, eta: 0:52:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2182 +2022-03-10 22:15:34,351 - davarocr - INFO - Epoch [18][100/541] lr: 2.703e-05, eta: 0:52:58, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.5189 +2022-03-10 22:15:35,219 - davarocr - INFO - Epoch [18][105/541] lr: 2.703e-05, eta: 0:52:57, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3655 +2022-03-10 22:15:36,096 - davarocr - INFO - Epoch [18][110/541] lr: 2.703e-05, eta: 0:52:56, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2406 +2022-03-10 22:15:36,963 - davarocr - INFO - Epoch [18][115/541] lr: 2.703e-05, eta: 0:52:55, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2404 +2022-03-10 22:15:37,830 - davarocr - INFO - Epoch [18][120/541] lr: 2.703e-05, eta: 0:52:54, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.2467 +2022-03-10 22:15:38,690 - davarocr - INFO - Epoch [18][125/541] lr: 2.703e-05, eta: 0:52:54, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3719 +2022-03-10 22:15:39,561 - davarocr - INFO - Epoch [18][130/541] lr: 2.703e-05, eta: 0:52:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.7599 +2022-03-10 22:15:40,428 - davarocr - INFO - Epoch [18][135/541] lr: 2.703e-05, eta: 0:52:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2753 +2022-03-10 22:15:41,304 - davarocr - INFO - Epoch [18][140/541] lr: 2.703e-05, eta: 0:52:51, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2835 +2022-03-10 22:15:42,177 - davarocr - INFO - Epoch [18][145/541] lr: 2.703e-05, eta: 0:52:50, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3443 +2022-03-10 22:15:43,037 - davarocr - INFO - Epoch [18][150/541] lr: 2.703e-05, eta: 0:52:49, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2745 +2022-03-10 22:15:43,898 - davarocr - INFO - Epoch [18][155/541] lr: 2.703e-05, eta: 0:52:48, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.6314 +2022-03-10 22:15:44,766 - davarocr - INFO - Epoch [18][160/541] lr: 2.703e-05, eta: 0:52:47, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2984 +2022-03-10 22:15:45,657 - davarocr - INFO - Epoch [18][165/541] lr: 2.703e-05, eta: 0:52:46, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2978 +2022-03-10 22:15:46,526 - davarocr - INFO - Epoch [18][170/541] lr: 2.703e-05, eta: 0:52:45, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3965 +2022-03-10 22:15:47,393 - davarocr - INFO - Epoch [18][175/541] lr: 2.703e-05, eta: 0:52:44, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2960 +2022-03-10 22:15:48,265 - davarocr - INFO - Epoch [18][180/541] lr: 2.703e-05, eta: 0:52:43, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.4944 +2022-03-10 22:15:49,134 - davarocr - INFO - Epoch [18][185/541] lr: 2.703e-05, eta: 0:52:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2980 +2022-03-10 22:15:50,006 - davarocr - INFO - Epoch [18][190/541] lr: 2.703e-05, eta: 0:52:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2934 +2022-03-10 22:15:50,872 - davarocr - INFO - Epoch [18][195/541] lr: 2.703e-05, eta: 0:52:40, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 2.2145 +2022-03-10 22:15:51,743 - davarocr - INFO - Epoch [18][200/541] lr: 2.703e-05, eta: 0:52:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1223 +2022-03-10 22:15:52,612 - davarocr - INFO - Epoch [18][205/541] lr: 2.703e-05, eta: 0:52:38, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1930 +2022-03-10 22:15:53,476 - davarocr - INFO - Epoch [18][210/541] lr: 2.703e-05, eta: 0:52:37, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1531 +2022-03-10 22:15:54,352 - davarocr - INFO - Epoch [18][215/541] lr: 2.703e-05, eta: 0:52:37, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0074, loss: 0.0074, grad_norm: 2.5343 +2022-03-10 22:15:55,224 - davarocr - INFO - Epoch [18][220/541] lr: 2.703e-05, eta: 0:52:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2085 +2022-03-10 22:15:56,095 - davarocr - INFO - Epoch [18][225/541] lr: 2.703e-05, eta: 0:52:35, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1783 +2022-03-10 22:15:56,958 - davarocr - INFO - Epoch [18][230/541] lr: 2.703e-05, eta: 0:52:34, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2030 +2022-03-10 22:15:57,828 - davarocr - INFO - Epoch [18][235/541] lr: 2.703e-05, eta: 0:52:33, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.4034 +2022-03-10 22:15:58,697 - davarocr - INFO - Epoch [18][240/541] lr: 2.703e-05, eta: 0:52:32, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2091 +2022-03-10 22:15:59,557 - davarocr - INFO - Epoch [18][245/541] lr: 2.703e-05, eta: 0:52:31, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.3535 +2022-03-10 22:16:00,430 - davarocr - INFO - Epoch [18][250/541] lr: 2.703e-05, eta: 0:52:30, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.5552 +2022-03-10 22:16:01,297 - davarocr - INFO - Epoch [18][255/541] lr: 2.703e-05, eta: 0:52:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.7334 +2022-03-10 22:16:02,157 - davarocr - INFO - Epoch [18][260/541] lr: 2.703e-05, eta: 0:52:28, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.7187 +2022-03-10 22:16:03,017 - davarocr - INFO - Epoch [18][265/541] lr: 2.703e-05, eta: 0:52:27, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2330 +2022-03-10 22:16:03,883 - davarocr - INFO - Epoch [18][270/541] lr: 2.703e-05, eta: 0:52:26, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2416 +2022-03-10 22:16:04,746 - davarocr - INFO - Epoch [18][275/541] lr: 2.703e-05, eta: 0:52:25, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.4607 +2022-03-10 22:16:05,615 - davarocr - INFO - Epoch [18][280/541] lr: 2.703e-05, eta: 0:52:24, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2446 +2022-03-10 22:16:06,494 - davarocr - INFO - Epoch [18][285/541] lr: 2.703e-05, eta: 0:52:23, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3172 +2022-03-10 22:16:07,362 - davarocr - INFO - Epoch [18][290/541] lr: 2.703e-05, eta: 0:52:22, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2321 +2022-03-10 22:16:08,226 - davarocr - INFO - Epoch [18][295/541] lr: 2.703e-05, eta: 0:52:21, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.8302 +2022-03-10 22:16:09,086 - davarocr - INFO - Epoch [18][300/541] lr: 2.703e-05, eta: 0:52:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.8361 +2022-03-10 22:16:09,960 - davarocr - INFO - Epoch [18][305/541] lr: 2.703e-05, eta: 0:52:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.7956 +2022-03-10 22:16:10,858 - davarocr - INFO - Epoch [18][310/541] lr: 2.703e-05, eta: 0:52:19, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 2.4528 +2022-03-10 22:16:11,736 - davarocr - INFO - Epoch [18][315/541] lr: 2.703e-05, eta: 0:52:18, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0096, loss: 0.0096, grad_norm: 2.3936 +2022-03-10 22:16:12,617 - davarocr - INFO - Epoch [18][320/541] lr: 2.703e-05, eta: 0:52:17, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.4445 +2022-03-10 22:16:13,499 - davarocr - INFO - Epoch [18][325/541] lr: 2.703e-05, eta: 0:52:16, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.5925 +2022-03-10 22:16:14,389 - davarocr - INFO - Epoch [18][330/541] lr: 2.703e-05, eta: 0:52:15, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.4158 +2022-03-10 22:16:15,272 - davarocr - INFO - Epoch [18][335/541] lr: 2.703e-05, eta: 0:52:14, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4442 +2022-03-10 22:16:16,164 - davarocr - INFO - Epoch [18][340/541] lr: 2.703e-05, eta: 0:52:13, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.4465 +2022-03-10 22:16:17,060 - davarocr - INFO - Epoch [18][345/541] lr: 2.703e-05, eta: 0:52:12, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.4584 +2022-03-10 22:16:17,946 - davarocr - INFO - Epoch [18][350/541] lr: 2.703e-05, eta: 0:52:11, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0197, loss: 0.0197, grad_norm: 3.7884 +2022-03-10 22:16:18,833 - davarocr - INFO - Epoch [18][355/541] lr: 2.703e-05, eta: 0:52:10, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.7788 +2022-03-10 22:16:19,709 - davarocr - INFO - Epoch [18][360/541] lr: 2.703e-05, eta: 0:52:10, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 0.7847 +2022-03-10 22:16:20,589 - davarocr - INFO - Epoch [18][365/541] lr: 2.703e-05, eta: 0:52:09, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.1626 +2022-03-10 22:16:21,471 - davarocr - INFO - Epoch [18][370/541] lr: 2.703e-05, eta: 0:52:08, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.7287 +2022-03-10 22:16:22,356 - davarocr - INFO - Epoch [18][375/541] lr: 2.703e-05, eta: 0:52:07, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.1932 +2022-03-10 22:16:23,250 - davarocr - INFO - Epoch [18][380/541] lr: 2.703e-05, eta: 0:52:06, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.1922 +2022-03-10 22:16:24,133 - davarocr - INFO - Epoch [18][385/541] lr: 2.703e-05, eta: 0:52:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.9552 +2022-03-10 22:16:25,015 - davarocr - INFO - Epoch [18][390/541] lr: 2.703e-05, eta: 0:52:04, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0147, loss: 0.0147, grad_norm: 2.3660 +2022-03-10 22:16:25,911 - davarocr - INFO - Epoch [18][395/541] lr: 2.703e-05, eta: 0:52:03, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9439 +2022-03-10 22:16:26,798 - davarocr - INFO - Epoch [18][400/541] lr: 2.703e-05, eta: 0:52:02, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.0331 +2022-03-10 22:16:27,684 - davarocr - INFO - Epoch [18][405/541] lr: 2.703e-05, eta: 0:52:01, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0131, loss: 0.0131, grad_norm: 2.2644 +2022-03-10 22:16:28,591 - davarocr - INFO - Epoch [18][410/541] lr: 2.703e-05, eta: 0:52:00, time: 0.182, data_time: 0.010, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.2251 +2022-03-10 22:16:29,472 - davarocr - INFO - Epoch [18][415/541] lr: 2.703e-05, eta: 0:52:00, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.0779 +2022-03-10 22:16:30,359 - davarocr - INFO - Epoch [18][420/541] lr: 2.703e-05, eta: 0:51:59, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.4507 +2022-03-10 22:16:31,247 - davarocr - INFO - Epoch [18][425/541] lr: 2.703e-05, eta: 0:51:58, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.1915 +2022-03-10 22:16:32,146 - davarocr - INFO - Epoch [18][430/541] lr: 2.703e-05, eta: 0:51:57, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.7449 +2022-03-10 22:16:33,039 - davarocr - INFO - Epoch [18][435/541] lr: 2.703e-05, eta: 0:51:56, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.2234 +2022-03-10 22:16:33,920 - davarocr - INFO - Epoch [18][440/541] lr: 2.703e-05, eta: 0:51:55, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0733 +2022-03-10 22:16:34,810 - davarocr - INFO - Epoch [18][445/541] lr: 2.703e-05, eta: 0:51:54, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.4568 +2022-03-10 22:16:35,697 - davarocr - INFO - Epoch [18][450/541] lr: 2.703e-05, eta: 0:51:53, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.0882 +2022-03-10 22:16:36,582 - davarocr - INFO - Epoch [18][455/541] lr: 2.703e-05, eta: 0:51:52, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.0933 +2022-03-10 22:16:37,467 - davarocr - INFO - Epoch [18][460/541] lr: 2.703e-05, eta: 0:51:51, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1838 +2022-03-10 22:16:38,366 - davarocr - INFO - Epoch [18][465/541] lr: 2.703e-05, eta: 0:51:50, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1095 +2022-03-10 22:16:39,257 - davarocr - INFO - Epoch [18][470/541] lr: 2.703e-05, eta: 0:51:50, time: 0.178, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0796 +2022-03-10 22:16:40,144 - davarocr - INFO - Epoch [18][475/541] lr: 2.703e-05, eta: 0:51:49, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3250 +2022-03-10 22:16:41,043 - davarocr - INFO - Epoch [18][480/541] lr: 2.703e-05, eta: 0:51:48, time: 0.179, data_time: 0.005, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.3571 +2022-03-10 22:16:41,923 - davarocr - INFO - Epoch [18][485/541] lr: 2.703e-05, eta: 0:51:47, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.6591 +2022-03-10 22:16:42,814 - davarocr - INFO - Epoch [18][490/541] lr: 2.703e-05, eta: 0:51:46, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.3851 +2022-03-10 22:16:43,696 - davarocr - INFO - Epoch [18][495/541] lr: 2.703e-05, eta: 0:51:45, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0121, loss: 0.0121, grad_norm: 2.0706 +2022-03-10 22:16:44,578 - davarocr - INFO - Epoch [18][500/541] lr: 2.703e-05, eta: 0:51:44, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.2438 +2022-03-10 22:16:45,458 - davarocr - INFO - Epoch [18][505/541] lr: 2.703e-05, eta: 0:51:43, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.7912 +2022-03-10 22:16:46,343 - davarocr - INFO - Epoch [18][510/541] lr: 2.703e-05, eta: 0:51:42, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0108, loss: 0.0108, grad_norm: 1.9490 +2022-03-10 22:16:47,226 - davarocr - INFO - Epoch [18][515/541] lr: 2.703e-05, eta: 0:51:41, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2330 +2022-03-10 22:16:48,116 - davarocr - INFO - Epoch [18][520/541] lr: 2.703e-05, eta: 0:51:40, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.8642 +2022-03-10 22:16:49,017 - davarocr - INFO - Epoch [18][525/541] lr: 2.703e-05, eta: 0:51:40, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3311 +2022-03-10 22:16:49,898 - davarocr - INFO - Epoch [18][530/541] lr: 2.703e-05, eta: 0:51:39, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.4240 +2022-03-10 22:16:50,785 - davarocr - INFO - Epoch [18][535/541] lr: 2.703e-05, eta: 0:51:38, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.2513 +2022-03-10 22:16:51,675 - davarocr - INFO - Epoch [18][540/541] lr: 2.703e-05, eta: 0:51:37, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2588 +2022-03-10 22:17:06,178 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:17:06,179 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:17:06,179 - davarocr - INFO - Epoch(val) [18][541] LOC: {'precision': 0.9359903381642513, 'recall': 0.9292565947242206, 'f1-score': 0.9326113116726835}, PER: {'precision': 0.9654088050314465, 'recall': 0.9492888064316636, 'f1-score': 0.9572809479264109}, MISC: {'precision': 0.8621212121212121, 'recall': 0.8105413105413105, 'f1-score': 0.8355359765051396}, ORG: {'precision': 0.9030339083878643, 'recall': 0.9139072847682119, 'f1-score': 0.9084380610412927}, all: {'precision': 0.9257204224091641, 'recall': 0.9157223796033994, 'f1-score': 0.920694259012016}, hmean: 0.9207 +2022-03-10 22:17:09,554 - davarocr - INFO - Epoch [19][5/541] lr: 2.632e-05, eta: 0:51:40, time: 0.670, data_time: 0.488, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3918 +2022-03-10 22:17:10,452 - davarocr - INFO - Epoch [19][10/541] lr: 2.632e-05, eta: 0:51:39, time: 0.179, data_time: 0.011, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2236 +2022-03-10 22:17:11,349 - davarocr - INFO - Epoch [19][15/541] lr: 2.632e-05, eta: 0:51:38, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2230 +2022-03-10 22:17:12,216 - davarocr - INFO - Epoch [19][20/541] lr: 2.632e-05, eta: 0:51:37, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2470 +2022-03-10 22:17:13,098 - davarocr - INFO - Epoch [19][25/541] lr: 2.632e-05, eta: 0:51:36, time: 0.176, data_time: 0.011, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2187 +2022-03-10 22:17:13,962 - davarocr - INFO - Epoch [19][30/541] lr: 2.632e-05, eta: 0:51:35, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.2737 +2022-03-10 22:17:14,826 - davarocr - INFO - Epoch [19][35/541] lr: 2.632e-05, eta: 0:51:34, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3420 +2022-03-10 22:17:15,697 - davarocr - INFO - Epoch [19][40/541] lr: 2.632e-05, eta: 0:51:33, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2052 +2022-03-10 22:17:16,566 - davarocr - INFO - Epoch [19][45/541] lr: 2.632e-05, eta: 0:51:32, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.3089 +2022-03-10 22:17:17,435 - davarocr - INFO - Epoch [19][50/541] lr: 2.632e-05, eta: 0:51:31, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.4619 +2022-03-10 22:17:18,303 - davarocr - INFO - Epoch [19][55/541] lr: 2.632e-05, eta: 0:51:31, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.7905 +2022-03-10 22:17:19,175 - davarocr - INFO - Epoch [19][60/541] lr: 2.632e-05, eta: 0:51:30, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.3917 +2022-03-10 22:17:20,043 - davarocr - INFO - Epoch [19][65/541] lr: 2.632e-05, eta: 0:51:29, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.3933 +2022-03-10 22:17:20,914 - davarocr - INFO - Epoch [19][70/541] lr: 2.632e-05, eta: 0:51:28, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3532 +2022-03-10 22:17:21,783 - davarocr - INFO - Epoch [19][75/541] lr: 2.632e-05, eta: 0:51:27, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3135 +2022-03-10 22:17:22,644 - davarocr - INFO - Epoch [19][80/541] lr: 2.632e-05, eta: 0:51:26, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.4340 +2022-03-10 22:17:23,526 - davarocr - INFO - Epoch [19][85/541] lr: 2.632e-05, eta: 0:51:25, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.2667 +2022-03-10 22:17:24,403 - davarocr - INFO - Epoch [19][90/541] lr: 2.632e-05, eta: 0:51:24, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2657 +2022-03-10 22:17:25,262 - davarocr - INFO - Epoch [19][95/541] lr: 2.632e-05, eta: 0:51:23, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.7128 +2022-03-10 22:17:26,134 - davarocr - INFO - Epoch [19][100/541] lr: 2.632e-05, eta: 0:51:22, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3071 +2022-03-10 22:17:27,003 - davarocr - INFO - Epoch [19][105/541] lr: 2.632e-05, eta: 0:51:21, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0138, loss: 0.0138, grad_norm: 1.7034 +2022-03-10 22:17:27,875 - davarocr - INFO - Epoch [19][110/541] lr: 2.632e-05, eta: 0:51:20, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.6835 +2022-03-10 22:17:28,731 - davarocr - INFO - Epoch [19][115/541] lr: 2.632e-05, eta: 0:51:19, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.9961 +2022-03-10 22:17:29,591 - davarocr - INFO - Epoch [19][120/541] lr: 2.632e-05, eta: 0:51:18, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0111, loss: 0.0111, grad_norm: 2.9262 +2022-03-10 22:17:30,453 - davarocr - INFO - Epoch [19][125/541] lr: 2.632e-05, eta: 0:51:17, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.8938 +2022-03-10 22:17:31,329 - davarocr - INFO - Epoch [19][130/541] lr: 2.632e-05, eta: 0:51:16, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0076 +2022-03-10 22:17:32,193 - davarocr - INFO - Epoch [19][135/541] lr: 2.632e-05, eta: 0:51:15, time: 0.173, data_time: 0.011, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.7541 +2022-03-10 22:17:33,051 - davarocr - INFO - Epoch [19][140/541] lr: 2.632e-05, eta: 0:51:14, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0095, loss: 0.0095, grad_norm: 1.8679 +2022-03-10 22:17:33,920 - davarocr - INFO - Epoch [19][145/541] lr: 2.632e-05, eta: 0:51:14, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.2857 +2022-03-10 22:17:34,790 - davarocr - INFO - Epoch [19][150/541] lr: 2.632e-05, eta: 0:51:13, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.8700 +2022-03-10 22:17:35,664 - davarocr - INFO - Epoch [19][155/541] lr: 2.632e-05, eta: 0:51:12, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.2670 +2022-03-10 22:17:36,535 - davarocr - INFO - Epoch [19][160/541] lr: 2.632e-05, eta: 0:51:11, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2137 +2022-03-10 22:17:37,403 - davarocr - INFO - Epoch [19][165/541] lr: 2.632e-05, eta: 0:51:10, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.5491 +2022-03-10 22:17:38,267 - davarocr - INFO - Epoch [19][170/541] lr: 2.632e-05, eta: 0:51:09, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 2.0300 +2022-03-10 22:17:39,138 - davarocr - INFO - Epoch [19][175/541] lr: 2.632e-05, eta: 0:51:08, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1997 +2022-03-10 22:17:39,996 - davarocr - INFO - Epoch [19][180/541] lr: 2.632e-05, eta: 0:51:07, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2877 +2022-03-10 22:17:40,870 - davarocr - INFO - Epoch [19][185/541] lr: 2.632e-05, eta: 0:51:06, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2203 +2022-03-10 22:17:41,738 - davarocr - INFO - Epoch [19][190/541] lr: 2.632e-05, eta: 0:51:05, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.5214 +2022-03-10 22:17:42,598 - davarocr - INFO - Epoch [19][195/541] lr: 2.632e-05, eta: 0:51:04, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.1886 +2022-03-10 22:17:43,469 - davarocr - INFO - Epoch [19][200/541] lr: 2.632e-05, eta: 0:51:03, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.6594 +2022-03-10 22:17:44,330 - davarocr - INFO - Epoch [19][205/541] lr: 2.632e-05, eta: 0:51:02, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1970 +2022-03-10 22:17:45,190 - davarocr - INFO - Epoch [19][210/541] lr: 2.632e-05, eta: 0:51:01, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 2.4549 +2022-03-10 22:17:46,060 - davarocr - INFO - Epoch [19][215/541] lr: 2.632e-05, eta: 0:51:00, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 2.4141 +2022-03-10 22:17:46,923 - davarocr - INFO - Epoch [19][220/541] lr: 2.632e-05, eta: 0:50:59, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0558 +2022-03-10 22:17:47,801 - davarocr - INFO - Epoch [19][225/541] lr: 2.632e-05, eta: 0:50:58, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0376 +2022-03-10 22:17:48,662 - davarocr - INFO - Epoch [19][230/541] lr: 2.632e-05, eta: 0:50:57, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.1407 +2022-03-10 22:17:49,525 - davarocr - INFO - Epoch [19][235/541] lr: 2.632e-05, eta: 0:50:57, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.0687 +2022-03-10 22:17:50,385 - davarocr - INFO - Epoch [19][240/541] lr: 2.632e-05, eta: 0:50:56, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2343 +2022-03-10 22:17:51,254 - davarocr - INFO - Epoch [19][245/541] lr: 2.632e-05, eta: 0:50:55, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.7751 +2022-03-10 22:17:52,115 - davarocr - INFO - Epoch [19][250/541] lr: 2.632e-05, eta: 0:50:54, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9927 +2022-03-10 22:17:52,986 - davarocr - INFO - Epoch [19][255/541] lr: 2.632e-05, eta: 0:50:53, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.0311 +2022-03-10 22:17:53,853 - davarocr - INFO - Epoch [19][260/541] lr: 2.632e-05, eta: 0:50:52, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1201 +2022-03-10 22:17:54,713 - davarocr - INFO - Epoch [19][265/541] lr: 2.632e-05, eta: 0:50:51, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.0473 +2022-03-10 22:17:55,573 - davarocr - INFO - Epoch [19][270/541] lr: 2.632e-05, eta: 0:50:50, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.3304 +2022-03-10 22:17:56,442 - davarocr - INFO - Epoch [19][275/541] lr: 2.632e-05, eta: 0:50:49, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0089, loss: 0.0089, grad_norm: 1.7816 +2022-03-10 22:17:57,303 - davarocr - INFO - Epoch [19][280/541] lr: 2.632e-05, eta: 0:50:48, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.1382 +2022-03-10 22:17:58,184 - davarocr - INFO - Epoch [19][285/541] lr: 2.632e-05, eta: 0:50:47, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.1859 +2022-03-10 22:17:59,055 - davarocr - INFO - Epoch [19][290/541] lr: 2.632e-05, eta: 0:50:46, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.4547 +2022-03-10 22:17:59,926 - davarocr - INFO - Epoch [19][295/541] lr: 2.632e-05, eta: 0:50:45, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0467 +2022-03-10 22:18:00,790 - davarocr - INFO - Epoch [19][300/541] lr: 2.632e-05, eta: 0:50:44, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0311 +2022-03-10 22:18:01,640 - davarocr - INFO - Epoch [19][305/541] lr: 2.632e-05, eta: 0:50:43, time: 0.170, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0570 +2022-03-10 22:18:02,508 - davarocr - INFO - Epoch [19][310/541] lr: 2.632e-05, eta: 0:50:42, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0101, loss: 0.0101, grad_norm: 1.3165 +2022-03-10 22:18:03,377 - davarocr - INFO - Epoch [19][315/541] lr: 2.632e-05, eta: 0:50:41, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.0735 +2022-03-10 22:18:04,245 - davarocr - INFO - Epoch [19][320/541] lr: 2.632e-05, eta: 0:50:40, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0535 +2022-03-10 22:18:05,110 - davarocr - INFO - Epoch [19][325/541] lr: 2.632e-05, eta: 0:50:40, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.0596 +2022-03-10 22:18:05,979 - davarocr - INFO - Epoch [19][330/541] lr: 2.632e-05, eta: 0:50:39, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0631 +2022-03-10 22:18:06,851 - davarocr - INFO - Epoch [19][335/541] lr: 2.632e-05, eta: 0:50:38, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.3928 +2022-03-10 22:18:07,718 - davarocr - INFO - Epoch [19][340/541] lr: 2.632e-05, eta: 0:50:37, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0669 +2022-03-10 22:18:08,577 - davarocr - INFO - Epoch [19][345/541] lr: 2.632e-05, eta: 0:50:36, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0660 +2022-03-10 22:18:09,444 - davarocr - INFO - Epoch [19][350/541] lr: 2.632e-05, eta: 0:50:35, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0735 +2022-03-10 22:18:10,307 - davarocr - INFO - Epoch [19][355/541] lr: 2.632e-05, eta: 0:50:34, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0805 +2022-03-10 22:18:11,176 - davarocr - INFO - Epoch [19][360/541] lr: 2.632e-05, eta: 0:50:33, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2161 +2022-03-10 22:18:12,038 - davarocr - INFO - Epoch [19][365/541] lr: 2.632e-05, eta: 0:50:32, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1151 +2022-03-10 22:18:12,896 - davarocr - INFO - Epoch [19][370/541] lr: 2.632e-05, eta: 0:50:31, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0835 +2022-03-10 22:18:13,763 - davarocr - INFO - Epoch [19][375/541] lr: 2.632e-05, eta: 0:50:30, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.5850 +2022-03-10 22:18:14,623 - davarocr - INFO - Epoch [19][380/541] lr: 2.632e-05, eta: 0:50:29, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1198 +2022-03-10 22:18:15,489 - davarocr - INFO - Epoch [19][385/541] lr: 2.632e-05, eta: 0:50:28, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1686 +2022-03-10 22:18:16,359 - davarocr - INFO - Epoch [19][390/541] lr: 2.632e-05, eta: 0:50:27, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1452 +2022-03-10 22:18:17,230 - davarocr - INFO - Epoch [19][395/541] lr: 2.632e-05, eta: 0:50:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 2.0805 +2022-03-10 22:18:18,116 - davarocr - INFO - Epoch [19][400/541] lr: 2.632e-05, eta: 0:50:25, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0012 +2022-03-10 22:18:18,978 - davarocr - INFO - Epoch [19][405/541] lr: 2.632e-05, eta: 0:50:25, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.0363 +2022-03-10 22:18:19,845 - davarocr - INFO - Epoch [19][410/541] lr: 2.632e-05, eta: 0:50:24, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.9437 +2022-03-10 22:18:20,706 - davarocr - INFO - Epoch [19][415/541] lr: 2.632e-05, eta: 0:50:23, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1819 +2022-03-10 22:18:21,574 - davarocr - INFO - Epoch [19][420/541] lr: 2.632e-05, eta: 0:50:22, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1703 +2022-03-10 22:18:22,449 - davarocr - INFO - Epoch [19][425/541] lr: 2.632e-05, eta: 0:50:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.9955 +2022-03-10 22:18:23,333 - davarocr - INFO - Epoch [19][430/541] lr: 2.632e-05, eta: 0:50:20, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3544 +2022-03-10 22:18:24,220 - davarocr - INFO - Epoch [19][435/541] lr: 2.632e-05, eta: 0:50:19, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.3986 +2022-03-10 22:18:25,109 - davarocr - INFO - Epoch [19][440/541] lr: 2.632e-05, eta: 0:50:18, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0253, loss: 0.0253, grad_norm: 1.7530 +2022-03-10 22:18:25,995 - davarocr - INFO - Epoch [19][445/541] lr: 2.632e-05, eta: 0:50:17, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.9739 +2022-03-10 22:18:26,878 - davarocr - INFO - Epoch [19][450/541] lr: 2.632e-05, eta: 0:50:16, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3169 +2022-03-10 22:18:27,773 - davarocr - INFO - Epoch [19][455/541] lr: 2.632e-05, eta: 0:50:15, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.6178 +2022-03-10 22:18:28,656 - davarocr - INFO - Epoch [19][460/541] lr: 2.632e-05, eta: 0:50:14, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.3431 +2022-03-10 22:18:29,542 - davarocr - INFO - Epoch [19][465/541] lr: 2.632e-05, eta: 0:50:13, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.3624 +2022-03-10 22:18:30,439 - davarocr - INFO - Epoch [19][470/541] lr: 2.632e-05, eta: 0:50:13, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.7105 +2022-03-10 22:18:31,330 - davarocr - INFO - Epoch [19][475/541] lr: 2.632e-05, eta: 0:50:12, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.4800 +2022-03-10 22:18:32,222 - davarocr - INFO - Epoch [19][480/541] lr: 2.632e-05, eta: 0:50:11, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 1.5324 +2022-03-10 22:18:33,138 - davarocr - INFO - Epoch [19][485/541] lr: 2.632e-05, eta: 0:50:10, time: 0.184, data_time: 0.010, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.5135 +2022-03-10 22:18:34,027 - davarocr - INFO - Epoch [19][490/541] lr: 2.632e-05, eta: 0:50:09, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.5817 +2022-03-10 22:18:34,925 - davarocr - INFO - Epoch [19][495/541] lr: 2.632e-05, eta: 0:50:08, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.4511 +2022-03-10 22:18:35,817 - davarocr - INFO - Epoch [19][500/541] lr: 2.632e-05, eta: 0:50:07, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3492 +2022-03-10 22:18:36,706 - davarocr - INFO - Epoch [19][505/541] lr: 2.632e-05, eta: 0:50:06, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3331 +2022-03-10 22:18:37,588 - davarocr - INFO - Epoch [19][510/541] lr: 2.632e-05, eta: 0:50:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.4814 +2022-03-10 22:18:38,480 - davarocr - INFO - Epoch [19][515/541] lr: 2.632e-05, eta: 0:50:05, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.5035 +2022-03-10 22:18:39,358 - davarocr - INFO - Epoch [19][520/541] lr: 2.632e-05, eta: 0:50:04, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3562 +2022-03-10 22:18:40,257 - davarocr - INFO - Epoch [19][525/541] lr: 2.632e-05, eta: 0:50:03, time: 0.180, data_time: 0.005, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.7378 +2022-03-10 22:18:41,147 - davarocr - INFO - Epoch [19][530/541] lr: 2.632e-05, eta: 0:50:02, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3392 +2022-03-10 22:18:42,033 - davarocr - INFO - Epoch [19][535/541] lr: 2.632e-05, eta: 0:50:01, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.4685 +2022-03-10 22:18:42,914 - davarocr - INFO - Epoch [19][540/541] lr: 2.632e-05, eta: 0:50:00, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.6156 +2022-03-10 22:18:57,721 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:18:57,722 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:18:57,723 - davarocr - INFO - Epoch(val) [19][541] LOC: {'precision': 0.940923076923077, 'recall': 0.9166666666666666, 'f1-score': 0.9286365016702096}, PER: {'precision': 0.9593094944512947, 'recall': 0.9622758194186766, 'f1-score': 0.9607903673973449}, MISC: {'precision': 0.8321377331420373, 'recall': 0.8262108262108262, 'f1-score': 0.8291636883488206}, ORG: {'precision': 0.9121415497254424, 'recall': 0.9000602046959663, 'f1-score': 0.9060606060606061}, all: {'precision': 0.92423428264374, 'recall': 0.9135977337110481, 'f1-score': 0.9188852283857182}, hmean: 0.9189 +2022-03-10 22:19:01,043 - davarocr - INFO - Epoch [20][5/541] lr: 2.564e-05, eta: 0:50:03, time: 0.663, data_time: 0.485, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.4059 +2022-03-10 22:19:01,910 - davarocr - INFO - Epoch [20][10/541] lr: 2.564e-05, eta: 0:50:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.4181 +2022-03-10 22:19:02,793 - davarocr - INFO - Epoch [20][15/541] lr: 2.564e-05, eta: 0:50:01, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3436 +2022-03-10 22:19:03,657 - davarocr - INFO - Epoch [20][20/541] lr: 2.564e-05, eta: 0:50:00, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.6306 +2022-03-10 22:19:04,528 - davarocr - INFO - Epoch [20][25/541] lr: 2.564e-05, eta: 0:49:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0127, loss: 0.0127, grad_norm: 1.8126 +2022-03-10 22:19:05,398 - davarocr - INFO - Epoch [20][30/541] lr: 2.564e-05, eta: 0:49:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.3984 +2022-03-10 22:19:06,257 - davarocr - INFO - Epoch [20][35/541] lr: 2.564e-05, eta: 0:49:57, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.6078 +2022-03-10 22:19:07,131 - davarocr - INFO - Epoch [20][40/541] lr: 2.564e-05, eta: 0:49:56, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.7754 +2022-03-10 22:19:07,993 - davarocr - INFO - Epoch [20][45/541] lr: 2.564e-05, eta: 0:49:55, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.7166 +2022-03-10 22:19:08,869 - davarocr - INFO - Epoch [20][50/541] lr: 2.564e-05, eta: 0:49:54, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4278 +2022-03-10 22:19:09,735 - davarocr - INFO - Epoch [20][55/541] lr: 2.564e-05, eta: 0:49:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4798 +2022-03-10 22:19:10,623 - davarocr - INFO - Epoch [20][60/541] lr: 2.564e-05, eta: 0:49:52, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4254 +2022-03-10 22:19:11,488 - davarocr - INFO - Epoch [20][65/541] lr: 2.564e-05, eta: 0:49:51, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0127, loss: 0.0127, grad_norm: 2.8289 +2022-03-10 22:19:12,347 - davarocr - INFO - Epoch [20][70/541] lr: 2.564e-05, eta: 0:49:50, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0097 +2022-03-10 22:19:13,207 - davarocr - INFO - Epoch [20][75/541] lr: 2.564e-05, eta: 0:49:49, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.5572 +2022-03-10 22:19:14,074 - davarocr - INFO - Epoch [20][80/541] lr: 2.564e-05, eta: 0:49:48, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0324 +2022-03-10 22:19:14,948 - davarocr - INFO - Epoch [20][85/541] lr: 2.564e-05, eta: 0:49:48, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0224 +2022-03-10 22:19:15,804 - davarocr - INFO - Epoch [20][90/541] lr: 2.564e-05, eta: 0:49:47, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0405 +2022-03-10 22:19:16,674 - davarocr - INFO - Epoch [20][95/541] lr: 2.564e-05, eta: 0:49:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0196 +2022-03-10 22:19:17,536 - davarocr - INFO - Epoch [20][100/541] lr: 2.564e-05, eta: 0:49:45, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.0049 +2022-03-10 22:19:18,404 - davarocr - INFO - Epoch [20][105/541] lr: 2.564e-05, eta: 0:49:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9879 +2022-03-10 22:19:19,264 - davarocr - INFO - Epoch [20][110/541] lr: 2.564e-05, eta: 0:49:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1515 +2022-03-10 22:19:20,123 - davarocr - INFO - Epoch [20][115/541] lr: 2.564e-05, eta: 0:49:42, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2327 +2022-03-10 22:19:20,982 - davarocr - INFO - Epoch [20][120/541] lr: 2.564e-05, eta: 0:49:41, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.2585 +2022-03-10 22:19:21,870 - davarocr - INFO - Epoch [20][125/541] lr: 2.564e-05, eta: 0:49:40, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.3408 +2022-03-10 22:19:22,755 - davarocr - INFO - Epoch [20][130/541] lr: 2.564e-05, eta: 0:49:39, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.1708 +2022-03-10 22:19:23,649 - davarocr - INFO - Epoch [20][135/541] lr: 2.564e-05, eta: 0:49:38, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1034 +2022-03-10 22:19:24,548 - davarocr - INFO - Epoch [20][140/541] lr: 2.564e-05, eta: 0:49:37, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1020 +2022-03-10 22:19:25,455 - davarocr - INFO - Epoch [20][145/541] lr: 2.564e-05, eta: 0:49:36, time: 0.182, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.1930 +2022-03-10 22:19:26,342 - davarocr - INFO - Epoch [20][150/541] lr: 2.564e-05, eta: 0:49:36, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0301 +2022-03-10 22:19:27,215 - davarocr - INFO - Epoch [20][155/541] lr: 2.564e-05, eta: 0:49:35, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.3239 +2022-03-10 22:19:28,081 - davarocr - INFO - Epoch [20][160/541] lr: 2.564e-05, eta: 0:49:34, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1139 +2022-03-10 22:19:28,950 - davarocr - INFO - Epoch [20][165/541] lr: 2.564e-05, eta: 0:49:33, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0791 +2022-03-10 22:19:29,818 - davarocr - INFO - Epoch [20][170/541] lr: 2.564e-05, eta: 0:49:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 2.9679 +2022-03-10 22:19:30,686 - davarocr - INFO - Epoch [20][175/541] lr: 2.564e-05, eta: 0:49:31, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9020 +2022-03-10 22:19:31,557 - davarocr - INFO - Epoch [20][180/541] lr: 2.564e-05, eta: 0:49:30, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.9547 +2022-03-10 22:19:32,443 - davarocr - INFO - Epoch [20][185/541] lr: 2.564e-05, eta: 0:49:29, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.7102 +2022-03-10 22:19:33,339 - davarocr - INFO - Epoch [20][190/541] lr: 2.564e-05, eta: 0:49:28, time: 0.180, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9566 +2022-03-10 22:19:34,227 - davarocr - INFO - Epoch [20][195/541] lr: 2.564e-05, eta: 0:49:27, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9401 +2022-03-10 22:19:35,111 - davarocr - INFO - Epoch [20][200/541] lr: 2.564e-05, eta: 0:49:26, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9366 +2022-03-10 22:19:35,981 - davarocr - INFO - Epoch [20][205/541] lr: 2.564e-05, eta: 0:49:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.9943 +2022-03-10 22:19:36,843 - davarocr - INFO - Epoch [20][210/541] lr: 2.564e-05, eta: 0:49:24, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.6501 +2022-03-10 22:19:37,706 - davarocr - INFO - Epoch [20][215/541] lr: 2.564e-05, eta: 0:49:23, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1624 +2022-03-10 22:19:38,576 - davarocr - INFO - Epoch [20][220/541] lr: 2.564e-05, eta: 0:49:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0985 +2022-03-10 22:19:39,441 - davarocr - INFO - Epoch [20][225/541] lr: 2.564e-05, eta: 0:49:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1287 +2022-03-10 22:19:40,305 - davarocr - INFO - Epoch [20][230/541] lr: 2.564e-05, eta: 0:49:21, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.6875 +2022-03-10 22:19:41,176 - davarocr - INFO - Epoch [20][235/541] lr: 2.564e-05, eta: 0:49:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1310 +2022-03-10 22:19:42,049 - davarocr - INFO - Epoch [20][240/541] lr: 2.564e-05, eta: 0:49:19, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0949 +2022-03-10 22:19:42,912 - davarocr - INFO - Epoch [20][245/541] lr: 2.564e-05, eta: 0:49:18, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0877 +2022-03-10 22:19:43,776 - davarocr - INFO - Epoch [20][250/541] lr: 2.564e-05, eta: 0:49:17, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0248 +2022-03-10 22:19:44,650 - davarocr - INFO - Epoch [20][255/541] lr: 2.564e-05, eta: 0:49:16, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0328 +2022-03-10 22:19:45,523 - davarocr - INFO - Epoch [20][260/541] lr: 2.564e-05, eta: 0:49:15, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0815 +2022-03-10 22:19:46,385 - davarocr - INFO - Epoch [20][265/541] lr: 2.564e-05, eta: 0:49:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4853 +2022-03-10 22:19:47,245 - davarocr - INFO - Epoch [20][270/541] lr: 2.564e-05, eta: 0:49:13, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.0797 +2022-03-10 22:19:48,106 - davarocr - INFO - Epoch [20][275/541] lr: 2.564e-05, eta: 0:49:12, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2163 +2022-03-10 22:19:48,973 - davarocr - INFO - Epoch [20][280/541] lr: 2.564e-05, eta: 0:49:11, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1787 +2022-03-10 22:19:49,835 - davarocr - INFO - Epoch [20][285/541] lr: 2.564e-05, eta: 0:49:10, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.3512 +2022-03-10 22:19:50,702 - davarocr - INFO - Epoch [20][290/541] lr: 2.564e-05, eta: 0:49:09, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1324 +2022-03-10 22:19:51,574 - davarocr - INFO - Epoch [20][295/541] lr: 2.564e-05, eta: 0:49:08, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2953 +2022-03-10 22:19:52,440 - davarocr - INFO - Epoch [20][300/541] lr: 2.564e-05, eta: 0:49:07, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0735 +2022-03-10 22:19:53,303 - davarocr - INFO - Epoch [20][305/541] lr: 2.564e-05, eta: 0:49:07, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1324 +2022-03-10 22:19:54,170 - davarocr - INFO - Epoch [20][310/541] lr: 2.564e-05, eta: 0:49:06, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0751 +2022-03-10 22:19:55,038 - davarocr - INFO - Epoch [20][315/541] lr: 2.564e-05, eta: 0:49:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2988 +2022-03-10 22:19:55,912 - davarocr - INFO - Epoch [20][320/541] lr: 2.564e-05, eta: 0:49:04, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.0975 +2022-03-10 22:19:56,783 - davarocr - INFO - Epoch [20][325/541] lr: 2.564e-05, eta: 0:49:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2323 +2022-03-10 22:19:57,647 - davarocr - INFO - Epoch [20][330/541] lr: 2.564e-05, eta: 0:49:02, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1008 +2022-03-10 22:19:58,508 - davarocr - INFO - Epoch [20][335/541] lr: 2.564e-05, eta: 0:49:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0120, loss: 0.0120, grad_norm: 1.4591 +2022-03-10 22:19:59,367 - davarocr - INFO - Epoch [20][340/541] lr: 2.564e-05, eta: 0:49:00, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.1466 +2022-03-10 22:20:00,228 - davarocr - INFO - Epoch [20][345/541] lr: 2.564e-05, eta: 0:48:59, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2121 +2022-03-10 22:20:01,092 - davarocr - INFO - Epoch [20][350/541] lr: 2.564e-05, eta: 0:48:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2013 +2022-03-10 22:20:01,958 - davarocr - INFO - Epoch [20][355/541] lr: 2.564e-05, eta: 0:48:57, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2582 +2022-03-10 22:20:02,822 - davarocr - INFO - Epoch [20][360/541] lr: 2.564e-05, eta: 0:48:56, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1679 +2022-03-10 22:20:03,707 - davarocr - INFO - Epoch [20][365/541] lr: 2.564e-05, eta: 0:48:55, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1501 +2022-03-10 22:20:04,595 - davarocr - INFO - Epoch [20][370/541] lr: 2.564e-05, eta: 0:48:54, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.5107 +2022-03-10 22:20:05,472 - davarocr - INFO - Epoch [20][375/541] lr: 2.564e-05, eta: 0:48:53, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1620 +2022-03-10 22:20:06,340 - davarocr - INFO - Epoch [20][380/541] lr: 2.564e-05, eta: 0:48:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2945 +2022-03-10 22:20:07,206 - davarocr - INFO - Epoch [20][385/541] lr: 2.564e-05, eta: 0:48:52, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2820 +2022-03-10 22:20:08,078 - davarocr - INFO - Epoch [20][390/541] lr: 2.564e-05, eta: 0:48:51, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5401 +2022-03-10 22:20:08,940 - davarocr - INFO - Epoch [20][395/541] lr: 2.564e-05, eta: 0:48:50, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1873 +2022-03-10 22:20:09,810 - davarocr - INFO - Epoch [20][400/541] lr: 2.564e-05, eta: 0:48:49, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2276 +2022-03-10 22:20:10,686 - davarocr - INFO - Epoch [20][405/541] lr: 2.564e-05, eta: 0:48:48, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3253 +2022-03-10 22:20:11,559 - davarocr - INFO - Epoch [20][410/541] lr: 2.564e-05, eta: 0:48:47, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2190 +2022-03-10 22:20:12,427 - davarocr - INFO - Epoch [20][415/541] lr: 2.564e-05, eta: 0:48:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.6603 +2022-03-10 22:20:13,291 - davarocr - INFO - Epoch [20][420/541] lr: 2.564e-05, eta: 0:48:45, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 2.5747 +2022-03-10 22:20:14,169 - davarocr - INFO - Epoch [20][425/541] lr: 2.564e-05, eta: 0:48:44, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.5783 +2022-03-10 22:20:15,028 - davarocr - INFO - Epoch [20][430/541] lr: 2.564e-05, eta: 0:48:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0141, loss: 0.0141, grad_norm: 1.9551 +2022-03-10 22:20:15,902 - davarocr - INFO - Epoch [20][435/541] lr: 2.564e-05, eta: 0:48:42, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9681 +2022-03-10 22:20:16,771 - davarocr - INFO - Epoch [20][440/541] lr: 2.564e-05, eta: 0:48:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.0940 +2022-03-10 22:20:17,636 - davarocr - INFO - Epoch [20][445/541] lr: 2.564e-05, eta: 0:48:40, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0069, loss: 0.0069, grad_norm: 1.4883 +2022-03-10 22:20:18,510 - davarocr - INFO - Epoch [20][450/541] lr: 2.564e-05, eta: 0:48:39, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0127, loss: 0.0127, grad_norm: 1.7555 +2022-03-10 22:20:19,386 - davarocr - INFO - Epoch [20][455/541] lr: 2.564e-05, eta: 0:48:39, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.1858 +2022-03-10 22:20:20,249 - davarocr - INFO - Epoch [20][460/541] lr: 2.564e-05, eta: 0:48:38, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0707 +2022-03-10 22:20:21,119 - davarocr - INFO - Epoch [20][465/541] lr: 2.564e-05, eta: 0:48:37, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2094 +2022-03-10 22:20:21,984 - davarocr - INFO - Epoch [20][470/541] lr: 2.564e-05, eta: 0:48:36, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0646 +2022-03-10 22:20:22,851 - davarocr - INFO - Epoch [20][475/541] lr: 2.564e-05, eta: 0:48:35, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.6919 +2022-03-10 22:20:23,730 - davarocr - INFO - Epoch [20][480/541] lr: 2.564e-05, eta: 0:48:34, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.4515 +2022-03-10 22:20:24,602 - davarocr - INFO - Epoch [20][485/541] lr: 2.564e-05, eta: 0:48:33, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.5255 +2022-03-10 22:20:25,471 - davarocr - INFO - Epoch [20][490/541] lr: 2.564e-05, eta: 0:48:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1285 +2022-03-10 22:20:26,349 - davarocr - INFO - Epoch [20][495/541] lr: 2.564e-05, eta: 0:48:31, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.8618 +2022-03-10 22:20:27,242 - davarocr - INFO - Epoch [20][500/541] lr: 2.564e-05, eta: 0:48:30, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0069, loss: 0.0069, grad_norm: 1.9206 +2022-03-10 22:20:28,143 - davarocr - INFO - Epoch [20][505/541] lr: 2.564e-05, eta: 0:48:29, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.4141 +2022-03-10 22:20:29,027 - davarocr - INFO - Epoch [20][510/541] lr: 2.564e-05, eta: 0:48:28, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1946 +2022-03-10 22:20:29,925 - davarocr - INFO - Epoch [20][515/541] lr: 2.564e-05, eta: 0:48:27, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2825 +2022-03-10 22:20:30,828 - davarocr - INFO - Epoch [20][520/541] lr: 2.564e-05, eta: 0:48:27, time: 0.181, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2074 +2022-03-10 22:20:31,712 - davarocr - INFO - Epoch [20][525/541] lr: 2.564e-05, eta: 0:48:26, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1929 +2022-03-10 22:20:32,612 - davarocr - INFO - Epoch [20][530/541] lr: 2.564e-05, eta: 0:48:25, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.5238 +2022-03-10 22:20:33,502 - davarocr - INFO - Epoch [20][535/541] lr: 2.564e-05, eta: 0:48:24, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2661 +2022-03-10 22:20:34,383 - davarocr - INFO - Epoch [20][540/541] lr: 2.564e-05, eta: 0:48:23, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.3439 +2022-03-10 22:20:48,730 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:20:48,731 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:20:48,731 - davarocr - INFO - Epoch(val) [20][541] LOC: {'precision': 0.9305555555555556, 'recall': 0.9238609112709832, 'f1-score': 0.9271961492178099}, PER: {'precision': 0.9643080776455855, 'recall': 0.9523809523809523, 'f1-score': 0.9583074051026758}, MISC: {'precision': 0.8220689655172414, 'recall': 0.8490028490028491, 'f1-score': 0.8353188507358095}, ORG: {'precision': 0.9097093382807668, 'recall': 0.8856110776640578, 'f1-score': 0.8974984746796827}, all: {'precision': 0.9201072386058982, 'recall': 0.9114730878186968, 'f1-score': 0.9157698123276704}, hmean: 0.9158 +2022-03-10 22:20:52,060 - davarocr - INFO - Epoch [21][5/541] lr: 2.500e-05, eta: 0:48:25, time: 0.665, data_time: 0.493, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.5566 +2022-03-10 22:20:52,941 - davarocr - INFO - Epoch [21][10/541] lr: 2.500e-05, eta: 0:48:24, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2540 +2022-03-10 22:20:53,804 - davarocr - INFO - Epoch [21][15/541] lr: 2.500e-05, eta: 0:48:23, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3647 +2022-03-10 22:20:54,674 - davarocr - INFO - Epoch [21][20/541] lr: 2.500e-05, eta: 0:48:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2394 +2022-03-10 22:20:55,547 - davarocr - INFO - Epoch [21][25/541] lr: 2.500e-05, eta: 0:48:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.7891 +2022-03-10 22:20:56,430 - davarocr - INFO - Epoch [21][30/541] lr: 2.500e-05, eta: 0:48:21, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2913 +2022-03-10 22:20:57,311 - davarocr - INFO - Epoch [21][35/541] lr: 2.500e-05, eta: 0:48:20, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2746 +2022-03-10 22:20:58,189 - davarocr - INFO - Epoch [21][40/541] lr: 2.500e-05, eta: 0:48:19, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2671 +2022-03-10 22:20:59,055 - davarocr - INFO - Epoch [21][45/541] lr: 2.500e-05, eta: 0:48:18, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.6842 +2022-03-10 22:20:59,929 - davarocr - INFO - Epoch [21][50/541] lr: 2.500e-05, eta: 0:48:17, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2690 +2022-03-10 22:21:00,796 - davarocr - INFO - Epoch [21][55/541] lr: 2.500e-05, eta: 0:48:16, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 2.7733 +2022-03-10 22:21:01,672 - davarocr - INFO - Epoch [21][60/541] lr: 2.500e-05, eta: 0:48:15, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9583 +2022-03-10 22:21:02,545 - davarocr - INFO - Epoch [21][65/541] lr: 2.500e-05, eta: 0:48:14, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1067 +2022-03-10 22:21:03,416 - davarocr - INFO - Epoch [21][70/541] lr: 2.500e-05, eta: 0:48:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0722 +2022-03-10 22:21:04,294 - davarocr - INFO - Epoch [21][75/541] lr: 2.500e-05, eta: 0:48:12, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.9675 +2022-03-10 22:21:05,185 - davarocr - INFO - Epoch [21][80/541] lr: 2.500e-05, eta: 0:48:11, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1959 +2022-03-10 22:21:06,063 - davarocr - INFO - Epoch [21][85/541] lr: 2.500e-05, eta: 0:48:10, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0651 +2022-03-10 22:21:06,927 - davarocr - INFO - Epoch [21][90/541] lr: 2.500e-05, eta: 0:48:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9720 +2022-03-10 22:21:07,787 - davarocr - INFO - Epoch [21][95/541] lr: 2.500e-05, eta: 0:48:09, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1832 +2022-03-10 22:21:08,670 - davarocr - INFO - Epoch [21][100/541] lr: 2.500e-05, eta: 0:48:08, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.9169 +2022-03-10 22:21:09,549 - davarocr - INFO - Epoch [21][105/541] lr: 2.500e-05, eta: 0:48:07, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 1.7041 +2022-03-10 22:21:10,423 - davarocr - INFO - Epoch [21][110/541] lr: 2.500e-05, eta: 0:48:06, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1911 +2022-03-10 22:21:11,280 - davarocr - INFO - Epoch [21][115/541] lr: 2.500e-05, eta: 0:48:05, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0106, loss: 0.0106, grad_norm: 1.6979 +2022-03-10 22:21:12,169 - davarocr - INFO - Epoch [21][120/541] lr: 2.500e-05, eta: 0:48:04, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1460 +2022-03-10 22:21:13,048 - davarocr - INFO - Epoch [21][125/541] lr: 2.500e-05, eta: 0:48:03, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.5051 +2022-03-10 22:21:13,910 - davarocr - INFO - Epoch [21][130/541] lr: 2.500e-05, eta: 0:48:02, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1287 +2022-03-10 22:21:14,777 - davarocr - INFO - Epoch [21][135/541] lr: 2.500e-05, eta: 0:48:01, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3186 +2022-03-10 22:21:15,657 - davarocr - INFO - Epoch [21][140/541] lr: 2.500e-05, eta: 0:48:00, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2288 +2022-03-10 22:21:16,539 - davarocr - INFO - Epoch [21][145/541] lr: 2.500e-05, eta: 0:47:59, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.8622 +2022-03-10 22:21:17,426 - davarocr - INFO - Epoch [21][150/541] lr: 2.500e-05, eta: 0:47:58, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.3124 +2022-03-10 22:21:18,310 - davarocr - INFO - Epoch [21][155/541] lr: 2.500e-05, eta: 0:47:58, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.2794 +2022-03-10 22:21:19,168 - davarocr - INFO - Epoch [21][160/541] lr: 2.500e-05, eta: 0:47:57, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3319 +2022-03-10 22:21:20,039 - davarocr - INFO - Epoch [21][165/541] lr: 2.500e-05, eta: 0:47:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4617 +2022-03-10 22:21:20,899 - davarocr - INFO - Epoch [21][170/541] lr: 2.500e-05, eta: 0:47:55, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2183 +2022-03-10 22:21:21,766 - davarocr - INFO - Epoch [21][175/541] lr: 2.500e-05, eta: 0:47:54, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3910 +2022-03-10 22:21:22,644 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:21:22,645 - davarocr - INFO - Epoch [21][180/541] lr: 2.500e-05, eta: 0:47:53, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3351 +2022-03-10 22:21:23,512 - davarocr - INFO - Epoch [21][185/541] lr: 2.500e-05, eta: 0:47:52, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2492 +2022-03-10 22:21:24,387 - davarocr - INFO - Epoch [21][190/541] lr: 2.500e-05, eta: 0:47:51, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.2775 +2022-03-10 22:21:25,252 - davarocr - INFO - Epoch [21][195/541] lr: 2.500e-05, eta: 0:47:50, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2165 +2022-03-10 22:21:26,131 - davarocr - INFO - Epoch [21][200/541] lr: 2.500e-05, eta: 0:47:49, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.4211 +2022-03-10 22:21:27,011 - davarocr - INFO - Epoch [21][205/541] lr: 2.500e-05, eta: 0:47:48, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3352 +2022-03-10 22:21:27,880 - davarocr - INFO - Epoch [21][210/541] lr: 2.500e-05, eta: 0:47:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.5326 +2022-03-10 22:21:28,748 - davarocr - INFO - Epoch [21][215/541] lr: 2.500e-05, eta: 0:47:46, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2587 +2022-03-10 22:21:29,612 - davarocr - INFO - Epoch [21][220/541] lr: 2.500e-05, eta: 0:47:45, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 1.8854 +2022-03-10 22:21:30,484 - davarocr - INFO - Epoch [21][225/541] lr: 2.500e-05, eta: 0:47:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3436 +2022-03-10 22:21:31,349 - davarocr - INFO - Epoch [21][230/541] lr: 2.500e-05, eta: 0:47:44, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.4360 +2022-03-10 22:21:32,207 - davarocr - INFO - Epoch [21][235/541] lr: 2.500e-05, eta: 0:47:43, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.4856 +2022-03-10 22:21:33,080 - davarocr - INFO - Epoch [21][240/541] lr: 2.500e-05, eta: 0:47:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.4370 +2022-03-10 22:21:33,946 - davarocr - INFO - Epoch [21][245/541] lr: 2.500e-05, eta: 0:47:41, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2945 +2022-03-10 22:21:34,816 - davarocr - INFO - Epoch [21][250/541] lr: 2.500e-05, eta: 0:47:40, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0126, loss: 0.0126, grad_norm: 1.6436 +2022-03-10 22:21:35,675 - davarocr - INFO - Epoch [21][255/541] lr: 2.500e-05, eta: 0:47:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4197 +2022-03-10 22:21:36,561 - davarocr - INFO - Epoch [21][260/541] lr: 2.500e-05, eta: 0:47:38, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.4713 +2022-03-10 22:21:37,430 - davarocr - INFO - Epoch [21][265/541] lr: 2.500e-05, eta: 0:47:37, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.5979 +2022-03-10 22:21:38,298 - davarocr - INFO - Epoch [21][270/541] lr: 2.500e-05, eta: 0:47:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.6953 +2022-03-10 22:21:39,166 - davarocr - INFO - Epoch [21][275/541] lr: 2.500e-05, eta: 0:47:35, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5593 +2022-03-10 22:21:40,026 - davarocr - INFO - Epoch [21][280/541] lr: 2.500e-05, eta: 0:47:34, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.3578 +2022-03-10 22:21:40,899 - davarocr - INFO - Epoch [21][285/541] lr: 2.500e-05, eta: 0:47:33, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3590 +2022-03-10 22:21:41,760 - davarocr - INFO - Epoch [21][290/541] lr: 2.500e-05, eta: 0:47:32, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3446 +2022-03-10 22:21:42,627 - davarocr - INFO - Epoch [21][295/541] lr: 2.500e-05, eta: 0:47:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3610 +2022-03-10 22:21:43,491 - davarocr - INFO - Epoch [21][300/541] lr: 2.500e-05, eta: 0:47:30, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3365 +2022-03-10 22:21:44,361 - davarocr - INFO - Epoch [21][305/541] lr: 2.500e-05, eta: 0:47:30, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0097, loss: 0.0097, grad_norm: 1.6770 +2022-03-10 22:21:45,229 - davarocr - INFO - Epoch [21][310/541] lr: 2.500e-05, eta: 0:47:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.5598 +2022-03-10 22:21:46,101 - davarocr - INFO - Epoch [21][315/541] lr: 2.500e-05, eta: 0:47:28, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.6351 +2022-03-10 22:21:46,966 - davarocr - INFO - Epoch [21][320/541] lr: 2.500e-05, eta: 0:47:27, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3656 +2022-03-10 22:21:47,837 - davarocr - INFO - Epoch [21][325/541] lr: 2.500e-05, eta: 0:47:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.5020 +2022-03-10 22:21:48,708 - davarocr - INFO - Epoch [21][330/541] lr: 2.500e-05, eta: 0:47:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.3951 +2022-03-10 22:21:49,563 - davarocr - INFO - Epoch [21][335/541] lr: 2.500e-05, eta: 0:47:24, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3662 +2022-03-10 22:21:50,431 - davarocr - INFO - Epoch [21][340/541] lr: 2.500e-05, eta: 0:47:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3554 +2022-03-10 22:21:51,298 - davarocr - INFO - Epoch [21][345/541] lr: 2.500e-05, eta: 0:47:22, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3511 +2022-03-10 22:21:52,165 - davarocr - INFO - Epoch [21][350/541] lr: 2.500e-05, eta: 0:47:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5064 +2022-03-10 22:21:53,028 - davarocr - INFO - Epoch [21][355/541] lr: 2.500e-05, eta: 0:47:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.4860 +2022-03-10 22:21:53,891 - davarocr - INFO - Epoch [21][360/541] lr: 2.500e-05, eta: 0:47:19, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.5236 +2022-03-10 22:21:54,756 - davarocr - INFO - Epoch [21][365/541] lr: 2.500e-05, eta: 0:47:18, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0113, loss: 0.0113, grad_norm: 2.0399 +2022-03-10 22:21:55,619 - davarocr - INFO - Epoch [21][370/541] lr: 2.500e-05, eta: 0:47:17, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.5836 +2022-03-10 22:21:56,489 - davarocr - INFO - Epoch [21][375/541] lr: 2.500e-05, eta: 0:47:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4029 +2022-03-10 22:21:57,348 - davarocr - INFO - Epoch [21][380/541] lr: 2.500e-05, eta: 0:47:15, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.4381 +2022-03-10 22:21:58,214 - davarocr - INFO - Epoch [21][385/541] lr: 2.500e-05, eta: 0:47:15, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3988 +2022-03-10 22:21:59,098 - davarocr - INFO - Epoch [21][390/541] lr: 2.500e-05, eta: 0:47:14, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.6775 +2022-03-10 22:21:59,965 - davarocr - INFO - Epoch [21][395/541] lr: 2.500e-05, eta: 0:47:13, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.7612 +2022-03-10 22:22:00,831 - davarocr - INFO - Epoch [21][400/541] lr: 2.500e-05, eta: 0:47:12, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4789 +2022-03-10 22:22:01,698 - davarocr - INFO - Epoch [21][405/541] lr: 2.500e-05, eta: 0:47:11, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4325 +2022-03-10 22:22:02,573 - davarocr - INFO - Epoch [21][410/541] lr: 2.500e-05, eta: 0:47:10, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0090, loss: 0.0090, grad_norm: 2.2036 +2022-03-10 22:22:03,432 - davarocr - INFO - Epoch [21][415/541] lr: 2.500e-05, eta: 0:47:09, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.5396 +2022-03-10 22:22:04,295 - davarocr - INFO - Epoch [21][420/541] lr: 2.500e-05, eta: 0:47:08, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.4340 +2022-03-10 22:22:05,164 - davarocr - INFO - Epoch [21][425/541] lr: 2.500e-05, eta: 0:47:07, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3521 +2022-03-10 22:22:06,029 - davarocr - INFO - Epoch [21][430/541] lr: 2.500e-05, eta: 0:47:06, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3941 +2022-03-10 22:22:06,895 - davarocr - INFO - Epoch [21][435/541] lr: 2.500e-05, eta: 0:47:05, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3453 +2022-03-10 22:22:07,756 - davarocr - INFO - Epoch [21][440/541] lr: 2.500e-05, eta: 0:47:04, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3184 +2022-03-10 22:22:08,616 - davarocr - INFO - Epoch [21][445/541] lr: 2.500e-05, eta: 0:47:03, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3339 +2022-03-10 22:22:09,517 - davarocr - INFO - Epoch [21][450/541] lr: 2.500e-05, eta: 0:47:02, time: 0.180, data_time: 0.005, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3617 +2022-03-10 22:22:10,397 - davarocr - INFO - Epoch [21][455/541] lr: 2.500e-05, eta: 0:47:02, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.4789 +2022-03-10 22:22:11,291 - davarocr - INFO - Epoch [21][460/541] lr: 2.500e-05, eta: 0:47:01, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3155 +2022-03-10 22:22:12,175 - davarocr - INFO - Epoch [21][465/541] lr: 2.500e-05, eta: 0:47:00, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.4611 +2022-03-10 22:22:13,065 - davarocr - INFO - Epoch [21][470/541] lr: 2.500e-05, eta: 0:46:59, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3495 +2022-03-10 22:22:13,950 - davarocr - INFO - Epoch [21][475/541] lr: 2.500e-05, eta: 0:46:58, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.3386 +2022-03-10 22:22:14,833 - davarocr - INFO - Epoch [21][480/541] lr: 2.500e-05, eta: 0:46:57, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3199 +2022-03-10 22:22:15,719 - davarocr - INFO - Epoch [21][485/541] lr: 2.500e-05, eta: 0:46:56, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3369 +2022-03-10 22:22:16,600 - davarocr - INFO - Epoch [21][490/541] lr: 2.500e-05, eta: 0:46:55, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3985 +2022-03-10 22:22:17,489 - davarocr - INFO - Epoch [21][495/541] lr: 2.500e-05, eta: 0:46:54, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3235 +2022-03-10 22:22:18,371 - davarocr - INFO - Epoch [21][500/541] lr: 2.500e-05, eta: 0:46:53, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3210 +2022-03-10 22:22:19,263 - davarocr - INFO - Epoch [21][505/541] lr: 2.500e-05, eta: 0:46:52, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3241 +2022-03-10 22:22:20,150 - davarocr - INFO - Epoch [21][510/541] lr: 2.500e-05, eta: 0:46:52, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.5315 +2022-03-10 22:22:21,046 - davarocr - INFO - Epoch [21][515/541] lr: 2.500e-05, eta: 0:46:51, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.6309 +2022-03-10 22:22:21,931 - davarocr - INFO - Epoch [21][520/541] lr: 2.500e-05, eta: 0:46:50, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.6987 +2022-03-10 22:22:22,818 - davarocr - INFO - Epoch [21][525/541] lr: 2.500e-05, eta: 0:46:49, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.5201 +2022-03-10 22:22:23,689 - davarocr - INFO - Epoch [21][530/541] lr: 2.500e-05, eta: 0:46:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3756 +2022-03-10 22:22:24,555 - davarocr - INFO - Epoch [21][535/541] lr: 2.500e-05, eta: 0:46:47, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3485 +2022-03-10 22:22:25,431 - davarocr - INFO - Epoch [21][540/541] lr: 2.500e-05, eta: 0:46:46, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3558 +2022-03-10 22:22:39,828 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:22:39,829 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:22:39,829 - davarocr - INFO - Epoch(val) [21][541] LOC: {'precision': 0.9504950495049505, 'recall': 0.920863309352518, 'f1-score': 0.9354445797807551}, PER: {'precision': 0.9633540372670808, 'recall': 0.9591836734693877, 'f1-score': 0.9612643321970871}, MISC: {'precision': 0.8552631578947368, 'recall': 0.8333333333333334, 'f1-score': 0.8441558441558442}, ORG: {'precision': 0.8943283582089552, 'recall': 0.9018663455749548, 'f1-score': 0.8980815347721821}, all: {'precision': 0.9256938227394808, 'recall': 0.9153682719546742, 'f1-score': 0.9205020920502092}, hmean: 0.9205 +2022-03-10 22:22:43,184 - davarocr - INFO - Epoch [22][5/541] lr: 2.439e-05, eta: 0:46:48, time: 0.669, data_time: 0.497, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3566 +2022-03-10 22:22:44,059 - davarocr - INFO - Epoch [22][10/541] lr: 2.439e-05, eta: 0:46:47, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 3.0450 +2022-03-10 22:22:44,939 - davarocr - INFO - Epoch [22][15/541] lr: 2.439e-05, eta: 0:46:46, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.7588 +2022-03-10 22:22:45,819 - davarocr - INFO - Epoch [22][20/541] lr: 2.439e-05, eta: 0:46:45, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 2.0379 +2022-03-10 22:22:46,687 - davarocr - INFO - Epoch [22][25/541] lr: 2.439e-05, eta: 0:46:44, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.5562 +2022-03-10 22:22:47,548 - davarocr - INFO - Epoch [22][30/541] lr: 2.439e-05, eta: 0:46:44, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5794 +2022-03-10 22:22:48,414 - davarocr - INFO - Epoch [22][35/541] lr: 2.439e-05, eta: 0:46:43, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 2.4154 +2022-03-10 22:22:49,290 - davarocr - INFO - Epoch [22][40/541] lr: 2.439e-05, eta: 0:46:42, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.9365 +2022-03-10 22:22:50,164 - davarocr - INFO - Epoch [22][45/541] lr: 2.439e-05, eta: 0:46:41, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.6971 +2022-03-10 22:22:51,039 - davarocr - INFO - Epoch [22][50/541] lr: 2.439e-05, eta: 0:46:40, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.8431 +2022-03-10 22:22:51,913 - davarocr - INFO - Epoch [22][55/541] lr: 2.439e-05, eta: 0:46:39, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 2.0963 +2022-03-10 22:22:52,780 - davarocr - INFO - Epoch [22][60/541] lr: 2.439e-05, eta: 0:46:38, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6334 +2022-03-10 22:22:53,673 - davarocr - INFO - Epoch [22][65/541] lr: 2.439e-05, eta: 0:46:37, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 2.3191 +2022-03-10 22:22:54,539 - davarocr - INFO - Epoch [22][70/541] lr: 2.439e-05, eta: 0:46:36, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.6465 +2022-03-10 22:22:55,412 - davarocr - INFO - Epoch [22][75/541] lr: 2.439e-05, eta: 0:46:35, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 2.9455 +2022-03-10 22:22:56,281 - davarocr - INFO - Epoch [22][80/541] lr: 2.439e-05, eta: 0:46:34, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.7956 +2022-03-10 22:22:57,139 - davarocr - INFO - Epoch [22][85/541] lr: 2.439e-05, eta: 0:46:33, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.2819 +2022-03-10 22:22:58,001 - davarocr - INFO - Epoch [22][90/541] lr: 2.439e-05, eta: 0:46:32, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.7756 +2022-03-10 22:22:58,871 - davarocr - INFO - Epoch [22][95/541] lr: 2.439e-05, eta: 0:46:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 3.4802 +2022-03-10 22:22:59,729 - davarocr - INFO - Epoch [22][100/541] lr: 2.439e-05, eta: 0:46:31, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.6307 +2022-03-10 22:23:00,599 - davarocr - INFO - Epoch [22][105/541] lr: 2.439e-05, eta: 0:46:30, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 0.7914 +2022-03-10 22:23:01,458 - davarocr - INFO - Epoch [22][110/541] lr: 2.439e-05, eta: 0:46:29, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.6526 +2022-03-10 22:23:02,334 - davarocr - INFO - Epoch [22][115/541] lr: 2.439e-05, eta: 0:46:28, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.0554 +2022-03-10 22:23:03,197 - davarocr - INFO - Epoch [22][120/541] lr: 2.439e-05, eta: 0:46:27, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7181 +2022-03-10 22:23:04,066 - davarocr - INFO - Epoch [22][125/541] lr: 2.439e-05, eta: 0:46:26, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0086, loss: 0.0086, grad_norm: 1.4625 +2022-03-10 22:23:04,941 - davarocr - INFO - Epoch [22][130/541] lr: 2.439e-05, eta: 0:46:25, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.7981 +2022-03-10 22:23:05,813 - davarocr - INFO - Epoch [22][135/541] lr: 2.439e-05, eta: 0:46:24, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7900 +2022-03-10 22:23:06,685 - davarocr - INFO - Epoch [22][140/541] lr: 2.439e-05, eta: 0:46:23, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8357 +2022-03-10 22:23:07,559 - davarocr - INFO - Epoch [22][145/541] lr: 2.439e-05, eta: 0:46:22, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.0493 +2022-03-10 22:23:08,424 - davarocr - INFO - Epoch [22][150/541] lr: 2.439e-05, eta: 0:46:21, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8444 +2022-03-10 22:23:09,291 - davarocr - INFO - Epoch [22][155/541] lr: 2.439e-05, eta: 0:46:20, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8522 +2022-03-10 22:23:10,163 - davarocr - INFO - Epoch [22][160/541] lr: 2.439e-05, eta: 0:46:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7997 +2022-03-10 22:23:11,031 - davarocr - INFO - Epoch [22][165/541] lr: 2.439e-05, eta: 0:46:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.5994 +2022-03-10 22:23:11,915 - davarocr - INFO - Epoch [22][170/541] lr: 2.439e-05, eta: 0:46:18, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.0771 +2022-03-10 22:23:12,781 - davarocr - INFO - Epoch [22][175/541] lr: 2.439e-05, eta: 0:46:17, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8662 +2022-03-10 22:23:13,650 - davarocr - INFO - Epoch [22][180/541] lr: 2.439e-05, eta: 0:46:16, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.0952 +2022-03-10 22:23:14,511 - davarocr - INFO - Epoch [22][185/541] lr: 2.439e-05, eta: 0:46:15, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.0579 +2022-03-10 22:23:15,374 - davarocr - INFO - Epoch [22][190/541] lr: 2.439e-05, eta: 0:46:14, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0129, loss: 0.0129, grad_norm: 3.2262 +2022-03-10 22:23:16,242 - davarocr - INFO - Epoch [22][195/541] lr: 2.439e-05, eta: 0:46:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3337 +2022-03-10 22:23:17,123 - davarocr - INFO - Epoch [22][200/541] lr: 2.439e-05, eta: 0:46:12, time: 0.176, data_time: 0.004, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.0940 +2022-03-10 22:23:17,984 - davarocr - INFO - Epoch [22][205/541] lr: 2.439e-05, eta: 0:46:11, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 0.9410 +2022-03-10 22:23:18,854 - davarocr - INFO - Epoch [22][210/541] lr: 2.439e-05, eta: 0:46:10, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.7892 +2022-03-10 22:23:19,726 - davarocr - INFO - Epoch [22][215/541] lr: 2.439e-05, eta: 0:46:09, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7483 +2022-03-10 22:23:20,594 - davarocr - INFO - Epoch [22][220/541] lr: 2.439e-05, eta: 0:46:08, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1209 +2022-03-10 22:23:21,454 - davarocr - INFO - Epoch [22][225/541] lr: 2.439e-05, eta: 0:46:07, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.7518 +2022-03-10 22:23:22,320 - davarocr - INFO - Epoch [22][230/541] lr: 2.439e-05, eta: 0:46:06, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.2603 +2022-03-10 22:23:23,189 - davarocr - INFO - Epoch [22][235/541] lr: 2.439e-05, eta: 0:46:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.6114 +2022-03-10 22:23:24,049 - davarocr - INFO - Epoch [22][240/541] lr: 2.439e-05, eta: 0:46:04, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.3512 +2022-03-10 22:23:24,911 - davarocr - INFO - Epoch [22][245/541] lr: 2.439e-05, eta: 0:46:04, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.9921 +2022-03-10 22:23:25,778 - davarocr - INFO - Epoch [22][250/541] lr: 2.439e-05, eta: 0:46:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0094, loss: 0.0094, grad_norm: 1.6541 +2022-03-10 22:23:26,650 - davarocr - INFO - Epoch [22][255/541] lr: 2.439e-05, eta: 0:46:02, time: 0.174, data_time: 0.004, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.5669 +2022-03-10 22:23:27,507 - davarocr - INFO - Epoch [22][260/541] lr: 2.439e-05, eta: 0:46:01, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0197 +2022-03-10 22:23:28,379 - davarocr - INFO - Epoch [22][265/541] lr: 2.439e-05, eta: 0:46:00, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0088 +2022-03-10 22:23:29,238 - davarocr - INFO - Epoch [22][270/541] lr: 2.439e-05, eta: 0:45:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0730 +2022-03-10 22:23:30,104 - davarocr - INFO - Epoch [22][275/541] lr: 2.439e-05, eta: 0:45:58, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.4762 +2022-03-10 22:23:30,972 - davarocr - INFO - Epoch [22][280/541] lr: 2.439e-05, eta: 0:45:57, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0101, loss: 0.0101, grad_norm: 1.4819 +2022-03-10 22:23:31,838 - davarocr - INFO - Epoch [22][285/541] lr: 2.439e-05, eta: 0:45:56, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.8124 +2022-03-10 22:23:32,703 - davarocr - INFO - Epoch [22][290/541] lr: 2.439e-05, eta: 0:45:55, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.1600 +2022-03-10 22:23:33,570 - davarocr - INFO - Epoch [22][295/541] lr: 2.439e-05, eta: 0:45:54, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.2274 +2022-03-10 22:23:34,428 - davarocr - INFO - Epoch [22][300/541] lr: 2.439e-05, eta: 0:45:53, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.1955 +2022-03-10 22:23:35,309 - davarocr - INFO - Epoch [22][305/541] lr: 2.439e-05, eta: 0:45:52, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1535 +2022-03-10 22:23:36,182 - davarocr - INFO - Epoch [22][310/541] lr: 2.439e-05, eta: 0:45:51, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0809 +2022-03-10 22:23:37,041 - davarocr - INFO - Epoch [22][315/541] lr: 2.439e-05, eta: 0:45:50, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4177 +2022-03-10 22:23:37,909 - davarocr - INFO - Epoch [22][320/541] lr: 2.439e-05, eta: 0:45:50, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1183 +2022-03-10 22:23:38,779 - davarocr - INFO - Epoch [22][325/541] lr: 2.439e-05, eta: 0:45:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.7198 +2022-03-10 22:23:39,650 - davarocr - INFO - Epoch [22][330/541] lr: 2.439e-05, eta: 0:45:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1512 +2022-03-10 22:23:40,520 - davarocr - INFO - Epoch [22][335/541] lr: 2.439e-05, eta: 0:45:47, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.6083 +2022-03-10 22:23:41,378 - davarocr - INFO - Epoch [22][340/541] lr: 2.439e-05, eta: 0:45:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2526 +2022-03-10 22:23:42,247 - davarocr - INFO - Epoch [22][345/541] lr: 2.439e-05, eta: 0:45:45, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0092, loss: 0.0092, grad_norm: 2.8007 +2022-03-10 22:23:43,116 - davarocr - INFO - Epoch [22][350/541] lr: 2.439e-05, eta: 0:45:44, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.9862 +2022-03-10 22:23:43,986 - davarocr - INFO - Epoch [22][355/541] lr: 2.439e-05, eta: 0:45:43, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.5021 +2022-03-10 22:23:44,865 - davarocr - INFO - Epoch [22][360/541] lr: 2.439e-05, eta: 0:45:42, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9384 +2022-03-10 22:23:45,740 - davarocr - INFO - Epoch [22][365/541] lr: 2.439e-05, eta: 0:45:41, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0147, loss: 0.0147, grad_norm: 1.7510 +2022-03-10 22:23:46,618 - davarocr - INFO - Epoch [22][370/541] lr: 2.439e-05, eta: 0:45:40, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0089, loss: 0.0089, grad_norm: 1.8325 +2022-03-10 22:23:47,484 - davarocr - INFO - Epoch [22][375/541] lr: 2.439e-05, eta: 0:45:39, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.2115 +2022-03-10 22:23:48,347 - davarocr - INFO - Epoch [22][380/541] lr: 2.439e-05, eta: 0:45:38, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1352 +2022-03-10 22:23:49,211 - davarocr - INFO - Epoch [22][385/541] lr: 2.439e-05, eta: 0:45:37, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.5091 +2022-03-10 22:23:50,078 - davarocr - INFO - Epoch [22][390/541] lr: 2.439e-05, eta: 0:45:37, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 1.5882 +2022-03-10 22:23:50,951 - davarocr - INFO - Epoch [22][395/541] lr: 2.439e-05, eta: 0:45:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.2938 +2022-03-10 22:23:51,823 - davarocr - INFO - Epoch [22][400/541] lr: 2.439e-05, eta: 0:45:35, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0923 +2022-03-10 22:23:52,682 - davarocr - INFO - Epoch [22][405/541] lr: 2.439e-05, eta: 0:45:34, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0073, loss: 0.0073, grad_norm: 1.4017 +2022-03-10 22:23:53,543 - davarocr - INFO - Epoch [22][410/541] lr: 2.439e-05, eta: 0:45:33, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.5070 +2022-03-10 22:23:54,421 - davarocr - INFO - Epoch [22][415/541] lr: 2.439e-05, eta: 0:45:32, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.2233 +2022-03-10 22:23:55,292 - davarocr - INFO - Epoch [22][420/541] lr: 2.439e-05, eta: 0:45:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.4629 +2022-03-10 22:23:56,162 - davarocr - INFO - Epoch [22][425/541] lr: 2.439e-05, eta: 0:45:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.3208 +2022-03-10 22:23:57,034 - davarocr - INFO - Epoch [22][430/541] lr: 2.439e-05, eta: 0:45:29, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1393 +2022-03-10 22:23:57,908 - davarocr - INFO - Epoch [22][435/541] lr: 2.439e-05, eta: 0:45:28, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.2905 +2022-03-10 22:23:58,768 - davarocr - INFO - Epoch [22][440/541] lr: 2.439e-05, eta: 0:45:27, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.1978 +2022-03-10 22:23:59,647 - davarocr - INFO - Epoch [22][445/541] lr: 2.439e-05, eta: 0:45:26, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1418 +2022-03-10 22:24:00,505 - davarocr - INFO - Epoch [22][450/541] lr: 2.439e-05, eta: 0:45:25, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.1541 +2022-03-10 22:24:01,368 - davarocr - INFO - Epoch [22][455/541] lr: 2.439e-05, eta: 0:45:24, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1990 +2022-03-10 22:24:02,226 - davarocr - INFO - Epoch [22][460/541] lr: 2.439e-05, eta: 0:45:24, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.1614 +2022-03-10 22:24:03,086 - davarocr - INFO - Epoch [22][465/541] lr: 2.439e-05, eta: 0:45:23, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1467 +2022-03-10 22:24:03,957 - davarocr - INFO - Epoch [22][470/541] lr: 2.439e-05, eta: 0:45:22, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.2945 +2022-03-10 22:24:04,830 - davarocr - INFO - Epoch [22][475/541] lr: 2.439e-05, eta: 0:45:21, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1502 +2022-03-10 22:24:05,692 - davarocr - INFO - Epoch [22][480/541] lr: 2.439e-05, eta: 0:45:20, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.4756 +2022-03-10 22:24:06,571 - davarocr - INFO - Epoch [22][485/541] lr: 2.439e-05, eta: 0:45:19, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1636 +2022-03-10 22:24:07,441 - davarocr - INFO - Epoch [22][490/541] lr: 2.439e-05, eta: 0:45:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.2572 +2022-03-10 22:24:08,304 - davarocr - INFO - Epoch [22][495/541] lr: 2.439e-05, eta: 0:45:17, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1936 +2022-03-10 22:24:09,160 - davarocr - INFO - Epoch [22][500/541] lr: 2.439e-05, eta: 0:45:16, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1763 +2022-03-10 22:24:10,023 - davarocr - INFO - Epoch [22][505/541] lr: 2.439e-05, eta: 0:45:15, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.3367 +2022-03-10 22:24:10,897 - davarocr - INFO - Epoch [22][510/541] lr: 2.439e-05, eta: 0:45:14, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 2.0856 +2022-03-10 22:24:11,767 - davarocr - INFO - Epoch [22][515/541] lr: 2.439e-05, eta: 0:45:13, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0876 +2022-03-10 22:24:12,632 - davarocr - INFO - Epoch [22][520/541] lr: 2.439e-05, eta: 0:45:12, time: 0.173, data_time: 0.004, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.2494 +2022-03-10 22:24:13,508 - davarocr - INFO - Epoch [22][525/541] lr: 2.439e-05, eta: 0:45:11, time: 0.175, data_time: 0.004, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.1930 +2022-03-10 22:24:14,375 - davarocr - INFO - Epoch [22][530/541] lr: 2.439e-05, eta: 0:45:11, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0919 +2022-03-10 22:24:15,236 - davarocr - INFO - Epoch [22][535/541] lr: 2.439e-05, eta: 0:45:10, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0972 +2022-03-10 22:24:16,093 - davarocr - INFO - Epoch [22][540/541] lr: 2.439e-05, eta: 0:45:09, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.4031 +2022-03-10 22:24:30,360 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:24:30,361 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:24:30,361 - davarocr - INFO - Epoch(val) [22][541] LOC: {'precision': 0.9459791282995703, 'recall': 0.9238609112709832, 'f1-score': 0.934789202305126}, PER: {'precision': 0.9616336633663366, 'recall': 0.961038961038961, 'f1-score': 0.9613362202288895}, MISC: {'precision': 0.8288920056100981, 'recall': 0.8418803418803419, 'f1-score': 0.8353356890459365}, ORG: {'precision': 0.9018072289156627, 'recall': 0.901264298615292, 'f1-score': 0.901535682023487}, all: {'precision': 0.9225703097187611, 'recall': 0.9176699716713881, 'f1-score': 0.9201136161903072}, hmean: 0.9201 +2022-03-10 22:24:33,701 - davarocr - INFO - Epoch [23][5/541] lr: 2.381e-05, eta: 0:45:10, time: 0.666, data_time: 0.483, memory: 5185, loss_cls: 0.0197, loss: 0.0197, grad_norm: 1.4282 +2022-03-10 22:24:34,593 - davarocr - INFO - Epoch [23][10/541] lr: 2.381e-05, eta: 0:45:10, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.9355 +2022-03-10 22:24:35,471 - davarocr - INFO - Epoch [23][15/541] lr: 2.381e-05, eta: 0:45:09, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.2620 +2022-03-10 22:24:36,354 - davarocr - INFO - Epoch [23][20/541] lr: 2.381e-05, eta: 0:45:08, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1795 +2022-03-10 22:24:37,223 - davarocr - INFO - Epoch [23][25/541] lr: 2.381e-05, eta: 0:45:07, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1751 +2022-03-10 22:24:38,107 - davarocr - INFO - Epoch [23][30/541] lr: 2.381e-05, eta: 0:45:06, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1883 +2022-03-10 22:24:38,976 - davarocr - INFO - Epoch [23][35/541] lr: 2.381e-05, eta: 0:45:05, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1635 +2022-03-10 22:24:39,846 - davarocr - INFO - Epoch [23][40/541] lr: 2.381e-05, eta: 0:45:04, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2769 +2022-03-10 22:24:40,721 - davarocr - INFO - Epoch [23][45/541] lr: 2.381e-05, eta: 0:45:03, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2178 +2022-03-10 22:24:41,594 - davarocr - INFO - Epoch [23][50/541] lr: 2.381e-05, eta: 0:45:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1441 +2022-03-10 22:24:42,461 - davarocr - INFO - Epoch [23][55/541] lr: 2.381e-05, eta: 0:45:01, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1363 +2022-03-10 22:24:43,334 - davarocr - INFO - Epoch [23][60/541] lr: 2.381e-05, eta: 0:45:00, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4748 +2022-03-10 22:24:44,218 - davarocr - INFO - Epoch [23][65/541] lr: 2.381e-05, eta: 0:44:59, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1682 +2022-03-10 22:24:45,087 - davarocr - INFO - Epoch [23][70/541] lr: 2.381e-05, eta: 0:44:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.1784 +2022-03-10 22:24:45,961 - davarocr - INFO - Epoch [23][75/541] lr: 2.381e-05, eta: 0:44:58, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1593 +2022-03-10 22:24:46,836 - davarocr - INFO - Epoch [23][80/541] lr: 2.381e-05, eta: 0:44:57, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.7334 +2022-03-10 22:24:47,703 - davarocr - INFO - Epoch [23][85/541] lr: 2.381e-05, eta: 0:44:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4024 +2022-03-10 22:24:48,561 - davarocr - INFO - Epoch [23][90/541] lr: 2.381e-05, eta: 0:44:55, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3196 +2022-03-10 22:24:49,433 - davarocr - INFO - Epoch [23][95/541] lr: 2.381e-05, eta: 0:44:54, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2590 +2022-03-10 22:24:50,301 - davarocr - INFO - Epoch [23][100/541] lr: 2.381e-05, eta: 0:44:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2514 +2022-03-10 22:24:51,164 - davarocr - INFO - Epoch [23][105/541] lr: 2.381e-05, eta: 0:44:52, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2463 +2022-03-10 22:24:52,035 - davarocr - INFO - Epoch [23][110/541] lr: 2.381e-05, eta: 0:44:51, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2786 +2022-03-10 22:24:52,913 - davarocr - INFO - Epoch [23][115/541] lr: 2.381e-05, eta: 0:44:50, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2502 +2022-03-10 22:24:53,785 - davarocr - INFO - Epoch [23][120/541] lr: 2.381e-05, eta: 0:44:49, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2495 +2022-03-10 22:24:54,654 - davarocr - INFO - Epoch [23][125/541] lr: 2.381e-05, eta: 0:44:48, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2427 +2022-03-10 22:24:55,520 - davarocr - INFO - Epoch [23][130/541] lr: 2.381e-05, eta: 0:44:47, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3117 +2022-03-10 22:24:56,384 - davarocr - INFO - Epoch [23][135/541] lr: 2.381e-05, eta: 0:44:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2476 +2022-03-10 22:24:57,256 - davarocr - INFO - Epoch [23][140/541] lr: 2.381e-05, eta: 0:44:46, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.3246 +2022-03-10 22:24:58,117 - davarocr - INFO - Epoch [23][145/541] lr: 2.381e-05, eta: 0:44:45, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.4610 +2022-03-10 22:24:58,979 - davarocr - INFO - Epoch [23][150/541] lr: 2.381e-05, eta: 0:44:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.3942 +2022-03-10 22:24:59,836 - davarocr - INFO - Epoch [23][155/541] lr: 2.381e-05, eta: 0:44:43, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2752 +2022-03-10 22:25:00,707 - davarocr - INFO - Epoch [23][160/541] lr: 2.381e-05, eta: 0:44:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.6315 +2022-03-10 22:25:01,575 - davarocr - INFO - Epoch [23][165/541] lr: 2.381e-05, eta: 0:44:41, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3190 +2022-03-10 22:25:02,444 - davarocr - INFO - Epoch [23][170/541] lr: 2.381e-05, eta: 0:44:40, time: 0.174, data_time: 0.004, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2932 +2022-03-10 22:25:03,316 - davarocr - INFO - Epoch [23][175/541] lr: 2.381e-05, eta: 0:44:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3360 +2022-03-10 22:25:04,185 - davarocr - INFO - Epoch [23][180/541] lr: 2.381e-05, eta: 0:44:38, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.6396 +2022-03-10 22:25:05,055 - davarocr - INFO - Epoch [23][185/541] lr: 2.381e-05, eta: 0:44:37, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.3985 +2022-03-10 22:25:05,925 - davarocr - INFO - Epoch [23][190/541] lr: 2.381e-05, eta: 0:44:36, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3446 +2022-03-10 22:25:06,794 - davarocr - INFO - Epoch [23][195/541] lr: 2.381e-05, eta: 0:44:35, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.7391 +2022-03-10 22:25:07,655 - davarocr - INFO - Epoch [23][200/541] lr: 2.381e-05, eta: 0:44:34, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0096, loss: 0.0096, grad_norm: 2.3616 +2022-03-10 22:25:08,519 - davarocr - INFO - Epoch [23][205/541] lr: 2.381e-05, eta: 0:44:33, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 2.2193 +2022-03-10 22:25:09,408 - davarocr - INFO - Epoch [23][210/541] lr: 2.381e-05, eta: 0:44:33, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.5189 +2022-03-10 22:25:10,300 - davarocr - INFO - Epoch [23][215/541] lr: 2.381e-05, eta: 0:44:32, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1030 +2022-03-10 22:25:11,189 - davarocr - INFO - Epoch [23][220/541] lr: 2.381e-05, eta: 0:44:31, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.0702 +2022-03-10 22:25:12,087 - davarocr - INFO - Epoch [23][225/541] lr: 2.381e-05, eta: 0:44:30, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1494 +2022-03-10 22:25:12,978 - davarocr - INFO - Epoch [23][230/541] lr: 2.381e-05, eta: 0:44:29, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.0959 +2022-03-10 22:25:13,865 - davarocr - INFO - Epoch [23][235/541] lr: 2.381e-05, eta: 0:44:28, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0361 +2022-03-10 22:25:14,755 - davarocr - INFO - Epoch [23][240/541] lr: 2.381e-05, eta: 0:44:27, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 2.2183 +2022-03-10 22:25:15,652 - davarocr - INFO - Epoch [23][245/541] lr: 2.381e-05, eta: 0:44:26, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.9069 +2022-03-10 22:25:16,549 - davarocr - INFO - Epoch [23][250/541] lr: 2.381e-05, eta: 0:44:25, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8304 +2022-03-10 22:25:17,442 - davarocr - INFO - Epoch [23][255/541] lr: 2.381e-05, eta: 0:44:24, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8608 +2022-03-10 22:25:18,335 - davarocr - INFO - Epoch [23][260/541] lr: 2.381e-05, eta: 0:44:24, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.8711 +2022-03-10 22:25:19,218 - davarocr - INFO - Epoch [23][265/541] lr: 2.381e-05, eta: 0:44:23, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 0.9345 +2022-03-10 22:25:20,099 - davarocr - INFO - Epoch [23][270/541] lr: 2.381e-05, eta: 0:44:22, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8312 +2022-03-10 22:25:20,987 - davarocr - INFO - Epoch [23][275/541] lr: 2.381e-05, eta: 0:44:21, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 0.8952 +2022-03-10 22:25:21,868 - davarocr - INFO - Epoch [23][280/541] lr: 2.381e-05, eta: 0:44:20, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8326 +2022-03-10 22:25:22,755 - davarocr - INFO - Epoch [23][285/541] lr: 2.381e-05, eta: 0:44:19, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8685 +2022-03-10 22:25:23,654 - davarocr - INFO - Epoch [23][290/541] lr: 2.381e-05, eta: 0:44:18, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.8731 +2022-03-10 22:25:24,549 - davarocr - INFO - Epoch [23][295/541] lr: 2.381e-05, eta: 0:44:17, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9370 +2022-03-10 22:25:25,434 - davarocr - INFO - Epoch [23][300/541] lr: 2.381e-05, eta: 0:44:16, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 0.9087 +2022-03-10 22:25:26,325 - davarocr - INFO - Epoch [23][305/541] lr: 2.381e-05, eta: 0:44:15, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8611 +2022-03-10 22:25:27,211 - davarocr - INFO - Epoch [23][310/541] lr: 2.381e-05, eta: 0:44:15, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3242 +2022-03-10 22:25:28,100 - davarocr - INFO - Epoch [23][315/541] lr: 2.381e-05, eta: 0:44:14, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.9291 +2022-03-10 22:25:28,990 - davarocr - INFO - Epoch [23][320/541] lr: 2.381e-05, eta: 0:44:13, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.0247 +2022-03-10 22:25:29,873 - davarocr - INFO - Epoch [23][325/541] lr: 2.381e-05, eta: 0:44:12, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9125 +2022-03-10 22:25:30,757 - davarocr - INFO - Epoch [23][330/541] lr: 2.381e-05, eta: 0:44:11, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9314 +2022-03-10 22:25:31,644 - davarocr - INFO - Epoch [23][335/541] lr: 2.381e-05, eta: 0:44:10, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 0.9787 +2022-03-10 22:25:32,528 - davarocr - INFO - Epoch [23][340/541] lr: 2.381e-05, eta: 0:44:09, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9253 +2022-03-10 22:25:33,417 - davarocr - INFO - Epoch [23][345/541] lr: 2.381e-05, eta: 0:44:08, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9128 +2022-03-10 22:25:34,294 - davarocr - INFO - Epoch [23][350/541] lr: 2.381e-05, eta: 0:44:07, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9128 +2022-03-10 22:25:35,165 - davarocr - INFO - Epoch [23][355/541] lr: 2.381e-05, eta: 0:44:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0056 +2022-03-10 22:25:36,034 - davarocr - INFO - Epoch [23][360/541] lr: 2.381e-05, eta: 0:44:05, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.9548 +2022-03-10 22:25:36,911 - davarocr - INFO - Epoch [23][365/541] lr: 2.381e-05, eta: 0:44:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0152 +2022-03-10 22:25:37,769 - davarocr - INFO - Epoch [23][370/541] lr: 2.381e-05, eta: 0:44:04, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.3015 +2022-03-10 22:25:38,651 - davarocr - INFO - Epoch [23][375/541] lr: 2.381e-05, eta: 0:44:03, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.0520 +2022-03-10 22:25:39,524 - davarocr - INFO - Epoch [23][380/541] lr: 2.381e-05, eta: 0:44:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.1188 +2022-03-10 22:25:40,395 - davarocr - INFO - Epoch [23][385/541] lr: 2.381e-05, eta: 0:44:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.0337 +2022-03-10 22:25:41,270 - davarocr - INFO - Epoch [23][390/541] lr: 2.381e-05, eta: 0:44:00, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.2795 +2022-03-10 22:25:42,136 - davarocr - INFO - Epoch [23][395/541] lr: 2.381e-05, eta: 0:43:59, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.0037 +2022-03-10 22:25:43,009 - davarocr - INFO - Epoch [23][400/541] lr: 2.381e-05, eta: 0:43:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1580 +2022-03-10 22:25:43,876 - davarocr - INFO - Epoch [23][405/541] lr: 2.381e-05, eta: 0:43:57, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9994 +2022-03-10 22:25:44,747 - davarocr - INFO - Epoch [23][410/541] lr: 2.381e-05, eta: 0:43:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0054 +2022-03-10 22:25:45,620 - davarocr - INFO - Epoch [23][415/541] lr: 2.381e-05, eta: 0:43:55, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0031 +2022-03-10 22:25:46,492 - davarocr - INFO - Epoch [23][420/541] lr: 2.381e-05, eta: 0:43:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9986 +2022-03-10 22:25:47,363 - davarocr - INFO - Epoch [23][425/541] lr: 2.381e-05, eta: 0:43:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0083 +2022-03-10 22:25:48,229 - davarocr - INFO - Epoch [23][430/541] lr: 2.381e-05, eta: 0:43:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0051 +2022-03-10 22:25:49,090 - davarocr - INFO - Epoch [23][435/541] lr: 2.381e-05, eta: 0:43:52, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9964 +2022-03-10 22:25:49,948 - davarocr - INFO - Epoch [23][440/541] lr: 2.381e-05, eta: 0:43:51, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0144 +2022-03-10 22:25:50,818 - davarocr - INFO - Epoch [23][445/541] lr: 2.381e-05, eta: 0:43:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0092 +2022-03-10 22:25:51,689 - davarocr - INFO - Epoch [23][450/541] lr: 2.381e-05, eta: 0:43:49, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.4515 +2022-03-10 22:25:52,549 - davarocr - INFO - Epoch [23][455/541] lr: 2.381e-05, eta: 0:43:48, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.4057 +2022-03-10 22:25:53,408 - davarocr - INFO - Epoch [23][460/541] lr: 2.381e-05, eta: 0:43:47, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0686 +2022-03-10 22:25:54,270 - davarocr - INFO - Epoch [23][465/541] lr: 2.381e-05, eta: 0:43:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0801 +2022-03-10 22:25:55,139 - davarocr - INFO - Epoch [23][470/541] lr: 2.381e-05, eta: 0:43:45, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0746 +2022-03-10 22:25:56,002 - davarocr - INFO - Epoch [23][475/541] lr: 2.381e-05, eta: 0:43:44, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.4344 +2022-03-10 22:25:56,868 - davarocr - INFO - Epoch [23][480/541] lr: 2.381e-05, eta: 0:43:43, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.5365 +2022-03-10 22:25:57,729 - davarocr - INFO - Epoch [23][485/541] lr: 2.381e-05, eta: 0:43:42, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0857 +2022-03-10 22:25:58,598 - davarocr - INFO - Epoch [23][490/541] lr: 2.381e-05, eta: 0:43:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.1238 +2022-03-10 22:25:59,468 - davarocr - INFO - Epoch [23][495/541] lr: 2.381e-05, eta: 0:43:40, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0100, loss: 0.0100, grad_norm: 1.2556 +2022-03-10 22:26:00,345 - davarocr - INFO - Epoch [23][500/541] lr: 2.381e-05, eta: 0:43:39, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.4651 +2022-03-10 22:26:01,209 - davarocr - INFO - Epoch [23][505/541] lr: 2.381e-05, eta: 0:43:39, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1155 +2022-03-10 22:26:02,087 - davarocr - INFO - Epoch [23][510/541] lr: 2.381e-05, eta: 0:43:38, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.1432 +2022-03-10 22:26:02,952 - davarocr - INFO - Epoch [23][515/541] lr: 2.381e-05, eta: 0:43:37, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 2.2136 +2022-03-10 22:26:03,837 - davarocr - INFO - Epoch [23][520/541] lr: 2.381e-05, eta: 0:43:36, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0068 +2022-03-10 22:26:04,724 - davarocr - INFO - Epoch [23][525/541] lr: 2.381e-05, eta: 0:43:35, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.9021 +2022-03-10 22:26:05,598 - davarocr - INFO - Epoch [23][530/541] lr: 2.381e-05, eta: 0:43:34, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0122, loss: 0.0122, grad_norm: 1.9457 +2022-03-10 22:26:06,472 - davarocr - INFO - Epoch [23][535/541] lr: 2.381e-05, eta: 0:43:33, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0399 +2022-03-10 22:26:07,327 - davarocr - INFO - Epoch [23][540/541] lr: 2.381e-05, eta: 0:43:32, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 1.3296 +2022-03-10 22:26:21,727 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:26:21,728 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:26:21,728 - davarocr - INFO - Epoch(val) [23][541] LOC: {'precision': 0.9162272993555947, 'recall': 0.9376498800959233, 'f1-score': 0.926814814814815}, PER: {'precision': 0.9483282674772037, 'recall': 0.9647495361781077, 'f1-score': 0.9564684242795831}, MISC: {'precision': 0.8623298033282905, 'recall': 0.811965811965812, 'f1-score': 0.8363903154805575}, ORG: {'precision': 0.9218950064020487, 'recall': 0.8669476219145094, 'f1-score': 0.8935774123487434}, all: {'precision': 0.9208968609865471, 'recall': 0.9089943342776204, 'f1-score': 0.9149068876414507}, hmean: 0.9149 +2022-03-10 22:26:25,084 - davarocr - INFO - Epoch [24][5/541] lr: 2.326e-05, eta: 0:43:34, time: 0.670, data_time: 0.489, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0344 +2022-03-10 22:26:25,946 - davarocr - INFO - Epoch [24][10/541] lr: 2.326e-05, eta: 0:43:33, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.0523 +2022-03-10 22:26:26,805 - davarocr - INFO - Epoch [24][15/541] lr: 2.326e-05, eta: 0:43:32, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0348 +2022-03-10 22:26:27,675 - davarocr - INFO - Epoch [24][20/541] lr: 2.326e-05, eta: 0:43:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0113, loss: 0.0113, grad_norm: 1.1434 +2022-03-10 22:26:28,548 - davarocr - INFO - Epoch [24][25/541] lr: 2.326e-05, eta: 0:43:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0169, loss: 0.0169, grad_norm: 1.8209 +2022-03-10 22:26:29,430 - davarocr - INFO - Epoch [24][30/541] lr: 2.326e-05, eta: 0:43:29, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0150, loss: 0.0150, grad_norm: 2.1816 +2022-03-10 22:26:30,306 - davarocr - INFO - Epoch [24][35/541] lr: 2.326e-05, eta: 0:43:28, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.6374 +2022-03-10 22:26:31,171 - davarocr - INFO - Epoch [24][40/541] lr: 2.326e-05, eta: 0:43:27, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1548 +2022-03-10 22:26:32,037 - davarocr - INFO - Epoch [24][45/541] lr: 2.326e-05, eta: 0:43:26, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1501 +2022-03-10 22:26:32,909 - davarocr - INFO - Epoch [24][50/541] lr: 2.326e-05, eta: 0:43:25, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.1709 +2022-03-10 22:26:33,782 - davarocr - INFO - Epoch [24][55/541] lr: 2.326e-05, eta: 0:43:24, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1470 +2022-03-10 22:26:34,655 - davarocr - INFO - Epoch [24][60/541] lr: 2.326e-05, eta: 0:43:24, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.4045 +2022-03-10 22:26:35,518 - davarocr - INFO - Epoch [24][65/541] lr: 2.326e-05, eta: 0:43:23, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1503 +2022-03-10 22:26:36,388 - davarocr - INFO - Epoch [24][70/541] lr: 2.326e-05, eta: 0:43:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1385 +2022-03-10 22:26:37,255 - davarocr - INFO - Epoch [24][75/541] lr: 2.326e-05, eta: 0:43:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1482 +2022-03-10 22:26:38,124 - davarocr - INFO - Epoch [24][80/541] lr: 2.326e-05, eta: 0:43:20, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1558 +2022-03-10 22:26:38,986 - davarocr - INFO - Epoch [24][85/541] lr: 2.326e-05, eta: 0:43:19, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2369 +2022-03-10 22:26:39,857 - davarocr - INFO - Epoch [24][90/541] lr: 2.326e-05, eta: 0:43:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.7090 +2022-03-10 22:26:40,720 - davarocr - INFO - Epoch [24][95/541] lr: 2.326e-05, eta: 0:43:17, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1713 +2022-03-10 22:26:41,586 - davarocr - INFO - Epoch [24][100/541] lr: 2.326e-05, eta: 0:43:16, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.2444 +2022-03-10 22:26:42,448 - davarocr - INFO - Epoch [24][105/541] lr: 2.326e-05, eta: 0:43:15, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1670 +2022-03-10 22:26:43,309 - davarocr - INFO - Epoch [24][110/541] lr: 2.326e-05, eta: 0:43:14, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 2.1411 +2022-03-10 22:26:44,168 - davarocr - INFO - Epoch [24][115/541] lr: 2.326e-05, eta: 0:43:13, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0785 +2022-03-10 22:26:45,031 - davarocr - INFO - Epoch [24][120/541] lr: 2.326e-05, eta: 0:43:12, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0828 +2022-03-10 22:26:45,899 - davarocr - INFO - Epoch [24][125/541] lr: 2.326e-05, eta: 0:43:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.6102 +2022-03-10 22:26:46,793 - davarocr - INFO - Epoch [24][130/541] lr: 2.326e-05, eta: 0:43:11, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.2857 +2022-03-10 22:26:47,670 - davarocr - INFO - Epoch [24][135/541] lr: 2.326e-05, eta: 0:43:10, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0963 +2022-03-10 22:26:48,532 - davarocr - INFO - Epoch [24][140/541] lr: 2.326e-05, eta: 0:43:09, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1211 +2022-03-10 22:26:49,402 - davarocr - INFO - Epoch [24][145/541] lr: 2.326e-05, eta: 0:43:08, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0107, loss: 0.0107, grad_norm: 1.2070 +2022-03-10 22:26:50,266 - davarocr - INFO - Epoch [24][150/541] lr: 2.326e-05, eta: 0:43:07, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.2112 +2022-03-10 22:26:51,136 - davarocr - INFO - Epoch [24][155/541] lr: 2.326e-05, eta: 0:43:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1199 +2022-03-10 22:26:52,003 - davarocr - INFO - Epoch [24][160/541] lr: 2.326e-05, eta: 0:43:05, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0962 +2022-03-10 22:26:52,875 - davarocr - INFO - Epoch [24][165/541] lr: 2.326e-05, eta: 0:43:04, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3357 +2022-03-10 22:26:53,740 - davarocr - INFO - Epoch [24][170/541] lr: 2.326e-05, eta: 0:43:03, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1895 +2022-03-10 22:26:54,604 - davarocr - INFO - Epoch [24][175/541] lr: 2.326e-05, eta: 0:43:02, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0961 +2022-03-10 22:26:55,466 - davarocr - INFO - Epoch [24][180/541] lr: 2.326e-05, eta: 0:43:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0998 +2022-03-10 22:26:56,344 - davarocr - INFO - Epoch [24][185/541] lr: 2.326e-05, eta: 0:43:00, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.1260 +2022-03-10 22:26:57,205 - davarocr - INFO - Epoch [24][190/541] lr: 2.326e-05, eta: 0:42:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0898 +2022-03-10 22:26:58,093 - davarocr - INFO - Epoch [24][195/541] lr: 2.326e-05, eta: 0:42:59, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0898 +2022-03-10 22:26:58,980 - davarocr - INFO - Epoch [24][200/541] lr: 2.326e-05, eta: 0:42:58, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.2934 +2022-03-10 22:26:59,863 - davarocr - INFO - Epoch [24][205/541] lr: 2.326e-05, eta: 0:42:57, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1028 +2022-03-10 22:27:00,749 - davarocr - INFO - Epoch [24][210/541] lr: 2.326e-05, eta: 0:42:56, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1318 +2022-03-10 22:27:01,632 - davarocr - INFO - Epoch [24][215/541] lr: 2.326e-05, eta: 0:42:55, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1199 +2022-03-10 22:27:02,516 - davarocr - INFO - Epoch [24][220/541] lr: 2.326e-05, eta: 0:42:54, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1030 +2022-03-10 22:27:03,396 - davarocr - INFO - Epoch [24][225/541] lr: 2.326e-05, eta: 0:42:53, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.6492 +2022-03-10 22:27:04,281 - davarocr - INFO - Epoch [24][230/541] lr: 2.326e-05, eta: 0:42:52, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1873 +2022-03-10 22:27:05,159 - davarocr - INFO - Epoch [24][235/541] lr: 2.326e-05, eta: 0:42:51, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1700 +2022-03-10 22:27:06,047 - davarocr - INFO - Epoch [24][240/541] lr: 2.326e-05, eta: 0:42:50, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.5036 +2022-03-10 22:27:06,930 - davarocr - INFO - Epoch [24][245/541] lr: 2.326e-05, eta: 0:42:49, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1800 +2022-03-10 22:27:07,814 - davarocr - INFO - Epoch [24][250/541] lr: 2.326e-05, eta: 0:42:49, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2135 +2022-03-10 22:27:08,692 - davarocr - INFO - Epoch [24][255/541] lr: 2.326e-05, eta: 0:42:48, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2887 +2022-03-10 22:27:09,577 - davarocr - INFO - Epoch [24][260/541] lr: 2.326e-05, eta: 0:42:47, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.6548 +2022-03-10 22:27:10,466 - davarocr - INFO - Epoch [24][265/541] lr: 2.326e-05, eta: 0:42:46, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2704 +2022-03-10 22:27:11,343 - davarocr - INFO - Epoch [24][270/541] lr: 2.326e-05, eta: 0:42:45, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2156 +2022-03-10 22:27:12,223 - davarocr - INFO - Epoch [24][275/541] lr: 2.326e-05, eta: 0:42:44, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.2441 +2022-03-10 22:27:13,104 - davarocr - INFO - Epoch [24][280/541] lr: 2.326e-05, eta: 0:42:43, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.4193 +2022-03-10 22:27:13,990 - davarocr - INFO - Epoch [24][285/541] lr: 2.326e-05, eta: 0:42:42, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.8240 +2022-03-10 22:27:14,883 - davarocr - INFO - Epoch [24][290/541] lr: 2.326e-05, eta: 0:42:41, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3033 +2022-03-10 22:27:15,765 - davarocr - INFO - Epoch [24][295/541] lr: 2.326e-05, eta: 0:42:40, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.4817 +2022-03-10 22:27:16,648 - davarocr - INFO - Epoch [24][300/541] lr: 2.326e-05, eta: 0:42:40, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2834 +2022-03-10 22:27:17,526 - davarocr - INFO - Epoch [24][305/541] lr: 2.326e-05, eta: 0:42:39, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2846 +2022-03-10 22:27:18,416 - davarocr - INFO - Epoch [24][310/541] lr: 2.326e-05, eta: 0:42:38, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.3669 +2022-03-10 22:27:19,304 - davarocr - INFO - Epoch [24][315/541] lr: 2.326e-05, eta: 0:42:37, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 1.8822 +2022-03-10 22:27:20,193 - davarocr - INFO - Epoch [24][320/541] lr: 2.326e-05, eta: 0:42:36, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 2.2333 +2022-03-10 22:27:21,069 - davarocr - INFO - Epoch [24][325/541] lr: 2.326e-05, eta: 0:42:35, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0086, loss: 0.0086, grad_norm: 2.0875 +2022-03-10 22:27:21,952 - davarocr - INFO - Epoch [24][330/541] lr: 2.326e-05, eta: 0:42:34, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.5689 +2022-03-10 22:27:22,845 - davarocr - INFO - Epoch [24][335/541] lr: 2.326e-05, eta: 0:42:33, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 2.3542 +2022-03-10 22:27:23,740 - davarocr - INFO - Epoch [24][340/541] lr: 2.326e-05, eta: 0:42:32, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.6341 +2022-03-10 22:27:24,629 - davarocr - INFO - Epoch [24][345/541] lr: 2.326e-05, eta: 0:42:31, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.6246 +2022-03-10 22:27:25,535 - davarocr - INFO - Epoch [24][350/541] lr: 2.326e-05, eta: 0:42:31, time: 0.182, data_time: 0.011, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.4089 +2022-03-10 22:27:26,419 - davarocr - INFO - Epoch [24][355/541] lr: 2.326e-05, eta: 0:42:30, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.6645 +2022-03-10 22:27:27,294 - davarocr - INFO - Epoch [24][360/541] lr: 2.326e-05, eta: 0:42:29, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3996 +2022-03-10 22:27:28,177 - davarocr - INFO - Epoch [24][365/541] lr: 2.326e-05, eta: 0:42:28, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4126 +2022-03-10 22:27:29,063 - davarocr - INFO - Epoch [24][370/541] lr: 2.326e-05, eta: 0:42:27, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4132 +2022-03-10 22:27:29,944 - davarocr - INFO - Epoch [24][375/541] lr: 2.326e-05, eta: 0:42:26, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3651 +2022-03-10 22:27:30,827 - davarocr - INFO - Epoch [24][380/541] lr: 2.326e-05, eta: 0:42:25, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.4892 +2022-03-10 22:27:31,708 - davarocr - INFO - Epoch [24][385/541] lr: 2.326e-05, eta: 0:42:24, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4460 +2022-03-10 22:27:32,599 - davarocr - INFO - Epoch [24][390/541] lr: 2.326e-05, eta: 0:42:23, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.6305 +2022-03-10 22:27:33,481 - davarocr - INFO - Epoch [24][395/541] lr: 2.326e-05, eta: 0:42:22, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3532 +2022-03-10 22:27:34,364 - davarocr - INFO - Epoch [24][400/541] lr: 2.326e-05, eta: 0:42:21, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3921 +2022-03-10 22:27:35,247 - davarocr - INFO - Epoch [24][405/541] lr: 2.326e-05, eta: 0:42:21, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.4128 +2022-03-10 22:27:36,136 - davarocr - INFO - Epoch [24][410/541] lr: 2.326e-05, eta: 0:42:20, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3837 +2022-03-10 22:27:37,021 - davarocr - INFO - Epoch [24][415/541] lr: 2.326e-05, eta: 0:42:19, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3336 +2022-03-10 22:27:37,903 - davarocr - INFO - Epoch [24][420/541] lr: 2.326e-05, eta: 0:42:18, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4027 +2022-03-10 22:27:38,794 - davarocr - INFO - Epoch [24][425/541] lr: 2.326e-05, eta: 0:42:17, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3484 +2022-03-10 22:27:39,673 - davarocr - INFO - Epoch [24][430/541] lr: 2.326e-05, eta: 0:42:16, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3380 +2022-03-10 22:27:40,553 - davarocr - INFO - Epoch [24][435/541] lr: 2.326e-05, eta: 0:42:15, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4726 +2022-03-10 22:27:41,434 - davarocr - INFO - Epoch [24][440/541] lr: 2.326e-05, eta: 0:42:14, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4175 +2022-03-10 22:27:42,323 - davarocr - INFO - Epoch [24][445/541] lr: 2.326e-05, eta: 0:42:13, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3411 +2022-03-10 22:27:43,207 - davarocr - INFO - Epoch [24][450/541] lr: 2.326e-05, eta: 0:42:12, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3404 +2022-03-10 22:27:44,084 - davarocr - INFO - Epoch [24][455/541] lr: 2.326e-05, eta: 0:42:11, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3382 +2022-03-10 22:27:44,965 - davarocr - INFO - Epoch [24][460/541] lr: 2.326e-05, eta: 0:42:11, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 2.2693 +2022-03-10 22:27:45,852 - davarocr - INFO - Epoch [24][465/541] lr: 2.326e-05, eta: 0:42:10, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.5855 +2022-03-10 22:27:46,736 - davarocr - INFO - Epoch [24][470/541] lr: 2.326e-05, eta: 0:42:09, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2445 +2022-03-10 22:27:47,615 - davarocr - INFO - Epoch [24][475/541] lr: 2.326e-05, eta: 0:42:08, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1823 +2022-03-10 22:27:48,498 - davarocr - INFO - Epoch [24][480/541] lr: 2.326e-05, eta: 0:42:07, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.3896 +2022-03-10 22:27:49,383 - davarocr - INFO - Epoch [24][485/541] lr: 2.326e-05, eta: 0:42:06, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.8584 +2022-03-10 22:27:50,275 - davarocr - INFO - Epoch [24][490/541] lr: 2.326e-05, eta: 0:42:05, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2274 +2022-03-10 22:27:51,157 - davarocr - INFO - Epoch [24][495/541] lr: 2.326e-05, eta: 0:42:04, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2310 +2022-03-10 22:27:52,049 - davarocr - INFO - Epoch [24][500/541] lr: 2.326e-05, eta: 0:42:03, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 2.1568 +2022-03-10 22:27:52,930 - davarocr - INFO - Epoch [24][505/541] lr: 2.326e-05, eta: 0:42:02, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2623 +2022-03-10 22:27:53,840 - davarocr - INFO - Epoch [24][510/541] lr: 2.326e-05, eta: 0:42:02, time: 0.182, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2736 +2022-03-10 22:27:54,726 - davarocr - INFO - Epoch [24][515/541] lr: 2.326e-05, eta: 0:42:01, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0209, loss: 0.0209, grad_norm: 2.3586 +2022-03-10 22:27:55,620 - davarocr - INFO - Epoch [24][520/541] lr: 2.326e-05, eta: 0:42:00, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 2.0219 +2022-03-10 22:27:56,500 - davarocr - INFO - Epoch [24][525/541] lr: 2.326e-05, eta: 0:41:59, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.8123 +2022-03-10 22:27:57,380 - davarocr - INFO - Epoch [24][530/541] lr: 2.326e-05, eta: 0:41:58, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2882 +2022-03-10 22:27:58,268 - davarocr - INFO - Epoch [24][535/541] lr: 2.326e-05, eta: 0:41:57, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.3570 +2022-03-10 22:27:59,153 - davarocr - INFO - Epoch [24][540/541] lr: 2.326e-05, eta: 0:41:56, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2797 +2022-03-10 22:28:13,351 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:28:13,352 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:28:13,352 - davarocr - INFO - Epoch(val) [24][541] LOC: {'precision': 0.9358353510895884, 'recall': 0.9268585131894485, 'f1-score': 0.9313253012048193}, PER: {'precision': 0.9477838494231937, 'recall': 0.9653679653679653, 'f1-score': 0.9564950980392156}, MISC: {'precision': 0.8529411764705882, 'recall': 0.8262108262108262, 'f1-score': 0.8393632416787266}, ORG: {'precision': 0.9190207156308852, 'recall': 0.8813967489464178, 'f1-score': 0.8998156115550093}, all: {'precision': 0.9244436468054559, 'recall': 0.9120042492917847, 'f1-score': 0.9181818181818182}, hmean: 0.9182 +2022-03-10 22:28:16,710 - davarocr - INFO - Epoch [25][5/541] lr: 2.273e-05, eta: 0:41:57, time: 0.669, data_time: 0.489, memory: 5185, loss_cls: 0.0077, loss: 0.0077, grad_norm: 2.8484 +2022-03-10 22:28:17,593 - davarocr - INFO - Epoch [25][10/541] lr: 2.273e-05, eta: 0:41:57, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4411 +2022-03-10 22:28:18,479 - davarocr - INFO - Epoch [25][15/541] lr: 2.273e-05, eta: 0:41:56, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2808 +2022-03-10 22:28:19,376 - davarocr - INFO - Epoch [25][20/541] lr: 2.273e-05, eta: 0:41:55, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.6685 +2022-03-10 22:28:20,440 - davarocr - INFO - Epoch [25][25/541] lr: 2.273e-05, eta: 0:41:54, time: 0.213, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2766 +2022-03-10 22:28:21,322 - davarocr - INFO - Epoch [25][30/541] lr: 2.273e-05, eta: 0:41:53, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0106, loss: 0.0106, grad_norm: 1.4465 +2022-03-10 22:28:22,208 - davarocr - INFO - Epoch [25][35/541] lr: 2.273e-05, eta: 0:41:52, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3804 +2022-03-10 22:28:23,089 - davarocr - INFO - Epoch [25][40/541] lr: 2.273e-05, eta: 0:41:51, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.3397 +2022-03-10 22:28:23,963 - davarocr - INFO - Epoch [25][45/541] lr: 2.273e-05, eta: 0:41:50, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3106 +2022-03-10 22:28:24,834 - davarocr - INFO - Epoch [25][50/541] lr: 2.273e-05, eta: 0:41:49, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2994 +2022-03-10 22:28:25,701 - davarocr - INFO - Epoch [25][55/541] lr: 2.273e-05, eta: 0:41:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.2918 +2022-03-10 22:28:26,571 - davarocr - INFO - Epoch [25][60/541] lr: 2.273e-05, eta: 0:41:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2798 +2022-03-10 22:28:27,431 - davarocr - INFO - Epoch [25][65/541] lr: 2.273e-05, eta: 0:41:47, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2746 +2022-03-10 22:28:28,299 - davarocr - INFO - Epoch [25][70/541] lr: 2.273e-05, eta: 0:41:46, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.4106 +2022-03-10 22:28:29,179 - davarocr - INFO - Epoch [25][75/541] lr: 2.273e-05, eta: 0:41:45, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2832 +2022-03-10 22:28:30,043 - davarocr - INFO - Epoch [25][80/541] lr: 2.273e-05, eta: 0:41:44, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.3113 +2022-03-10 22:28:30,911 - davarocr - INFO - Epoch [25][85/541] lr: 2.273e-05, eta: 0:41:43, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2719 +2022-03-10 22:28:31,783 - davarocr - INFO - Epoch [25][90/541] lr: 2.273e-05, eta: 0:41:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0113, loss: 0.0113, grad_norm: 2.0544 +2022-03-10 22:28:32,656 - davarocr - INFO - Epoch [25][95/541] lr: 2.273e-05, eta: 0:41:41, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3830 +2022-03-10 22:28:33,520 - davarocr - INFO - Epoch [25][100/541] lr: 2.273e-05, eta: 0:41:40, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3815 +2022-03-10 22:28:34,396 - davarocr - INFO - Epoch [25][105/541] lr: 2.273e-05, eta: 0:41:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.5799 +2022-03-10 22:28:35,263 - davarocr - INFO - Epoch [25][110/541] lr: 2.273e-05, eta: 0:41:38, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.5741 +2022-03-10 22:28:36,128 - davarocr - INFO - Epoch [25][115/541] lr: 2.273e-05, eta: 0:41:37, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.5631 +2022-03-10 22:28:36,990 - davarocr - INFO - Epoch [25][120/541] lr: 2.273e-05, eta: 0:41:37, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 5.0521 +2022-03-10 22:28:37,860 - davarocr - INFO - Epoch [25][125/541] lr: 2.273e-05, eta: 0:41:36, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.8321 +2022-03-10 22:28:38,731 - davarocr - INFO - Epoch [25][130/541] lr: 2.273e-05, eta: 0:41:35, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.5909 +2022-03-10 22:28:39,599 - davarocr - INFO - Epoch [25][135/541] lr: 2.273e-05, eta: 0:41:34, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.5133 +2022-03-10 22:28:40,459 - davarocr - INFO - Epoch [25][140/541] lr: 2.273e-05, eta: 0:41:33, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.6300 +2022-03-10 22:28:41,327 - davarocr - INFO - Epoch [25][145/541] lr: 2.273e-05, eta: 0:41:32, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.5619 +2022-03-10 22:28:42,189 - davarocr - INFO - Epoch [25][150/541] lr: 2.273e-05, eta: 0:41:31, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 4.4794 +2022-03-10 22:28:43,057 - davarocr - INFO - Epoch [25][155/541] lr: 2.273e-05, eta: 0:41:30, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.4081 +2022-03-10 22:28:43,928 - davarocr - INFO - Epoch [25][160/541] lr: 2.273e-05, eta: 0:41:29, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.3524 +2022-03-10 22:28:44,797 - davarocr - INFO - Epoch [25][165/541] lr: 2.273e-05, eta: 0:41:28, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.4462 +2022-03-10 22:28:45,667 - davarocr - INFO - Epoch [25][170/541] lr: 2.273e-05, eta: 0:41:27, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.3732 +2022-03-10 22:28:46,532 - davarocr - INFO - Epoch [25][175/541] lr: 2.273e-05, eta: 0:41:26, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.3732 +2022-03-10 22:28:47,405 - davarocr - INFO - Epoch [25][180/541] lr: 2.273e-05, eta: 0:41:25, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.5543 +2022-03-10 22:28:48,269 - davarocr - INFO - Epoch [25][185/541] lr: 2.273e-05, eta: 0:41:25, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 0.8005 +2022-03-10 22:28:49,136 - davarocr - INFO - Epoch [25][190/541] lr: 2.273e-05, eta: 0:41:24, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.4285 +2022-03-10 22:28:50,007 - davarocr - INFO - Epoch [25][195/541] lr: 2.273e-05, eta: 0:41:23, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0167, loss: 0.0167, grad_norm: 3.1567 +2022-03-10 22:28:50,873 - davarocr - INFO - Epoch [25][200/541] lr: 2.273e-05, eta: 0:41:22, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.2807 +2022-03-10 22:28:51,741 - davarocr - INFO - Epoch [25][205/541] lr: 2.273e-05, eta: 0:41:21, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6797 +2022-03-10 22:28:52,605 - davarocr - INFO - Epoch [25][210/541] lr: 2.273e-05, eta: 0:41:20, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0322, loss: 0.0322, grad_norm: 2.1471 +2022-03-10 22:28:53,476 - davarocr - INFO - Epoch [25][215/541] lr: 2.273e-05, eta: 0:41:19, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.8748 +2022-03-10 22:28:54,353 - davarocr - INFO - Epoch [25][220/541] lr: 2.273e-05, eta: 0:41:18, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 1.0877 +2022-03-10 22:28:55,227 - davarocr - INFO - Epoch [25][225/541] lr: 2.273e-05, eta: 0:41:17, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.7257 +2022-03-10 22:28:56,102 - davarocr - INFO - Epoch [25][230/541] lr: 2.273e-05, eta: 0:41:16, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 0.8104 +2022-03-10 22:28:56,971 - davarocr - INFO - Epoch [25][235/541] lr: 2.273e-05, eta: 0:41:15, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.2082 +2022-03-10 22:28:57,844 - davarocr - INFO - Epoch [25][240/541] lr: 2.273e-05, eta: 0:41:14, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 0.7449 +2022-03-10 22:28:58,711 - davarocr - INFO - Epoch [25][245/541] lr: 2.273e-05, eta: 0:41:13, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.8326 +2022-03-10 22:28:59,575 - davarocr - INFO - Epoch [25][250/541] lr: 2.273e-05, eta: 0:41:13, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.7502 +2022-03-10 22:29:00,444 - davarocr - INFO - Epoch [25][255/541] lr: 2.273e-05, eta: 0:41:12, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.7268 +2022-03-10 22:29:01,309 - davarocr - INFO - Epoch [25][260/541] lr: 2.273e-05, eta: 0:41:11, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 0.7700 +2022-03-10 22:29:02,188 - davarocr - INFO - Epoch [25][265/541] lr: 2.273e-05, eta: 0:41:10, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.7613 +2022-03-10 22:29:03,051 - davarocr - INFO - Epoch [25][270/541] lr: 2.273e-05, eta: 0:41:09, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7129 +2022-03-10 22:29:03,918 - davarocr - INFO - Epoch [25][275/541] lr: 2.273e-05, eta: 0:41:08, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7096 +2022-03-10 22:29:04,786 - davarocr - INFO - Epoch [25][280/541] lr: 2.273e-05, eta: 0:41:07, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9634 +2022-03-10 22:29:05,656 - davarocr - INFO - Epoch [25][285/541] lr: 2.273e-05, eta: 0:41:06, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7218 +2022-03-10 22:29:06,517 - davarocr - INFO - Epoch [25][290/541] lr: 2.273e-05, eta: 0:41:05, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0362 +2022-03-10 22:29:07,390 - davarocr - INFO - Epoch [25][295/541] lr: 2.273e-05, eta: 0:41:04, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8257 +2022-03-10 22:29:08,261 - davarocr - INFO - Epoch [25][300/541] lr: 2.273e-05, eta: 0:41:03, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0395 +2022-03-10 22:29:09,131 - davarocr - INFO - Epoch [25][305/541] lr: 2.273e-05, eta: 0:41:02, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7685 +2022-03-10 22:29:10,000 - davarocr - INFO - Epoch [25][310/541] lr: 2.273e-05, eta: 0:41:01, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7712 +2022-03-10 22:29:10,859 - davarocr - INFO - Epoch [25][315/541] lr: 2.273e-05, eta: 0:41:01, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0780 +2022-03-10 22:29:11,720 - davarocr - INFO - Epoch [25][320/541] lr: 2.273e-05, eta: 0:41:00, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.8495 +2022-03-10 22:29:12,580 - davarocr - INFO - Epoch [25][325/541] lr: 2.273e-05, eta: 0:40:59, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8041 +2022-03-10 22:29:13,449 - davarocr - INFO - Epoch [25][330/541] lr: 2.273e-05, eta: 0:40:58, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7957 +2022-03-10 22:29:14,318 - davarocr - INFO - Epoch [25][335/541] lr: 2.273e-05, eta: 0:40:57, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.8456 +2022-03-10 22:29:15,186 - davarocr - INFO - Epoch [25][340/541] lr: 2.273e-05, eta: 0:40:56, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8514 +2022-03-10 22:29:16,052 - davarocr - INFO - Epoch [25][345/541] lr: 2.273e-05, eta: 0:40:55, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 0.9939 +2022-03-10 22:29:16,918 - davarocr - INFO - Epoch [25][350/541] lr: 2.273e-05, eta: 0:40:54, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.8598 +2022-03-10 22:29:17,806 - davarocr - INFO - Epoch [25][355/541] lr: 2.273e-05, eta: 0:40:53, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8065 +2022-03-10 22:29:18,672 - davarocr - INFO - Epoch [25][360/541] lr: 2.273e-05, eta: 0:40:52, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.6446 +2022-03-10 22:29:19,536 - davarocr - INFO - Epoch [25][365/541] lr: 2.273e-05, eta: 0:40:51, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9194 +2022-03-10 22:29:20,404 - davarocr - INFO - Epoch [25][370/541] lr: 2.273e-05, eta: 0:40:50, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 0.9802 +2022-03-10 22:29:21,277 - davarocr - INFO - Epoch [25][375/541] lr: 2.273e-05, eta: 0:40:49, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9212 +2022-03-10 22:29:22,146 - davarocr - INFO - Epoch [25][380/541] lr: 2.273e-05, eta: 0:40:49, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9222 +2022-03-10 22:29:23,019 - davarocr - INFO - Epoch [25][385/541] lr: 2.273e-05, eta: 0:40:48, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 0.9643 +2022-03-10 22:29:23,888 - davarocr - INFO - Epoch [25][390/541] lr: 2.273e-05, eta: 0:40:47, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9828 +2022-03-10 22:29:24,764 - davarocr - INFO - Epoch [25][395/541] lr: 2.273e-05, eta: 0:40:46, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9511 +2022-03-10 22:29:25,638 - davarocr - INFO - Epoch [25][400/541] lr: 2.273e-05, eta: 0:40:45, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.5026 +2022-03-10 22:29:26,509 - davarocr - INFO - Epoch [25][405/541] lr: 2.273e-05, eta: 0:40:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9644 +2022-03-10 22:29:27,377 - davarocr - INFO - Epoch [25][410/541] lr: 2.273e-05, eta: 0:40:43, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.1080 +2022-03-10 22:29:28,241 - davarocr - INFO - Epoch [25][415/541] lr: 2.273e-05, eta: 0:40:42, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2230 +2022-03-10 22:29:29,123 - davarocr - INFO - Epoch [25][420/541] lr: 2.273e-05, eta: 0:40:41, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9664 +2022-03-10 22:29:29,985 - davarocr - INFO - Epoch [25][425/541] lr: 2.273e-05, eta: 0:40:40, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9584 +2022-03-10 22:29:30,866 - davarocr - INFO - Epoch [25][430/541] lr: 2.273e-05, eta: 0:40:39, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.1963 +2022-03-10 22:29:31,725 - davarocr - INFO - Epoch [25][435/541] lr: 2.273e-05, eta: 0:40:38, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9590 +2022-03-10 22:29:32,591 - davarocr - INFO - Epoch [25][440/541] lr: 2.273e-05, eta: 0:40:38, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0081, loss: 0.0081, grad_norm: 1.4664 +2022-03-10 22:29:33,451 - davarocr - INFO - Epoch [25][445/541] lr: 2.273e-05, eta: 0:40:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.1570 +2022-03-10 22:29:34,311 - davarocr - INFO - Epoch [25][450/541] lr: 2.273e-05, eta: 0:40:36, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0089 +2022-03-10 22:29:35,170 - davarocr - INFO - Epoch [25][455/541] lr: 2.273e-05, eta: 0:40:35, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.1403 +2022-03-10 22:29:36,028 - davarocr - INFO - Epoch [25][460/541] lr: 2.273e-05, eta: 0:40:34, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.0060 +2022-03-10 22:29:36,888 - davarocr - INFO - Epoch [25][465/541] lr: 2.273e-05, eta: 0:40:33, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.0138 +2022-03-10 22:29:37,750 - davarocr - INFO - Epoch [25][470/541] lr: 2.273e-05, eta: 0:40:32, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.4341 +2022-03-10 22:29:38,616 - davarocr - INFO - Epoch [25][475/541] lr: 2.273e-05, eta: 0:40:31, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0469 +2022-03-10 22:29:39,487 - davarocr - INFO - Epoch [25][480/541] lr: 2.273e-05, eta: 0:40:30, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1345 +2022-03-10 22:29:40,354 - davarocr - INFO - Epoch [25][485/541] lr: 2.273e-05, eta: 0:40:29, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1771 +2022-03-10 22:29:41,220 - davarocr - INFO - Epoch [25][490/541] lr: 2.273e-05, eta: 0:40:28, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0509 +2022-03-10 22:29:42,084 - davarocr - INFO - Epoch [25][495/541] lr: 2.273e-05, eta: 0:40:27, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 4.0016 +2022-03-10 22:29:42,954 - davarocr - INFO - Epoch [25][500/541] lr: 2.273e-05, eta: 0:40:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0225 +2022-03-10 22:29:43,819 - davarocr - INFO - Epoch [25][505/541] lr: 2.273e-05, eta: 0:40:26, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.1832 +2022-03-10 22:29:44,687 - davarocr - INFO - Epoch [25][510/541] lr: 2.273e-05, eta: 0:40:25, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 0.9940 +2022-03-10 22:29:45,547 - davarocr - INFO - Epoch [25][515/541] lr: 2.273e-05, eta: 0:40:24, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0176, loss: 0.0176, grad_norm: 2.3452 +2022-03-10 22:29:46,417 - davarocr - INFO - Epoch [25][520/541] lr: 2.273e-05, eta: 0:40:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0149, loss: 0.0149, grad_norm: 3.2424 +2022-03-10 22:29:47,291 - davarocr - INFO - Epoch [25][525/541] lr: 2.273e-05, eta: 0:40:22, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6156 +2022-03-10 22:29:48,162 - davarocr - INFO - Epoch [25][530/541] lr: 2.273e-05, eta: 0:40:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 0.9062 +2022-03-10 22:29:49,027 - davarocr - INFO - Epoch [25][535/541] lr: 2.273e-05, eta: 0:40:20, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0076, loss: 0.0076, grad_norm: 1.4590 +2022-03-10 22:29:49,900 - davarocr - INFO - Epoch [25][540/541] lr: 2.273e-05, eta: 0:40:19, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 0.8219 +2022-03-10 22:30:04,432 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:30:04,433 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:30:04,433 - davarocr - INFO - Epoch(val) [25][541] LOC: {'precision': 0.9156908665105387, 'recall': 0.9376498800959233, 'f1-score': 0.9265402843601896}, PER: {'precision': 0.9556650246305419, 'recall': 0.9598021026592455, 'f1-score': 0.9577290959580377}, MISC: {'precision': 0.833570412517781, 'recall': 0.8347578347578347, 'f1-score': 0.8341637010676156}, ORG: {'precision': 0.9305194805194805, 'recall': 0.8627332931968693, 'f1-score': 0.895345204623555}, all: {'precision': 0.9210762331838565, 'recall': 0.9091713881019831, 'f1-score': 0.9150850931123584}, hmean: 0.9151 +2022-03-10 22:30:07,751 - davarocr - INFO - Epoch [26][5/541] lr: 2.222e-05, eta: 0:40:20, time: 0.662, data_time: 0.484, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7203 +2022-03-10 22:30:08,611 - davarocr - INFO - Epoch [26][10/541] lr: 2.222e-05, eta: 0:40:19, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7152 +2022-03-10 22:30:09,493 - davarocr - INFO - Epoch [26][15/541] lr: 2.222e-05, eta: 0:40:18, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0226, loss: 0.0226, grad_norm: 2.6437 +2022-03-10 22:30:10,357 - davarocr - INFO - Epoch [26][20/541] lr: 2.222e-05, eta: 0:40:17, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6169 +2022-03-10 22:30:11,259 - davarocr - INFO - Epoch [26][25/541] lr: 2.222e-05, eta: 0:40:17, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 0.7948 +2022-03-10 22:30:12,148 - davarocr - INFO - Epoch [26][30/541] lr: 2.222e-05, eta: 0:40:16, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 0.9932 +2022-03-10 22:30:13,031 - davarocr - INFO - Epoch [26][35/541] lr: 2.222e-05, eta: 0:40:15, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.6483 +2022-03-10 22:30:13,918 - davarocr - INFO - Epoch [26][40/541] lr: 2.222e-05, eta: 0:40:14, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 0.6576 +2022-03-10 22:30:14,799 - davarocr - INFO - Epoch [26][45/541] lr: 2.222e-05, eta: 0:40:13, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.6002 +2022-03-10 22:30:15,681 - davarocr - INFO - Epoch [26][50/541] lr: 2.222e-05, eta: 0:40:12, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 0.8789 +2022-03-10 22:30:16,565 - davarocr - INFO - Epoch [26][55/541] lr: 2.222e-05, eta: 0:40:11, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.6472 +2022-03-10 22:30:17,438 - davarocr - INFO - Epoch [26][60/541] lr: 2.222e-05, eta: 0:40:10, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6836 +2022-03-10 22:30:18,327 - davarocr - INFO - Epoch [26][65/541] lr: 2.222e-05, eta: 0:40:09, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.6855 +2022-03-10 22:30:19,221 - davarocr - INFO - Epoch [26][70/541] lr: 2.222e-05, eta: 0:40:08, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.9174 +2022-03-10 22:30:20,102 - davarocr - INFO - Epoch [26][75/541] lr: 2.222e-05, eta: 0:40:08, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7459 +2022-03-10 22:30:20,990 - davarocr - INFO - Epoch [26][80/541] lr: 2.222e-05, eta: 0:40:07, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8330 +2022-03-10 22:30:21,878 - davarocr - INFO - Epoch [26][85/541] lr: 2.222e-05, eta: 0:40:06, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7633 +2022-03-10 22:30:22,757 - davarocr - INFO - Epoch [26][90/541] lr: 2.222e-05, eta: 0:40:05, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.7698 +2022-03-10 22:30:23,623 - davarocr - INFO - Epoch [26][95/541] lr: 2.222e-05, eta: 0:40:04, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.4548 +2022-03-10 22:30:24,481 - davarocr - INFO - Epoch [26][100/541] lr: 2.222e-05, eta: 0:40:03, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.2722 +2022-03-10 22:30:25,355 - davarocr - INFO - Epoch [26][105/541] lr: 2.222e-05, eta: 0:40:02, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.1413 +2022-03-10 22:30:26,224 - davarocr - INFO - Epoch [26][110/541] lr: 2.222e-05, eta: 0:40:01, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.9790 +2022-03-10 22:30:27,086 - davarocr - INFO - Epoch [26][115/541] lr: 2.222e-05, eta: 0:40:00, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0451, loss: 0.0451, grad_norm: 2.0320 +2022-03-10 22:30:27,947 - davarocr - INFO - Epoch [26][120/541] lr: 2.222e-05, eta: 0:39:59, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9025 +2022-03-10 22:30:28,811 - davarocr - INFO - Epoch [26][125/541] lr: 2.222e-05, eta: 0:39:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.2258 +2022-03-10 22:30:29,677 - davarocr - INFO - Epoch [26][130/541] lr: 2.222e-05, eta: 0:39:57, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.1769 +2022-03-10 22:30:30,553 - davarocr - INFO - Epoch [26][135/541] lr: 2.222e-05, eta: 0:39:56, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9766 +2022-03-10 22:30:31,420 - davarocr - INFO - Epoch [26][140/541] lr: 2.222e-05, eta: 0:39:56, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8774 +2022-03-10 22:30:32,281 - davarocr - INFO - Epoch [26][145/541] lr: 2.222e-05, eta: 0:39:55, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8767 +2022-03-10 22:30:33,148 - davarocr - INFO - Epoch [26][150/541] lr: 2.222e-05, eta: 0:39:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8820 +2022-03-10 22:30:34,019 - davarocr - INFO - Epoch [26][155/541] lr: 2.222e-05, eta: 0:39:53, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8768 +2022-03-10 22:30:34,886 - davarocr - INFO - Epoch [26][160/541] lr: 2.222e-05, eta: 0:39:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1116 +2022-03-10 22:30:35,776 - davarocr - INFO - Epoch [26][165/541] lr: 2.222e-05, eta: 0:39:51, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.0260 +2022-03-10 22:30:36,659 - davarocr - INFO - Epoch [26][170/541] lr: 2.222e-05, eta: 0:39:50, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0084, loss: 0.0084, grad_norm: 1.2833 +2022-03-10 22:30:37,546 - davarocr - INFO - Epoch [26][175/541] lr: 2.222e-05, eta: 0:39:49, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9734 +2022-03-10 22:30:38,434 - davarocr - INFO - Epoch [26][180/541] lr: 2.222e-05, eta: 0:39:48, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.0918 +2022-03-10 22:30:39,320 - davarocr - INFO - Epoch [26][185/541] lr: 2.222e-05, eta: 0:39:47, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.7783 +2022-03-10 22:30:40,179 - davarocr - INFO - Epoch [26][190/541] lr: 2.222e-05, eta: 0:39:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0135 +2022-03-10 22:30:41,036 - davarocr - INFO - Epoch [26][195/541] lr: 2.222e-05, eta: 0:39:45, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1380 +2022-03-10 22:30:41,910 - davarocr - INFO - Epoch [26][200/541] lr: 2.222e-05, eta: 0:39:45, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0202 +2022-03-10 22:30:42,767 - davarocr - INFO - Epoch [26][205/541] lr: 2.222e-05, eta: 0:39:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.0769 +2022-03-10 22:30:43,638 - davarocr - INFO - Epoch [26][210/541] lr: 2.222e-05, eta: 0:39:43, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9924 +2022-03-10 22:30:44,499 - davarocr - INFO - Epoch [26][215/541] lr: 2.222e-05, eta: 0:39:42, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.0471 +2022-03-10 22:30:45,359 - davarocr - INFO - Epoch [26][220/541] lr: 2.222e-05, eta: 0:39:41, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.2767 +2022-03-10 22:30:46,219 - davarocr - INFO - Epoch [26][225/541] lr: 2.222e-05, eta: 0:39:40, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0096 +2022-03-10 22:30:47,086 - davarocr - INFO - Epoch [26][230/541] lr: 2.222e-05, eta: 0:39:39, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1585 +2022-03-10 22:30:47,946 - davarocr - INFO - Epoch [26][235/541] lr: 2.222e-05, eta: 0:39:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0366 +2022-03-10 22:30:48,816 - davarocr - INFO - Epoch [26][240/541] lr: 2.222e-05, eta: 0:39:37, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0010 +2022-03-10 22:30:49,677 - davarocr - INFO - Epoch [26][245/541] lr: 2.222e-05, eta: 0:39:36, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1286 +2022-03-10 22:30:50,537 - davarocr - INFO - Epoch [26][250/541] lr: 2.222e-05, eta: 0:39:35, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0066 +2022-03-10 22:30:51,416 - davarocr - INFO - Epoch [26][255/541] lr: 2.222e-05, eta: 0:39:34, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.0784 +2022-03-10 22:30:52,277 - davarocr - INFO - Epoch [26][260/541] lr: 2.222e-05, eta: 0:39:33, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0129 +2022-03-10 22:30:53,142 - davarocr - INFO - Epoch [26][265/541] lr: 2.222e-05, eta: 0:39:33, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0126 +2022-03-10 22:30:54,004 - davarocr - INFO - Epoch [26][270/541] lr: 2.222e-05, eta: 0:39:32, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0138 +2022-03-10 22:30:54,873 - davarocr - INFO - Epoch [26][275/541] lr: 2.222e-05, eta: 0:39:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0133 +2022-03-10 22:30:55,743 - davarocr - INFO - Epoch [26][280/541] lr: 2.222e-05, eta: 0:39:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0532 +2022-03-10 22:30:56,622 - davarocr - INFO - Epoch [26][285/541] lr: 2.222e-05, eta: 0:39:29, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 2.2645 +2022-03-10 22:30:57,498 - davarocr - INFO - Epoch [26][290/541] lr: 2.222e-05, eta: 0:39:28, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.0736 +2022-03-10 22:30:58,373 - davarocr - INFO - Epoch [26][295/541] lr: 2.222e-05, eta: 0:39:27, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8100 +2022-03-10 22:30:59,240 - davarocr - INFO - Epoch [26][300/541] lr: 2.222e-05, eta: 0:39:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.9800 +2022-03-10 22:31:00,107 - davarocr - INFO - Epoch [26][305/541] lr: 2.222e-05, eta: 0:39:25, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 0.8532 +2022-03-10 22:31:00,978 - davarocr - INFO - Epoch [26][310/541] lr: 2.222e-05, eta: 0:39:24, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.8352 +2022-03-10 22:31:01,852 - davarocr - INFO - Epoch [26][315/541] lr: 2.222e-05, eta: 0:39:23, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 0.9478 +2022-03-10 22:31:02,725 - davarocr - INFO - Epoch [26][320/541] lr: 2.222e-05, eta: 0:39:22, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.8274 +2022-03-10 22:31:03,593 - davarocr - INFO - Epoch [26][325/541] lr: 2.222e-05, eta: 0:39:22, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2583 +2022-03-10 22:31:04,459 - davarocr - INFO - Epoch [26][330/541] lr: 2.222e-05, eta: 0:39:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9490 +2022-03-10 22:31:05,344 - davarocr - INFO - Epoch [26][335/541] lr: 2.222e-05, eta: 0:39:20, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8614 +2022-03-10 22:31:06,208 - davarocr - INFO - Epoch [26][340/541] lr: 2.222e-05, eta: 0:39:19, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8614 +2022-03-10 22:31:07,086 - davarocr - INFO - Epoch [26][345/541] lr: 2.222e-05, eta: 0:39:18, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 0.8956 +2022-03-10 22:31:07,953 - davarocr - INFO - Epoch [26][350/541] lr: 2.222e-05, eta: 0:39:17, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8581 +2022-03-10 22:31:08,823 - davarocr - INFO - Epoch [26][355/541] lr: 2.222e-05, eta: 0:39:16, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9217 +2022-03-10 22:31:09,688 - davarocr - INFO - Epoch [26][360/541] lr: 2.222e-05, eta: 0:39:15, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8721 +2022-03-10 22:31:10,561 - davarocr - INFO - Epoch [26][365/541] lr: 2.222e-05, eta: 0:39:14, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8705 +2022-03-10 22:31:11,431 - davarocr - INFO - Epoch [26][370/541] lr: 2.222e-05, eta: 0:39:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8990 +2022-03-10 22:31:12,300 - davarocr - INFO - Epoch [26][375/541] lr: 2.222e-05, eta: 0:39:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9059 +2022-03-10 22:31:13,169 - davarocr - INFO - Epoch [26][380/541] lr: 2.222e-05, eta: 0:39:11, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8629 +2022-03-10 22:31:14,040 - davarocr - INFO - Epoch [26][385/541] lr: 2.222e-05, eta: 0:39:11, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3314 +2022-03-10 22:31:14,907 - davarocr - INFO - Epoch [26][390/541] lr: 2.222e-05, eta: 0:39:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8976 +2022-03-10 22:31:15,778 - davarocr - INFO - Epoch [26][395/541] lr: 2.222e-05, eta: 0:39:09, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8980 +2022-03-10 22:31:16,643 - davarocr - INFO - Epoch [26][400/541] lr: 2.222e-05, eta: 0:39:08, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 0.9039 +2022-03-10 22:31:17,510 - davarocr - INFO - Epoch [26][405/541] lr: 2.222e-05, eta: 0:39:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8967 +2022-03-10 22:31:18,376 - davarocr - INFO - Epoch [26][410/541] lr: 2.222e-05, eta: 0:39:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.5732 +2022-03-10 22:31:19,240 - davarocr - INFO - Epoch [26][415/541] lr: 2.222e-05, eta: 0:39:05, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.2923 +2022-03-10 22:31:20,105 - davarocr - INFO - Epoch [26][420/541] lr: 2.222e-05, eta: 0:39:04, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.0143 +2022-03-10 22:31:20,969 - davarocr - INFO - Epoch [26][425/541] lr: 2.222e-05, eta: 0:39:03, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3875 +2022-03-10 22:31:21,843 - davarocr - INFO - Epoch [26][430/541] lr: 2.222e-05, eta: 0:39:02, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0322 +2022-03-10 22:31:22,722 - davarocr - INFO - Epoch [26][435/541] lr: 2.222e-05, eta: 0:39:01, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.2018 +2022-03-10 22:31:23,591 - davarocr - INFO - Epoch [26][440/541] lr: 2.222e-05, eta: 0:39:00, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.6083 +2022-03-10 22:31:24,458 - davarocr - INFO - Epoch [26][445/541] lr: 2.222e-05, eta: 0:38:59, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0229 +2022-03-10 22:31:25,322 - davarocr - INFO - Epoch [26][450/541] lr: 2.222e-05, eta: 0:38:59, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0213 +2022-03-10 22:31:26,192 - davarocr - INFO - Epoch [26][455/541] lr: 2.222e-05, eta: 0:38:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.4905 +2022-03-10 22:31:27,050 - davarocr - INFO - Epoch [26][460/541] lr: 2.222e-05, eta: 0:38:57, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 2.0628 +2022-03-10 22:31:27,916 - davarocr - INFO - Epoch [26][465/541] lr: 2.222e-05, eta: 0:38:56, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2427 +2022-03-10 22:31:28,782 - davarocr - INFO - Epoch [26][470/541] lr: 2.222e-05, eta: 0:38:55, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1305 +2022-03-10 22:31:29,648 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:31:29,649 - davarocr - INFO - Epoch [26][475/541] lr: 2.222e-05, eta: 0:38:54, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1190 +2022-03-10 22:31:30,515 - davarocr - INFO - Epoch [26][480/541] lr: 2.222e-05, eta: 0:38:53, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1360 +2022-03-10 22:31:31,374 - davarocr - INFO - Epoch [26][485/541] lr: 2.222e-05, eta: 0:38:52, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.2228 +2022-03-10 22:31:32,234 - davarocr - INFO - Epoch [26][490/541] lr: 2.222e-05, eta: 0:38:51, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.3784 +2022-03-10 22:31:33,114 - davarocr - INFO - Epoch [26][495/541] lr: 2.222e-05, eta: 0:38:50, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0078, loss: 0.0078, grad_norm: 2.6910 +2022-03-10 22:31:33,988 - davarocr - INFO - Epoch [26][500/541] lr: 2.222e-05, eta: 0:38:49, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8523 +2022-03-10 22:31:34,847 - davarocr - INFO - Epoch [26][505/541] lr: 2.222e-05, eta: 0:38:48, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0070, loss: 0.0070, grad_norm: 3.8015 +2022-03-10 22:31:35,717 - davarocr - INFO - Epoch [26][510/541] lr: 2.222e-05, eta: 0:38:48, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 0.7528 +2022-03-10 22:31:36,580 - davarocr - INFO - Epoch [26][515/541] lr: 2.222e-05, eta: 0:38:47, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.6023 +2022-03-10 22:31:37,451 - davarocr - INFO - Epoch [26][520/541] lr: 2.222e-05, eta: 0:38:46, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 0.8273 +2022-03-10 22:31:38,316 - davarocr - INFO - Epoch [26][525/541] lr: 2.222e-05, eta: 0:38:45, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.6115 +2022-03-10 22:31:39,190 - davarocr - INFO - Epoch [26][530/541] lr: 2.222e-05, eta: 0:38:44, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.1386 +2022-03-10 22:31:40,051 - davarocr - INFO - Epoch [26][535/541] lr: 2.222e-05, eta: 0:38:43, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.6402 +2022-03-10 22:31:40,910 - davarocr - INFO - Epoch [26][540/541] lr: 2.222e-05, eta: 0:38:42, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.6148 +2022-03-10 22:31:55,260 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:31:55,261 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:31:55,261 - davarocr - INFO - Epoch(val) [26][541] LOC: {'precision': 0.9494066208619613, 'recall': 0.9112709832134293, 'f1-score': 0.9299479963291527}, PER: {'precision': 0.9578425294482331, 'recall': 0.9554730983302412, 'f1-score': 0.956656346749226}, MISC: {'precision': 0.855457227138643, 'recall': 0.8262108262108262, 'f1-score': 0.8405797101449276}, ORG: {'precision': 0.8871345029239766, 'recall': 0.9133052378085491, 'f1-score': 0.9000296647878967}, all: {'precision': 0.9214566226347733, 'recall': 0.9139518413597734, 'f1-score': 0.9176888888888889}, hmean: 0.9177 +2022-03-10 22:31:58,599 - davarocr - INFO - Epoch [27][5/541] lr: 2.174e-05, eta: 0:38:43, time: 0.666, data_time: 0.487, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 2.3459 +2022-03-10 22:31:59,470 - davarocr - INFO - Epoch [27][10/541] lr: 2.174e-05, eta: 0:38:42, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.6029 +2022-03-10 22:32:00,337 - davarocr - INFO - Epoch [27][15/541] lr: 2.174e-05, eta: 0:38:41, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.6202 +2022-03-10 22:32:01,209 - davarocr - INFO - Epoch [27][20/541] lr: 2.174e-05, eta: 0:38:40, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.0055 +2022-03-10 22:32:02,075 - davarocr - INFO - Epoch [27][25/541] lr: 2.174e-05, eta: 0:38:39, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.6737 +2022-03-10 22:32:02,945 - davarocr - INFO - Epoch [27][30/541] lr: 2.174e-05, eta: 0:38:38, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.6203 +2022-03-10 22:32:03,811 - davarocr - INFO - Epoch [27][35/541] lr: 2.174e-05, eta: 0:38:37, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.6597 +2022-03-10 22:32:04,669 - davarocr - INFO - Epoch [27][40/541] lr: 2.174e-05, eta: 0:38:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6075 +2022-03-10 22:32:05,531 - davarocr - INFO - Epoch [27][45/541] lr: 2.174e-05, eta: 0:38:36, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.6327 +2022-03-10 22:32:06,401 - davarocr - INFO - Epoch [27][50/541] lr: 2.174e-05, eta: 0:38:35, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6095 +2022-03-10 22:32:07,291 - davarocr - INFO - Epoch [27][55/541] lr: 2.174e-05, eta: 0:38:34, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.6788 +2022-03-10 22:32:08,168 - davarocr - INFO - Epoch [27][60/541] lr: 2.174e-05, eta: 0:38:33, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6067 +2022-03-10 22:32:09,028 - davarocr - INFO - Epoch [27][65/541] lr: 2.174e-05, eta: 0:38:32, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.6754 +2022-03-10 22:32:09,891 - davarocr - INFO - Epoch [27][70/541] lr: 2.174e-05, eta: 0:38:31, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6196 +2022-03-10 22:32:10,758 - davarocr - INFO - Epoch [27][75/541] lr: 2.174e-05, eta: 0:38:30, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6226 +2022-03-10 22:32:11,620 - davarocr - INFO - Epoch [27][80/541] lr: 2.174e-05, eta: 0:38:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.9691 +2022-03-10 22:32:12,481 - davarocr - INFO - Epoch [27][85/541] lr: 2.174e-05, eta: 0:38:28, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7998 +2022-03-10 22:32:13,347 - davarocr - INFO - Epoch [27][90/541] lr: 2.174e-05, eta: 0:38:27, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.8703 +2022-03-10 22:32:14,208 - davarocr - INFO - Epoch [27][95/541] lr: 2.174e-05, eta: 0:38:26, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6667 +2022-03-10 22:32:15,078 - davarocr - INFO - Epoch [27][100/541] lr: 2.174e-05, eta: 0:38:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.7746 +2022-03-10 22:32:15,938 - davarocr - INFO - Epoch [27][105/541] lr: 2.174e-05, eta: 0:38:25, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9249 +2022-03-10 22:32:16,814 - davarocr - INFO - Epoch [27][110/541] lr: 2.174e-05, eta: 0:38:24, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 0.9779 +2022-03-10 22:32:17,683 - davarocr - INFO - Epoch [27][115/541] lr: 2.174e-05, eta: 0:38:23, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.9727 +2022-03-10 22:32:18,552 - davarocr - INFO - Epoch [27][120/541] lr: 2.174e-05, eta: 0:38:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8013 +2022-03-10 22:32:19,422 - davarocr - INFO - Epoch [27][125/541] lr: 2.174e-05, eta: 0:38:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.0098 +2022-03-10 22:32:20,291 - davarocr - INFO - Epoch [27][130/541] lr: 2.174e-05, eta: 0:38:20, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9242 +2022-03-10 22:32:21,172 - davarocr - INFO - Epoch [27][135/541] lr: 2.174e-05, eta: 0:38:19, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8269 +2022-03-10 22:32:22,033 - davarocr - INFO - Epoch [27][140/541] lr: 2.174e-05, eta: 0:38:18, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9171 +2022-03-10 22:32:22,909 - davarocr - INFO - Epoch [27][145/541] lr: 2.174e-05, eta: 0:38:17, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.6671 +2022-03-10 22:32:23,778 - davarocr - INFO - Epoch [27][150/541] lr: 2.174e-05, eta: 0:38:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 0.9353 +2022-03-10 22:32:24,654 - davarocr - INFO - Epoch [27][155/541] lr: 2.174e-05, eta: 0:38:15, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.3448 +2022-03-10 22:32:25,523 - davarocr - INFO - Epoch [27][160/541] lr: 2.174e-05, eta: 0:38:15, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9009 +2022-03-10 22:32:26,411 - davarocr - INFO - Epoch [27][165/541] lr: 2.174e-05, eta: 0:38:14, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9073 +2022-03-10 22:32:27,280 - davarocr - INFO - Epoch [27][170/541] lr: 2.174e-05, eta: 0:38:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0069, loss: 0.0069, grad_norm: 0.9555 +2022-03-10 22:32:28,147 - davarocr - INFO - Epoch [27][175/541] lr: 2.174e-05, eta: 0:38:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.1641 +2022-03-10 22:32:29,016 - davarocr - INFO - Epoch [27][180/541] lr: 2.174e-05, eta: 0:38:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.8812 +2022-03-10 22:32:29,880 - davarocr - INFO - Epoch [27][185/541] lr: 2.174e-05, eta: 0:38:10, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.1445 +2022-03-10 22:32:30,753 - davarocr - INFO - Epoch [27][190/541] lr: 2.174e-05, eta: 0:38:09, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9825 +2022-03-10 22:32:31,633 - davarocr - INFO - Epoch [27][195/541] lr: 2.174e-05, eta: 0:38:08, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.0201 +2022-03-10 22:32:32,503 - davarocr - INFO - Epoch [27][200/541] lr: 2.174e-05, eta: 0:38:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9729 +2022-03-10 22:32:33,374 - davarocr - INFO - Epoch [27][205/541] lr: 2.174e-05, eta: 0:38:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9666 +2022-03-10 22:32:34,257 - davarocr - INFO - Epoch [27][210/541] lr: 2.174e-05, eta: 0:38:05, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0536 +2022-03-10 22:32:35,125 - davarocr - INFO - Epoch [27][215/541] lr: 2.174e-05, eta: 0:38:04, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.7323 +2022-03-10 22:32:35,999 - davarocr - INFO - Epoch [27][220/541] lr: 2.174e-05, eta: 0:38:04, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0218 +2022-03-10 22:32:36,874 - davarocr - INFO - Epoch [27][225/541] lr: 2.174e-05, eta: 0:38:03, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.1763 +2022-03-10 22:32:37,744 - davarocr - INFO - Epoch [27][230/541] lr: 2.174e-05, eta: 0:38:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.0293 +2022-03-10 22:32:38,613 - davarocr - INFO - Epoch [27][235/541] lr: 2.174e-05, eta: 0:38:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0106 +2022-03-10 22:32:39,483 - davarocr - INFO - Epoch [27][240/541] lr: 2.174e-05, eta: 0:38:00, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0097 +2022-03-10 22:32:40,347 - davarocr - INFO - Epoch [27][245/541] lr: 2.174e-05, eta: 0:37:59, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.0622 +2022-03-10 22:32:41,226 - davarocr - INFO - Epoch [27][250/541] lr: 2.174e-05, eta: 0:37:58, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0717 +2022-03-10 22:32:42,097 - davarocr - INFO - Epoch [27][255/541] lr: 2.174e-05, eta: 0:37:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.1212 +2022-03-10 22:32:42,955 - davarocr - INFO - Epoch [27][260/541] lr: 2.174e-05, eta: 0:37:56, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0436 +2022-03-10 22:32:43,828 - davarocr - INFO - Epoch [27][265/541] lr: 2.174e-05, eta: 0:37:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0308 +2022-03-10 22:32:44,702 - davarocr - INFO - Epoch [27][270/541] lr: 2.174e-05, eta: 0:37:54, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.2241 +2022-03-10 22:32:45,564 - davarocr - INFO - Epoch [27][275/541] lr: 2.174e-05, eta: 0:37:53, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0552 +2022-03-10 22:32:46,432 - davarocr - INFO - Epoch [27][280/541] lr: 2.174e-05, eta: 0:37:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2344 +2022-03-10 22:32:47,302 - davarocr - INFO - Epoch [27][285/541] lr: 2.174e-05, eta: 0:37:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.2719 +2022-03-10 22:32:48,176 - davarocr - INFO - Epoch [27][290/541] lr: 2.174e-05, eta: 0:37:51, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.5472 +2022-03-10 22:32:49,038 - davarocr - INFO - Epoch [27][295/541] lr: 2.174e-05, eta: 0:37:50, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0974 +2022-03-10 22:32:49,915 - davarocr - INFO - Epoch [27][300/541] lr: 2.174e-05, eta: 0:37:49, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0982 +2022-03-10 22:32:50,780 - davarocr - INFO - Epoch [27][305/541] lr: 2.174e-05, eta: 0:37:48, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.5511 +2022-03-10 22:32:51,650 - davarocr - INFO - Epoch [27][310/541] lr: 2.174e-05, eta: 0:37:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2281 +2022-03-10 22:32:52,519 - davarocr - INFO - Epoch [27][315/541] lr: 2.174e-05, eta: 0:37:46, time: 0.171, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1195 +2022-03-10 22:32:53,388 - davarocr - INFO - Epoch [27][320/541] lr: 2.174e-05, eta: 0:37:45, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.6787 +2022-03-10 22:32:54,255 - davarocr - INFO - Epoch [27][325/541] lr: 2.174e-05, eta: 0:37:44, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1190 +2022-03-10 22:32:55,117 - davarocr - INFO - Epoch [27][330/541] lr: 2.174e-05, eta: 0:37:43, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1168 +2022-03-10 22:32:55,983 - davarocr - INFO - Epoch [27][335/541] lr: 2.174e-05, eta: 0:37:42, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1162 +2022-03-10 22:32:56,856 - davarocr - INFO - Epoch [27][340/541] lr: 2.174e-05, eta: 0:37:42, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.7701 +2022-03-10 22:32:57,728 - davarocr - INFO - Epoch [27][345/541] lr: 2.174e-05, eta: 0:37:41, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.3079 +2022-03-10 22:32:58,587 - davarocr - INFO - Epoch [27][350/541] lr: 2.174e-05, eta: 0:37:40, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2042 +2022-03-10 22:32:59,458 - davarocr - INFO - Epoch [27][355/541] lr: 2.174e-05, eta: 0:37:39, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.4673 +2022-03-10 22:33:00,320 - davarocr - INFO - Epoch [27][360/541] lr: 2.174e-05, eta: 0:37:38, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1787 +2022-03-10 22:33:01,183 - davarocr - INFO - Epoch [27][365/541] lr: 2.174e-05, eta: 0:37:37, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1865 +2022-03-10 22:33:02,046 - davarocr - INFO - Epoch [27][370/541] lr: 2.174e-05, eta: 0:37:36, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.2749 +2022-03-10 22:33:02,932 - davarocr - INFO - Epoch [27][375/541] lr: 2.174e-05, eta: 0:37:35, time: 0.180, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1841 +2022-03-10 22:33:03,803 - davarocr - INFO - Epoch [27][380/541] lr: 2.174e-05, eta: 0:37:34, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.1867 +2022-03-10 22:33:04,703 - davarocr - INFO - Epoch [27][385/541] lr: 2.174e-05, eta: 0:37:33, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1794 +2022-03-10 22:33:05,585 - davarocr - INFO - Epoch [27][390/541] lr: 2.174e-05, eta: 0:37:32, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2953 +2022-03-10 22:33:06,474 - davarocr - INFO - Epoch [27][395/541] lr: 2.174e-05, eta: 0:37:31, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1809 +2022-03-10 22:33:07,359 - davarocr - INFO - Epoch [27][400/541] lr: 2.174e-05, eta: 0:37:31, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1778 +2022-03-10 22:33:08,239 - davarocr - INFO - Epoch [27][405/541] lr: 2.174e-05, eta: 0:37:30, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2151 +2022-03-10 22:33:09,124 - davarocr - INFO - Epoch [27][410/541] lr: 2.174e-05, eta: 0:37:29, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1810 +2022-03-10 22:33:10,019 - davarocr - INFO - Epoch [27][415/541] lr: 2.174e-05, eta: 0:37:28, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4592 +2022-03-10 22:33:10,910 - davarocr - INFO - Epoch [27][420/541] lr: 2.174e-05, eta: 0:37:27, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.8696 +2022-03-10 22:33:11,798 - davarocr - INFO - Epoch [27][425/541] lr: 2.174e-05, eta: 0:37:26, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3010 +2022-03-10 22:33:12,688 - davarocr - INFO - Epoch [27][430/541] lr: 2.174e-05, eta: 0:37:25, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.6281 +2022-03-10 22:33:13,575 - davarocr - INFO - Epoch [27][435/541] lr: 2.174e-05, eta: 0:37:24, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.2872 +2022-03-10 22:33:14,462 - davarocr - INFO - Epoch [27][440/541] lr: 2.174e-05, eta: 0:37:23, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2757 +2022-03-10 22:33:15,346 - davarocr - INFO - Epoch [27][445/541] lr: 2.174e-05, eta: 0:37:22, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3673 +2022-03-10 22:33:16,230 - davarocr - INFO - Epoch [27][450/541] lr: 2.174e-05, eta: 0:37:22, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3299 +2022-03-10 22:33:17,113 - davarocr - INFO - Epoch [27][455/541] lr: 2.174e-05, eta: 0:37:21, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2744 +2022-03-10 22:33:17,998 - davarocr - INFO - Epoch [27][460/541] lr: 2.174e-05, eta: 0:37:20, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2922 +2022-03-10 22:33:18,883 - davarocr - INFO - Epoch [27][465/541] lr: 2.174e-05, eta: 0:37:19, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2737 +2022-03-10 22:33:19,770 - davarocr - INFO - Epoch [27][470/541] lr: 2.174e-05, eta: 0:37:18, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.2786 +2022-03-10 22:33:20,649 - davarocr - INFO - Epoch [27][475/541] lr: 2.174e-05, eta: 0:37:17, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3195 +2022-03-10 22:33:21,528 - davarocr - INFO - Epoch [27][480/541] lr: 2.174e-05, eta: 0:37:16, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2755 +2022-03-10 22:33:22,419 - davarocr - INFO - Epoch [27][485/541] lr: 2.174e-05, eta: 0:37:15, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5549 +2022-03-10 22:33:23,310 - davarocr - INFO - Epoch [27][490/541] lr: 2.174e-05, eta: 0:37:14, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.2719 +2022-03-10 22:33:24,196 - davarocr - INFO - Epoch [27][495/541] lr: 2.174e-05, eta: 0:37:13, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.3376 +2022-03-10 22:33:25,076 - davarocr - INFO - Epoch [27][500/541] lr: 2.174e-05, eta: 0:37:13, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2577 +2022-03-10 22:33:25,976 - davarocr - INFO - Epoch [27][505/541] lr: 2.174e-05, eta: 0:37:12, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.3101 +2022-03-10 22:33:26,865 - davarocr - INFO - Epoch [27][510/541] lr: 2.174e-05, eta: 0:37:11, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2563 +2022-03-10 22:33:27,749 - davarocr - INFO - Epoch [27][515/541] lr: 2.174e-05, eta: 0:37:10, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2695 +2022-03-10 22:33:28,644 - davarocr - INFO - Epoch [27][520/541] lr: 2.174e-05, eta: 0:37:09, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.5790 +2022-03-10 22:33:29,527 - davarocr - INFO - Epoch [27][525/541] lr: 2.174e-05, eta: 0:37:08, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2898 +2022-03-10 22:33:30,428 - davarocr - INFO - Epoch [27][530/541] lr: 2.174e-05, eta: 0:37:07, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2752 +2022-03-10 22:33:31,329 - davarocr - INFO - Epoch [27][535/541] lr: 2.174e-05, eta: 0:37:06, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2690 +2022-03-10 22:33:32,213 - davarocr - INFO - Epoch [27][540/541] lr: 2.174e-05, eta: 0:37:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2665 +2022-03-10 22:33:47,649 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:33:47,650 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:33:47,650 - davarocr - INFO - Epoch(val) [27][541] LOC: {'precision': 0.9292141571685663, 'recall': 0.9286570743405276, 'f1-score': 0.928935532233883}, PER: {'precision': 0.9566831683168316, 'recall': 0.956091527520099, 'f1-score': 0.9563872564181874}, MISC: {'precision': 0.8569277108433735, 'recall': 0.8105413105413105, 'f1-score': 0.8330893118594437}, ORG: {'precision': 0.89591957421644, 'recall': 0.9121011438892234, 'f1-score': 0.9039379474940333}, all: {'precision': 0.918588151826889, 'recall': 0.9169617563739377, 'f1-score': 0.9177742335637072}, hmean: 0.9178 +2022-03-10 22:33:50,972 - davarocr - INFO - Epoch [28][5/541] lr: 2.128e-05, eta: 0:37:06, time: 0.663, data_time: 0.489, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2659 +2022-03-10 22:33:51,835 - davarocr - INFO - Epoch [28][10/541] lr: 2.128e-05, eta: 0:37:05, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2664 +2022-03-10 22:33:52,704 - davarocr - INFO - Epoch [28][15/541] lr: 2.128e-05, eta: 0:37:04, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3468 +2022-03-10 22:33:53,578 - davarocr - INFO - Epoch [28][20/541] lr: 2.128e-05, eta: 0:37:03, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2699 +2022-03-10 22:33:54,464 - davarocr - INFO - Epoch [28][25/541] lr: 2.128e-05, eta: 0:37:03, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2700 +2022-03-10 22:33:55,334 - davarocr - INFO - Epoch [28][30/541] lr: 2.128e-05, eta: 0:37:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3512 +2022-03-10 22:33:56,208 - davarocr - INFO - Epoch [28][35/541] lr: 2.128e-05, eta: 0:37:01, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.6879 +2022-03-10 22:33:57,110 - davarocr - INFO - Epoch [28][40/541] lr: 2.128e-05, eta: 0:37:00, time: 0.181, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3041 +2022-03-10 22:33:57,986 - davarocr - INFO - Epoch [28][45/541] lr: 2.128e-05, eta: 0:36:59, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3070 +2022-03-10 22:33:58,855 - davarocr - INFO - Epoch [28][50/541] lr: 2.128e-05, eta: 0:36:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.5717 +2022-03-10 22:33:59,725 - davarocr - INFO - Epoch [28][55/541] lr: 2.128e-05, eta: 0:36:57, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3072 +2022-03-10 22:34:00,588 - davarocr - INFO - Epoch [28][60/541] lr: 2.128e-05, eta: 0:36:56, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.3869 +2022-03-10 22:34:01,454 - davarocr - INFO - Epoch [28][65/541] lr: 2.128e-05, eta: 0:36:55, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3054 +2022-03-10 22:34:02,326 - davarocr - INFO - Epoch [28][70/541] lr: 2.128e-05, eta: 0:36:54, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 2.1825 +2022-03-10 22:34:03,199 - davarocr - INFO - Epoch [28][75/541] lr: 2.128e-05, eta: 0:36:53, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3930 +2022-03-10 22:34:04,064 - davarocr - INFO - Epoch [28][80/541] lr: 2.128e-05, eta: 0:36:53, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1676 +2022-03-10 22:34:04,925 - davarocr - INFO - Epoch [28][85/541] lr: 2.128e-05, eta: 0:36:52, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1498 +2022-03-10 22:34:05,785 - davarocr - INFO - Epoch [28][90/541] lr: 2.128e-05, eta: 0:36:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1501 +2022-03-10 22:34:06,657 - davarocr - INFO - Epoch [28][95/541] lr: 2.128e-05, eta: 0:36:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1663 +2022-03-10 22:34:07,525 - davarocr - INFO - Epoch [28][100/541] lr: 2.128e-05, eta: 0:36:49, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1547 +2022-03-10 22:34:08,402 - davarocr - INFO - Epoch [28][105/541] lr: 2.128e-05, eta: 0:36:48, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1949 +2022-03-10 22:34:09,264 - davarocr - INFO - Epoch [28][110/541] lr: 2.128e-05, eta: 0:36:47, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1456 +2022-03-10 22:34:10,122 - davarocr - INFO - Epoch [28][115/541] lr: 2.128e-05, eta: 0:36:46, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1933 +2022-03-10 22:34:10,985 - davarocr - INFO - Epoch [28][120/541] lr: 2.128e-05, eta: 0:36:45, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1437 +2022-03-10 22:34:11,863 - davarocr - INFO - Epoch [28][125/541] lr: 2.128e-05, eta: 0:36:44, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1491 +2022-03-10 22:34:12,725 - davarocr - INFO - Epoch [28][130/541] lr: 2.128e-05, eta: 0:36:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 2.3016 +2022-03-10 22:34:13,598 - davarocr - INFO - Epoch [28][135/541] lr: 2.128e-05, eta: 0:36:42, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9402 +2022-03-10 22:34:14,471 - davarocr - INFO - Epoch [28][140/541] lr: 2.128e-05, eta: 0:36:41, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9442 +2022-03-10 22:34:15,353 - davarocr - INFO - Epoch [28][145/541] lr: 2.128e-05, eta: 0:36:41, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9374 +2022-03-10 22:34:16,208 - davarocr - INFO - Epoch [28][150/541] lr: 2.128e-05, eta: 0:36:40, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2313 +2022-03-10 22:34:17,069 - davarocr - INFO - Epoch [28][155/541] lr: 2.128e-05, eta: 0:36:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9243 +2022-03-10 22:34:17,937 - davarocr - INFO - Epoch [28][160/541] lr: 2.128e-05, eta: 0:36:38, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9175 +2022-03-10 22:34:18,808 - davarocr - INFO - Epoch [28][165/541] lr: 2.128e-05, eta: 0:36:37, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 0.9336 +2022-03-10 22:34:19,681 - davarocr - INFO - Epoch [28][170/541] lr: 2.128e-05, eta: 0:36:36, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.1293 +2022-03-10 22:34:20,563 - davarocr - INFO - Epoch [28][175/541] lr: 2.128e-05, eta: 0:36:35, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9401 +2022-03-10 22:34:21,452 - davarocr - INFO - Epoch [28][180/541] lr: 2.128e-05, eta: 0:36:34, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9395 +2022-03-10 22:34:22,325 - davarocr - INFO - Epoch [28][185/541] lr: 2.128e-05, eta: 0:36:33, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9838 +2022-03-10 22:34:23,198 - davarocr - INFO - Epoch [28][190/541] lr: 2.128e-05, eta: 0:36:32, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.7756 +2022-03-10 22:34:24,067 - davarocr - INFO - Epoch [28][195/541] lr: 2.128e-05, eta: 0:36:31, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0619 +2022-03-10 22:34:24,933 - davarocr - INFO - Epoch [28][200/541] lr: 2.128e-05, eta: 0:36:31, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0764 +2022-03-10 22:34:25,799 - davarocr - INFO - Epoch [28][205/541] lr: 2.128e-05, eta: 0:36:30, time: 0.170, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0570 +2022-03-10 22:34:26,866 - davarocr - INFO - Epoch [28][210/541] lr: 2.128e-05, eta: 0:36:29, time: 0.213, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0569 +2022-03-10 22:34:27,737 - davarocr - INFO - Epoch [28][215/541] lr: 2.128e-05, eta: 0:36:28, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0615 +2022-03-10 22:34:28,601 - davarocr - INFO - Epoch [28][220/541] lr: 2.128e-05, eta: 0:36:27, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0566 +2022-03-10 22:34:29,470 - davarocr - INFO - Epoch [28][225/541] lr: 2.128e-05, eta: 0:36:26, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0570 +2022-03-10 22:34:30,331 - davarocr - INFO - Epoch [28][230/541] lr: 2.128e-05, eta: 0:36:25, time: 0.172, data_time: 0.011, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0988 +2022-03-10 22:34:31,197 - davarocr - INFO - Epoch [28][235/541] lr: 2.128e-05, eta: 0:36:24, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0521 +2022-03-10 22:34:32,057 - davarocr - INFO - Epoch [28][240/541] lr: 2.128e-05, eta: 0:36:23, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0510 +2022-03-10 22:34:32,931 - davarocr - INFO - Epoch [28][245/541] lr: 2.128e-05, eta: 0:36:22, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 1.1453 +2022-03-10 22:34:33,799 - davarocr - INFO - Epoch [28][250/541] lr: 2.128e-05, eta: 0:36:21, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2814 +2022-03-10 22:34:34,664 - davarocr - INFO - Epoch [28][255/541] lr: 2.128e-05, eta: 0:36:21, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0627 +2022-03-10 22:34:35,528 - davarocr - INFO - Epoch [28][260/541] lr: 2.128e-05, eta: 0:36:20, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0931 +2022-03-10 22:34:36,389 - davarocr - INFO - Epoch [28][265/541] lr: 2.128e-05, eta: 0:36:19, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0645 +2022-03-10 22:34:37,259 - davarocr - INFO - Epoch [28][270/541] lr: 2.128e-05, eta: 0:36:18, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3021 +2022-03-10 22:34:38,125 - davarocr - INFO - Epoch [28][275/541] lr: 2.128e-05, eta: 0:36:17, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.2120 +2022-03-10 22:34:38,989 - davarocr - INFO - Epoch [28][280/541] lr: 2.128e-05, eta: 0:36:16, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0985 +2022-03-10 22:34:39,858 - davarocr - INFO - Epoch [28][285/541] lr: 2.128e-05, eta: 0:36:15, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0973 +2022-03-10 22:34:40,723 - davarocr - INFO - Epoch [28][290/541] lr: 2.128e-05, eta: 0:36:14, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.1265 +2022-03-10 22:34:41,584 - davarocr - INFO - Epoch [28][295/541] lr: 2.128e-05, eta: 0:36:13, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1029 +2022-03-10 22:34:42,448 - davarocr - INFO - Epoch [28][300/541] lr: 2.128e-05, eta: 0:36:12, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1037 +2022-03-10 22:34:43,314 - davarocr - INFO - Epoch [28][305/541] lr: 2.128e-05, eta: 0:36:11, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1051 +2022-03-10 22:34:44,171 - davarocr - INFO - Epoch [28][310/541] lr: 2.128e-05, eta: 0:36:10, time: 0.171, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1096 +2022-03-10 22:34:45,032 - davarocr - INFO - Epoch [28][315/541] lr: 2.128e-05, eta: 0:36:10, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1012 +2022-03-10 22:34:45,903 - davarocr - INFO - Epoch [28][320/541] lr: 2.128e-05, eta: 0:36:09, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1536 +2022-03-10 22:34:46,772 - davarocr - INFO - Epoch [28][325/541] lr: 2.128e-05, eta: 0:36:08, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1184 +2022-03-10 22:34:47,641 - davarocr - INFO - Epoch [28][330/541] lr: 2.128e-05, eta: 0:36:07, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.3004 +2022-03-10 22:34:48,502 - davarocr - INFO - Epoch [28][335/541] lr: 2.128e-05, eta: 0:36:06, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.6355 +2022-03-10 22:34:49,371 - davarocr - INFO - Epoch [28][340/541] lr: 2.128e-05, eta: 0:36:05, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1633 +2022-03-10 22:34:50,234 - davarocr - INFO - Epoch [28][345/541] lr: 2.128e-05, eta: 0:36:04, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1615 +2022-03-10 22:34:51,091 - davarocr - INFO - Epoch [28][350/541] lr: 2.128e-05, eta: 0:36:03, time: 0.169, data_time: 0.005, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2300 +2022-03-10 22:34:51,952 - davarocr - INFO - Epoch [28][355/541] lr: 2.128e-05, eta: 0:36:02, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1703 +2022-03-10 22:34:52,811 - davarocr - INFO - Epoch [28][360/541] lr: 2.128e-05, eta: 0:36:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.1806 +2022-03-10 22:34:53,670 - davarocr - INFO - Epoch [28][365/541] lr: 2.128e-05, eta: 0:36:00, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3808 +2022-03-10 22:34:54,533 - davarocr - INFO - Epoch [28][370/541] lr: 2.128e-05, eta: 0:35:59, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2447 +2022-03-10 22:34:55,400 - davarocr - INFO - Epoch [28][375/541] lr: 2.128e-05, eta: 0:35:59, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1796 +2022-03-10 22:34:56,261 - davarocr - INFO - Epoch [28][380/541] lr: 2.128e-05, eta: 0:35:58, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1794 +2022-03-10 22:34:57,139 - davarocr - INFO - Epoch [28][385/541] lr: 2.128e-05, eta: 0:35:57, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1874 +2022-03-10 22:34:58,002 - davarocr - INFO - Epoch [28][390/541] lr: 2.128e-05, eta: 0:35:56, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1788 +2022-03-10 22:34:58,872 - davarocr - INFO - Epoch [28][395/541] lr: 2.128e-05, eta: 0:35:55, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1803 +2022-03-10 22:34:59,740 - davarocr - INFO - Epoch [28][400/541] lr: 2.128e-05, eta: 0:35:54, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1764 +2022-03-10 22:35:00,607 - davarocr - INFO - Epoch [28][405/541] lr: 2.128e-05, eta: 0:35:53, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1925 +2022-03-10 22:35:01,469 - davarocr - INFO - Epoch [28][410/541] lr: 2.128e-05, eta: 0:35:52, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 2.1411 +2022-03-10 22:35:02,329 - davarocr - INFO - Epoch [28][415/541] lr: 2.128e-05, eta: 0:35:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1060 +2022-03-10 22:35:03,198 - davarocr - INFO - Epoch [28][420/541] lr: 2.128e-05, eta: 0:35:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0110, loss: 0.0110, grad_norm: 1.1600 +2022-03-10 22:35:04,058 - davarocr - INFO - Epoch [28][425/541] lr: 2.128e-05, eta: 0:35:49, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.1361 +2022-03-10 22:35:04,918 - davarocr - INFO - Epoch [28][430/541] lr: 2.128e-05, eta: 0:35:48, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0528 +2022-03-10 22:35:05,798 - davarocr - INFO - Epoch [28][435/541] lr: 2.128e-05, eta: 0:35:48, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0452 +2022-03-10 22:35:06,656 - davarocr - INFO - Epoch [28][440/541] lr: 2.128e-05, eta: 0:35:47, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0455 +2022-03-10 22:35:07,526 - davarocr - INFO - Epoch [28][445/541] lr: 2.128e-05, eta: 0:35:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0416 +2022-03-10 22:35:08,386 - davarocr - INFO - Epoch [28][450/541] lr: 2.128e-05, eta: 0:35:45, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3785 +2022-03-10 22:35:09,249 - davarocr - INFO - Epoch [28][455/541] lr: 2.128e-05, eta: 0:35:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0690 +2022-03-10 22:35:10,106 - davarocr - INFO - Epoch [28][460/541] lr: 2.128e-05, eta: 0:35:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0660 +2022-03-10 22:35:10,975 - davarocr - INFO - Epoch [28][465/541] lr: 2.128e-05, eta: 0:35:42, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.0853 +2022-03-10 22:35:11,848 - davarocr - INFO - Epoch [28][470/541] lr: 2.128e-05, eta: 0:35:41, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0608 +2022-03-10 22:35:12,722 - davarocr - INFO - Epoch [28][475/541] lr: 2.128e-05, eta: 0:35:40, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0786 +2022-03-10 22:35:13,582 - davarocr - INFO - Epoch [28][480/541] lr: 2.128e-05, eta: 0:35:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0583 +2022-03-10 22:35:14,447 - davarocr - INFO - Epoch [28][485/541] lr: 2.128e-05, eta: 0:35:38, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0057, loss: 0.0057, grad_norm: 1.2779 +2022-03-10 22:35:15,316 - davarocr - INFO - Epoch [28][490/541] lr: 2.128e-05, eta: 0:35:37, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2171 +2022-03-10 22:35:16,182 - davarocr - INFO - Epoch [28][495/541] lr: 2.128e-05, eta: 0:35:37, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.3052 +2022-03-10 22:35:17,047 - davarocr - INFO - Epoch [28][500/541] lr: 2.128e-05, eta: 0:35:36, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0944 +2022-03-10 22:35:17,923 - davarocr - INFO - Epoch [28][505/541] lr: 2.128e-05, eta: 0:35:35, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.1182 +2022-03-10 22:35:18,784 - davarocr - INFO - Epoch [28][510/541] lr: 2.128e-05, eta: 0:35:34, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0760 +2022-03-10 22:35:19,644 - davarocr - INFO - Epoch [28][515/541] lr: 2.128e-05, eta: 0:35:33, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0871 +2022-03-10 22:35:20,511 - davarocr - INFO - Epoch [28][520/541] lr: 2.128e-05, eta: 0:35:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0725 +2022-03-10 22:35:21,371 - davarocr - INFO - Epoch [28][525/541] lr: 2.128e-05, eta: 0:35:31, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0725 +2022-03-10 22:35:22,233 - davarocr - INFO - Epoch [28][530/541] lr: 2.128e-05, eta: 0:35:30, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 1.5065 +2022-03-10 22:35:23,097 - davarocr - INFO - Epoch [28][535/541] lr: 2.128e-05, eta: 0:35:29, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1238 +2022-03-10 22:35:23,973 - davarocr - INFO - Epoch [28][540/541] lr: 2.128e-05, eta: 0:35:28, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1987 +2022-03-10 22:35:38,201 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:35:38,202 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:35:38,202 - davarocr - INFO - Epoch(val) [28][541] LOC: {'precision': 0.9340592861464004, 'recall': 0.9256594724220624, 'f1-score': 0.9298404095152063}, PER: {'precision': 0.9533742331288344, 'recall': 0.961038961038961, 'f1-score': 0.9571912534647368}, MISC: {'precision': 0.8472834067547724, 'recall': 0.8219373219373219, 'f1-score': 0.8344179320318149}, ORG: {'precision': 0.8898809523809523, 'recall': 0.9000602046959663, 'f1-score': 0.8949416342412451}, all: {'precision': 0.9160170092133239, 'recall': 0.9153682719546742, 'f1-score': 0.9156925256818986}, hmean: 0.9157 +2022-03-10 22:35:41,574 - davarocr - INFO - Epoch [29][5/541] lr: 2.083e-05, eta: 0:35:29, time: 0.672, data_time: 0.489, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1550 +2022-03-10 22:35:42,438 - davarocr - INFO - Epoch [29][10/541] lr: 2.083e-05, eta: 0:35:28, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.4022 +2022-03-10 22:35:43,315 - davarocr - INFO - Epoch [29][15/541] lr: 2.083e-05, eta: 0:35:27, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.3105 +2022-03-10 22:35:44,244 - davarocr - INFO - Epoch [29][20/541] lr: 2.083e-05, eta: 0:35:26, time: 0.186, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1372 +2022-03-10 22:35:45,130 - davarocr - INFO - Epoch [29][25/541] lr: 2.083e-05, eta: 0:35:25, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1699 +2022-03-10 22:35:45,992 - davarocr - INFO - Epoch [29][30/541] lr: 2.083e-05, eta: 0:35:24, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1415 +2022-03-10 22:35:46,860 - davarocr - INFO - Epoch [29][35/541] lr: 2.083e-05, eta: 0:35:24, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1492 +2022-03-10 22:35:47,744 - davarocr - INFO - Epoch [29][40/541] lr: 2.083e-05, eta: 0:35:23, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1870 +2022-03-10 22:35:48,607 - davarocr - INFO - Epoch [29][45/541] lr: 2.083e-05, eta: 0:35:22, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1621 +2022-03-10 22:35:49,506 - davarocr - INFO - Epoch [29][50/541] lr: 2.083e-05, eta: 0:35:21, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1657 +2022-03-10 22:35:50,420 - davarocr - INFO - Epoch [29][55/541] lr: 2.083e-05, eta: 0:35:20, time: 0.183, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1515 +2022-03-10 22:35:51,314 - davarocr - INFO - Epoch [29][60/541] lr: 2.083e-05, eta: 0:35:19, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1472 +2022-03-10 22:35:52,203 - davarocr - INFO - Epoch [29][65/541] lr: 2.083e-05, eta: 0:35:18, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1439 +2022-03-10 22:35:53,096 - davarocr - INFO - Epoch [29][70/541] lr: 2.083e-05, eta: 0:35:17, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1442 +2022-03-10 22:35:53,988 - davarocr - INFO - Epoch [29][75/541] lr: 2.083e-05, eta: 0:35:16, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1467 +2022-03-10 22:35:54,887 - davarocr - INFO - Epoch [29][80/541] lr: 2.083e-05, eta: 0:35:15, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.1698 +2022-03-10 22:35:55,789 - davarocr - INFO - Epoch [29][85/541] lr: 2.083e-05, eta: 0:35:15, time: 0.181, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1481 +2022-03-10 22:35:56,680 - davarocr - INFO - Epoch [29][90/541] lr: 2.083e-05, eta: 0:35:14, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.1512 +2022-03-10 22:35:57,580 - davarocr - INFO - Epoch [29][95/541] lr: 2.083e-05, eta: 0:35:13, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1447 +2022-03-10 22:35:58,468 - davarocr - INFO - Epoch [29][100/541] lr: 2.083e-05, eta: 0:35:12, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1444 +2022-03-10 22:35:59,350 - davarocr - INFO - Epoch [29][105/541] lr: 2.083e-05, eta: 0:35:11, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1903 +2022-03-10 22:36:00,208 - davarocr - INFO - Epoch [29][110/541] lr: 2.083e-05, eta: 0:35:10, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1473 +2022-03-10 22:36:01,076 - davarocr - INFO - Epoch [29][115/541] lr: 2.083e-05, eta: 0:35:09, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1698 +2022-03-10 22:36:01,948 - davarocr - INFO - Epoch [29][120/541] lr: 2.083e-05, eta: 0:35:08, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1506 +2022-03-10 22:36:02,818 - davarocr - INFO - Epoch [29][125/541] lr: 2.083e-05, eta: 0:35:07, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1433 +2022-03-10 22:36:03,677 - davarocr - INFO - Epoch [29][130/541] lr: 2.083e-05, eta: 0:35:06, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1834 +2022-03-10 22:36:04,538 - davarocr - INFO - Epoch [29][135/541] lr: 2.083e-05, eta: 0:35:05, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1451 +2022-03-10 22:36:05,396 - davarocr - INFO - Epoch [29][140/541] lr: 2.083e-05, eta: 0:35:05, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1512 +2022-03-10 22:36:06,262 - davarocr - INFO - Epoch [29][145/541] lr: 2.083e-05, eta: 0:35:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1515 +2022-03-10 22:36:07,121 - davarocr - INFO - Epoch [29][150/541] lr: 2.083e-05, eta: 0:35:03, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1627 +2022-03-10 22:36:07,993 - davarocr - INFO - Epoch [29][155/541] lr: 2.083e-05, eta: 0:35:02, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1511 +2022-03-10 22:36:08,860 - davarocr - INFO - Epoch [29][160/541] lr: 2.083e-05, eta: 0:35:01, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1487 +2022-03-10 22:36:09,726 - davarocr - INFO - Epoch [29][165/541] lr: 2.083e-05, eta: 0:35:00, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.5314 +2022-03-10 22:36:10,596 - davarocr - INFO - Epoch [29][170/541] lr: 2.083e-05, eta: 0:34:59, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1472 +2022-03-10 22:36:11,463 - davarocr - INFO - Epoch [29][175/541] lr: 2.083e-05, eta: 0:34:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.1801 +2022-03-10 22:36:12,357 - davarocr - INFO - Epoch [29][180/541] lr: 2.083e-05, eta: 0:34:57, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1612 +2022-03-10 22:36:13,227 - davarocr - INFO - Epoch [29][185/541] lr: 2.083e-05, eta: 0:34:56, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1408 +2022-03-10 22:36:14,094 - davarocr - INFO - Epoch [29][190/541] lr: 2.083e-05, eta: 0:34:55, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1403 +2022-03-10 22:36:14,957 - davarocr - INFO - Epoch [29][195/541] lr: 2.083e-05, eta: 0:34:54, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1908 +2022-03-10 22:36:15,836 - davarocr - INFO - Epoch [29][200/541] lr: 2.083e-05, eta: 0:34:54, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1390 +2022-03-10 22:36:16,705 - davarocr - INFO - Epoch [29][205/541] lr: 2.083e-05, eta: 0:34:53, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.1431 +2022-03-10 22:36:17,566 - davarocr - INFO - Epoch [29][210/541] lr: 2.083e-05, eta: 0:34:52, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1685 +2022-03-10 22:36:18,427 - davarocr - INFO - Epoch [29][215/541] lr: 2.083e-05, eta: 0:34:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.2167 +2022-03-10 22:36:19,299 - davarocr - INFO - Epoch [29][220/541] lr: 2.083e-05, eta: 0:34:50, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1417 +2022-03-10 22:36:20,168 - davarocr - INFO - Epoch [29][225/541] lr: 2.083e-05, eta: 0:34:49, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1622 +2022-03-10 22:36:21,040 - davarocr - INFO - Epoch [29][230/541] lr: 2.083e-05, eta: 0:34:48, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1403 +2022-03-10 22:36:21,912 - davarocr - INFO - Epoch [29][235/541] lr: 2.083e-05, eta: 0:34:47, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.8803 +2022-03-10 22:36:22,798 - davarocr - INFO - Epoch [29][240/541] lr: 2.083e-05, eta: 0:34:46, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.4215 +2022-03-10 22:36:23,668 - davarocr - INFO - Epoch [29][245/541] lr: 2.083e-05, eta: 0:34:45, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2584 +2022-03-10 22:36:24,528 - davarocr - INFO - Epoch [29][250/541] lr: 2.083e-05, eta: 0:34:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2587 +2022-03-10 22:36:25,400 - davarocr - INFO - Epoch [29][255/541] lr: 2.083e-05, eta: 0:34:44, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.4988 +2022-03-10 22:36:26,264 - davarocr - INFO - Epoch [29][260/541] lr: 2.083e-05, eta: 0:34:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3537 +2022-03-10 22:36:27,130 - davarocr - INFO - Epoch [29][265/541] lr: 2.083e-05, eta: 0:34:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2953 +2022-03-10 22:36:27,998 - davarocr - INFO - Epoch [29][270/541] lr: 2.083e-05, eta: 0:34:41, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.3247 +2022-03-10 22:36:28,858 - davarocr - INFO - Epoch [29][275/541] lr: 2.083e-05, eta: 0:34:40, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.3085 +2022-03-10 22:36:29,724 - davarocr - INFO - Epoch [29][280/541] lr: 2.083e-05, eta: 0:34:39, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2698 +2022-03-10 22:36:30,588 - davarocr - INFO - Epoch [29][285/541] lr: 2.083e-05, eta: 0:34:38, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2696 +2022-03-10 22:36:31,453 - davarocr - INFO - Epoch [29][290/541] lr: 2.083e-05, eta: 0:34:37, time: 0.170, data_time: 0.004, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2698 +2022-03-10 22:36:32,318 - davarocr - INFO - Epoch [29][295/541] lr: 2.083e-05, eta: 0:34:36, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2903 +2022-03-10 22:36:33,188 - davarocr - INFO - Epoch [29][300/541] lr: 2.083e-05, eta: 0:34:35, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2718 +2022-03-10 22:36:34,053 - davarocr - INFO - Epoch [29][305/541] lr: 2.083e-05, eta: 0:34:34, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2835 +2022-03-10 22:36:34,919 - davarocr - INFO - Epoch [29][310/541] lr: 2.083e-05, eta: 0:34:33, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2647 +2022-03-10 22:36:35,777 - davarocr - INFO - Epoch [29][315/541] lr: 2.083e-05, eta: 0:34:33, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2853 +2022-03-10 22:36:36,641 - davarocr - INFO - Epoch [29][320/541] lr: 2.083e-05, eta: 0:34:32, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2659 +2022-03-10 22:36:37,502 - davarocr - INFO - Epoch [29][325/541] lr: 2.083e-05, eta: 0:34:31, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2899 +2022-03-10 22:36:38,360 - davarocr - INFO - Epoch [29][330/541] lr: 2.083e-05, eta: 0:34:30, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2726 +2022-03-10 22:36:39,219 - davarocr - INFO - Epoch [29][335/541] lr: 2.083e-05, eta: 0:34:29, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.6736 +2022-03-10 22:36:40,087 - davarocr - INFO - Epoch [29][340/541] lr: 2.083e-05, eta: 0:34:28, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3945 +2022-03-10 22:36:40,950 - davarocr - INFO - Epoch [29][345/541] lr: 2.083e-05, eta: 0:34:27, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.2978 +2022-03-10 22:36:41,816 - davarocr - INFO - Epoch [29][350/541] lr: 2.083e-05, eta: 0:34:26, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.8209 +2022-03-10 22:36:42,673 - davarocr - INFO - Epoch [29][355/541] lr: 2.083e-05, eta: 0:34:25, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2870 +2022-03-10 22:36:43,546 - davarocr - INFO - Epoch [29][360/541] lr: 2.083e-05, eta: 0:34:24, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3480 +2022-03-10 22:36:44,415 - davarocr - INFO - Epoch [29][365/541] lr: 2.083e-05, eta: 0:34:23, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2848 +2022-03-10 22:36:45,282 - davarocr - INFO - Epoch [29][370/541] lr: 2.083e-05, eta: 0:34:22, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.7355 +2022-03-10 22:36:46,139 - davarocr - INFO - Epoch [29][375/541] lr: 2.083e-05, eta: 0:34:22, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3389 +2022-03-10 22:36:47,001 - davarocr - INFO - Epoch [29][380/541] lr: 2.083e-05, eta: 0:34:21, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3335 +2022-03-10 22:36:47,862 - davarocr - INFO - Epoch [29][385/541] lr: 2.083e-05, eta: 0:34:20, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3488 +2022-03-10 22:36:48,720 - davarocr - INFO - Epoch [29][390/541] lr: 2.083e-05, eta: 0:34:19, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.5375 +2022-03-10 22:36:49,584 - davarocr - INFO - Epoch [29][395/541] lr: 2.083e-05, eta: 0:34:18, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3553 +2022-03-10 22:36:50,442 - davarocr - INFO - Epoch [29][400/541] lr: 2.083e-05, eta: 0:34:17, time: 0.171, data_time: 0.007, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 2.1124 +2022-03-10 22:36:51,302 - davarocr - INFO - Epoch [29][405/541] lr: 2.083e-05, eta: 0:34:16, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.3790 +2022-03-10 22:36:52,170 - davarocr - INFO - Epoch [29][410/541] lr: 2.083e-05, eta: 0:34:15, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3402 +2022-03-10 22:36:53,033 - davarocr - INFO - Epoch [29][415/541] lr: 2.083e-05, eta: 0:34:14, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3472 +2022-03-10 22:36:53,901 - davarocr - INFO - Epoch [29][420/541] lr: 2.083e-05, eta: 0:34:13, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3537 +2022-03-10 22:36:54,770 - davarocr - INFO - Epoch [29][425/541] lr: 2.083e-05, eta: 0:34:12, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3412 +2022-03-10 22:36:55,631 - davarocr - INFO - Epoch [29][430/541] lr: 2.083e-05, eta: 0:34:11, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3410 +2022-03-10 22:36:56,492 - davarocr - INFO - Epoch [29][435/541] lr: 2.083e-05, eta: 0:34:10, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3519 +2022-03-10 22:36:57,354 - davarocr - INFO - Epoch [29][440/541] lr: 2.083e-05, eta: 0:34:10, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.6242 +2022-03-10 22:36:58,214 - davarocr - INFO - Epoch [29][445/541] lr: 2.083e-05, eta: 0:34:09, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4902 +2022-03-10 22:36:59,077 - davarocr - INFO - Epoch [29][450/541] lr: 2.083e-05, eta: 0:34:08, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.6587 +2022-03-10 22:36:59,940 - davarocr - INFO - Epoch [29][455/541] lr: 2.083e-05, eta: 0:34:07, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.8150 +2022-03-10 22:37:00,812 - davarocr - INFO - Epoch [29][460/541] lr: 2.083e-05, eta: 0:34:06, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.4043 +2022-03-10 22:37:01,679 - davarocr - INFO - Epoch [29][465/541] lr: 2.083e-05, eta: 0:34:05, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5627 +2022-03-10 22:37:02,555 - davarocr - INFO - Epoch [29][470/541] lr: 2.083e-05, eta: 0:34:04, time: 0.175, data_time: 0.011, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3894 +2022-03-10 22:37:03,429 - davarocr - INFO - Epoch [29][475/541] lr: 2.083e-05, eta: 0:34:03, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3846 +2022-03-10 22:37:04,288 - davarocr - INFO - Epoch [29][480/541] lr: 2.083e-05, eta: 0:34:02, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3900 +2022-03-10 22:37:05,150 - davarocr - INFO - Epoch [29][485/541] lr: 2.083e-05, eta: 0:34:01, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.6207 +2022-03-10 22:37:06,015 - davarocr - INFO - Epoch [29][490/541] lr: 2.083e-05, eta: 0:34:00, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3869 +2022-03-10 22:37:06,898 - davarocr - INFO - Epoch [29][495/541] lr: 2.083e-05, eta: 0:34:00, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3886 +2022-03-10 22:37:07,788 - davarocr - INFO - Epoch [29][500/541] lr: 2.083e-05, eta: 0:33:59, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3920 +2022-03-10 22:37:08,655 - davarocr - INFO - Epoch [29][505/541] lr: 2.083e-05, eta: 0:33:58, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.4836 +2022-03-10 22:37:09,524 - davarocr - INFO - Epoch [29][510/541] lr: 2.083e-05, eta: 0:33:57, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.4389 +2022-03-10 22:37:10,395 - davarocr - INFO - Epoch [29][515/541] lr: 2.083e-05, eta: 0:33:56, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.6804 +2022-03-10 22:37:11,254 - davarocr - INFO - Epoch [29][520/541] lr: 2.083e-05, eta: 0:33:55, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.9872 +2022-03-10 22:37:12,112 - davarocr - INFO - Epoch [29][525/541] lr: 2.083e-05, eta: 0:33:54, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4778 +2022-03-10 22:37:12,971 - davarocr - INFO - Epoch [29][530/541] lr: 2.083e-05, eta: 0:33:53, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.5236 +2022-03-10 22:37:13,834 - davarocr - INFO - Epoch [29][535/541] lr: 2.083e-05, eta: 0:33:52, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 2.7654 +2022-03-10 22:37:14,696 - davarocr - INFO - Epoch [29][540/541] lr: 2.083e-05, eta: 0:33:51, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2647 +2022-03-10 22:37:29,234 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:37:29,235 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:37:29,235 - davarocr - INFO - Epoch(val) [29][541] LOC: {'precision': 0.9504337050805453, 'recall': 0.919664268585132, 'f1-score': 0.9347958561852528}, PER: {'precision': 0.9619937694704049, 'recall': 0.9548546691403834, 'f1-score': 0.9584109248913717}, MISC: {'precision': 0.8435672514619883, 'recall': 0.8219373219373219, 'f1-score': 0.8326118326118327}, ORG: {'precision': 0.8950800237107291, 'recall': 0.9090909090909091, 'f1-score': 0.9020310633213859}, all: {'precision': 0.9239713774597496, 'recall': 0.9144830028328612, 'f1-score': 0.9192027051076704}, hmean: 0.9192 +2022-03-10 22:37:32,949 - davarocr - INFO - Epoch [30][5/541] lr: 2.041e-05, eta: 0:33:52, time: 0.742, data_time: 0.568, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2706 +2022-03-10 22:37:33,821 - davarocr - INFO - Epoch [30][10/541] lr: 2.041e-05, eta: 0:33:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2764 +2022-03-10 22:37:34,682 - davarocr - INFO - Epoch [30][15/541] lr: 2.041e-05, eta: 0:33:50, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3057 +2022-03-10 22:37:35,557 - davarocr - INFO - Epoch [30][20/541] lr: 2.041e-05, eta: 0:33:49, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2505 +2022-03-10 22:37:36,422 - davarocr - INFO - Epoch [30][25/541] lr: 2.041e-05, eta: 0:33:48, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.4794 +2022-03-10 22:37:37,292 - davarocr - INFO - Epoch [30][30/541] lr: 2.041e-05, eta: 0:33:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.3139 +2022-03-10 22:37:38,159 - davarocr - INFO - Epoch [30][35/541] lr: 2.041e-05, eta: 0:33:47, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2498 +2022-03-10 22:37:39,020 - davarocr - INFO - Epoch [30][40/541] lr: 2.041e-05, eta: 0:33:46, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2486 +2022-03-10 22:37:39,878 - davarocr - INFO - Epoch [30][45/541] lr: 2.041e-05, eta: 0:33:45, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2586 +2022-03-10 22:37:40,747 - davarocr - INFO - Epoch [30][50/541] lr: 2.041e-05, eta: 0:33:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2446 +2022-03-10 22:37:41,608 - davarocr - INFO - Epoch [30][55/541] lr: 2.041e-05, eta: 0:33:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2524 +2022-03-10 22:37:42,486 - davarocr - INFO - Epoch [30][60/541] lr: 2.041e-05, eta: 0:33:42, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2417 +2022-03-10 22:37:43,353 - davarocr - INFO - Epoch [30][65/541] lr: 2.041e-05, eta: 0:33:41, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2435 +2022-03-10 22:37:44,226 - davarocr - INFO - Epoch [30][70/541] lr: 2.041e-05, eta: 0:33:40, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3568 +2022-03-10 22:37:45,100 - davarocr - INFO - Epoch [30][75/541] lr: 2.041e-05, eta: 0:33:39, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2461 +2022-03-10 22:37:45,970 - davarocr - INFO - Epoch [30][80/541] lr: 2.041e-05, eta: 0:33:38, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2548 +2022-03-10 22:37:46,834 - davarocr - INFO - Epoch [30][85/541] lr: 2.041e-05, eta: 0:33:38, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3229 +2022-03-10 22:37:47,698 - davarocr - INFO - Epoch [30][90/541] lr: 2.041e-05, eta: 0:33:37, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2400 +2022-03-10 22:37:48,567 - davarocr - INFO - Epoch [30][95/541] lr: 2.041e-05, eta: 0:33:36, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2404 +2022-03-10 22:37:49,437 - davarocr - INFO - Epoch [30][100/541] lr: 2.041e-05, eta: 0:33:35, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2399 +2022-03-10 22:37:50,313 - davarocr - INFO - Epoch [30][105/541] lr: 2.041e-05, eta: 0:33:34, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2478 +2022-03-10 22:37:51,176 - davarocr - INFO - Epoch [30][110/541] lr: 2.041e-05, eta: 0:33:33, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2387 +2022-03-10 22:37:52,044 - davarocr - INFO - Epoch [30][115/541] lr: 2.041e-05, eta: 0:33:32, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2559 +2022-03-10 22:37:52,918 - davarocr - INFO - Epoch [30][120/541] lr: 2.041e-05, eta: 0:33:31, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2406 +2022-03-10 22:37:53,790 - davarocr - INFO - Epoch [30][125/541] lr: 2.041e-05, eta: 0:33:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.3267 +2022-03-10 22:37:54,678 - davarocr - INFO - Epoch [30][130/541] lr: 2.041e-05, eta: 0:33:29, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.2857 +2022-03-10 22:37:55,549 - davarocr - INFO - Epoch [30][135/541] lr: 2.041e-05, eta: 0:33:28, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2398 +2022-03-10 22:37:56,415 - davarocr - INFO - Epoch [30][140/541] lr: 2.041e-05, eta: 0:33:27, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.2438 +2022-03-10 22:37:57,283 - davarocr - INFO - Epoch [30][145/541] lr: 2.041e-05, eta: 0:33:27, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.5185 +2022-03-10 22:37:58,156 - davarocr - INFO - Epoch [30][150/541] lr: 2.041e-05, eta: 0:33:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2617 +2022-03-10 22:37:59,033 - davarocr - INFO - Epoch [30][155/541] lr: 2.041e-05, eta: 0:33:25, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2719 +2022-03-10 22:37:59,897 - davarocr - INFO - Epoch [30][160/541] lr: 2.041e-05, eta: 0:33:24, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.5088 +2022-03-10 22:38:00,758 - davarocr - INFO - Epoch [30][165/541] lr: 2.041e-05, eta: 0:33:23, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2946 +2022-03-10 22:38:01,616 - davarocr - INFO - Epoch [30][170/541] lr: 2.041e-05, eta: 0:33:22, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2972 +2022-03-10 22:38:02,505 - davarocr - INFO - Epoch [30][175/541] lr: 2.041e-05, eta: 0:33:21, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2911 +2022-03-10 22:38:03,368 - davarocr - INFO - Epoch [30][180/541] lr: 2.041e-05, eta: 0:33:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2906 +2022-03-10 22:38:04,253 - davarocr - INFO - Epoch [30][185/541] lr: 2.041e-05, eta: 0:33:19, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2920 +2022-03-10 22:38:05,115 - davarocr - INFO - Epoch [30][190/541] lr: 2.041e-05, eta: 0:33:18, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2978 +2022-03-10 22:38:05,978 - davarocr - INFO - Epoch [30][195/541] lr: 2.041e-05, eta: 0:33:17, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2885 +2022-03-10 22:38:06,847 - davarocr - INFO - Epoch [30][200/541] lr: 2.041e-05, eta: 0:33:17, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3451 +2022-03-10 22:38:07,719 - davarocr - INFO - Epoch [30][205/541] lr: 2.041e-05, eta: 0:33:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2883 +2022-03-10 22:38:08,594 - davarocr - INFO - Epoch [30][210/541] lr: 2.041e-05, eta: 0:33:15, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2883 +2022-03-10 22:38:09,461 - davarocr - INFO - Epoch [30][215/541] lr: 2.041e-05, eta: 0:33:14, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4815 +2022-03-10 22:38:10,326 - davarocr - INFO - Epoch [30][220/541] lr: 2.041e-05, eta: 0:33:13, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3169 +2022-03-10 22:38:11,194 - davarocr - INFO - Epoch [30][225/541] lr: 2.041e-05, eta: 0:33:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3074 +2022-03-10 22:38:12,064 - davarocr - INFO - Epoch [30][230/541] lr: 2.041e-05, eta: 0:33:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3588 +2022-03-10 22:38:12,932 - davarocr - INFO - Epoch [30][235/541] lr: 2.041e-05, eta: 0:33:10, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2928 +2022-03-10 22:38:13,791 - davarocr - INFO - Epoch [30][240/541] lr: 2.041e-05, eta: 0:33:09, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2941 +2022-03-10 22:38:14,672 - davarocr - INFO - Epoch [30][245/541] lr: 2.041e-05, eta: 0:33:08, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 2.0834 +2022-03-10 22:38:15,549 - davarocr - INFO - Epoch [30][250/541] lr: 2.041e-05, eta: 0:33:07, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2935 +2022-03-10 22:38:16,412 - davarocr - INFO - Epoch [30][255/541] lr: 2.041e-05, eta: 0:33:06, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.3242 +2022-03-10 22:38:17,273 - davarocr - INFO - Epoch [30][260/541] lr: 2.041e-05, eta: 0:33:06, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2743 +2022-03-10 22:38:18,135 - davarocr - INFO - Epoch [30][265/541] lr: 2.041e-05, eta: 0:33:05, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.2462 +2022-03-10 22:38:19,003 - davarocr - INFO - Epoch [30][270/541] lr: 2.041e-05, eta: 0:33:04, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.7699 +2022-03-10 22:38:19,900 - davarocr - INFO - Epoch [30][275/541] lr: 2.041e-05, eta: 0:33:03, time: 0.180, data_time: 0.013, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2168 +2022-03-10 22:38:20,762 - davarocr - INFO - Epoch [30][280/541] lr: 2.041e-05, eta: 0:33:02, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 1.2432 +2022-03-10 22:38:21,621 - davarocr - INFO - Epoch [30][285/541] lr: 2.041e-05, eta: 0:33:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.5409 +2022-03-10 22:38:22,495 - davarocr - INFO - Epoch [30][290/541] lr: 2.041e-05, eta: 0:33:00, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2471 +2022-03-10 22:38:23,363 - davarocr - INFO - Epoch [30][295/541] lr: 2.041e-05, eta: 0:32:59, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3030 +2022-03-10 22:38:24,233 - davarocr - INFO - Epoch [30][300/541] lr: 2.041e-05, eta: 0:32:58, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.3915 +2022-03-10 22:38:25,110 - davarocr - INFO - Epoch [30][305/541] lr: 2.041e-05, eta: 0:32:57, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2529 +2022-03-10 22:38:25,977 - davarocr - INFO - Epoch [30][310/541] lr: 2.041e-05, eta: 0:32:56, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2562 +2022-03-10 22:38:26,845 - davarocr - INFO - Epoch [30][315/541] lr: 2.041e-05, eta: 0:32:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.5154 +2022-03-10 22:38:27,717 - davarocr - INFO - Epoch [30][320/541] lr: 2.041e-05, eta: 0:32:55, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3224 +2022-03-10 22:38:28,578 - davarocr - INFO - Epoch [30][325/541] lr: 2.041e-05, eta: 0:32:54, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2898 +2022-03-10 22:38:29,445 - davarocr - INFO - Epoch [30][330/541] lr: 2.041e-05, eta: 0:32:53, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 2.6352 +2022-03-10 22:38:30,322 - davarocr - INFO - Epoch [30][335/541] lr: 2.041e-05, eta: 0:32:52, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.0264 +2022-03-10 22:38:31,194 - davarocr - INFO - Epoch [30][340/541] lr: 2.041e-05, eta: 0:32:51, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0310 +2022-03-10 22:38:32,057 - davarocr - INFO - Epoch [30][345/541] lr: 2.041e-05, eta: 0:32:50, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0231, loss: 0.0231, grad_norm: 2.8767 +2022-03-10 22:38:32,927 - davarocr - INFO - Epoch [30][350/541] lr: 2.041e-05, eta: 0:32:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.6078 +2022-03-10 22:38:33,797 - davarocr - INFO - Epoch [30][355/541] lr: 2.041e-05, eta: 0:32:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.6706 +2022-03-10 22:38:34,670 - davarocr - INFO - Epoch [30][360/541] lr: 2.041e-05, eta: 0:32:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 0.7476 +2022-03-10 22:38:35,538 - davarocr - INFO - Epoch [30][365/541] lr: 2.041e-05, eta: 0:32:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.6728 +2022-03-10 22:38:36,408 - davarocr - INFO - Epoch [30][370/541] lr: 2.041e-05, eta: 0:32:46, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.7130 +2022-03-10 22:38:37,281 - davarocr - INFO - Epoch [30][375/541] lr: 2.041e-05, eta: 0:32:45, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5997 +2022-03-10 22:38:38,143 - davarocr - INFO - Epoch [30][380/541] lr: 2.041e-05, eta: 0:32:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5968 +2022-03-10 22:38:39,001 - davarocr - INFO - Epoch [30][385/541] lr: 2.041e-05, eta: 0:32:43, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.5967 +2022-03-10 22:38:39,884 - davarocr - INFO - Epoch [30][390/541] lr: 2.041e-05, eta: 0:32:42, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.9114 +2022-03-10 22:38:40,761 - davarocr - INFO - Epoch [30][395/541] lr: 2.041e-05, eta: 0:32:41, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.5954 +2022-03-10 22:38:41,629 - davarocr - INFO - Epoch [30][400/541] lr: 2.041e-05, eta: 0:32:40, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 0.6384 +2022-03-10 22:38:42,499 - davarocr - INFO - Epoch [30][405/541] lr: 2.041e-05, eta: 0:32:39, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.7056 +2022-03-10 22:38:43,361 - davarocr - INFO - Epoch [30][410/541] lr: 2.041e-05, eta: 0:32:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.6443 +2022-03-10 22:38:44,226 - davarocr - INFO - Epoch [30][415/541] lr: 2.041e-05, eta: 0:32:37, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.5983 +2022-03-10 22:38:45,094 - davarocr - INFO - Epoch [30][420/541] lr: 2.041e-05, eta: 0:32:36, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.5931 +2022-03-10 22:38:45,962 - davarocr - INFO - Epoch [30][425/541] lr: 2.041e-05, eta: 0:32:35, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.5933 +2022-03-10 22:38:46,828 - davarocr - INFO - Epoch [30][430/541] lr: 2.041e-05, eta: 0:32:35, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.1942 +2022-03-10 22:38:47,688 - davarocr - INFO - Epoch [30][435/541] lr: 2.041e-05, eta: 0:32:34, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6433 +2022-03-10 22:38:48,548 - davarocr - INFO - Epoch [30][440/541] lr: 2.041e-05, eta: 0:32:33, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8556 +2022-03-10 22:38:49,421 - davarocr - INFO - Epoch [30][445/541] lr: 2.041e-05, eta: 0:32:32, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 1.0553 +2022-03-10 22:38:50,291 - davarocr - INFO - Epoch [30][450/541] lr: 2.041e-05, eta: 0:32:31, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.7293 +2022-03-10 22:38:51,165 - davarocr - INFO - Epoch [30][455/541] lr: 2.041e-05, eta: 0:32:30, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6774 +2022-03-10 22:38:52,027 - davarocr - INFO - Epoch [30][460/541] lr: 2.041e-05, eta: 0:32:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.6900 +2022-03-10 22:38:52,896 - davarocr - INFO - Epoch [30][465/541] lr: 2.041e-05, eta: 0:32:28, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.0345 +2022-03-10 22:38:53,759 - davarocr - INFO - Epoch [30][470/541] lr: 2.041e-05, eta: 0:32:27, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6989 +2022-03-10 22:38:54,628 - davarocr - INFO - Epoch [30][475/541] lr: 2.041e-05, eta: 0:32:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 0.9743 +2022-03-10 22:38:55,487 - davarocr - INFO - Epoch [30][480/541] lr: 2.041e-05, eta: 0:32:25, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.8119 +2022-03-10 22:38:56,363 - davarocr - INFO - Epoch [30][485/541] lr: 2.041e-05, eta: 0:32:25, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7222 +2022-03-10 22:38:57,235 - davarocr - INFO - Epoch [30][490/541] lr: 2.041e-05, eta: 0:32:24, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.8385 +2022-03-10 22:38:58,106 - davarocr - INFO - Epoch [30][495/541] lr: 2.041e-05, eta: 0:32:23, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.7518 +2022-03-10 22:38:58,973 - davarocr - INFO - Epoch [30][500/541] lr: 2.041e-05, eta: 0:32:22, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7661 +2022-03-10 22:38:59,838 - davarocr - INFO - Epoch [30][505/541] lr: 2.041e-05, eta: 0:32:21, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8034 +2022-03-10 22:39:00,703 - davarocr - INFO - Epoch [30][510/541] lr: 2.041e-05, eta: 0:32:20, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.7600 +2022-03-10 22:39:01,577 - davarocr - INFO - Epoch [30][515/541] lr: 2.041e-05, eta: 0:32:19, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 0.9473 +2022-03-10 22:39:02,441 - davarocr - INFO - Epoch [30][520/541] lr: 2.041e-05, eta: 0:32:18, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7646 +2022-03-10 22:39:03,308 - davarocr - INFO - Epoch [30][525/541] lr: 2.041e-05, eta: 0:32:17, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8107 +2022-03-10 22:39:04,185 - davarocr - INFO - Epoch [30][530/541] lr: 2.041e-05, eta: 0:32:16, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.7504 +2022-03-10 22:39:05,060 - davarocr - INFO - Epoch [30][535/541] lr: 2.041e-05, eta: 0:32:15, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9466 +2022-03-10 22:39:05,938 - davarocr - INFO - Epoch [30][540/541] lr: 2.041e-05, eta: 0:32:15, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8585 +2022-03-10 22:39:20,607 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:39:20,608 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:39:20,608 - davarocr - INFO - Epoch(val) [30][541] LOC: {'precision': 0.9320913461538461, 'recall': 0.9298561151079137, 'f1-score': 0.9309723889555823}, PER: {'precision': 0.9659949622166247, 'recall': 0.9486703772418058, 'f1-score': 0.9572542901716068}, MISC: {'precision': 0.8369723435225619, 'recall': 0.8190883190883191, 'f1-score': 0.8279337652987763}, ORG: {'precision': 0.8913813459268005, 'recall': 0.9090909090909091, 'f1-score': 0.9001490312965722}, all: {'precision': 0.9178057873246938, 'recall': 0.9153682719546742, 'f1-score': 0.9165854090949385}, hmean: 0.9166 +2022-03-10 22:39:23,975 - davarocr - INFO - Epoch [31][5/541] lr: 2.000e-05, eta: 0:32:15, time: 0.671, data_time: 0.489, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8498 +2022-03-10 22:39:24,870 - davarocr - INFO - Epoch [31][10/541] lr: 2.000e-05, eta: 0:32:14, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.0676 +2022-03-10 22:39:25,772 - davarocr - INFO - Epoch [31][15/541] lr: 2.000e-05, eta: 0:32:13, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.8794 +2022-03-10 22:39:26,678 - davarocr - INFO - Epoch [31][20/541] lr: 2.000e-05, eta: 0:32:12, time: 0.181, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8593 +2022-03-10 22:39:27,571 - davarocr - INFO - Epoch [31][25/541] lr: 2.000e-05, eta: 0:32:11, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8658 +2022-03-10 22:39:28,451 - davarocr - INFO - Epoch [31][30/541] lr: 2.000e-05, eta: 0:32:11, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0087, loss: 0.0087, grad_norm: 1.3398 +2022-03-10 22:39:29,336 - davarocr - INFO - Epoch [31][35/541] lr: 2.000e-05, eta: 0:32:10, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8787 +2022-03-10 22:39:30,240 - davarocr - INFO - Epoch [31][40/541] lr: 2.000e-05, eta: 0:32:09, time: 0.182, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8737 +2022-03-10 22:39:31,130 - davarocr - INFO - Epoch [31][45/541] lr: 2.000e-05, eta: 0:32:08, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8778 +2022-03-10 22:39:32,029 - davarocr - INFO - Epoch [31][50/541] lr: 2.000e-05, eta: 0:32:07, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 0.9208 +2022-03-10 22:39:32,919 - davarocr - INFO - Epoch [31][55/541] lr: 2.000e-05, eta: 0:32:06, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.8729 +2022-03-10 22:39:33,810 - davarocr - INFO - Epoch [31][60/541] lr: 2.000e-05, eta: 0:32:05, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8634 +2022-03-10 22:39:34,696 - davarocr - INFO - Epoch [31][65/541] lr: 2.000e-05, eta: 0:32:04, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0061, loss: 0.0061, grad_norm: 0.8771 +2022-03-10 22:39:35,602 - davarocr - INFO - Epoch [31][70/541] lr: 2.000e-05, eta: 0:32:03, time: 0.181, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.9964 +2022-03-10 22:39:36,485 - davarocr - INFO - Epoch [31][75/541] lr: 2.000e-05, eta: 0:32:02, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8635 +2022-03-10 22:39:37,358 - davarocr - INFO - Epoch [31][80/541] lr: 2.000e-05, eta: 0:32:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9083 +2022-03-10 22:39:38,229 - davarocr - INFO - Epoch [31][85/541] lr: 2.000e-05, eta: 0:32:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.0588 +2022-03-10 22:39:39,101 - davarocr - INFO - Epoch [31][90/541] lr: 2.000e-05, eta: 0:32:00, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 0.8947 +2022-03-10 22:39:39,979 - davarocr - INFO - Epoch [31][95/541] lr: 2.000e-05, eta: 0:31:59, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8853 +2022-03-10 22:39:40,854 - davarocr - INFO - Epoch [31][100/541] lr: 2.000e-05, eta: 0:31:58, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0124 +2022-03-10 22:39:41,723 - davarocr - INFO - Epoch [31][105/541] lr: 2.000e-05, eta: 0:31:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9074 +2022-03-10 22:39:42,599 - davarocr - INFO - Epoch [31][110/541] lr: 2.000e-05, eta: 0:31:56, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 0.9648 +2022-03-10 22:39:43,475 - davarocr - INFO - Epoch [31][115/541] lr: 2.000e-05, eta: 0:31:55, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8834 +2022-03-10 22:39:44,348 - davarocr - INFO - Epoch [31][120/541] lr: 2.000e-05, eta: 0:31:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8836 +2022-03-10 22:39:45,218 - davarocr - INFO - Epoch [31][125/541] lr: 2.000e-05, eta: 0:31:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8836 +2022-03-10 22:39:46,087 - davarocr - INFO - Epoch [31][130/541] lr: 2.000e-05, eta: 0:31:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8981 +2022-03-10 22:39:46,948 - davarocr - INFO - Epoch [31][135/541] lr: 2.000e-05, eta: 0:31:52, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8937 +2022-03-10 22:39:47,809 - davarocr - INFO - Epoch [31][140/541] lr: 2.000e-05, eta: 0:31:51, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8895 +2022-03-10 22:39:48,678 - davarocr - INFO - Epoch [31][145/541] lr: 2.000e-05, eta: 0:31:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8830 +2022-03-10 22:39:49,539 - davarocr - INFO - Epoch [31][150/541] lr: 2.000e-05, eta: 0:31:49, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8825 +2022-03-10 22:39:50,411 - davarocr - INFO - Epoch [31][155/541] lr: 2.000e-05, eta: 0:31:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 3.2872 +2022-03-10 22:39:51,280 - davarocr - INFO - Epoch [31][160/541] lr: 2.000e-05, eta: 0:31:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5018 +2022-03-10 22:39:52,155 - davarocr - INFO - Epoch [31][165/541] lr: 2.000e-05, eta: 0:31:46, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.5196 +2022-03-10 22:39:53,020 - davarocr - INFO - Epoch [31][170/541] lr: 2.000e-05, eta: 0:31:45, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.4998 +2022-03-10 22:39:53,901 - davarocr - INFO - Epoch [31][175/541] lr: 2.000e-05, eta: 0:31:44, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5020 +2022-03-10 22:39:54,788 - davarocr - INFO - Epoch [31][180/541] lr: 2.000e-05, eta: 0:31:43, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.5134 +2022-03-10 22:39:55,677 - davarocr - INFO - Epoch [31][185/541] lr: 2.000e-05, eta: 0:31:42, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.4985 +2022-03-10 22:39:56,565 - davarocr - INFO - Epoch [31][190/541] lr: 2.000e-05, eta: 0:31:42, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.4985 +2022-03-10 22:39:57,454 - davarocr - INFO - Epoch [31][195/541] lr: 2.000e-05, eta: 0:31:41, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.4985 +2022-03-10 22:39:58,340 - davarocr - INFO - Epoch [31][200/541] lr: 2.000e-05, eta: 0:31:40, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.4989 +2022-03-10 22:39:59,232 - davarocr - INFO - Epoch [31][205/541] lr: 2.000e-05, eta: 0:31:39, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.5380 +2022-03-10 22:40:00,122 - davarocr - INFO - Epoch [31][210/541] lr: 2.000e-05, eta: 0:31:38, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.7335 +2022-03-10 22:40:01,011 - davarocr - INFO - Epoch [31][215/541] lr: 2.000e-05, eta: 0:31:37, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5417 +2022-03-10 22:40:01,900 - davarocr - INFO - Epoch [31][220/541] lr: 2.000e-05, eta: 0:31:36, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6004 +2022-03-10 22:40:02,795 - davarocr - INFO - Epoch [31][225/541] lr: 2.000e-05, eta: 0:31:35, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.5640 +2022-03-10 22:40:03,683 - davarocr - INFO - Epoch [31][230/541] lr: 2.000e-05, eta: 0:31:34, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.5357 +2022-03-10 22:40:04,567 - davarocr - INFO - Epoch [31][235/541] lr: 2.000e-05, eta: 0:31:33, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.8916 +2022-03-10 22:40:05,458 - davarocr - INFO - Epoch [31][240/541] lr: 2.000e-05, eta: 0:31:33, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.8017 +2022-03-10 22:40:06,351 - davarocr - INFO - Epoch [31][245/541] lr: 2.000e-05, eta: 0:31:32, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.5666 +2022-03-10 22:40:07,239 - davarocr - INFO - Epoch [31][250/541] lr: 2.000e-05, eta: 0:31:31, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5691 +2022-03-10 22:40:08,143 - davarocr - INFO - Epoch [31][255/541] lr: 2.000e-05, eta: 0:31:30, time: 0.181, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 0.9752 +2022-03-10 22:40:09,029 - davarocr - INFO - Epoch [31][260/541] lr: 2.000e-05, eta: 0:31:29, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 0.9197 +2022-03-10 22:40:09,918 - davarocr - INFO - Epoch [31][265/541] lr: 2.000e-05, eta: 0:31:28, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.6689 +2022-03-10 22:40:10,810 - davarocr - INFO - Epoch [31][270/541] lr: 2.000e-05, eta: 0:31:27, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0113, loss: 0.0113, grad_norm: 1.9306 +2022-03-10 22:40:11,690 - davarocr - INFO - Epoch [31][275/541] lr: 2.000e-05, eta: 0:31:26, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.9694 +2022-03-10 22:40:12,553 - davarocr - INFO - Epoch [31][280/541] lr: 2.000e-05, eta: 0:31:25, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 0.8682 +2022-03-10 22:40:13,428 - davarocr - INFO - Epoch [31][285/541] lr: 2.000e-05, eta: 0:31:24, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7759 +2022-03-10 22:40:14,293 - davarocr - INFO - Epoch [31][290/541] lr: 2.000e-05, eta: 0:31:24, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.8470 +2022-03-10 22:40:15,163 - davarocr - INFO - Epoch [31][295/541] lr: 2.000e-05, eta: 0:31:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8974 +2022-03-10 22:40:16,030 - davarocr - INFO - Epoch [31][300/541] lr: 2.000e-05, eta: 0:31:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7534 +2022-03-10 22:40:16,890 - davarocr - INFO - Epoch [31][305/541] lr: 2.000e-05, eta: 0:31:21, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.0398 +2022-03-10 22:40:17,750 - davarocr - INFO - Epoch [31][310/541] lr: 2.000e-05, eta: 0:31:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7642 +2022-03-10 22:40:18,612 - davarocr - INFO - Epoch [31][315/541] lr: 2.000e-05, eta: 0:31:19, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.7879 +2022-03-10 22:40:19,481 - davarocr - INFO - Epoch [31][320/541] lr: 2.000e-05, eta: 0:31:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.7924 +2022-03-10 22:40:20,350 - davarocr - INFO - Epoch [31][325/541] lr: 2.000e-05, eta: 0:31:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9087 +2022-03-10 22:40:21,215 - davarocr - INFO - Epoch [31][330/541] lr: 2.000e-05, eta: 0:31:16, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8009 +2022-03-10 22:40:22,086 - davarocr - INFO - Epoch [31][335/541] lr: 2.000e-05, eta: 0:31:15, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7768 +2022-03-10 22:40:22,957 - davarocr - INFO - Epoch [31][340/541] lr: 2.000e-05, eta: 0:31:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7846 +2022-03-10 22:40:23,822 - davarocr - INFO - Epoch [31][345/541] lr: 2.000e-05, eta: 0:31:13, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8491 +2022-03-10 22:40:24,683 - davarocr - INFO - Epoch [31][350/541] lr: 2.000e-05, eta: 0:31:13, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7824 +2022-03-10 22:40:25,546 - davarocr - INFO - Epoch [31][355/541] lr: 2.000e-05, eta: 0:31:12, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7775 +2022-03-10 22:40:26,413 - davarocr - INFO - Epoch [31][360/541] lr: 2.000e-05, eta: 0:31:11, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8340 +2022-03-10 22:40:27,278 - davarocr - INFO - Epoch [31][365/541] lr: 2.000e-05, eta: 0:31:10, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7774 +2022-03-10 22:40:28,151 - davarocr - INFO - Epoch [31][370/541] lr: 2.000e-05, eta: 0:31:09, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.7933 +2022-03-10 22:40:29,017 - davarocr - INFO - Epoch [31][375/541] lr: 2.000e-05, eta: 0:31:08, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7772 +2022-03-10 22:40:29,885 - davarocr - INFO - Epoch [31][380/541] lr: 2.000e-05, eta: 0:31:07, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7782 +2022-03-10 22:40:30,745 - davarocr - INFO - Epoch [31][385/541] lr: 2.000e-05, eta: 0:31:06, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.5430 +2022-03-10 22:40:31,617 - davarocr - INFO - Epoch [31][390/541] lr: 2.000e-05, eta: 0:31:05, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2844 +2022-03-10 22:40:32,483 - davarocr - INFO - Epoch [31][395/541] lr: 2.000e-05, eta: 0:31:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9325 +2022-03-10 22:40:33,352 - davarocr - INFO - Epoch [31][400/541] lr: 2.000e-05, eta: 0:31:03, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 0.9177 +2022-03-10 22:40:34,223 - davarocr - INFO - Epoch [31][405/541] lr: 2.000e-05, eta: 0:31:03, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9051 +2022-03-10 22:40:35,090 - davarocr - INFO - Epoch [31][410/541] lr: 2.000e-05, eta: 0:31:02, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3493 +2022-03-10 22:40:35,952 - davarocr - INFO - Epoch [31][415/541] lr: 2.000e-05, eta: 0:31:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.2363 +2022-03-10 22:40:36,824 - davarocr - INFO - Epoch [31][420/541] lr: 2.000e-05, eta: 0:31:00, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9386 +2022-03-10 22:40:37,697 - davarocr - INFO - Epoch [31][425/541] lr: 2.000e-05, eta: 0:30:59, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9514 +2022-03-10 22:40:38,574 - davarocr - INFO - Epoch [31][430/541] lr: 2.000e-05, eta: 0:30:58, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9508 +2022-03-10 22:40:39,453 - davarocr - INFO - Epoch [31][435/541] lr: 2.000e-05, eta: 0:30:57, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9363 +2022-03-10 22:40:40,334 - davarocr - INFO - Epoch [31][440/541] lr: 2.000e-05, eta: 0:30:56, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9360 +2022-03-10 22:40:41,192 - davarocr - INFO - Epoch [31][445/541] lr: 2.000e-05, eta: 0:30:55, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.3025 +2022-03-10 22:40:42,060 - davarocr - INFO - Epoch [31][450/541] lr: 2.000e-05, eta: 0:30:54, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.5155 +2022-03-10 22:40:42,921 - davarocr - INFO - Epoch [31][455/541] lr: 2.000e-05, eta: 0:30:53, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1047 +2022-03-10 22:40:43,781 - davarocr - INFO - Epoch [31][460/541] lr: 2.000e-05, eta: 0:30:53, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0167 +2022-03-10 22:40:44,651 - davarocr - INFO - Epoch [31][465/541] lr: 2.000e-05, eta: 0:30:52, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0186 +2022-03-10 22:40:45,510 - davarocr - INFO - Epoch [31][470/541] lr: 2.000e-05, eta: 0:30:51, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2029 +2022-03-10 22:40:46,371 - davarocr - INFO - Epoch [31][475/541] lr: 2.000e-05, eta: 0:30:50, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0203 +2022-03-10 22:40:47,249 - davarocr - INFO - Epoch [31][480/541] lr: 2.000e-05, eta: 0:30:49, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5990 +2022-03-10 22:40:48,114 - davarocr - INFO - Epoch [31][485/541] lr: 2.000e-05, eta: 0:30:48, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1256 +2022-03-10 22:40:48,984 - davarocr - INFO - Epoch [31][490/541] lr: 2.000e-05, eta: 0:30:47, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2865 +2022-03-10 22:40:49,847 - davarocr - INFO - Epoch [31][495/541] lr: 2.000e-05, eta: 0:30:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.2266 +2022-03-10 22:40:50,713 - davarocr - INFO - Epoch [31][500/541] lr: 2.000e-05, eta: 0:30:45, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0641 +2022-03-10 22:40:51,578 - davarocr - INFO - Epoch [31][505/541] lr: 2.000e-05, eta: 0:30:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0716 +2022-03-10 22:40:52,451 - davarocr - INFO - Epoch [31][510/541] lr: 2.000e-05, eta: 0:30:43, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.2063 +2022-03-10 22:40:53,324 - davarocr - INFO - Epoch [31][515/541] lr: 2.000e-05, eta: 0:30:43, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.0590 +2022-03-10 22:40:54,191 - davarocr - INFO - Epoch [31][520/541] lr: 2.000e-05, eta: 0:30:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0558 +2022-03-10 22:40:55,060 - davarocr - INFO - Epoch [31][525/541] lr: 2.000e-05, eta: 0:30:41, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0888 +2022-03-10 22:40:55,922 - davarocr - INFO - Epoch [31][530/541] lr: 2.000e-05, eta: 0:30:40, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0804 +2022-03-10 22:40:56,792 - davarocr - INFO - Epoch [31][535/541] lr: 2.000e-05, eta: 0:30:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.4575 +2022-03-10 22:40:57,666 - davarocr - INFO - Epoch [31][540/541] lr: 2.000e-05, eta: 0:30:38, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0906 +2022-03-10 22:41:12,627 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:41:12,628 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:41:12,628 - davarocr - INFO - Epoch(val) [31][541] LOC: {'precision': 0.9427339901477833, 'recall': 0.9178657074340527, 'f1-score': 0.9301336573511543}, PER: {'precision': 0.9538745387453874, 'recall': 0.9591836734693877, 'f1-score': 0.9565217391304347}, MISC: {'precision': 0.8413391557496361, 'recall': 0.8233618233618234, 'f1-score': 0.832253419726422}, ORG: {'precision': 0.8925425719318849, 'recall': 0.9151113786875377, 'f1-score': 0.9036860879904877}, all: {'precision': 0.9184397163120568, 'recall': 0.9171388101983002, 'f1-score': 0.917788802267895}, hmean: 0.9178 +2022-03-10 22:41:15,975 - davarocr - INFO - Epoch [32][5/541] lr: 1.961e-05, eta: 0:30:38, time: 0.668, data_time: 0.490, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0850 +2022-03-10 22:41:16,844 - davarocr - INFO - Epoch [32][10/541] lr: 1.961e-05, eta: 0:30:37, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0847 +2022-03-10 22:41:17,717 - davarocr - INFO - Epoch [32][15/541] lr: 1.961e-05, eta: 0:30:36, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0928 +2022-03-10 22:41:18,576 - davarocr - INFO - Epoch [32][20/541] lr: 1.961e-05, eta: 0:30:36, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0882 +2022-03-10 22:41:19,436 - davarocr - INFO - Epoch [32][25/541] lr: 1.961e-05, eta: 0:30:35, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0828 +2022-03-10 22:41:20,307 - davarocr - INFO - Epoch [32][30/541] lr: 1.961e-05, eta: 0:30:34, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0934 +2022-03-10 22:41:21,183 - davarocr - INFO - Epoch [32][35/541] lr: 1.961e-05, eta: 0:30:33, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0049, loss: 0.0049, grad_norm: 1.3316 +2022-03-10 22:41:22,043 - davarocr - INFO - Epoch [32][40/541] lr: 1.961e-05, eta: 0:30:32, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.2782 +2022-03-10 22:41:22,918 - davarocr - INFO - Epoch [32][45/541] lr: 1.961e-05, eta: 0:30:31, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1156 +2022-03-10 22:41:23,796 - davarocr - INFO - Epoch [32][50/541] lr: 1.961e-05, eta: 0:30:30, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1048 +2022-03-10 22:41:24,666 - davarocr - INFO - Epoch [32][55/541] lr: 1.961e-05, eta: 0:30:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1339 +2022-03-10 22:41:25,536 - davarocr - INFO - Epoch [32][60/541] lr: 1.961e-05, eta: 0:30:28, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1163 +2022-03-10 22:41:26,406 - davarocr - INFO - Epoch [32][65/541] lr: 1.961e-05, eta: 0:30:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2224 +2022-03-10 22:41:27,283 - davarocr - INFO - Epoch [32][70/541] lr: 1.961e-05, eta: 0:30:26, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1134 +2022-03-10 22:41:28,154 - davarocr - INFO - Epoch [32][75/541] lr: 1.961e-05, eta: 0:30:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1140 +2022-03-10 22:41:29,021 - davarocr - INFO - Epoch [32][80/541] lr: 1.961e-05, eta: 0:30:25, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.7983 +2022-03-10 22:41:29,913 - davarocr - INFO - Epoch [32][85/541] lr: 1.961e-05, eta: 0:30:24, time: 0.178, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1629 +2022-03-10 22:41:30,789 - davarocr - INFO - Epoch [32][90/541] lr: 1.961e-05, eta: 0:30:23, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 2.0224 +2022-03-10 22:41:31,653 - davarocr - INFO - Epoch [32][95/541] lr: 1.961e-05, eta: 0:30:22, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0080, loss: 0.0080, grad_norm: 1.7769 +2022-03-10 22:41:32,517 - davarocr - INFO - Epoch [32][100/541] lr: 1.961e-05, eta: 0:30:21, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.3261 +2022-03-10 22:41:33,386 - davarocr - INFO - Epoch [32][105/541] lr: 1.961e-05, eta: 0:30:20, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.4105 +2022-03-10 22:41:34,260 - davarocr - INFO - Epoch [32][110/541] lr: 1.961e-05, eta: 0:30:19, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2934 +2022-03-10 22:41:35,153 - davarocr - INFO - Epoch [32][115/541] lr: 1.961e-05, eta: 0:30:18, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3492 +2022-03-10 22:41:36,034 - davarocr - INFO - Epoch [32][120/541] lr: 1.961e-05, eta: 0:30:17, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5154 +2022-03-10 22:41:36,924 - davarocr - INFO - Epoch [32][125/541] lr: 1.961e-05, eta: 0:30:16, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2814 +2022-03-10 22:41:37,798 - davarocr - INFO - Epoch [32][130/541] lr: 1.961e-05, eta: 0:30:16, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.2829 +2022-03-10 22:41:38,666 - davarocr - INFO - Epoch [32][135/541] lr: 1.961e-05, eta: 0:30:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2793 +2022-03-10 22:41:39,537 - davarocr - INFO - Epoch [32][140/541] lr: 1.961e-05, eta: 0:30:14, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2788 +2022-03-10 22:41:40,406 - davarocr - INFO - Epoch [32][145/541] lr: 1.961e-05, eta: 0:30:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2766 +2022-03-10 22:41:41,275 - davarocr - INFO - Epoch [32][150/541] lr: 1.961e-05, eta: 0:30:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.5769 +2022-03-10 22:41:42,150 - davarocr - INFO - Epoch [32][155/541] lr: 1.961e-05, eta: 0:30:11, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.3226 +2022-03-10 22:41:43,022 - davarocr - INFO - Epoch [32][160/541] lr: 1.961e-05, eta: 0:30:10, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3010 +2022-03-10 22:41:43,893 - davarocr - INFO - Epoch [32][165/541] lr: 1.961e-05, eta: 0:30:09, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.4262 +2022-03-10 22:41:44,763 - davarocr - INFO - Epoch [32][170/541] lr: 1.961e-05, eta: 0:30:08, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2927 +2022-03-10 22:41:45,622 - davarocr - INFO - Epoch [32][175/541] lr: 1.961e-05, eta: 0:30:07, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2964 +2022-03-10 22:41:46,492 - davarocr - INFO - Epoch [32][180/541] lr: 1.961e-05, eta: 0:30:06, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2816 +2022-03-10 22:41:47,352 - davarocr - INFO - Epoch [32][185/541] lr: 1.961e-05, eta: 0:30:06, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 1.8035 +2022-03-10 22:41:48,216 - davarocr - INFO - Epoch [32][190/541] lr: 1.961e-05, eta: 0:30:05, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 1.3835 +2022-03-10 22:41:49,080 - davarocr - INFO - Epoch [32][195/541] lr: 1.961e-05, eta: 0:30:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.6411 +2022-03-10 22:41:49,949 - davarocr - INFO - Epoch [32][200/541] lr: 1.961e-05, eta: 0:30:03, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.3244 +2022-03-10 22:41:50,821 - davarocr - INFO - Epoch [32][205/541] lr: 1.961e-05, eta: 0:30:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3171 +2022-03-10 22:41:51,699 - davarocr - INFO - Epoch [32][210/541] lr: 1.961e-05, eta: 0:30:01, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5291 +2022-03-10 22:41:52,559 - davarocr - INFO - Epoch [32][215/541] lr: 1.961e-05, eta: 0:30:00, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.3458 +2022-03-10 22:41:53,420 - davarocr - INFO - Epoch [32][220/541] lr: 1.961e-05, eta: 0:29:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3340 +2022-03-10 22:41:54,279 - davarocr - INFO - Epoch [32][225/541] lr: 1.961e-05, eta: 0:29:58, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3217 +2022-03-10 22:41:55,140 - davarocr - INFO - Epoch [32][230/541] lr: 1.961e-05, eta: 0:29:57, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3208 +2022-03-10 22:41:56,010 - davarocr - INFO - Epoch [32][235/541] lr: 1.961e-05, eta: 0:29:56, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3194 +2022-03-10 22:41:56,873 - davarocr - INFO - Epoch [32][240/541] lr: 1.961e-05, eta: 0:29:56, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.4110 +2022-03-10 22:41:57,736 - davarocr - INFO - Epoch [32][245/541] lr: 1.961e-05, eta: 0:29:55, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3228 +2022-03-10 22:41:58,604 - davarocr - INFO - Epoch [32][250/541] lr: 1.961e-05, eta: 0:29:54, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0082, loss: 0.0082, grad_norm: 1.4416 +2022-03-10 22:41:59,467 - davarocr - INFO - Epoch [32][255/541] lr: 1.961e-05, eta: 0:29:53, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3323 +2022-03-10 22:42:00,338 - davarocr - INFO - Epoch [32][260/541] lr: 1.961e-05, eta: 0:29:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.5766 +2022-03-10 22:42:01,217 - davarocr - INFO - Epoch [32][265/541] lr: 1.961e-05, eta: 0:29:51, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3649 +2022-03-10 22:42:02,080 - davarocr - INFO - Epoch [32][270/541] lr: 1.961e-05, eta: 0:29:50, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3539 +2022-03-10 22:42:02,947 - davarocr - INFO - Epoch [32][275/541] lr: 1.961e-05, eta: 0:29:49, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.3679 +2022-03-10 22:42:03,826 - davarocr - INFO - Epoch [32][280/541] lr: 1.961e-05, eta: 0:29:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4358 +2022-03-10 22:42:04,705 - davarocr - INFO - Epoch [32][285/541] lr: 1.961e-05, eta: 0:29:47, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3795 +2022-03-10 22:42:05,572 - davarocr - INFO - Epoch [32][290/541] lr: 1.961e-05, eta: 0:29:46, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3625 +2022-03-10 22:42:06,432 - davarocr - INFO - Epoch [32][295/541] lr: 1.961e-05, eta: 0:29:46, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.4058 +2022-03-10 22:42:07,294 - davarocr - INFO - Epoch [32][300/541] lr: 1.961e-05, eta: 0:29:45, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3520 +2022-03-10 22:42:08,154 - davarocr - INFO - Epoch [32][305/541] lr: 1.961e-05, eta: 0:29:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.3729 +2022-03-10 22:42:09,033 - davarocr - INFO - Epoch [32][310/541] lr: 1.961e-05, eta: 0:29:43, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3690 +2022-03-10 22:42:09,906 - davarocr - INFO - Epoch [32][315/541] lr: 1.961e-05, eta: 0:29:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3566 +2022-03-10 22:42:10,773 - davarocr - INFO - Epoch [32][320/541] lr: 1.961e-05, eta: 0:29:41, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3561 +2022-03-10 22:42:11,636 - davarocr - INFO - Epoch [32][325/541] lr: 1.961e-05, eta: 0:29:40, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3555 +2022-03-10 22:42:12,498 - davarocr - INFO - Epoch [32][330/541] lr: 1.961e-05, eta: 0:29:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3521 +2022-03-10 22:42:13,364 - davarocr - INFO - Epoch [32][335/541] lr: 1.961e-05, eta: 0:29:38, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 2.4712 +2022-03-10 22:42:14,235 - davarocr - INFO - Epoch [32][340/541] lr: 1.961e-05, eta: 0:29:37, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4396 +2022-03-10 22:42:15,115 - davarocr - INFO - Epoch [32][345/541] lr: 1.961e-05, eta: 0:29:36, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4396 +2022-03-10 22:42:15,985 - davarocr - INFO - Epoch [32][350/541] lr: 1.961e-05, eta: 0:29:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4372 +2022-03-10 22:42:16,849 - davarocr - INFO - Epoch [32][355/541] lr: 1.961e-05, eta: 0:29:35, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4456 +2022-03-10 22:42:17,729 - davarocr - INFO - Epoch [32][360/541] lr: 1.961e-05, eta: 0:29:34, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.4733 +2022-03-10 22:42:18,594 - davarocr - INFO - Epoch [32][365/541] lr: 1.961e-05, eta: 0:29:33, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4349 +2022-03-10 22:42:19,487 - davarocr - INFO - Epoch [32][370/541] lr: 1.961e-05, eta: 0:29:32, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.7641 +2022-03-10 22:42:20,356 - davarocr - INFO - Epoch [32][375/541] lr: 1.961e-05, eta: 0:29:31, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 2.1850 +2022-03-10 22:42:21,224 - davarocr - INFO - Epoch [32][380/541] lr: 1.961e-05, eta: 0:29:30, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5782 +2022-03-10 22:42:22,088 - davarocr - INFO - Epoch [32][385/541] lr: 1.961e-05, eta: 0:29:29, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.7027 +2022-03-10 22:42:22,966 - davarocr - INFO - Epoch [32][390/541] lr: 1.961e-05, eta: 0:29:28, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5358 +2022-03-10 22:42:23,848 - davarocr - INFO - Epoch [32][395/541] lr: 1.961e-05, eta: 0:29:27, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.7103 +2022-03-10 22:42:24,721 - davarocr - INFO - Epoch [32][400/541] lr: 1.961e-05, eta: 0:29:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5498 +2022-03-10 22:42:25,598 - davarocr - INFO - Epoch [32][405/541] lr: 1.961e-05, eta: 0:29:26, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6135 +2022-03-10 22:42:26,474 - davarocr - INFO - Epoch [32][410/541] lr: 1.961e-05, eta: 0:29:25, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5462 +2022-03-10 22:42:27,342 - davarocr - INFO - Epoch [32][415/541] lr: 1.961e-05, eta: 0:29:24, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5437 +2022-03-10 22:42:28,208 - davarocr - INFO - Epoch [32][420/541] lr: 1.961e-05, eta: 0:29:23, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5417 +2022-03-10 22:42:29,079 - davarocr - INFO - Epoch [32][425/541] lr: 1.961e-05, eta: 0:29:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5392 +2022-03-10 22:42:29,961 - davarocr - INFO - Epoch [32][430/541] lr: 1.961e-05, eta: 0:29:21, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0060, loss: 0.0060, grad_norm: 1.6760 +2022-03-10 22:42:30,831 - davarocr - INFO - Epoch [32][435/541] lr: 1.961e-05, eta: 0:29:20, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 2.0155 +2022-03-10 22:42:31,703 - davarocr - INFO - Epoch [32][440/541] lr: 1.961e-05, eta: 0:29:19, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5712 +2022-03-10 22:42:32,583 - davarocr - INFO - Epoch [32][445/541] lr: 1.961e-05, eta: 0:29:18, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6212 +2022-03-10 22:42:33,464 - davarocr - INFO - Epoch [32][450/541] lr: 1.961e-05, eta: 0:29:17, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5681 +2022-03-10 22:42:34,342 - davarocr - INFO - Epoch [32][455/541] lr: 1.961e-05, eta: 0:29:17, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5763 +2022-03-10 22:42:35,227 - davarocr - INFO - Epoch [32][460/541] lr: 1.961e-05, eta: 0:29:16, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.5703 +2022-03-10 22:42:36,093 - davarocr - INFO - Epoch [32][465/541] lr: 1.961e-05, eta: 0:29:15, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5533 +2022-03-10 22:42:36,963 - davarocr - INFO - Epoch [32][470/541] lr: 1.961e-05, eta: 0:29:14, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.6599 +2022-03-10 22:42:37,828 - davarocr - INFO - Epoch [32][475/541] lr: 1.961e-05, eta: 0:29:13, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.6480 +2022-03-10 22:42:38,705 - davarocr - INFO - Epoch [32][480/541] lr: 1.961e-05, eta: 0:29:12, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5711 +2022-03-10 22:42:39,579 - davarocr - INFO - Epoch [32][485/541] lr: 1.961e-05, eta: 0:29:11, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5694 +2022-03-10 22:42:40,448 - davarocr - INFO - Epoch [32][490/541] lr: 1.961e-05, eta: 0:29:10, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5780 +2022-03-10 22:42:41,318 - davarocr - INFO - Epoch [32][495/541] lr: 1.961e-05, eta: 0:29:09, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5701 +2022-03-10 22:42:42,183 - davarocr - INFO - Epoch [32][500/541] lr: 1.961e-05, eta: 0:29:08, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.7989 +2022-03-10 22:42:43,051 - davarocr - INFO - Epoch [32][505/541] lr: 1.961e-05, eta: 0:29:07, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5620 +2022-03-10 22:42:43,918 - davarocr - INFO - Epoch [32][510/541] lr: 1.961e-05, eta: 0:29:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5605 +2022-03-10 22:42:44,795 - davarocr - INFO - Epoch [32][515/541] lr: 1.961e-05, eta: 0:29:06, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5607 +2022-03-10 22:42:45,660 - davarocr - INFO - Epoch [32][520/541] lr: 1.961e-05, eta: 0:29:05, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5580 +2022-03-10 22:42:46,528 - davarocr - INFO - Epoch [32][525/541] lr: 1.961e-05, eta: 0:29:04, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.6124 +2022-03-10 22:42:47,404 - davarocr - INFO - Epoch [32][530/541] lr: 1.961e-05, eta: 0:29:03, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5552 +2022-03-10 22:42:48,272 - davarocr - INFO - Epoch [32][535/541] lr: 1.961e-05, eta: 0:29:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6021 +2022-03-10 22:42:49,141 - davarocr - INFO - Epoch [32][540/541] lr: 1.961e-05, eta: 0:29:01, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5634 +2022-03-10 22:43:03,516 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:43:03,517 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:43:03,517 - davarocr - INFO - Epoch(val) [32][541] LOC: {'precision': 0.9363363363363363, 'recall': 0.934652278177458, 'f1-score': 0.9354935493549356}, PER: {'precision': 0.9526153846153846, 'recall': 0.9573283858998145, 'f1-score': 0.9549660703269587}, MISC: {'precision': 0.8505917159763313, 'recall': 0.8190883190883191, 'f1-score': 0.8345428156748912}, ORG: {'precision': 0.8920047732696897, 'recall': 0.9000602046959663, 'f1-score': 0.896014384177405}, all: {'precision': 0.9175824175824175, 'recall': 0.9166076487252125, 'f1-score': 0.9170947741364038}, hmean: 0.9171 +2022-03-10 22:43:06,839 - davarocr - INFO - Epoch [33][5/541] lr: 1.923e-05, eta: 0:29:01, time: 0.660, data_time: 0.490, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.5774 +2022-03-10 22:43:07,711 - davarocr - INFO - Epoch [33][10/541] lr: 1.923e-05, eta: 0:29:00, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.5710 +2022-03-10 22:43:08,572 - davarocr - INFO - Epoch [33][15/541] lr: 1.923e-05, eta: 0:28:59, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5597 +2022-03-10 22:43:09,441 - davarocr - INFO - Epoch [33][20/541] lr: 1.923e-05, eta: 0:28:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.7931 +2022-03-10 22:43:10,320 - davarocr - INFO - Epoch [33][25/541] lr: 1.923e-05, eta: 0:28:58, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5613 +2022-03-10 22:43:11,195 - davarocr - INFO - Epoch [33][30/541] lr: 1.923e-05, eta: 0:28:57, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5596 +2022-03-10 22:43:12,057 - davarocr - INFO - Epoch [33][35/541] lr: 1.923e-05, eta: 0:28:56, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5575 +2022-03-10 22:43:12,935 - davarocr - INFO - Epoch [33][40/541] lr: 1.923e-05, eta: 0:28:55, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5578 +2022-03-10 22:43:13,806 - davarocr - INFO - Epoch [33][45/541] lr: 1.923e-05, eta: 0:28:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5563 +2022-03-10 22:43:14,688 - davarocr - INFO - Epoch [33][50/541] lr: 1.923e-05, eta: 0:28:53, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.7610 +2022-03-10 22:43:15,551 - davarocr - INFO - Epoch [33][55/541] lr: 1.923e-05, eta: 0:28:52, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5633 +2022-03-10 22:43:16,412 - davarocr - INFO - Epoch [33][60/541] lr: 1.923e-05, eta: 0:28:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.6514 +2022-03-10 22:43:17,289 - davarocr - INFO - Epoch [33][65/541] lr: 1.923e-05, eta: 0:28:50, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5642 +2022-03-10 22:43:18,172 - davarocr - INFO - Epoch [33][70/541] lr: 1.923e-05, eta: 0:28:49, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5632 +2022-03-10 22:43:19,052 - davarocr - INFO - Epoch [33][75/541] lr: 1.923e-05, eta: 0:28:49, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5642 +2022-03-10 22:43:19,941 - davarocr - INFO - Epoch [33][80/541] lr: 1.923e-05, eta: 0:28:48, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5634 +2022-03-10 22:43:20,810 - davarocr - INFO - Epoch [33][85/541] lr: 1.923e-05, eta: 0:28:47, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5807 +2022-03-10 22:43:21,685 - davarocr - INFO - Epoch [33][90/541] lr: 1.923e-05, eta: 0:28:46, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.6824 +2022-03-10 22:43:22,546 - davarocr - INFO - Epoch [33][95/541] lr: 1.923e-05, eta: 0:28:45, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5735 +2022-03-10 22:43:23,423 - davarocr - INFO - Epoch [33][100/541] lr: 1.923e-05, eta: 0:28:44, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.7061 +2022-03-10 22:43:24,295 - davarocr - INFO - Epoch [33][105/541] lr: 1.923e-05, eta: 0:28:43, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.7514 +2022-03-10 22:43:25,163 - davarocr - INFO - Epoch [33][110/541] lr: 1.923e-05, eta: 0:28:42, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.5624 +2022-03-10 22:43:26,043 - davarocr - INFO - Epoch [33][115/541] lr: 1.923e-05, eta: 0:28:41, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5616 +2022-03-10 22:43:26,916 - davarocr - INFO - Epoch [33][120/541] lr: 1.923e-05, eta: 0:28:40, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.5622 +2022-03-10 22:43:27,790 - davarocr - INFO - Epoch [33][125/541] lr: 1.923e-05, eta: 0:28:40, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.5936 +2022-03-10 22:43:28,648 - davarocr - INFO - Epoch [33][130/541] lr: 1.923e-05, eta: 0:28:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5753 +2022-03-10 22:43:29,510 - davarocr - INFO - Epoch [33][135/541] lr: 1.923e-05, eta: 0:28:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5543 +2022-03-10 22:43:30,367 - davarocr - INFO - Epoch [33][140/541] lr: 1.923e-05, eta: 0:28:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5605 +2022-03-10 22:43:31,239 - davarocr - INFO - Epoch [33][145/541] lr: 1.923e-05, eta: 0:28:36, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5557 +2022-03-10 22:43:32,099 - davarocr - INFO - Epoch [33][150/541] lr: 1.923e-05, eta: 0:28:35, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5594 +2022-03-10 22:43:32,964 - davarocr - INFO - Epoch [33][155/541] lr: 1.923e-05, eta: 0:28:34, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5540 +2022-03-10 22:43:33,849 - davarocr - INFO - Epoch [33][160/541] lr: 1.923e-05, eta: 0:28:33, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5537 +2022-03-10 22:43:34,710 - davarocr - INFO - Epoch [33][165/541] lr: 1.923e-05, eta: 0:28:32, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5553 +2022-03-10 22:43:35,579 - davarocr - INFO - Epoch [33][170/541] lr: 1.923e-05, eta: 0:28:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5548 +2022-03-10 22:43:36,442 - davarocr - INFO - Epoch [33][175/541] lr: 1.923e-05, eta: 0:28:30, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5535 +2022-03-10 22:43:37,320 - davarocr - INFO - Epoch [33][180/541] lr: 1.923e-05, eta: 0:28:29, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.6846 +2022-03-10 22:43:38,189 - davarocr - INFO - Epoch [33][185/541] lr: 1.923e-05, eta: 0:28:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5557 +2022-03-10 22:43:39,064 - davarocr - INFO - Epoch [33][190/541] lr: 1.923e-05, eta: 0:28:28, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5566 +2022-03-10 22:43:39,933 - davarocr - INFO - Epoch [33][195/541] lr: 1.923e-05, eta: 0:28:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.5579 +2022-03-10 22:43:40,804 - davarocr - INFO - Epoch [33][200/541] lr: 1.923e-05, eta: 0:28:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5528 +2022-03-10 22:43:41,675 - davarocr - INFO - Epoch [33][205/541] lr: 1.923e-05, eta: 0:28:25, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5518 +2022-03-10 22:43:42,550 - davarocr - INFO - Epoch [33][210/541] lr: 1.923e-05, eta: 0:28:24, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5544 +2022-03-10 22:43:43,415 - davarocr - INFO - Epoch [33][215/541] lr: 1.923e-05, eta: 0:28:23, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.5922 +2022-03-10 22:43:44,288 - davarocr - INFO - Epoch [33][220/541] lr: 1.923e-05, eta: 0:28:22, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5443 +2022-03-10 22:43:45,156 - davarocr - INFO - Epoch [33][225/541] lr: 1.923e-05, eta: 0:28:21, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.5440 +2022-03-10 22:43:46,026 - davarocr - INFO - Epoch [33][230/541] lr: 1.923e-05, eta: 0:28:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 2.5915 +2022-03-10 22:43:46,897 - davarocr - INFO - Epoch [33][235/541] lr: 1.923e-05, eta: 0:28:20, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0518 +2022-03-10 22:43:47,763 - davarocr - INFO - Epoch [33][240/541] lr: 1.923e-05, eta: 0:28:19, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0662 +2022-03-10 22:43:48,633 - davarocr - INFO - Epoch [33][245/541] lr: 1.923e-05, eta: 0:28:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4855 +2022-03-10 22:43:49,502 - davarocr - INFO - Epoch [33][250/541] lr: 1.923e-05, eta: 0:28:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.3331 +2022-03-10 22:43:50,374 - davarocr - INFO - Epoch [33][255/541] lr: 1.923e-05, eta: 0:28:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2116 +2022-03-10 22:43:51,246 - davarocr - INFO - Epoch [33][260/541] lr: 1.923e-05, eta: 0:28:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1156 +2022-03-10 22:43:52,121 - davarocr - INFO - Epoch [33][265/541] lr: 1.923e-05, eta: 0:28:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.1029 +2022-03-10 22:43:53,020 - davarocr - INFO - Epoch [33][270/541] lr: 1.923e-05, eta: 0:28:13, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.0873 +2022-03-10 22:43:53,909 - davarocr - INFO - Epoch [33][275/541] lr: 1.923e-05, eta: 0:28:12, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1229 +2022-03-10 22:43:54,801 - davarocr - INFO - Epoch [33][280/541] lr: 1.923e-05, eta: 0:28:11, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2031 +2022-03-10 22:43:55,689 - davarocr - INFO - Epoch [33][285/541] lr: 1.923e-05, eta: 0:28:10, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0797 +2022-03-10 22:43:56,581 - davarocr - INFO - Epoch [33][290/541] lr: 1.923e-05, eta: 0:28:10, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0918 +2022-03-10 22:43:57,468 - davarocr - INFO - Epoch [33][295/541] lr: 1.923e-05, eta: 0:28:09, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0719 +2022-03-10 22:43:58,353 - davarocr - INFO - Epoch [33][300/541] lr: 1.923e-05, eta: 0:28:08, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0718 +2022-03-10 22:43:59,243 - davarocr - INFO - Epoch [33][305/541] lr: 1.923e-05, eta: 0:28:07, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.4616 +2022-03-10 22:44:00,132 - davarocr - INFO - Epoch [33][310/541] lr: 1.923e-05, eta: 0:28:06, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0967 +2022-03-10 22:44:01,021 - davarocr - INFO - Epoch [33][315/541] lr: 1.923e-05, eta: 0:28:05, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0099, loss: 0.0099, grad_norm: 1.6625 +2022-03-10 22:44:01,923 - davarocr - INFO - Epoch [33][320/541] lr: 1.923e-05, eta: 0:28:04, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.2422 +2022-03-10 22:44:02,824 - davarocr - INFO - Epoch [33][325/541] lr: 1.923e-05, eta: 0:28:03, time: 0.181, data_time: 0.008, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.2013 +2022-03-10 22:44:03,711 - davarocr - INFO - Epoch [33][330/541] lr: 1.923e-05, eta: 0:28:02, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1767 +2022-03-10 22:44:04,604 - davarocr - INFO - Epoch [33][335/541] lr: 1.923e-05, eta: 0:28:02, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2770 +2022-03-10 22:44:05,487 - davarocr - INFO - Epoch [33][340/541] lr: 1.923e-05, eta: 0:28:01, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1368 +2022-03-10 22:44:06,358 - davarocr - INFO - Epoch [33][345/541] lr: 1.923e-05, eta: 0:28:00, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1328 +2022-03-10 22:44:07,241 - davarocr - INFO - Epoch [33][350/541] lr: 1.923e-05, eta: 0:27:59, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2169 +2022-03-10 22:44:08,109 - davarocr - INFO - Epoch [33][355/541] lr: 1.923e-05, eta: 0:27:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1335 +2022-03-10 22:44:08,982 - davarocr - INFO - Epoch [33][360/541] lr: 1.923e-05, eta: 0:27:57, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1463 +2022-03-10 22:44:09,841 - davarocr - INFO - Epoch [33][365/541] lr: 1.923e-05, eta: 0:27:56, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1750 +2022-03-10 22:44:10,703 - davarocr - INFO - Epoch [33][370/541] lr: 1.923e-05, eta: 0:27:55, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2936 +2022-03-10 22:44:11,578 - davarocr - INFO - Epoch [33][375/541] lr: 1.923e-05, eta: 0:27:54, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1626 +2022-03-10 22:44:12,446 - davarocr - INFO - Epoch [33][380/541] lr: 1.923e-05, eta: 0:27:53, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1267 +2022-03-10 22:44:13,308 - davarocr - INFO - Epoch [33][385/541] lr: 1.923e-05, eta: 0:27:52, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0073, loss: 0.0073, grad_norm: 1.1467 +2022-03-10 22:44:14,189 - davarocr - INFO - Epoch [33][390/541] lr: 1.923e-05, eta: 0:27:52, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1290 +2022-03-10 22:44:15,069 - davarocr - INFO - Epoch [33][395/541] lr: 1.923e-05, eta: 0:27:51, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.2909 +2022-03-10 22:44:15,929 - davarocr - INFO - Epoch [33][400/541] lr: 1.923e-05, eta: 0:27:50, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1414 +2022-03-10 22:44:16,798 - davarocr - INFO - Epoch [33][405/541] lr: 1.923e-05, eta: 0:27:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1280 +2022-03-10 22:44:17,660 - davarocr - INFO - Epoch [33][410/541] lr: 1.923e-05, eta: 0:27:48, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1293 +2022-03-10 22:44:18,521 - davarocr - INFO - Epoch [33][415/541] lr: 1.923e-05, eta: 0:27:47, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3903 +2022-03-10 22:44:19,384 - davarocr - INFO - Epoch [33][420/541] lr: 1.923e-05, eta: 0:27:46, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1578 +2022-03-10 22:44:20,253 - davarocr - INFO - Epoch [33][425/541] lr: 1.923e-05, eta: 0:27:45, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1496 +2022-03-10 22:44:21,124 - davarocr - INFO - Epoch [33][430/541] lr: 1.923e-05, eta: 0:27:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1436 +2022-03-10 22:44:21,987 - davarocr - INFO - Epoch [33][435/541] lr: 1.923e-05, eta: 0:27:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1409 +2022-03-10 22:44:22,866 - davarocr - INFO - Epoch [33][440/541] lr: 1.923e-05, eta: 0:27:42, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1596 +2022-03-10 22:44:23,748 - davarocr - INFO - Epoch [33][445/541] lr: 1.923e-05, eta: 0:27:42, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1604 +2022-03-10 22:44:24,616 - davarocr - INFO - Epoch [33][450/541] lr: 1.923e-05, eta: 0:27:41, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.2605 +2022-03-10 22:44:25,478 - davarocr - INFO - Epoch [33][455/541] lr: 1.923e-05, eta: 0:27:40, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1539 +2022-03-10 22:44:26,343 - davarocr - INFO - Epoch [33][460/541] lr: 1.923e-05, eta: 0:27:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.1535 +2022-03-10 22:44:27,206 - davarocr - INFO - Epoch [33][465/541] lr: 1.923e-05, eta: 0:27:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1435 +2022-03-10 22:44:28,066 - davarocr - INFO - Epoch [33][470/541] lr: 1.923e-05, eta: 0:27:37, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1433 +2022-03-10 22:44:28,923 - davarocr - INFO - Epoch [33][475/541] lr: 1.923e-05, eta: 0:27:36, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1808 +2022-03-10 22:44:29,794 - davarocr - INFO - Epoch [33][480/541] lr: 1.923e-05, eta: 0:27:35, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3368 +2022-03-10 22:44:30,659 - davarocr - INFO - Epoch [33][485/541] lr: 1.923e-05, eta: 0:27:34, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1930 +2022-03-10 22:44:31,527 - davarocr - INFO - Epoch [33][490/541] lr: 1.923e-05, eta: 0:27:33, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.1880 +2022-03-10 22:44:32,398 - davarocr - INFO - Epoch [33][495/541] lr: 1.923e-05, eta: 0:27:32, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1587 +2022-03-10 22:44:33,260 - davarocr - INFO - Epoch [33][500/541] lr: 1.923e-05, eta: 0:27:32, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 2.0362 +2022-03-10 22:44:34,130 - davarocr - INFO - Epoch [33][505/541] lr: 1.923e-05, eta: 0:27:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1071 +2022-03-10 22:44:34,998 - davarocr - INFO - Epoch [33][510/541] lr: 1.923e-05, eta: 0:27:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1218 +2022-03-10 22:44:35,858 - davarocr - INFO - Epoch [33][515/541] lr: 1.923e-05, eta: 0:27:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0943 +2022-03-10 22:44:36,719 - davarocr - INFO - Epoch [33][520/541] lr: 1.923e-05, eta: 0:27:28, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1620 +2022-03-10 22:44:37,587 - davarocr - INFO - Epoch [33][525/541] lr: 1.923e-05, eta: 0:27:27, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0964 +2022-03-10 22:44:38,461 - davarocr - INFO - Epoch [33][530/541] lr: 1.923e-05, eta: 0:27:26, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1081 +2022-03-10 22:44:39,328 - davarocr - INFO - Epoch [33][535/541] lr: 1.923e-05, eta: 0:27:25, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0943 +2022-03-10 22:44:40,186 - davarocr - INFO - Epoch [33][540/541] lr: 1.923e-05, eta: 0:27:24, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0922 +2022-03-10 22:44:54,828 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:44:54,829 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:44:54,829 - davarocr - INFO - Epoch(val) [33][541] LOC: {'precision': 0.9375, 'recall': 0.9262589928057554, 'f1-score': 0.9318455971049457}, PER: {'precision': 0.962640099626401, 'recall': 0.956091527520099, 'f1-score': 0.959354638535526}, MISC: {'precision': 0.8494152046783626, 'recall': 0.8276353276353277, 'f1-score': 0.8383838383838383}, ORG: {'precision': 0.8975286317058468, 'recall': 0.8964479229379891, 'f1-score': 0.8969879518072289}, all: {'precision': 0.9221011256030016, 'recall': 0.9137747875354107, 'f1-score': 0.9179190751445087}, hmean: 0.9179 +2022-03-10 22:44:58,230 - davarocr - INFO - Epoch [34][5/541] lr: 1.887e-05, eta: 0:27:24, time: 0.678, data_time: 0.485, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1039 +2022-03-10 22:44:59,127 - davarocr - INFO - Epoch [34][10/541] lr: 1.887e-05, eta: 0:27:24, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1433 +2022-03-10 22:45:00,034 - davarocr - INFO - Epoch [34][15/541] lr: 1.887e-05, eta: 0:27:23, time: 0.182, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0936 +2022-03-10 22:45:00,923 - davarocr - INFO - Epoch [34][20/541] lr: 1.887e-05, eta: 0:27:22, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0957 +2022-03-10 22:45:01,814 - davarocr - INFO - Epoch [34][25/541] lr: 1.887e-05, eta: 0:27:21, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0937 +2022-03-10 22:45:02,715 - davarocr - INFO - Epoch [34][30/541] lr: 1.887e-05, eta: 0:27:20, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0928 +2022-03-10 22:45:03,613 - davarocr - INFO - Epoch [34][35/541] lr: 1.887e-05, eta: 0:27:19, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0926 +2022-03-10 22:45:04,504 - davarocr - INFO - Epoch [34][40/541] lr: 1.887e-05, eta: 0:27:18, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5342 +2022-03-10 22:45:05,396 - davarocr - INFO - Epoch [34][45/541] lr: 1.887e-05, eta: 0:27:17, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1339 +2022-03-10 22:45:06,293 - davarocr - INFO - Epoch [34][50/541] lr: 1.887e-05, eta: 0:27:16, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1337 +2022-03-10 22:45:07,188 - davarocr - INFO - Epoch [34][55/541] lr: 1.887e-05, eta: 0:27:15, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1335 +2022-03-10 22:45:08,081 - davarocr - INFO - Epoch [34][60/541] lr: 1.887e-05, eta: 0:27:15, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0102, loss: 0.0102, grad_norm: 3.2864 +2022-03-10 22:45:08,975 - davarocr - INFO - Epoch [34][65/541] lr: 1.887e-05, eta: 0:27:14, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 0.9672 +2022-03-10 22:45:09,871 - davarocr - INFO - Epoch [34][70/541] lr: 1.887e-05, eta: 0:27:13, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6004 +2022-03-10 22:45:10,765 - davarocr - INFO - Epoch [34][75/541] lr: 1.887e-05, eta: 0:27:12, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0129, loss: 0.0129, grad_norm: 1.0690 +2022-03-10 22:45:11,649 - davarocr - INFO - Epoch [34][80/541] lr: 1.887e-05, eta: 0:27:11, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6336 +2022-03-10 22:45:12,539 - davarocr - INFO - Epoch [34][85/541] lr: 1.887e-05, eta: 0:27:10, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.6491 +2022-03-10 22:45:13,432 - davarocr - INFO - Epoch [34][90/541] lr: 1.887e-05, eta: 0:27:09, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6268 +2022-03-10 22:45:14,336 - davarocr - INFO - Epoch [34][95/541] lr: 1.887e-05, eta: 0:27:08, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.6444 +2022-03-10 22:45:15,219 - davarocr - INFO - Epoch [34][100/541] lr: 1.887e-05, eta: 0:27:07, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.7484 +2022-03-10 22:45:16,123 - davarocr - INFO - Epoch [34][105/541] lr: 1.887e-05, eta: 0:27:07, time: 0.181, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.6296 +2022-03-10 22:45:17,026 - davarocr - INFO - Epoch [34][110/541] lr: 1.887e-05, eta: 0:27:06, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.6433 +2022-03-10 22:45:17,926 - davarocr - INFO - Epoch [34][115/541] lr: 1.887e-05, eta: 0:27:05, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7702 +2022-03-10 22:45:18,816 - davarocr - INFO - Epoch [34][120/541] lr: 1.887e-05, eta: 0:27:04, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6300 +2022-03-10 22:45:19,713 - davarocr - INFO - Epoch [34][125/541] lr: 1.887e-05, eta: 0:27:03, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6294 +2022-03-10 22:45:20,573 - davarocr - INFO - Epoch [34][130/541] lr: 1.887e-05, eta: 0:27:02, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6310 +2022-03-10 22:45:21,443 - davarocr - INFO - Epoch [34][135/541] lr: 1.887e-05, eta: 0:27:01, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.6561 +2022-03-10 22:45:22,306 - davarocr - INFO - Epoch [34][140/541] lr: 1.887e-05, eta: 0:27:00, time: 0.170, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6309 +2022-03-10 22:45:23,182 - davarocr - INFO - Epoch [34][145/541] lr: 1.887e-05, eta: 0:26:59, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6362 +2022-03-10 22:45:24,050 - davarocr - INFO - Epoch [34][150/541] lr: 1.887e-05, eta: 0:26:58, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6388 +2022-03-10 22:45:24,922 - davarocr - INFO - Epoch [34][155/541] lr: 1.887e-05, eta: 0:26:57, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.6553 +2022-03-10 22:45:25,797 - davarocr - INFO - Epoch [34][160/541] lr: 1.887e-05, eta: 0:26:57, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6214 +2022-03-10 22:45:26,658 - davarocr - INFO - Epoch [34][165/541] lr: 1.887e-05, eta: 0:26:56, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6291 +2022-03-10 22:45:27,520 - davarocr - INFO - Epoch [34][170/541] lr: 1.887e-05, eta: 0:26:55, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6201 +2022-03-10 22:45:28,386 - davarocr - INFO - Epoch [34][175/541] lr: 1.887e-05, eta: 0:26:54, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 0.6388 +2022-03-10 22:45:29,249 - davarocr - INFO - Epoch [34][180/541] lr: 1.887e-05, eta: 0:26:53, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 1.6189 +2022-03-10 22:45:30,117 - davarocr - INFO - Epoch [34][185/541] lr: 1.887e-05, eta: 0:26:52, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.8158 +2022-03-10 22:45:31,002 - davarocr - INFO - Epoch [34][190/541] lr: 1.887e-05, eta: 0:26:51, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7154 +2022-03-10 22:45:31,890 - davarocr - INFO - Epoch [34][195/541] lr: 1.887e-05, eta: 0:26:50, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 0.8835 +2022-03-10 22:45:32,785 - davarocr - INFO - Epoch [34][200/541] lr: 1.887e-05, eta: 0:26:49, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7057 +2022-03-10 22:45:33,669 - davarocr - INFO - Epoch [34][205/541] lr: 1.887e-05, eta: 0:26:48, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7158 +2022-03-10 22:45:34,536 - davarocr - INFO - Epoch [34][210/541] lr: 1.887e-05, eta: 0:26:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.7008 +2022-03-10 22:45:35,407 - davarocr - INFO - Epoch [34][215/541] lr: 1.887e-05, eta: 0:26:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6976 +2022-03-10 22:45:36,294 - davarocr - INFO - Epoch [34][220/541] lr: 1.887e-05, eta: 0:26:46, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.8254 +2022-03-10 22:45:37,187 - davarocr - INFO - Epoch [34][225/541] lr: 1.887e-05, eta: 0:26:45, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 0.9270 +2022-03-10 22:45:38,081 - davarocr - INFO - Epoch [34][230/541] lr: 1.887e-05, eta: 0:26:44, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6989 +2022-03-10 22:45:38,971 - davarocr - INFO - Epoch [34][235/541] lr: 1.887e-05, eta: 0:26:43, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6957 +2022-03-10 22:45:39,831 - davarocr - INFO - Epoch [34][240/541] lr: 1.887e-05, eta: 0:26:42, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6949 +2022-03-10 22:45:40,711 - davarocr - INFO - Epoch [34][245/541] lr: 1.887e-05, eta: 0:26:41, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7899 +2022-03-10 22:45:41,605 - davarocr - INFO - Epoch [34][250/541] lr: 1.887e-05, eta: 0:26:40, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6971 +2022-03-10 22:45:42,473 - davarocr - INFO - Epoch [34][255/541] lr: 1.887e-05, eta: 0:26:39, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7056 +2022-03-10 22:45:43,341 - davarocr - INFO - Epoch [34][260/541] lr: 1.887e-05, eta: 0:26:39, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6985 +2022-03-10 22:45:44,199 - davarocr - INFO - Epoch [34][265/541] lr: 1.887e-05, eta: 0:26:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6980 +2022-03-10 22:45:45,062 - davarocr - INFO - Epoch [34][270/541] lr: 1.887e-05, eta: 0:26:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7108 +2022-03-10 22:45:45,936 - davarocr - INFO - Epoch [34][275/541] lr: 1.887e-05, eta: 0:26:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 0.8296 +2022-03-10 22:45:46,805 - davarocr - INFO - Epoch [34][280/541] lr: 1.887e-05, eta: 0:26:35, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1010 +2022-03-10 22:45:47,671 - davarocr - INFO - Epoch [34][285/541] lr: 1.887e-05, eta: 0:26:34, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 0.7593 +2022-03-10 22:45:48,543 - davarocr - INFO - Epoch [34][290/541] lr: 1.887e-05, eta: 0:26:33, time: 0.174, data_time: 0.004, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7364 +2022-03-10 22:45:49,464 - davarocr - INFO - Epoch [34][295/541] lr: 1.887e-05, eta: 0:26:32, time: 0.183, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7297 +2022-03-10 22:45:50,353 - davarocr - INFO - Epoch [34][300/541] lr: 1.887e-05, eta: 0:26:31, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7353 +2022-03-10 22:45:51,240 - davarocr - INFO - Epoch [34][305/541] lr: 1.887e-05, eta: 0:26:30, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.7861 +2022-03-10 22:45:52,112 - davarocr - INFO - Epoch [34][310/541] lr: 1.887e-05, eta: 0:26:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7241 +2022-03-10 22:45:52,995 - davarocr - INFO - Epoch [34][315/541] lr: 1.887e-05, eta: 0:26:29, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 2.0225 +2022-03-10 22:45:53,893 - davarocr - INFO - Epoch [34][320/541] lr: 1.887e-05, eta: 0:26:28, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7191 +2022-03-10 22:45:54,771 - davarocr - INFO - Epoch [34][325/541] lr: 1.887e-05, eta: 0:26:27, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7119 +2022-03-10 22:45:55,651 - davarocr - INFO - Epoch [34][330/541] lr: 1.887e-05, eta: 0:26:26, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7097 +2022-03-10 22:45:56,543 - davarocr - INFO - Epoch [34][335/541] lr: 1.887e-05, eta: 0:26:25, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7199 +2022-03-10 22:45:57,431 - davarocr - INFO - Epoch [34][340/541] lr: 1.887e-05, eta: 0:26:24, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8680 +2022-03-10 22:45:58,300 - davarocr - INFO - Epoch [34][345/541] lr: 1.887e-05, eta: 0:26:23, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7365 +2022-03-10 22:45:59,172 - davarocr - INFO - Epoch [34][350/541] lr: 1.887e-05, eta: 0:26:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.7115 +2022-03-10 22:46:00,040 - davarocr - INFO - Epoch [34][355/541] lr: 1.887e-05, eta: 0:26:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7073 +2022-03-10 22:46:00,908 - davarocr - INFO - Epoch [34][360/541] lr: 1.887e-05, eta: 0:26:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.1790 +2022-03-10 22:46:01,783 - davarocr - INFO - Epoch [34][365/541] lr: 1.887e-05, eta: 0:26:20, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7603 +2022-03-10 22:46:02,677 - davarocr - INFO - Epoch [34][370/541] lr: 1.887e-05, eta: 0:26:19, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.7873 +2022-03-10 22:46:03,549 - davarocr - INFO - Epoch [34][375/541] lr: 1.887e-05, eta: 0:26:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7453 +2022-03-10 22:46:04,422 - davarocr - INFO - Epoch [34][380/541] lr: 1.887e-05, eta: 0:26:17, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0065, loss: 0.0065, grad_norm: 1.1879 +2022-03-10 22:46:05,320 - davarocr - INFO - Epoch [34][385/541] lr: 1.887e-05, eta: 0:26:16, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0072, loss: 0.0072, grad_norm: 0.9706 +2022-03-10 22:46:06,208 - davarocr - INFO - Epoch [34][390/541] lr: 1.887e-05, eta: 0:26:15, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.1998 +2022-03-10 22:46:07,100 - davarocr - INFO - Epoch [34][395/541] lr: 1.887e-05, eta: 0:26:14, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8278 +2022-03-10 22:46:07,986 - davarocr - INFO - Epoch [34][400/541] lr: 1.887e-05, eta: 0:26:13, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.8473 +2022-03-10 22:46:08,867 - davarocr - INFO - Epoch [34][405/541] lr: 1.887e-05, eta: 0:26:12, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.1450 +2022-03-10 22:46:09,757 - davarocr - INFO - Epoch [34][410/541] lr: 1.887e-05, eta: 0:26:11, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.0686 +2022-03-10 22:46:10,647 - davarocr - INFO - Epoch [34][415/541] lr: 1.887e-05, eta: 0:26:11, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.3447 +2022-03-10 22:46:11,543 - davarocr - INFO - Epoch [34][420/541] lr: 1.887e-05, eta: 0:26:10, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8853 +2022-03-10 22:46:12,420 - davarocr - INFO - Epoch [34][425/541] lr: 1.887e-05, eta: 0:26:09, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8830 +2022-03-10 22:46:13,317 - davarocr - INFO - Epoch [34][430/541] lr: 1.887e-05, eta: 0:26:08, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8736 +2022-03-10 22:46:14,196 - davarocr - INFO - Epoch [34][435/541] lr: 1.887e-05, eta: 0:26:07, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8733 +2022-03-10 22:46:15,075 - davarocr - INFO - Epoch [34][440/541] lr: 1.887e-05, eta: 0:26:06, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8728 +2022-03-10 22:46:15,956 - davarocr - INFO - Epoch [34][445/541] lr: 1.887e-05, eta: 0:26:05, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8738 +2022-03-10 22:46:16,845 - davarocr - INFO - Epoch [34][450/541] lr: 1.887e-05, eta: 0:26:04, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8729 +2022-03-10 22:46:17,717 - davarocr - INFO - Epoch [34][455/541] lr: 1.887e-05, eta: 0:26:03, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.1059 +2022-03-10 22:46:18,590 - davarocr - INFO - Epoch [34][460/541] lr: 1.887e-05, eta: 0:26:02, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8867 +2022-03-10 22:46:19,467 - davarocr - INFO - Epoch [34][465/541] lr: 1.887e-05, eta: 0:26:02, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8863 +2022-03-10 22:46:20,349 - davarocr - INFO - Epoch [34][470/541] lr: 1.887e-05, eta: 0:26:01, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8867 +2022-03-10 22:46:21,268 - davarocr - INFO - Epoch [34][475/541] lr: 1.887e-05, eta: 0:26:00, time: 0.184, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9945 +2022-03-10 22:46:22,160 - davarocr - INFO - Epoch [34][480/541] lr: 1.887e-05, eta: 0:25:59, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8781 +2022-03-10 22:46:23,053 - davarocr - INFO - Epoch [34][485/541] lr: 1.887e-05, eta: 0:25:58, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8785 +2022-03-10 22:46:23,939 - davarocr - INFO - Epoch [34][490/541] lr: 1.887e-05, eta: 0:25:57, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8766 +2022-03-10 22:46:24,818 - davarocr - INFO - Epoch [34][495/541] lr: 1.887e-05, eta: 0:25:56, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8767 +2022-03-10 22:46:25,701 - davarocr - INFO - Epoch [34][500/541] lr: 1.887e-05, eta: 0:25:55, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 6.0449 +2022-03-10 22:46:26,584 - davarocr - INFO - Epoch [34][505/541] lr: 1.887e-05, eta: 0:25:54, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.4464 +2022-03-10 22:46:27,469 - davarocr - INFO - Epoch [34][510/541] lr: 1.887e-05, eta: 0:25:54, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.4356 +2022-03-10 22:46:28,351 - davarocr - INFO - Epoch [34][515/541] lr: 1.887e-05, eta: 0:25:53, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.4124 +2022-03-10 22:46:29,237 - davarocr - INFO - Epoch [34][520/541] lr: 1.887e-05, eta: 0:25:52, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.4117 +2022-03-10 22:46:30,117 - davarocr - INFO - Epoch [34][525/541] lr: 1.887e-05, eta: 0:25:51, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.4105 +2022-03-10 22:46:31,002 - davarocr - INFO - Epoch [34][530/541] lr: 1.887e-05, eta: 0:25:50, time: 0.180, data_time: 0.009, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 0.5734 +2022-03-10 22:46:31,898 - davarocr - INFO - Epoch [34][535/541] lr: 1.887e-05, eta: 0:25:49, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.4413 +2022-03-10 22:46:32,776 - davarocr - INFO - Epoch [34][540/541] lr: 1.887e-05, eta: 0:25:48, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.4961 +2022-03-10 22:46:47,416 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:46:47,417 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:46:47,418 - davarocr - INFO - Epoch(val) [34][541] LOC: {'precision': 0.9333333333333333, 'recall': 0.9316546762589928, 'f1-score': 0.9324932493249324}, PER: {'precision': 0.9592088998763906, 'recall': 0.9598021026592455, 'f1-score': 0.9595054095826893}, MISC: {'precision': 0.8312412831241283, 'recall': 0.8490028490028491, 'f1-score': 0.8400281888653981}, ORG: {'precision': 0.9097135740971357, 'recall': 0.8795906080674293, 'f1-score': 0.8943985307621671}, all: {'precision': 0.9209775240813414, 'recall': 0.914128895184136, 'f1-score': 0.9175404300693086}, hmean: 0.9175 +2022-03-10 22:46:50,886 - davarocr - INFO - Epoch [35][5/541] lr: 1.852e-05, eta: 0:25:48, time: 0.692, data_time: 0.490, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.4345 +2022-03-10 22:46:51,751 - davarocr - INFO - Epoch [35][10/541] lr: 1.852e-05, eta: 0:25:47, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.5827 +2022-03-10 22:46:52,628 - davarocr - INFO - Epoch [35][15/541] lr: 1.852e-05, eta: 0:25:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.4462 +2022-03-10 22:46:53,490 - davarocr - INFO - Epoch [35][20/541] lr: 1.852e-05, eta: 0:25:45, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.4395 +2022-03-10 22:46:54,349 - davarocr - INFO - Epoch [35][25/541] lr: 1.852e-05, eta: 0:25:45, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.8558 +2022-03-10 22:46:55,208 - davarocr - INFO - Epoch [35][30/541] lr: 1.852e-05, eta: 0:25:44, time: 0.171, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 0.5928 +2022-03-10 22:46:56,067 - davarocr - INFO - Epoch [35][35/541] lr: 1.852e-05, eta: 0:25:43, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.4948 +2022-03-10 22:46:56,946 - davarocr - INFO - Epoch [35][40/541] lr: 1.852e-05, eta: 0:25:42, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0079, loss: 0.0079, grad_norm: 1.9908 +2022-03-10 22:46:57,804 - davarocr - INFO - Epoch [35][45/541] lr: 1.852e-05, eta: 0:25:41, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 2.9022 +2022-03-10 22:46:58,672 - davarocr - INFO - Epoch [35][50/541] lr: 1.852e-05, eta: 0:25:40, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.5836 +2022-03-10 22:46:59,535 - davarocr - INFO - Epoch [35][55/541] lr: 1.852e-05, eta: 0:25:39, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.6874 +2022-03-10 22:47:00,407 - davarocr - INFO - Epoch [35][60/541] lr: 1.852e-05, eta: 0:25:38, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.5816 +2022-03-10 22:47:01,275 - davarocr - INFO - Epoch [35][65/541] lr: 1.852e-05, eta: 0:25:37, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0129, loss: 0.0129, grad_norm: 2.3424 +2022-03-10 22:47:02,146 - davarocr - INFO - Epoch [35][70/541] lr: 1.852e-05, eta: 0:25:36, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.7434 +2022-03-10 22:47:03,033 - davarocr - INFO - Epoch [35][75/541] lr: 1.852e-05, eta: 0:25:35, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 0.9342 +2022-03-10 22:47:03,930 - davarocr - INFO - Epoch [35][80/541] lr: 1.852e-05, eta: 0:25:35, time: 0.180, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.6549 +2022-03-10 22:47:04,825 - davarocr - INFO - Epoch [35][85/541] lr: 1.852e-05, eta: 0:25:34, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0108, loss: 0.0108, grad_norm: 2.0179 +2022-03-10 22:47:05,708 - davarocr - INFO - Epoch [35][90/541] lr: 1.852e-05, eta: 0:25:33, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7225 +2022-03-10 22:47:06,588 - davarocr - INFO - Epoch [35][95/541] lr: 1.852e-05, eta: 0:25:32, time: 0.177, data_time: 0.011, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7241 +2022-03-10 22:47:07,449 - davarocr - INFO - Epoch [35][100/541] lr: 1.852e-05, eta: 0:25:31, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.7400 +2022-03-10 22:47:08,309 - davarocr - INFO - Epoch [35][105/541] lr: 1.852e-05, eta: 0:25:30, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8258 +2022-03-10 22:47:09,187 - davarocr - INFO - Epoch [35][110/541] lr: 1.852e-05, eta: 0:25:29, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7297 +2022-03-10 22:47:10,095 - davarocr - INFO - Epoch [35][115/541] lr: 1.852e-05, eta: 0:25:28, time: 0.181, data_time: 0.010, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 3.2022 +2022-03-10 22:47:10,977 - davarocr - INFO - Epoch [35][120/541] lr: 1.852e-05, eta: 0:25:27, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.8094 +2022-03-10 22:47:11,860 - davarocr - INFO - Epoch [35][125/541] lr: 1.852e-05, eta: 0:25:26, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.6412 +2022-03-10 22:47:12,745 - davarocr - INFO - Epoch [35][130/541] lr: 1.852e-05, eta: 0:25:26, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.8261 +2022-03-10 22:47:13,626 - davarocr - INFO - Epoch [35][135/541] lr: 1.852e-05, eta: 0:25:25, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7055 +2022-03-10 22:47:14,509 - davarocr - INFO - Epoch [35][140/541] lr: 1.852e-05, eta: 0:25:24, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7125 +2022-03-10 22:47:15,396 - davarocr - INFO - Epoch [35][145/541] lr: 1.852e-05, eta: 0:25:23, time: 0.180, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7054 +2022-03-10 22:47:16,292 - davarocr - INFO - Epoch [35][150/541] lr: 1.852e-05, eta: 0:25:22, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7378 +2022-03-10 22:47:17,173 - davarocr - INFO - Epoch [35][155/541] lr: 1.852e-05, eta: 0:25:21, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.7916 +2022-03-10 22:47:18,059 - davarocr - INFO - Epoch [35][160/541] lr: 1.852e-05, eta: 0:25:20, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.6843 +2022-03-10 22:47:18,948 - davarocr - INFO - Epoch [35][165/541] lr: 1.852e-05, eta: 0:25:19, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.8420 +2022-03-10 22:47:19,818 - davarocr - INFO - Epoch [35][170/541] lr: 1.852e-05, eta: 0:25:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7317 +2022-03-10 22:47:20,688 - davarocr - INFO - Epoch [35][175/541] lr: 1.852e-05, eta: 0:25:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7695 +2022-03-10 22:47:21,555 - davarocr - INFO - Epoch [35][180/541] lr: 1.852e-05, eta: 0:25:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.0519 +2022-03-10 22:47:22,419 - davarocr - INFO - Epoch [35][185/541] lr: 1.852e-05, eta: 0:25:16, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7290 +2022-03-10 22:47:23,290 - davarocr - INFO - Epoch [35][190/541] lr: 1.852e-05, eta: 0:25:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.9354 +2022-03-10 22:47:24,157 - davarocr - INFO - Epoch [35][195/541] lr: 1.852e-05, eta: 0:25:14, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7483 +2022-03-10 22:47:25,035 - davarocr - INFO - Epoch [35][200/541] lr: 1.852e-05, eta: 0:25:13, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8081 +2022-03-10 22:47:25,897 - davarocr - INFO - Epoch [35][205/541] lr: 1.852e-05, eta: 0:25:12, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7366 +2022-03-10 22:47:26,777 - davarocr - INFO - Epoch [35][210/541] lr: 1.852e-05, eta: 0:25:11, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.7386 +2022-03-10 22:47:27,648 - davarocr - INFO - Epoch [35][215/541] lr: 1.852e-05, eta: 0:25:10, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7231 +2022-03-10 22:47:28,510 - davarocr - INFO - Epoch [35][220/541] lr: 1.852e-05, eta: 0:25:09, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8258 +2022-03-10 22:47:29,371 - davarocr - INFO - Epoch [35][225/541] lr: 1.852e-05, eta: 0:25:08, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.7503 +2022-03-10 22:47:30,249 - davarocr - INFO - Epoch [35][230/541] lr: 1.852e-05, eta: 0:25:07, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7360 +2022-03-10 22:47:31,109 - davarocr - INFO - Epoch [35][235/541] lr: 1.852e-05, eta: 0:25:07, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1052 +2022-03-10 22:47:31,977 - davarocr - INFO - Epoch [35][240/541] lr: 1.852e-05, eta: 0:25:06, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7787 +2022-03-10 22:47:32,845 - davarocr - INFO - Epoch [35][245/541] lr: 1.852e-05, eta: 0:25:05, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8119 +2022-03-10 22:47:33,709 - davarocr - INFO - Epoch [35][250/541] lr: 1.852e-05, eta: 0:25:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7790 +2022-03-10 22:47:34,582 - davarocr - INFO - Epoch [35][255/541] lr: 1.852e-05, eta: 0:25:03, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0313, loss: 0.0313, grad_norm: 1.3655 +2022-03-10 22:47:35,457 - davarocr - INFO - Epoch [35][260/541] lr: 1.852e-05, eta: 0:25:02, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7940 +2022-03-10 22:47:36,330 - davarocr - INFO - Epoch [35][265/541] lr: 1.852e-05, eta: 0:25:01, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7979 +2022-03-10 22:47:37,207 - davarocr - INFO - Epoch [35][270/541] lr: 1.852e-05, eta: 0:25:00, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7898 +2022-03-10 22:47:38,073 - davarocr - INFO - Epoch [35][275/541] lr: 1.852e-05, eta: 0:24:59, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.9203 +2022-03-10 22:47:38,938 - davarocr - INFO - Epoch [35][280/541] lr: 1.852e-05, eta: 0:24:58, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.8356 +2022-03-10 22:47:39,809 - davarocr - INFO - Epoch [35][285/541] lr: 1.852e-05, eta: 0:24:57, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7975 +2022-03-10 22:47:40,680 - davarocr - INFO - Epoch [35][290/541] lr: 1.852e-05, eta: 0:24:57, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0576 +2022-03-10 22:47:41,545 - davarocr - INFO - Epoch [35][295/541] lr: 1.852e-05, eta: 0:24:56, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.8596 +2022-03-10 22:47:42,416 - davarocr - INFO - Epoch [35][300/541] lr: 1.852e-05, eta: 0:24:55, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8567 +2022-03-10 22:47:43,286 - davarocr - INFO - Epoch [35][305/541] lr: 1.852e-05, eta: 0:24:54, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 0.9964 +2022-03-10 22:47:44,164 - davarocr - INFO - Epoch [35][310/541] lr: 1.852e-05, eta: 0:24:53, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8282 +2022-03-10 22:47:45,033 - davarocr - INFO - Epoch [35][315/541] lr: 1.852e-05, eta: 0:24:52, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.8338 +2022-03-10 22:47:45,897 - davarocr - INFO - Epoch [35][320/541] lr: 1.852e-05, eta: 0:24:51, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8309 +2022-03-10 22:47:46,771 - davarocr - INFO - Epoch [35][325/541] lr: 1.852e-05, eta: 0:24:50, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8285 +2022-03-10 22:47:47,662 - davarocr - INFO - Epoch [35][330/541] lr: 1.852e-05, eta: 0:24:49, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9296 +2022-03-10 22:47:48,552 - davarocr - INFO - Epoch [35][335/541] lr: 1.852e-05, eta: 0:24:48, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8406 +2022-03-10 22:47:49,436 - davarocr - INFO - Epoch [35][340/541] lr: 1.852e-05, eta: 0:24:48, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8357 +2022-03-10 22:47:50,326 - davarocr - INFO - Epoch [35][345/541] lr: 1.852e-05, eta: 0:24:47, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8354 +2022-03-10 22:47:51,215 - davarocr - INFO - Epoch [35][350/541] lr: 1.852e-05, eta: 0:24:46, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8651 +2022-03-10 22:47:52,100 - davarocr - INFO - Epoch [35][355/541] lr: 1.852e-05, eta: 0:24:45, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8374 +2022-03-10 22:47:52,987 - davarocr - INFO - Epoch [35][360/541] lr: 1.852e-05, eta: 0:24:44, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.2209 +2022-03-10 22:47:53,875 - davarocr - INFO - Epoch [35][365/541] lr: 1.852e-05, eta: 0:24:43, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8945 +2022-03-10 22:47:54,758 - davarocr - INFO - Epoch [35][370/541] lr: 1.852e-05, eta: 0:24:42, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0468 +2022-03-10 22:47:55,656 - davarocr - INFO - Epoch [35][375/541] lr: 1.852e-05, eta: 0:24:41, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0299 +2022-03-10 22:47:56,552 - davarocr - INFO - Epoch [35][380/541] lr: 1.852e-05, eta: 0:24:40, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8870 +2022-03-10 22:47:57,421 - davarocr - INFO - Epoch [35][385/541] lr: 1.852e-05, eta: 0:24:39, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8709 +2022-03-10 22:47:58,281 - davarocr - INFO - Epoch [35][390/541] lr: 1.852e-05, eta: 0:24:39, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1321 +2022-03-10 22:47:59,145 - davarocr - INFO - Epoch [35][395/541] lr: 1.852e-05, eta: 0:24:38, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9930 +2022-03-10 22:48:00,006 - davarocr - INFO - Epoch [35][400/541] lr: 1.852e-05, eta: 0:24:37, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0758 +2022-03-10 22:48:00,870 - davarocr - INFO - Epoch [35][405/541] lr: 1.852e-05, eta: 0:24:36, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0058, loss: 0.0058, grad_norm: 0.9466 +2022-03-10 22:48:01,734 - davarocr - INFO - Epoch [35][410/541] lr: 1.852e-05, eta: 0:24:35, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9422 +2022-03-10 22:48:02,603 - davarocr - INFO - Epoch [35][415/541] lr: 1.852e-05, eta: 0:24:34, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.9713 +2022-03-10 22:48:03,465 - davarocr - INFO - Epoch [35][420/541] lr: 1.852e-05, eta: 0:24:33, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.9966 +2022-03-10 22:48:04,329 - davarocr - INFO - Epoch [35][425/541] lr: 1.852e-05, eta: 0:24:32, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.0270 +2022-03-10 22:48:05,205 - davarocr - INFO - Epoch [35][430/541] lr: 1.852e-05, eta: 0:24:31, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9227 +2022-03-10 22:48:06,074 - davarocr - INFO - Epoch [35][435/541] lr: 1.852e-05, eta: 0:24:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9532 +2022-03-10 22:48:06,945 - davarocr - INFO - Epoch [35][440/541] lr: 1.852e-05, eta: 0:24:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9190 +2022-03-10 22:48:07,835 - davarocr - INFO - Epoch [35][445/541] lr: 1.852e-05, eta: 0:24:29, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9200 +2022-03-10 22:48:08,698 - davarocr - INFO - Epoch [35][450/541] lr: 1.852e-05, eta: 0:24:28, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9191 +2022-03-10 22:48:09,563 - davarocr - INFO - Epoch [35][455/541] lr: 1.852e-05, eta: 0:24:27, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9376 +2022-03-10 22:48:10,430 - davarocr - INFO - Epoch [35][460/541] lr: 1.852e-05, eta: 0:24:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.4429 +2022-03-10 22:48:11,294 - davarocr - INFO - Epoch [35][465/541] lr: 1.852e-05, eta: 0:24:25, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1209 +2022-03-10 22:48:12,182 - davarocr - INFO - Epoch [35][470/541] lr: 1.852e-05, eta: 0:24:24, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2126 +2022-03-10 22:48:13,041 - davarocr - INFO - Epoch [35][475/541] lr: 1.852e-05, eta: 0:24:23, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3587 +2022-03-10 22:48:13,904 - davarocr - INFO - Epoch [35][480/541] lr: 1.852e-05, eta: 0:24:22, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0276 +2022-03-10 22:48:14,776 - davarocr - INFO - Epoch [35][485/541] lr: 1.852e-05, eta: 0:24:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0290 +2022-03-10 22:48:15,639 - davarocr - INFO - Epoch [35][490/541] lr: 1.852e-05, eta: 0:24:20, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0179 +2022-03-10 22:48:16,503 - davarocr - INFO - Epoch [35][495/541] lr: 1.852e-05, eta: 0:24:20, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0258 +2022-03-10 22:48:17,376 - davarocr - INFO - Epoch [35][500/541] lr: 1.852e-05, eta: 0:24:19, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0186 +2022-03-10 22:48:18,238 - davarocr - INFO - Epoch [35][505/541] lr: 1.852e-05, eta: 0:24:18, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0185 +2022-03-10 22:48:19,111 - davarocr - INFO - Epoch [35][510/541] lr: 1.852e-05, eta: 0:24:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.4243 +2022-03-10 22:48:19,977 - davarocr - INFO - Epoch [35][515/541] lr: 1.852e-05, eta: 0:24:16, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0909 +2022-03-10 22:48:20,836 - davarocr - INFO - Epoch [35][520/541] lr: 1.852e-05, eta: 0:24:15, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1125 +2022-03-10 22:48:21,703 - davarocr - INFO - Epoch [35][525/541] lr: 1.852e-05, eta: 0:24:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1010 +2022-03-10 22:48:22,575 - davarocr - INFO - Epoch [35][530/541] lr: 1.852e-05, eta: 0:24:13, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0455 +2022-03-10 22:48:23,444 - davarocr - INFO - Epoch [35][535/541] lr: 1.852e-05, eta: 0:24:12, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0763 +2022-03-10 22:48:24,309 - davarocr - INFO - Epoch [35][540/541] lr: 1.852e-05, eta: 0:24:11, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1261 +2022-03-10 22:48:38,640 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:48:38,642 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:48:38,642 - davarocr - INFO - Epoch(val) [35][541] LOC: {'precision': 0.9323671497584541, 'recall': 0.9256594724220624, 'f1-score': 0.9290012033694344}, PER: {'precision': 0.9506699147381242, 'recall': 0.9653679653679653, 'f1-score': 0.9579625652040503}, MISC: {'precision': 0.8459343794579173, 'recall': 0.8447293447293447, 'f1-score': 0.8453314326443335}, ORG: {'precision': 0.9101538461538462, 'recall': 0.8904274533413606, 'f1-score': 0.9001825928180158}, all: {'precision': 0.9205192034139402, 'recall': 0.9166076487252125, 'f1-score': 0.9185592618878639}, hmean: 0.9186 +2022-03-10 22:48:41,968 - davarocr - INFO - Epoch [36][5/541] lr: 1.818e-05, eta: 0:24:11, time: 0.664, data_time: 0.490, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0389 +2022-03-10 22:48:42,835 - davarocr - INFO - Epoch [36][10/541] lr: 1.818e-05, eta: 0:24:10, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.0730 +2022-03-10 22:48:43,708 - davarocr - INFO - Epoch [36][15/541] lr: 1.818e-05, eta: 0:24:09, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0407 +2022-03-10 22:48:44,581 - davarocr - INFO - Epoch [36][20/541] lr: 1.818e-05, eta: 0:24:09, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0406 +2022-03-10 22:48:45,447 - davarocr - INFO - Epoch [36][25/541] lr: 1.818e-05, eta: 0:24:08, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0406 +2022-03-10 22:48:46,312 - davarocr - INFO - Epoch [36][30/541] lr: 1.818e-05, eta: 0:24:07, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0406 +2022-03-10 22:48:47,184 - davarocr - INFO - Epoch [36][35/541] lr: 1.818e-05, eta: 0:24:06, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0410 +2022-03-10 22:48:48,047 - davarocr - INFO - Epoch [36][40/541] lr: 1.818e-05, eta: 0:24:05, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0410 +2022-03-10 22:48:48,920 - davarocr - INFO - Epoch [36][45/541] lr: 1.818e-05, eta: 0:24:04, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0404 +2022-03-10 22:48:49,785 - davarocr - INFO - Epoch [36][50/541] lr: 1.818e-05, eta: 0:24:03, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0759 +2022-03-10 22:48:50,651 - davarocr - INFO - Epoch [36][55/541] lr: 1.818e-05, eta: 0:24:02, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0469 +2022-03-10 22:48:51,539 - davarocr - INFO - Epoch [36][60/541] lr: 1.818e-05, eta: 0:24:01, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0419 +2022-03-10 22:48:52,410 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:48:52,411 - davarocr - INFO - Epoch [36][65/541] lr: 1.818e-05, eta: 0:24:00, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1501 +2022-03-10 22:48:53,276 - davarocr - INFO - Epoch [36][70/541] lr: 1.818e-05, eta: 0:23:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0412 +2022-03-10 22:48:54,136 - davarocr - INFO - Epoch [36][75/541] lr: 1.818e-05, eta: 0:23:59, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0407 +2022-03-10 22:48:54,997 - davarocr - INFO - Epoch [36][80/541] lr: 1.818e-05, eta: 0:23:58, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0425 +2022-03-10 22:48:55,864 - davarocr - INFO - Epoch [36][85/541] lr: 1.818e-05, eta: 0:23:57, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0392 +2022-03-10 22:48:56,736 - davarocr - INFO - Epoch [36][90/541] lr: 1.818e-05, eta: 0:23:56, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0391 +2022-03-10 22:48:57,619 - davarocr - INFO - Epoch [36][95/541] lr: 1.818e-05, eta: 0:23:55, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0413 +2022-03-10 22:48:58,490 - davarocr - INFO - Epoch [36][100/541] lr: 1.818e-05, eta: 0:23:54, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0387 +2022-03-10 22:48:59,360 - davarocr - INFO - Epoch [36][105/541] lr: 1.818e-05, eta: 0:23:53, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0388 +2022-03-10 22:49:00,222 - davarocr - INFO - Epoch [36][110/541] lr: 1.818e-05, eta: 0:23:52, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0462 +2022-03-10 22:49:01,083 - davarocr - INFO - Epoch [36][115/541] lr: 1.818e-05, eta: 0:23:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0419 +2022-03-10 22:49:01,956 - davarocr - INFO - Epoch [36][120/541] lr: 1.818e-05, eta: 0:23:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0411 +2022-03-10 22:49:02,817 - davarocr - INFO - Epoch [36][125/541] lr: 1.818e-05, eta: 0:23:50, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0422 +2022-03-10 22:49:03,691 - davarocr - INFO - Epoch [36][130/541] lr: 1.818e-05, eta: 0:23:49, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.1129 +2022-03-10 22:49:04,562 - davarocr - INFO - Epoch [36][135/541] lr: 1.818e-05, eta: 0:23:48, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0459 +2022-03-10 22:49:05,425 - davarocr - INFO - Epoch [36][140/541] lr: 1.818e-05, eta: 0:23:47, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0459 +2022-03-10 22:49:06,293 - davarocr - INFO - Epoch [36][145/541] lr: 1.818e-05, eta: 0:23:46, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0459 +2022-03-10 22:49:07,157 - davarocr - INFO - Epoch [36][150/541] lr: 1.818e-05, eta: 0:23:45, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0462 +2022-03-10 22:49:08,029 - davarocr - INFO - Epoch [36][155/541] lr: 1.818e-05, eta: 0:23:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.0597 +2022-03-10 22:49:08,887 - davarocr - INFO - Epoch [36][160/541] lr: 1.818e-05, eta: 0:23:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0418 +2022-03-10 22:49:09,749 - davarocr - INFO - Epoch [36][165/541] lr: 1.818e-05, eta: 0:23:42, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0416 +2022-03-10 22:49:10,611 - davarocr - INFO - Epoch [36][170/541] lr: 1.818e-05, eta: 0:23:41, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0427 +2022-03-10 22:49:11,482 - davarocr - INFO - Epoch [36][175/541] lr: 1.818e-05, eta: 0:23:40, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0554 +2022-03-10 22:49:12,375 - davarocr - INFO - Epoch [36][180/541] lr: 1.818e-05, eta: 0:23:40, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.2888 +2022-03-10 22:49:13,246 - davarocr - INFO - Epoch [36][185/541] lr: 1.818e-05, eta: 0:23:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.5179 +2022-03-10 22:49:14,113 - davarocr - INFO - Epoch [36][190/541] lr: 1.818e-05, eta: 0:23:38, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0892 +2022-03-10 22:49:14,972 - davarocr - INFO - Epoch [36][195/541] lr: 1.818e-05, eta: 0:23:37, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1245 +2022-03-10 22:49:15,836 - davarocr - INFO - Epoch [36][200/541] lr: 1.818e-05, eta: 0:23:36, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0855 +2022-03-10 22:49:16,702 - davarocr - INFO - Epoch [36][205/541] lr: 1.818e-05, eta: 0:23:35, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2302 +2022-03-10 22:49:17,566 - davarocr - INFO - Epoch [36][210/541] lr: 1.818e-05, eta: 0:23:34, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.4676 +2022-03-10 22:49:18,428 - davarocr - INFO - Epoch [36][215/541] lr: 1.818e-05, eta: 0:23:33, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1017 +2022-03-10 22:49:19,297 - davarocr - INFO - Epoch [36][220/541] lr: 1.818e-05, eta: 0:23:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.2269 +2022-03-10 22:49:20,168 - davarocr - INFO - Epoch [36][225/541] lr: 1.818e-05, eta: 0:23:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1053 +2022-03-10 22:49:21,031 - davarocr - INFO - Epoch [36][230/541] lr: 1.818e-05, eta: 0:23:30, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1081 +2022-03-10 22:49:21,898 - davarocr - INFO - Epoch [36][235/541] lr: 1.818e-05, eta: 0:23:30, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3519 +2022-03-10 22:49:22,768 - davarocr - INFO - Epoch [36][240/541] lr: 1.818e-05, eta: 0:23:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1151 +2022-03-10 22:49:23,645 - davarocr - INFO - Epoch [36][245/541] lr: 1.818e-05, eta: 0:23:28, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1196 +2022-03-10 22:49:24,507 - davarocr - INFO - Epoch [36][250/541] lr: 1.818e-05, eta: 0:23:27, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1139 +2022-03-10 22:49:25,375 - davarocr - INFO - Epoch [36][255/541] lr: 1.818e-05, eta: 0:23:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1180 +2022-03-10 22:49:26,240 - davarocr - INFO - Epoch [36][260/541] lr: 1.818e-05, eta: 0:23:25, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.2213 +2022-03-10 22:49:27,103 - davarocr - INFO - Epoch [36][265/541] lr: 1.818e-05, eta: 0:23:24, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1109 +2022-03-10 22:49:27,962 - davarocr - INFO - Epoch [36][270/541] lr: 1.818e-05, eta: 0:23:23, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.2133 +2022-03-10 22:49:28,823 - davarocr - INFO - Epoch [36][275/541] lr: 1.818e-05, eta: 0:23:22, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1095 +2022-03-10 22:49:29,691 - davarocr - INFO - Epoch [36][280/541] lr: 1.818e-05, eta: 0:23:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1189 +2022-03-10 22:49:30,557 - davarocr - INFO - Epoch [36][285/541] lr: 1.818e-05, eta: 0:23:21, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2397 +2022-03-10 22:49:31,449 - davarocr - INFO - Epoch [36][290/541] lr: 1.818e-05, eta: 0:23:20, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1115 +2022-03-10 22:49:32,314 - davarocr - INFO - Epoch [36][295/541] lr: 1.818e-05, eta: 0:23:19, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1115 +2022-03-10 22:49:33,176 - davarocr - INFO - Epoch [36][300/541] lr: 1.818e-05, eta: 0:23:18, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1124 +2022-03-10 22:49:34,041 - davarocr - INFO - Epoch [36][305/541] lr: 1.818e-05, eta: 0:23:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1121 +2022-03-10 22:49:34,911 - davarocr - INFO - Epoch [36][310/541] lr: 1.818e-05, eta: 0:23:16, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1094 +2022-03-10 22:49:35,776 - davarocr - INFO - Epoch [36][315/541] lr: 1.818e-05, eta: 0:23:15, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2011 +2022-03-10 22:49:36,640 - davarocr - INFO - Epoch [36][320/541] lr: 1.818e-05, eta: 0:23:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1149 +2022-03-10 22:49:37,508 - davarocr - INFO - Epoch [36][325/541] lr: 1.818e-05, eta: 0:23:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0069, loss: 0.0069, grad_norm: 1.8532 +2022-03-10 22:49:38,378 - davarocr - INFO - Epoch [36][330/541] lr: 1.818e-05, eta: 0:23:12, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1885 +2022-03-10 22:49:39,245 - davarocr - INFO - Epoch [36][335/541] lr: 1.818e-05, eta: 0:23:11, time: 0.173, data_time: 0.004, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1889 +2022-03-10 22:49:40,116 - davarocr - INFO - Epoch [36][340/541] lr: 1.818e-05, eta: 0:23:11, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1884 +2022-03-10 22:49:40,978 - davarocr - INFO - Epoch [36][345/541] lr: 1.818e-05, eta: 0:23:10, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1981 +2022-03-10 22:49:41,848 - davarocr - INFO - Epoch [36][350/541] lr: 1.818e-05, eta: 0:23:09, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1846 +2022-03-10 22:49:42,718 - davarocr - INFO - Epoch [36][355/541] lr: 1.818e-05, eta: 0:23:08, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0076, loss: 0.0076, grad_norm: 2.8854 +2022-03-10 22:49:43,592 - davarocr - INFO - Epoch [36][360/541] lr: 1.818e-05, eta: 0:23:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6828 +2022-03-10 22:49:44,459 - davarocr - INFO - Epoch [36][365/541] lr: 1.818e-05, eta: 0:23:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.6832 +2022-03-10 22:49:45,331 - davarocr - INFO - Epoch [36][370/541] lr: 1.818e-05, eta: 0:23:05, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6956 +2022-03-10 22:49:46,210 - davarocr - INFO - Epoch [36][375/541] lr: 1.818e-05, eta: 0:23:04, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6822 +2022-03-10 22:49:47,069 - davarocr - INFO - Epoch [36][380/541] lr: 1.818e-05, eta: 0:23:03, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.6951 +2022-03-10 22:49:47,929 - davarocr - INFO - Epoch [36][385/541] lr: 1.818e-05, eta: 0:23:02, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6771 +2022-03-10 22:49:48,800 - davarocr - INFO - Epoch [36][390/541] lr: 1.818e-05, eta: 0:23:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6764 +2022-03-10 22:49:49,676 - davarocr - INFO - Epoch [36][395/541] lr: 1.818e-05, eta: 0:23:01, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6826 +2022-03-10 22:49:50,552 - davarocr - INFO - Epoch [36][400/541] lr: 1.818e-05, eta: 0:23:00, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6763 +2022-03-10 22:49:51,423 - davarocr - INFO - Epoch [36][405/541] lr: 1.818e-05, eta: 0:22:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6764 +2022-03-10 22:49:52,294 - davarocr - INFO - Epoch [36][410/541] lr: 1.818e-05, eta: 0:22:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 0.6997 +2022-03-10 22:49:53,168 - davarocr - INFO - Epoch [36][415/541] lr: 1.818e-05, eta: 0:22:57, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6973 +2022-03-10 22:49:54,043 - davarocr - INFO - Epoch [36][420/541] lr: 1.818e-05, eta: 0:22:56, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.7425 +2022-03-10 22:49:54,919 - davarocr - INFO - Epoch [36][425/541] lr: 1.818e-05, eta: 0:22:55, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.6715 +2022-03-10 22:49:55,787 - davarocr - INFO - Epoch [36][430/541] lr: 1.818e-05, eta: 0:22:54, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6706 +2022-03-10 22:49:56,650 - davarocr - INFO - Epoch [36][435/541] lr: 1.818e-05, eta: 0:22:53, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 0.7270 +2022-03-10 22:49:57,543 - davarocr - INFO - Epoch [36][440/541] lr: 1.818e-05, eta: 0:22:52, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.6910 +2022-03-10 22:49:58,399 - davarocr - INFO - Epoch [36][445/541] lr: 1.818e-05, eta: 0:22:52, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1100 +2022-03-10 22:49:59,262 - davarocr - INFO - Epoch [36][450/541] lr: 1.818e-05, eta: 0:22:51, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6797 +2022-03-10 22:50:00,128 - davarocr - INFO - Epoch [36][455/541] lr: 1.818e-05, eta: 0:22:50, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7055 +2022-03-10 22:50:00,998 - davarocr - INFO - Epoch [36][460/541] lr: 1.818e-05, eta: 0:22:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.9783 +2022-03-10 22:50:01,863 - davarocr - INFO - Epoch [36][465/541] lr: 1.818e-05, eta: 0:22:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 0.9074 +2022-03-10 22:50:02,723 - davarocr - INFO - Epoch [36][470/541] lr: 1.818e-05, eta: 0:22:47, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 0.7394 +2022-03-10 22:50:03,596 - davarocr - INFO - Epoch [36][475/541] lr: 1.818e-05, eta: 0:22:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.4809 +2022-03-10 22:50:04,455 - davarocr - INFO - Epoch [36][480/541] lr: 1.818e-05, eta: 0:22:45, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8569 +2022-03-10 22:50:05,326 - davarocr - INFO - Epoch [36][485/541] lr: 1.818e-05, eta: 0:22:44, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9295 +2022-03-10 22:50:06,193 - davarocr - INFO - Epoch [36][490/541] lr: 1.818e-05, eta: 0:22:43, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0074, loss: 0.0074, grad_norm: 3.0008 +2022-03-10 22:50:07,056 - davarocr - INFO - Epoch [36][495/541] lr: 1.818e-05, eta: 0:22:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.3392 +2022-03-10 22:50:07,930 - davarocr - INFO - Epoch [36][500/541] lr: 1.818e-05, eta: 0:22:42, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.9762 +2022-03-10 22:50:08,792 - davarocr - INFO - Epoch [36][505/541] lr: 1.818e-05, eta: 0:22:41, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7177 +2022-03-10 22:50:09,650 - davarocr - INFO - Epoch [36][510/541] lr: 1.818e-05, eta: 0:22:40, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7414 +2022-03-10 22:50:10,521 - davarocr - INFO - Epoch [36][515/541] lr: 1.818e-05, eta: 0:22:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8515 +2022-03-10 22:50:11,380 - davarocr - INFO - Epoch [36][520/541] lr: 1.818e-05, eta: 0:22:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0111, loss: 0.0111, grad_norm: 3.0297 +2022-03-10 22:50:12,241 - davarocr - INFO - Epoch [36][525/541] lr: 1.818e-05, eta: 0:22:37, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.6204 +2022-03-10 22:50:13,119 - davarocr - INFO - Epoch [36][530/541] lr: 1.818e-05, eta: 0:22:36, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.5866 +2022-03-10 22:50:13,983 - davarocr - INFO - Epoch [36][535/541] lr: 1.818e-05, eta: 0:22:35, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.5028 +2022-03-10 22:50:14,854 - davarocr - INFO - Epoch [36][540/541] lr: 1.818e-05, eta: 0:22:34, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7448 +2022-03-10 22:50:29,575 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:50:29,576 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:50:29,576 - davarocr - INFO - Epoch(val) [36][541] LOC: {'precision': 0.9524714828897338, 'recall': 0.9010791366906474, 'f1-score': 0.9260628465804066}, PER: {'precision': 0.9315476190476191, 'recall': 0.9678416821273964, 'f1-score': 0.9493478920230513}, MISC: {'precision': 0.8152173913043478, 'recall': 0.8547008547008547, 'f1-score': 0.8344923504867872}, ORG: {'precision': 0.9108159392789373, 'recall': 0.8669476219145094, 'f1-score': 0.8883405305367058}, all: {'precision': 0.9162331838565022, 'recall': 0.9043909348441926, 'f1-score': 0.9102735453978437}, hmean: 0.9103 +2022-03-10 22:50:33,073 - davarocr - INFO - Epoch [37][5/541] lr: 1.786e-05, eta: 0:22:34, time: 0.695, data_time: 0.490, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.1237 +2022-03-10 22:50:33,934 - davarocr - INFO - Epoch [37][10/541] lr: 1.786e-05, eta: 0:22:33, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7502 +2022-03-10 22:50:34,799 - davarocr - INFO - Epoch [37][15/541] lr: 1.786e-05, eta: 0:22:32, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0059, loss: 0.0059, grad_norm: 1.8870 +2022-03-10 22:50:35,663 - davarocr - INFO - Epoch [37][20/541] lr: 1.786e-05, eta: 0:22:32, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 0.9242 +2022-03-10 22:50:36,542 - davarocr - INFO - Epoch [37][25/541] lr: 1.786e-05, eta: 0:22:31, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.7733 +2022-03-10 22:50:37,410 - davarocr - INFO - Epoch [37][30/541] lr: 1.786e-05, eta: 0:22:30, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.9690 +2022-03-10 22:50:38,280 - davarocr - INFO - Epoch [37][35/541] lr: 1.786e-05, eta: 0:22:29, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.7940 +2022-03-10 22:50:39,150 - davarocr - INFO - Epoch [37][40/541] lr: 1.786e-05, eta: 0:22:28, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 0.8772 +2022-03-10 22:50:40,021 - davarocr - INFO - Epoch [37][45/541] lr: 1.786e-05, eta: 0:22:27, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.0519 +2022-03-10 22:50:40,892 - davarocr - INFO - Epoch [37][50/541] lr: 1.786e-05, eta: 0:22:26, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8044 +2022-03-10 22:50:41,763 - davarocr - INFO - Epoch [37][55/541] lr: 1.786e-05, eta: 0:22:25, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7730 +2022-03-10 22:50:42,641 - davarocr - INFO - Epoch [37][60/541] lr: 1.786e-05, eta: 0:22:24, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.4258 +2022-03-10 22:50:43,510 - davarocr - INFO - Epoch [37][65/541] lr: 1.786e-05, eta: 0:22:23, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8716 +2022-03-10 22:50:44,373 - davarocr - INFO - Epoch [37][70/541] lr: 1.786e-05, eta: 0:22:22, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.8740 +2022-03-10 22:50:45,230 - davarocr - INFO - Epoch [37][75/541] lr: 1.786e-05, eta: 0:22:22, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8518 +2022-03-10 22:50:46,089 - davarocr - INFO - Epoch [37][80/541] lr: 1.786e-05, eta: 0:22:21, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 0.9399 +2022-03-10 22:50:46,954 - davarocr - INFO - Epoch [37][85/541] lr: 1.786e-05, eta: 0:22:20, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.8486 +2022-03-10 22:50:47,830 - davarocr - INFO - Epoch [37][90/541] lr: 1.786e-05, eta: 0:22:19, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8415 +2022-03-10 22:50:48,715 - davarocr - INFO - Epoch [37][95/541] lr: 1.786e-05, eta: 0:22:18, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9718 +2022-03-10 22:50:49,584 - davarocr - INFO - Epoch [37][100/541] lr: 1.786e-05, eta: 0:22:17, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8787 +2022-03-10 22:50:50,446 - davarocr - INFO - Epoch [37][105/541] lr: 1.786e-05, eta: 0:22:16, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8533 +2022-03-10 22:50:51,323 - davarocr - INFO - Epoch [37][110/541] lr: 1.786e-05, eta: 0:22:15, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8527 +2022-03-10 22:50:52,192 - davarocr - INFO - Epoch [37][115/541] lr: 1.786e-05, eta: 0:22:14, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8547 +2022-03-10 22:50:53,052 - davarocr - INFO - Epoch [37][120/541] lr: 1.786e-05, eta: 0:22:13, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8525 +2022-03-10 22:50:53,921 - davarocr - INFO - Epoch [37][125/541] lr: 1.786e-05, eta: 0:22:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8529 +2022-03-10 22:50:54,779 - davarocr - INFO - Epoch [37][130/541] lr: 1.786e-05, eta: 0:22:12, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8507 +2022-03-10 22:50:55,638 - davarocr - INFO - Epoch [37][135/541] lr: 1.786e-05, eta: 0:22:11, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8506 +2022-03-10 22:50:56,502 - davarocr - INFO - Epoch [37][140/541] lr: 1.786e-05, eta: 0:22:10, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8505 +2022-03-10 22:50:57,375 - davarocr - INFO - Epoch [37][145/541] lr: 1.786e-05, eta: 0:22:09, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8505 +2022-03-10 22:50:58,251 - davarocr - INFO - Epoch [37][150/541] lr: 1.786e-05, eta: 0:22:08, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8504 +2022-03-10 22:50:59,113 - davarocr - INFO - Epoch [37][155/541] lr: 1.786e-05, eta: 0:22:07, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.8845 +2022-03-10 22:50:59,984 - davarocr - INFO - Epoch [37][160/541] lr: 1.786e-05, eta: 0:22:06, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8519 +2022-03-10 22:51:00,861 - davarocr - INFO - Epoch [37][165/541] lr: 1.786e-05, eta: 0:22:05, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9125 +2022-03-10 22:51:01,736 - davarocr - INFO - Epoch [37][170/541] lr: 1.786e-05, eta: 0:22:04, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9220 +2022-03-10 22:51:02,603 - davarocr - INFO - Epoch [37][175/541] lr: 1.786e-05, eta: 0:22:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0082 +2022-03-10 22:51:03,470 - davarocr - INFO - Epoch [37][180/541] lr: 1.786e-05, eta: 0:22:03, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8766 +2022-03-10 22:51:04,333 - davarocr - INFO - Epoch [37][185/541] lr: 1.786e-05, eta: 0:22:02, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8750 +2022-03-10 22:51:05,201 - davarocr - INFO - Epoch [37][190/541] lr: 1.786e-05, eta: 0:22:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9192 +2022-03-10 22:51:06,077 - davarocr - INFO - Epoch [37][195/541] lr: 1.786e-05, eta: 0:22:00, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3105 +2022-03-10 22:51:06,942 - davarocr - INFO - Epoch [37][200/541] lr: 1.786e-05, eta: 0:21:59, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9156 +2022-03-10 22:51:07,814 - davarocr - INFO - Epoch [37][205/541] lr: 1.786e-05, eta: 0:21:58, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9155 +2022-03-10 22:51:08,691 - davarocr - INFO - Epoch [37][210/541] lr: 1.786e-05, eta: 0:21:57, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9150 +2022-03-10 22:51:09,551 - davarocr - INFO - Epoch [37][215/541] lr: 1.786e-05, eta: 0:21:56, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9803 +2022-03-10 22:51:10,418 - davarocr - INFO - Epoch [37][220/541] lr: 1.786e-05, eta: 0:21:55, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9266 +2022-03-10 22:51:11,287 - davarocr - INFO - Epoch [37][225/541] lr: 1.786e-05, eta: 0:21:54, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3647 +2022-03-10 22:51:12,161 - davarocr - INFO - Epoch [37][230/541] lr: 1.786e-05, eta: 0:21:54, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9403 +2022-03-10 22:51:13,026 - davarocr - INFO - Epoch [37][235/541] lr: 1.786e-05, eta: 0:21:53, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9518 +2022-03-10 22:51:13,893 - davarocr - INFO - Epoch [37][240/541] lr: 1.786e-05, eta: 0:21:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9253 +2022-03-10 22:51:14,755 - davarocr - INFO - Epoch [37][245/541] lr: 1.786e-05, eta: 0:21:51, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.0117 +2022-03-10 22:51:15,623 - davarocr - INFO - Epoch [37][250/541] lr: 1.786e-05, eta: 0:21:50, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2029 +2022-03-10 22:51:16,494 - davarocr - INFO - Epoch [37][255/541] lr: 1.786e-05, eta: 0:21:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9064 +2022-03-10 22:51:17,374 - davarocr - INFO - Epoch [37][260/541] lr: 1.786e-05, eta: 0:21:48, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9142 +2022-03-10 22:51:18,242 - davarocr - INFO - Epoch [37][265/541] lr: 1.786e-05, eta: 0:21:47, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.0652 +2022-03-10 22:51:19,113 - davarocr - INFO - Epoch [37][270/541] lr: 1.786e-05, eta: 0:21:46, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0461 +2022-03-10 22:51:19,993 - davarocr - INFO - Epoch [37][275/541] lr: 1.786e-05, eta: 0:21:45, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9897 +2022-03-10 22:51:20,885 - davarocr - INFO - Epoch [37][280/541] lr: 1.786e-05, eta: 0:21:44, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9367 +2022-03-10 22:51:21,752 - davarocr - INFO - Epoch [37][285/541] lr: 1.786e-05, eta: 0:21:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 0.9511 +2022-03-10 22:51:22,645 - davarocr - INFO - Epoch [37][290/541] lr: 1.786e-05, eta: 0:21:43, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9440 +2022-03-10 22:51:23,537 - davarocr - INFO - Epoch [37][295/541] lr: 1.786e-05, eta: 0:21:42, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9458 +2022-03-10 22:51:24,449 - davarocr - INFO - Epoch [37][300/541] lr: 1.786e-05, eta: 0:21:41, time: 0.182, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9366 +2022-03-10 22:51:25,353 - davarocr - INFO - Epoch [37][305/541] lr: 1.786e-05, eta: 0:21:40, time: 0.181, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9349 +2022-03-10 22:51:26,249 - davarocr - INFO - Epoch [37][310/541] lr: 1.786e-05, eta: 0:21:39, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.9400 +2022-03-10 22:51:27,153 - davarocr - INFO - Epoch [37][315/541] lr: 1.786e-05, eta: 0:21:38, time: 0.181, data_time: 0.009, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.1079 +2022-03-10 22:51:28,061 - davarocr - INFO - Epoch [37][320/541] lr: 1.786e-05, eta: 0:21:37, time: 0.181, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9517 +2022-03-10 22:51:28,962 - davarocr - INFO - Epoch [37][325/541] lr: 1.786e-05, eta: 0:21:36, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9647 +2022-03-10 22:51:29,867 - davarocr - INFO - Epoch [37][330/541] lr: 1.786e-05, eta: 0:21:36, time: 0.181, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9482 +2022-03-10 22:51:30,767 - davarocr - INFO - Epoch [37][335/541] lr: 1.786e-05, eta: 0:21:35, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9480 +2022-03-10 22:51:31,660 - davarocr - INFO - Epoch [37][340/541] lr: 1.786e-05, eta: 0:21:34, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9464 +2022-03-10 22:51:32,555 - davarocr - INFO - Epoch [37][345/541] lr: 1.786e-05, eta: 0:21:33, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 0.9492 +2022-03-10 22:51:33,438 - davarocr - INFO - Epoch [37][350/541] lr: 1.786e-05, eta: 0:21:32, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9474 +2022-03-10 22:51:34,333 - davarocr - INFO - Epoch [37][355/541] lr: 1.786e-05, eta: 0:21:31, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9446 +2022-03-10 22:51:35,220 - davarocr - INFO - Epoch [37][360/541] lr: 1.786e-05, eta: 0:21:30, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.0770 +2022-03-10 22:51:36,114 - davarocr - INFO - Epoch [37][365/541] lr: 1.786e-05, eta: 0:21:29, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9615 +2022-03-10 22:51:37,004 - davarocr - INFO - Epoch [37][370/541] lr: 1.786e-05, eta: 0:21:28, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9399 +2022-03-10 22:51:37,889 - davarocr - INFO - Epoch [37][375/541] lr: 1.786e-05, eta: 0:21:28, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9389 +2022-03-10 22:51:38,758 - davarocr - INFO - Epoch [37][380/541] lr: 1.786e-05, eta: 0:21:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9390 +2022-03-10 22:51:39,625 - davarocr - INFO - Epoch [37][385/541] lr: 1.786e-05, eta: 0:21:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9433 +2022-03-10 22:51:40,494 - davarocr - INFO - Epoch [37][390/541] lr: 1.786e-05, eta: 0:21:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9392 +2022-03-10 22:51:41,375 - davarocr - INFO - Epoch [37][395/541] lr: 1.786e-05, eta: 0:21:24, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0304 +2022-03-10 22:51:42,234 - davarocr - INFO - Epoch [37][400/541] lr: 1.786e-05, eta: 0:21:23, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0526 +2022-03-10 22:51:43,115 - davarocr - INFO - Epoch [37][405/541] lr: 1.786e-05, eta: 0:21:22, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9507 +2022-03-10 22:51:43,989 - davarocr - INFO - Epoch [37][410/541] lr: 1.786e-05, eta: 0:21:21, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9384 +2022-03-10 22:51:44,870 - davarocr - INFO - Epoch [37][415/541] lr: 1.786e-05, eta: 0:21:20, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9383 +2022-03-10 22:51:45,729 - davarocr - INFO - Epoch [37][420/541] lr: 1.786e-05, eta: 0:21:19, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9387 +2022-03-10 22:51:46,590 - davarocr - INFO - Epoch [37][425/541] lr: 1.786e-05, eta: 0:21:18, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9383 +2022-03-10 22:51:47,467 - davarocr - INFO - Epoch [37][430/541] lr: 1.786e-05, eta: 0:21:18, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1442 +2022-03-10 22:51:48,341 - davarocr - INFO - Epoch [37][435/541] lr: 1.786e-05, eta: 0:21:17, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0234 +2022-03-10 22:51:49,208 - davarocr - INFO - Epoch [37][440/541] lr: 1.786e-05, eta: 0:21:16, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9494 +2022-03-10 22:51:50,084 - davarocr - INFO - Epoch [37][445/541] lr: 1.786e-05, eta: 0:21:15, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9499 +2022-03-10 22:51:50,949 - davarocr - INFO - Epoch [37][450/541] lr: 1.786e-05, eta: 0:21:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9805 +2022-03-10 22:51:51,820 - davarocr - INFO - Epoch [37][455/541] lr: 1.786e-05, eta: 0:21:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2268 +2022-03-10 22:51:52,689 - davarocr - INFO - Epoch [37][460/541] lr: 1.786e-05, eta: 0:21:12, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9804 +2022-03-10 22:51:53,568 - davarocr - INFO - Epoch [37][465/541] lr: 1.786e-05, eta: 0:21:11, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9803 +2022-03-10 22:51:54,435 - davarocr - INFO - Epoch [37][470/541] lr: 1.786e-05, eta: 0:21:10, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2081 +2022-03-10 22:51:55,301 - davarocr - INFO - Epoch [37][475/541] lr: 1.786e-05, eta: 0:21:09, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9980 +2022-03-10 22:51:56,167 - davarocr - INFO - Epoch [37][480/541] lr: 1.786e-05, eta: 0:21:09, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 1.8944 +2022-03-10 22:51:57,039 - davarocr - INFO - Epoch [37][485/541] lr: 1.786e-05, eta: 0:21:08, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0537 +2022-03-10 22:51:57,902 - davarocr - INFO - Epoch [37][490/541] lr: 1.786e-05, eta: 0:21:07, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3231 +2022-03-10 22:51:58,768 - davarocr - INFO - Epoch [37][495/541] lr: 1.786e-05, eta: 0:21:06, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0816 +2022-03-10 22:51:59,638 - davarocr - INFO - Epoch [37][500/541] lr: 1.786e-05, eta: 0:21:05, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0807 +2022-03-10 22:52:00,509 - davarocr - INFO - Epoch [37][505/541] lr: 1.786e-05, eta: 0:21:04, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.1749 +2022-03-10 22:52:01,375 - davarocr - INFO - Epoch [37][510/541] lr: 1.786e-05, eta: 0:21:03, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1092 +2022-03-10 22:52:02,246 - davarocr - INFO - Epoch [37][515/541] lr: 1.786e-05, eta: 0:21:02, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2783 +2022-03-10 22:52:03,122 - davarocr - INFO - Epoch [37][520/541] lr: 1.786e-05, eta: 0:21:01, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0770 +2022-03-10 22:52:03,989 - davarocr - INFO - Epoch [37][525/541] lr: 1.786e-05, eta: 0:21:00, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.4633 +2022-03-10 22:52:04,859 - davarocr - INFO - Epoch [37][530/541] lr: 1.786e-05, eta: 0:21:00, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.0778 +2022-03-10 22:52:05,727 - davarocr - INFO - Epoch [37][535/541] lr: 1.786e-05, eta: 0:20:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0693 +2022-03-10 22:52:06,594 - davarocr - INFO - Epoch [37][540/541] lr: 1.786e-05, eta: 0:20:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.1578 +2022-03-10 22:52:21,400 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:52:21,401 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:52:21,401 - davarocr - INFO - Epoch(val) [37][541] LOC: {'precision': 0.9564943253467844, 'recall': 0.9094724220623501, 'f1-score': 0.9323909035033805}, PER: {'precision': 0.9638178415470992, 'recall': 0.9554730983302412, 'f1-score': 0.9596273291925466}, MISC: {'precision': 0.8669724770642202, 'recall': 0.8076923076923077, 'f1-score': 0.8362831858407079}, ORG: {'precision': 0.870475113122172, 'recall': 0.9265502709211318, 'f1-score': 0.8976377952755905}, all: {'precision': 0.9210479415433969, 'recall': 0.9150141643059491, 'f1-score': 0.9180211386446399}, hmean: 0.9180 +2022-03-10 22:52:24,830 - davarocr - INFO - Epoch [38][5/541] lr: 1.754e-05, eta: 0:20:57, time: 0.684, data_time: 0.487, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.4968 +2022-03-10 22:52:25,716 - davarocr - INFO - Epoch [38][10/541] lr: 1.754e-05, eta: 0:20:57, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0771 +2022-03-10 22:52:26,591 - davarocr - INFO - Epoch [38][15/541] lr: 1.754e-05, eta: 0:20:56, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.4850 +2022-03-10 22:52:27,451 - davarocr - INFO - Epoch [38][20/541] lr: 1.754e-05, eta: 0:20:55, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0837 +2022-03-10 22:52:28,343 - davarocr - INFO - Epoch [38][25/541] lr: 1.754e-05, eta: 0:20:54, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1337 +2022-03-10 22:52:29,236 - davarocr - INFO - Epoch [38][30/541] lr: 1.754e-05, eta: 0:20:53, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0874 +2022-03-10 22:52:30,113 - davarocr - INFO - Epoch [38][35/541] lr: 1.754e-05, eta: 0:20:52, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0886 +2022-03-10 22:52:30,982 - davarocr - INFO - Epoch [38][40/541] lr: 1.754e-05, eta: 0:20:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0857 +2022-03-10 22:52:31,843 - davarocr - INFO - Epoch [38][45/541] lr: 1.754e-05, eta: 0:20:50, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1114 +2022-03-10 22:52:32,713 - davarocr - INFO - Epoch [38][50/541] lr: 1.754e-05, eta: 0:20:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4865 +2022-03-10 22:52:33,583 - davarocr - INFO - Epoch [38][55/541] lr: 1.754e-05, eta: 0:20:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1341 +2022-03-10 22:52:34,453 - davarocr - INFO - Epoch [38][60/541] lr: 1.754e-05, eta: 0:20:48, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0931 +2022-03-10 22:52:35,323 - davarocr - INFO - Epoch [38][65/541] lr: 1.754e-05, eta: 0:20:47, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2321 +2022-03-10 22:52:36,193 - davarocr - INFO - Epoch [38][70/541] lr: 1.754e-05, eta: 0:20:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0997 +2022-03-10 22:52:37,060 - davarocr - INFO - Epoch [38][75/541] lr: 1.754e-05, eta: 0:20:45, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2228 +2022-03-10 22:52:37,923 - davarocr - INFO - Epoch [38][80/541] lr: 1.754e-05, eta: 0:20:44, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1025 +2022-03-10 22:52:38,784 - davarocr - INFO - Epoch [38][85/541] lr: 1.754e-05, eta: 0:20:43, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0027, loss: 0.0027, grad_norm: 1.3348 +2022-03-10 22:52:39,650 - davarocr - INFO - Epoch [38][90/541] lr: 1.754e-05, eta: 0:20:42, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1193 +2022-03-10 22:52:40,519 - davarocr - INFO - Epoch [38][95/541] lr: 1.754e-05, eta: 0:20:41, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1253 +2022-03-10 22:52:41,379 - davarocr - INFO - Epoch [38][100/541] lr: 1.754e-05, eta: 0:20:40, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1194 +2022-03-10 22:52:42,254 - davarocr - INFO - Epoch [38][105/541] lr: 1.754e-05, eta: 0:20:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1192 +2022-03-10 22:52:43,132 - davarocr - INFO - Epoch [38][110/541] lr: 1.754e-05, eta: 0:20:38, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.2057 +2022-03-10 22:52:44,002 - davarocr - INFO - Epoch [38][115/541] lr: 1.754e-05, eta: 0:20:38, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1143 +2022-03-10 22:52:44,859 - davarocr - INFO - Epoch [38][120/541] lr: 1.754e-05, eta: 0:20:37, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1160 +2022-03-10 22:52:45,731 - davarocr - INFO - Epoch [38][125/541] lr: 1.754e-05, eta: 0:20:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1144 +2022-03-10 22:52:46,601 - davarocr - INFO - Epoch [38][130/541] lr: 1.754e-05, eta: 0:20:35, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1141 +2022-03-10 22:52:47,469 - davarocr - INFO - Epoch [38][135/541] lr: 1.754e-05, eta: 0:20:34, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1161 +2022-03-10 22:52:48,332 - davarocr - INFO - Epoch [38][140/541] lr: 1.754e-05, eta: 0:20:33, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1185 +2022-03-10 22:52:49,190 - davarocr - INFO - Epoch [38][145/541] lr: 1.754e-05, eta: 0:20:32, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1163 +2022-03-10 22:52:50,063 - davarocr - INFO - Epoch [38][150/541] lr: 1.754e-05, eta: 0:20:31, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1126 +2022-03-10 22:52:50,927 - davarocr - INFO - Epoch [38][155/541] lr: 1.754e-05, eta: 0:20:30, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1163 +2022-03-10 22:52:51,791 - davarocr - INFO - Epoch [38][160/541] lr: 1.754e-05, eta: 0:20:29, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1175 +2022-03-10 22:52:52,653 - davarocr - INFO - Epoch [38][165/541] lr: 1.754e-05, eta: 0:20:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1112 +2022-03-10 22:52:53,523 - davarocr - INFO - Epoch [38][170/541] lr: 1.754e-05, eta: 0:20:28, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1111 +2022-03-10 22:52:54,387 - davarocr - INFO - Epoch [38][175/541] lr: 1.754e-05, eta: 0:20:27, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1122 +2022-03-10 22:52:55,271 - davarocr - INFO - Epoch [38][180/541] lr: 1.754e-05, eta: 0:20:26, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1108 +2022-03-10 22:52:56,138 - davarocr - INFO - Epoch [38][185/541] lr: 1.754e-05, eta: 0:20:25, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.1196 +2022-03-10 22:52:57,006 - davarocr - INFO - Epoch [38][190/541] lr: 1.754e-05, eta: 0:20:24, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1112 +2022-03-10 22:52:57,869 - davarocr - INFO - Epoch [38][195/541] lr: 1.754e-05, eta: 0:20:23, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1475 +2022-03-10 22:52:58,737 - davarocr - INFO - Epoch [38][200/541] lr: 1.754e-05, eta: 0:20:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1140 +2022-03-10 22:52:59,605 - davarocr - INFO - Epoch [38][205/541] lr: 1.754e-05, eta: 0:20:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1131 +2022-03-10 22:53:00,476 - davarocr - INFO - Epoch [38][210/541] lr: 1.754e-05, eta: 0:20:20, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1155 +2022-03-10 22:53:01,346 - davarocr - INFO - Epoch [38][215/541] lr: 1.754e-05, eta: 0:20:19, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1138 +2022-03-10 22:53:02,212 - davarocr - INFO - Epoch [38][220/541] lr: 1.754e-05, eta: 0:20:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.1378 +2022-03-10 22:53:03,088 - davarocr - INFO - Epoch [38][225/541] lr: 1.754e-05, eta: 0:20:18, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1114 +2022-03-10 22:53:03,954 - davarocr - INFO - Epoch [38][230/541] lr: 1.754e-05, eta: 0:20:17, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1106 +2022-03-10 22:53:04,828 - davarocr - INFO - Epoch [38][235/541] lr: 1.754e-05, eta: 0:20:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1105 +2022-03-10 22:53:05,686 - davarocr - INFO - Epoch [38][240/541] lr: 1.754e-05, eta: 0:20:15, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1105 +2022-03-10 22:53:06,561 - davarocr - INFO - Epoch [38][245/541] lr: 1.754e-05, eta: 0:20:14, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1101 +2022-03-10 22:53:07,428 - davarocr - INFO - Epoch [38][250/541] lr: 1.754e-05, eta: 0:20:13, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1103 +2022-03-10 22:53:08,291 - davarocr - INFO - Epoch [38][255/541] lr: 1.754e-05, eta: 0:20:12, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1102 +2022-03-10 22:53:09,157 - davarocr - INFO - Epoch [38][260/541] lr: 1.754e-05, eta: 0:20:11, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1111 +2022-03-10 22:53:10,030 - davarocr - INFO - Epoch [38][265/541] lr: 1.754e-05, eta: 0:20:10, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3094 +2022-03-10 22:53:10,900 - davarocr - INFO - Epoch [38][270/541] lr: 1.754e-05, eta: 0:20:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1250 +2022-03-10 22:53:11,773 - davarocr - INFO - Epoch [38][275/541] lr: 1.754e-05, eta: 0:20:09, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1243 +2022-03-10 22:53:12,643 - davarocr - INFO - Epoch [38][280/541] lr: 1.754e-05, eta: 0:20:08, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1260 +2022-03-10 22:53:13,505 - davarocr - INFO - Epoch [38][285/541] lr: 1.754e-05, eta: 0:20:07, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.3146 +2022-03-10 22:53:14,376 - davarocr - INFO - Epoch [38][290/541] lr: 1.754e-05, eta: 0:20:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.1561 +2022-03-10 22:53:15,240 - davarocr - INFO - Epoch [38][295/541] lr: 1.754e-05, eta: 0:20:05, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1448 +2022-03-10 22:53:16,116 - davarocr - INFO - Epoch [38][300/541] lr: 1.754e-05, eta: 0:20:04, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1391 +2022-03-10 22:53:16,983 - davarocr - INFO - Epoch [38][305/541] lr: 1.754e-05, eta: 0:20:03, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1381 +2022-03-10 22:53:17,856 - davarocr - INFO - Epoch [38][310/541] lr: 1.754e-05, eta: 0:20:02, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1979 +2022-03-10 22:53:18,719 - davarocr - INFO - Epoch [38][315/541] lr: 1.754e-05, eta: 0:20:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4236 +2022-03-10 22:53:19,585 - davarocr - INFO - Epoch [38][320/541] lr: 1.754e-05, eta: 0:20:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2420 +2022-03-10 22:53:20,455 - davarocr - INFO - Epoch [38][325/541] lr: 1.754e-05, eta: 0:20:00, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2055 +2022-03-10 22:53:21,316 - davarocr - INFO - Epoch [38][330/541] lr: 1.754e-05, eta: 0:19:59, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5544 +2022-03-10 22:53:22,177 - davarocr - INFO - Epoch [38][335/541] lr: 1.754e-05, eta: 0:19:58, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1898 +2022-03-10 22:53:23,051 - davarocr - INFO - Epoch [38][340/541] lr: 1.754e-05, eta: 0:19:57, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1778 +2022-03-10 22:53:23,914 - davarocr - INFO - Epoch [38][345/541] lr: 1.754e-05, eta: 0:19:56, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0040, loss: 0.0040, grad_norm: 1.6965 +2022-03-10 22:53:24,782 - davarocr - INFO - Epoch [38][350/541] lr: 1.754e-05, eta: 0:19:55, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2152 +2022-03-10 22:53:25,639 - davarocr - INFO - Epoch [38][355/541] lr: 1.754e-05, eta: 0:19:54, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2779 +2022-03-10 22:53:26,512 - davarocr - INFO - Epoch [38][360/541] lr: 1.754e-05, eta: 0:19:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3498 +2022-03-10 22:53:27,391 - davarocr - INFO - Epoch [38][365/541] lr: 1.754e-05, eta: 0:19:52, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2122 +2022-03-10 22:53:28,260 - davarocr - INFO - Epoch [38][370/541] lr: 1.754e-05, eta: 0:19:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2120 +2022-03-10 22:53:29,121 - davarocr - INFO - Epoch [38][375/541] lr: 1.754e-05, eta: 0:19:51, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2064 +2022-03-10 22:53:29,994 - davarocr - INFO - Epoch [38][380/541] lr: 1.754e-05, eta: 0:19:50, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2062 +2022-03-10 22:53:30,864 - davarocr - INFO - Epoch [38][385/541] lr: 1.754e-05, eta: 0:19:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2084 +2022-03-10 22:53:31,733 - davarocr - INFO - Epoch [38][390/541] lr: 1.754e-05, eta: 0:19:48, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2112 +2022-03-10 22:53:32,604 - davarocr - INFO - Epoch [38][395/541] lr: 1.754e-05, eta: 0:19:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2073 +2022-03-10 22:53:33,505 - davarocr - INFO - Epoch [38][400/541] lr: 1.754e-05, eta: 0:19:46, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.4823 +2022-03-10 22:53:34,368 - davarocr - INFO - Epoch [38][405/541] lr: 1.754e-05, eta: 0:19:45, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2574 +2022-03-10 22:53:35,226 - davarocr - INFO - Epoch [38][410/541] lr: 1.754e-05, eta: 0:19:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2339 +2022-03-10 22:53:36,096 - davarocr - INFO - Epoch [38][415/541] lr: 1.754e-05, eta: 0:19:43, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.3945 +2022-03-10 22:53:36,965 - davarocr - INFO - Epoch [38][420/541] lr: 1.754e-05, eta: 0:19:42, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2413 +2022-03-10 22:53:37,822 - davarocr - INFO - Epoch [38][425/541] lr: 1.754e-05, eta: 0:19:42, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2745 +2022-03-10 22:53:38,687 - davarocr - INFO - Epoch [38][430/541] lr: 1.754e-05, eta: 0:19:41, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2444 +2022-03-10 22:53:39,557 - davarocr - INFO - Epoch [38][435/541] lr: 1.754e-05, eta: 0:19:40, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4978 +2022-03-10 22:53:40,421 - davarocr - INFO - Epoch [38][440/541] lr: 1.754e-05, eta: 0:19:39, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2600 +2022-03-10 22:53:41,281 - davarocr - INFO - Epoch [38][445/541] lr: 1.754e-05, eta: 0:19:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2599 +2022-03-10 22:53:42,144 - davarocr - INFO - Epoch [38][450/541] lr: 1.754e-05, eta: 0:19:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 2.0122 +2022-03-10 22:53:43,016 - davarocr - INFO - Epoch [38][455/541] lr: 1.754e-05, eta: 0:19:36, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.4215 +2022-03-10 22:53:43,876 - davarocr - INFO - Epoch [38][460/541] lr: 1.754e-05, eta: 0:19:35, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3247 +2022-03-10 22:53:44,737 - davarocr - INFO - Epoch [38][465/541] lr: 1.754e-05, eta: 0:19:34, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3892 +2022-03-10 22:53:45,612 - davarocr - INFO - Epoch [38][470/541] lr: 1.754e-05, eta: 0:19:33, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.3579 +2022-03-10 22:53:46,479 - davarocr - INFO - Epoch [38][475/541] lr: 1.754e-05, eta: 0:19:33, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4793 +2022-03-10 22:53:47,357 - davarocr - INFO - Epoch [38][480/541] lr: 1.754e-05, eta: 0:19:32, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4718 +2022-03-10 22:53:48,221 - davarocr - INFO - Epoch [38][485/541] lr: 1.754e-05, eta: 0:19:31, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.4229 +2022-03-10 22:53:49,083 - davarocr - INFO - Epoch [38][490/541] lr: 1.754e-05, eta: 0:19:30, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.6564 +2022-03-10 22:53:49,943 - davarocr - INFO - Epoch [38][495/541] lr: 1.754e-05, eta: 0:19:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4447 +2022-03-10 22:53:50,808 - davarocr - INFO - Epoch [38][500/541] lr: 1.754e-05, eta: 0:19:28, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4057 +2022-03-10 22:53:51,692 - davarocr - INFO - Epoch [38][505/541] lr: 1.754e-05, eta: 0:19:27, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4248 +2022-03-10 22:53:52,603 - davarocr - INFO - Epoch [38][510/541] lr: 1.754e-05, eta: 0:19:26, time: 0.184, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3662 +2022-03-10 22:53:53,467 - davarocr - INFO - Epoch [38][515/541] lr: 1.754e-05, eta: 0:19:25, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3574 +2022-03-10 22:53:54,334 - davarocr - INFO - Epoch [38][520/541] lr: 1.754e-05, eta: 0:19:24, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4717 +2022-03-10 22:53:55,193 - davarocr - INFO - Epoch [38][525/541] lr: 1.754e-05, eta: 0:19:24, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3579 +2022-03-10 22:53:56,052 - davarocr - INFO - Epoch [38][530/541] lr: 1.754e-05, eta: 0:19:23, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0077, loss: 0.0077, grad_norm: 1.4626 +2022-03-10 22:53:56,925 - davarocr - INFO - Epoch [38][535/541] lr: 1.754e-05, eta: 0:19:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3771 +2022-03-10 22:53:57,790 - davarocr - INFO - Epoch [38][540/541] lr: 1.754e-05, eta: 0:19:21, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3521 +2022-03-10 22:54:12,083 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:54:12,084 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:54:12,084 - davarocr - INFO - Epoch(val) [38][541] LOC: {'precision': 0.9479876160990712, 'recall': 0.9178657074340527, 'f1-score': 0.9326835211696619}, PER: {'precision': 0.9727330374128091, 'recall': 0.9486703772418058, 'f1-score': 0.9605510331872261}, MISC: {'precision': 0.8333333333333334, 'recall': 0.8333333333333334, 'f1-score': 0.8333333333333334}, ORG: {'precision': 0.8860164512338425, 'recall': 0.9078868151715834, 'f1-score': 0.8968183169788879}, all: {'precision': 0.9217298070050036, 'recall': 0.9132436260623229, 'f1-score': 0.9174670935610102}, hmean: 0.9175 +2022-03-10 22:54:15,463 - davarocr - INFO - Epoch [39][5/541] lr: 1.724e-05, eta: 0:19:20, time: 0.674, data_time: 0.487, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3514 +2022-03-10 22:54:16,340 - davarocr - INFO - Epoch [39][10/541] lr: 1.724e-05, eta: 0:19:20, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3511 +2022-03-10 22:54:17,259 - davarocr - INFO - Epoch [39][15/541] lr: 1.724e-05, eta: 0:19:19, time: 0.184, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.3643 +2022-03-10 22:54:18,196 - davarocr - INFO - Epoch [39][20/541] lr: 1.724e-05, eta: 0:19:18, time: 0.187, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3524 +2022-03-10 22:54:19,106 - davarocr - INFO - Epoch [39][25/541] lr: 1.724e-05, eta: 0:19:17, time: 0.182, data_time: 0.008, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3638 +2022-03-10 22:54:20,035 - davarocr - INFO - Epoch [39][30/541] lr: 1.724e-05, eta: 0:19:16, time: 0.185, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3527 +2022-03-10 22:54:20,947 - davarocr - INFO - Epoch [39][35/541] lr: 1.724e-05, eta: 0:19:15, time: 0.184, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3616 +2022-03-10 22:54:21,860 - davarocr - INFO - Epoch [39][40/541] lr: 1.724e-05, eta: 0:19:14, time: 0.182, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.5699 +2022-03-10 22:54:22,743 - davarocr - INFO - Epoch [39][45/541] lr: 1.724e-05, eta: 0:19:13, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3857 +2022-03-10 22:54:23,606 - davarocr - INFO - Epoch [39][50/541] lr: 1.724e-05, eta: 0:19:12, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3673 +2022-03-10 22:54:24,474 - davarocr - INFO - Epoch [39][55/541] lr: 1.724e-05, eta: 0:19:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3670 +2022-03-10 22:54:25,343 - davarocr - INFO - Epoch [39][60/541] lr: 1.724e-05, eta: 0:19:11, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3660 +2022-03-10 22:54:26,205 - davarocr - INFO - Epoch [39][65/541] lr: 1.724e-05, eta: 0:19:10, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3659 +2022-03-10 22:54:27,077 - davarocr - INFO - Epoch [39][70/541] lr: 1.724e-05, eta: 0:19:09, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3661 +2022-03-10 22:54:27,948 - davarocr - INFO - Epoch [39][75/541] lr: 1.724e-05, eta: 0:19:08, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3663 +2022-03-10 22:54:28,813 - davarocr - INFO - Epoch [39][80/541] lr: 1.724e-05, eta: 0:19:07, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3647 +2022-03-10 22:54:29,681 - davarocr - INFO - Epoch [39][85/541] lr: 1.724e-05, eta: 0:19:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.8449 +2022-03-10 22:54:30,560 - davarocr - INFO - Epoch [39][90/541] lr: 1.724e-05, eta: 0:19:05, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4160 +2022-03-10 22:54:31,429 - davarocr - INFO - Epoch [39][95/541] lr: 1.724e-05, eta: 0:19:04, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.5249 +2022-03-10 22:54:32,288 - davarocr - INFO - Epoch [39][100/541] lr: 1.724e-05, eta: 0:19:03, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4200 +2022-03-10 22:54:33,169 - davarocr - INFO - Epoch [39][105/541] lr: 1.724e-05, eta: 0:19:02, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0063, loss: 0.0063, grad_norm: 1.4397 +2022-03-10 22:54:34,050 - davarocr - INFO - Epoch [39][110/541] lr: 1.724e-05, eta: 0:19:02, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4163 +2022-03-10 22:54:34,919 - davarocr - INFO - Epoch [39][115/541] lr: 1.724e-05, eta: 0:19:01, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4161 +2022-03-10 22:54:35,796 - davarocr - INFO - Epoch [39][120/541] lr: 1.724e-05, eta: 0:19:00, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4160 +2022-03-10 22:54:36,677 - davarocr - INFO - Epoch [39][125/541] lr: 1.724e-05, eta: 0:18:59, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4162 +2022-03-10 22:54:37,547 - davarocr - INFO - Epoch [39][130/541] lr: 1.724e-05, eta: 0:18:58, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4152 +2022-03-10 22:54:38,409 - davarocr - INFO - Epoch [39][135/541] lr: 1.724e-05, eta: 0:18:57, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.5739 +2022-03-10 22:54:39,285 - davarocr - INFO - Epoch [39][140/541] lr: 1.724e-05, eta: 0:18:56, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4201 +2022-03-10 22:54:40,159 - davarocr - INFO - Epoch [39][145/541] lr: 1.724e-05, eta: 0:18:55, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4199 +2022-03-10 22:54:41,029 - davarocr - INFO - Epoch [39][150/541] lr: 1.724e-05, eta: 0:18:54, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4199 +2022-03-10 22:54:41,894 - davarocr - INFO - Epoch [39][155/541] lr: 1.724e-05, eta: 0:18:53, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.4600 +2022-03-10 22:54:42,762 - davarocr - INFO - Epoch [39][160/541] lr: 1.724e-05, eta: 0:18:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4223 +2022-03-10 22:54:43,629 - davarocr - INFO - Epoch [39][165/541] lr: 1.724e-05, eta: 0:18:52, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4204 +2022-03-10 22:54:44,499 - davarocr - INFO - Epoch [39][170/541] lr: 1.724e-05, eta: 0:18:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4202 +2022-03-10 22:54:45,361 - davarocr - INFO - Epoch [39][175/541] lr: 1.724e-05, eta: 0:18:50, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4198 +2022-03-10 22:54:46,226 - davarocr - INFO - Epoch [39][180/541] lr: 1.724e-05, eta: 0:18:49, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4276 +2022-03-10 22:54:47,100 - davarocr - INFO - Epoch [39][185/541] lr: 1.724e-05, eta: 0:18:48, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4219 +2022-03-10 22:54:47,974 - davarocr - INFO - Epoch [39][190/541] lr: 1.724e-05, eta: 0:18:47, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.5922 +2022-03-10 22:54:48,841 - davarocr - INFO - Epoch [39][195/541] lr: 1.724e-05, eta: 0:18:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4276 +2022-03-10 22:54:49,727 - davarocr - INFO - Epoch [39][200/541] lr: 1.724e-05, eta: 0:18:45, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.6693 +2022-03-10 22:54:50,611 - davarocr - INFO - Epoch [39][205/541] lr: 1.724e-05, eta: 0:18:44, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 1.9603 +2022-03-10 22:54:51,481 - davarocr - INFO - Epoch [39][210/541] lr: 1.724e-05, eta: 0:18:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4581 +2022-03-10 22:54:52,361 - davarocr - INFO - Epoch [39][215/541] lr: 1.724e-05, eta: 0:18:43, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4683 +2022-03-10 22:54:53,239 - davarocr - INFO - Epoch [39][220/541] lr: 1.724e-05, eta: 0:18:42, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0086, loss: 0.0086, grad_norm: 1.8504 +2022-03-10 22:54:54,120 - davarocr - INFO - Epoch [39][225/541] lr: 1.724e-05, eta: 0:18:41, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4422 +2022-03-10 22:54:55,019 - davarocr - INFO - Epoch [39][230/541] lr: 1.724e-05, eta: 0:18:40, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4418 +2022-03-10 22:54:55,906 - davarocr - INFO - Epoch [39][235/541] lr: 1.724e-05, eta: 0:18:39, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4445 +2022-03-10 22:54:56,766 - davarocr - INFO - Epoch [39][240/541] lr: 1.724e-05, eta: 0:18:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.6976 +2022-03-10 22:54:57,639 - davarocr - INFO - Epoch [39][245/541] lr: 1.724e-05, eta: 0:18:37, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4990 +2022-03-10 22:54:58,518 - davarocr - INFO - Epoch [39][250/541] lr: 1.724e-05, eta: 0:18:36, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4537 +2022-03-10 22:54:59,376 - davarocr - INFO - Epoch [39][255/541] lr: 1.724e-05, eta: 0:18:35, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.6082 +2022-03-10 22:55:00,258 - davarocr - INFO - Epoch [39][260/541] lr: 1.724e-05, eta: 0:18:35, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4503 +2022-03-10 22:55:01,120 - davarocr - INFO - Epoch [39][265/541] lr: 1.724e-05, eta: 0:18:34, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4497 +2022-03-10 22:55:01,979 - davarocr - INFO - Epoch [39][270/541] lr: 1.724e-05, eta: 0:18:33, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4547 +2022-03-10 22:55:02,857 - davarocr - INFO - Epoch [39][275/541] lr: 1.724e-05, eta: 0:18:32, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4486 +2022-03-10 22:55:03,720 - davarocr - INFO - Epoch [39][280/541] lr: 1.724e-05, eta: 0:18:31, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4533 +2022-03-10 22:55:04,608 - davarocr - INFO - Epoch [39][285/541] lr: 1.724e-05, eta: 0:18:30, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4469 +2022-03-10 22:55:05,472 - davarocr - INFO - Epoch [39][290/541] lr: 1.724e-05, eta: 0:18:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4480 +2022-03-10 22:55:06,333 - davarocr - INFO - Epoch [39][295/541] lr: 1.724e-05, eta: 0:18:28, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.7285 +2022-03-10 22:55:07,198 - davarocr - INFO - Epoch [39][300/541] lr: 1.724e-05, eta: 0:18:27, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4453 +2022-03-10 22:55:08,061 - davarocr - INFO - Epoch [39][305/541] lr: 1.724e-05, eta: 0:18:26, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.4841 +2022-03-10 22:55:08,931 - davarocr - INFO - Epoch [39][310/541] lr: 1.724e-05, eta: 0:18:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4477 +2022-03-10 22:55:09,790 - davarocr - INFO - Epoch [39][315/541] lr: 1.724e-05, eta: 0:18:25, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4473 +2022-03-10 22:55:10,655 - davarocr - INFO - Epoch [39][320/541] lr: 1.724e-05, eta: 0:18:24, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4481 +2022-03-10 22:55:11,522 - davarocr - INFO - Epoch [39][325/541] lr: 1.724e-05, eta: 0:18:23, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4471 +2022-03-10 22:55:12,405 - davarocr - INFO - Epoch [39][330/541] lr: 1.724e-05, eta: 0:18:22, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4472 +2022-03-10 22:55:13,272 - davarocr - INFO - Epoch [39][335/541] lr: 1.724e-05, eta: 0:18:21, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4746 +2022-03-10 22:55:14,146 - davarocr - INFO - Epoch [39][340/541] lr: 1.724e-05, eta: 0:18:20, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4503 +2022-03-10 22:55:15,006 - davarocr - INFO - Epoch [39][345/541] lr: 1.724e-05, eta: 0:18:19, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.5031 +2022-03-10 22:55:15,866 - davarocr - INFO - Epoch [39][350/541] lr: 1.724e-05, eta: 0:18:18, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4760 +2022-03-10 22:55:16,727 - davarocr - INFO - Epoch [39][355/541] lr: 1.724e-05, eta: 0:18:17, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4437 +2022-03-10 22:55:17,590 - davarocr - INFO - Epoch [39][360/541] lr: 1.724e-05, eta: 0:18:17, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4613 +2022-03-10 22:55:18,447 - davarocr - INFO - Epoch [39][365/541] lr: 1.724e-05, eta: 0:18:16, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4421 +2022-03-10 22:55:19,309 - davarocr - INFO - Epoch [39][370/541] lr: 1.724e-05, eta: 0:18:15, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4421 +2022-03-10 22:55:20,168 - davarocr - INFO - Epoch [39][375/541] lr: 1.724e-05, eta: 0:18:14, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4420 +2022-03-10 22:55:21,035 - davarocr - INFO - Epoch [39][380/541] lr: 1.724e-05, eta: 0:18:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4418 +2022-03-10 22:55:21,896 - davarocr - INFO - Epoch [39][385/541] lr: 1.724e-05, eta: 0:18:12, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.4995 +2022-03-10 22:55:22,756 - davarocr - INFO - Epoch [39][390/541] lr: 1.724e-05, eta: 0:18:11, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.5152 +2022-03-10 22:55:23,616 - davarocr - INFO - Epoch [39][395/541] lr: 1.724e-05, eta: 0:18:10, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4340 +2022-03-10 22:55:24,484 - davarocr - INFO - Epoch [39][400/541] lr: 1.724e-05, eta: 0:18:09, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0031, loss: 0.0031, grad_norm: 1.5254 +2022-03-10 22:55:25,356 - davarocr - INFO - Epoch [39][405/541] lr: 1.724e-05, eta: 0:18:08, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4287 +2022-03-10 22:55:26,227 - davarocr - INFO - Epoch [39][410/541] lr: 1.724e-05, eta: 0:18:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4386 +2022-03-10 22:55:27,091 - davarocr - INFO - Epoch [39][415/541] lr: 1.724e-05, eta: 0:18:07, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.5232 +2022-03-10 22:55:27,955 - davarocr - INFO - Epoch [39][420/541] lr: 1.724e-05, eta: 0:18:06, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4437 +2022-03-10 22:55:28,821 - davarocr - INFO - Epoch [39][425/541] lr: 1.724e-05, eta: 0:18:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4288 +2022-03-10 22:55:29,689 - davarocr - INFO - Epoch [39][430/541] lr: 1.724e-05, eta: 0:18:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4412 +2022-03-10 22:55:30,548 - davarocr - INFO - Epoch [39][435/541] lr: 1.724e-05, eta: 0:18:03, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4425 +2022-03-10 22:55:31,417 - davarocr - INFO - Epoch [39][440/541] lr: 1.724e-05, eta: 0:18:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4351 +2022-03-10 22:55:32,282 - davarocr - INFO - Epoch [39][445/541] lr: 1.724e-05, eta: 0:18:01, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4304 +2022-03-10 22:55:33,149 - davarocr - INFO - Epoch [39][450/541] lr: 1.724e-05, eta: 0:18:00, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.7129 +2022-03-10 22:55:34,023 - davarocr - INFO - Epoch [39][455/541] lr: 1.724e-05, eta: 0:17:59, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4985 +2022-03-10 22:55:34,888 - davarocr - INFO - Epoch [39][460/541] lr: 1.724e-05, eta: 0:17:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.8479 +2022-03-10 22:55:35,766 - davarocr - INFO - Epoch [39][465/541] lr: 1.724e-05, eta: 0:17:58, time: 0.176, data_time: 0.004, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4527 +2022-03-10 22:55:36,643 - davarocr - INFO - Epoch [39][470/541] lr: 1.724e-05, eta: 0:17:57, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4522 +2022-03-10 22:55:37,532 - davarocr - INFO - Epoch [39][475/541] lr: 1.724e-05, eta: 0:17:56, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4516 +2022-03-10 22:55:38,423 - davarocr - INFO - Epoch [39][480/541] lr: 1.724e-05, eta: 0:17:55, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.7647 +2022-03-10 22:55:39,314 - davarocr - INFO - Epoch [39][485/541] lr: 1.724e-05, eta: 0:17:54, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.5073 +2022-03-10 22:55:40,194 - davarocr - INFO - Epoch [39][490/541] lr: 1.724e-05, eta: 0:17:53, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4601 +2022-03-10 22:55:41,081 - davarocr - INFO - Epoch [39][495/541] lr: 1.724e-05, eta: 0:17:52, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4678 +2022-03-10 22:55:41,965 - davarocr - INFO - Epoch [39][500/541] lr: 1.724e-05, eta: 0:17:51, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4551 +2022-03-10 22:55:42,851 - davarocr - INFO - Epoch [39][505/541] lr: 1.724e-05, eta: 0:17:50, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4551 +2022-03-10 22:55:43,745 - davarocr - INFO - Epoch [39][510/541] lr: 1.724e-05, eta: 0:17:49, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4551 +2022-03-10 22:55:44,629 - davarocr - INFO - Epoch [39][515/541] lr: 1.724e-05, eta: 0:17:49, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4553 +2022-03-10 22:55:45,526 - davarocr - INFO - Epoch [39][520/541] lr: 1.724e-05, eta: 0:17:48, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4550 +2022-03-10 22:55:46,415 - davarocr - INFO - Epoch [39][525/541] lr: 1.724e-05, eta: 0:17:47, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 2.3764 +2022-03-10 22:55:47,297 - davarocr - INFO - Epoch [39][530/541] lr: 1.724e-05, eta: 0:17:46, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3197 +2022-03-10 22:55:48,195 - davarocr - INFO - Epoch [39][535/541] lr: 1.724e-05, eta: 0:17:45, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3878 +2022-03-10 22:55:49,076 - davarocr - INFO - Epoch [39][540/541] lr: 1.724e-05, eta: 0:17:44, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 2.0516 +2022-03-10 22:56:03,743 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:56:03,744 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:56:03,745 - davarocr - INFO - Epoch(val) [39][541] LOC: {'precision': 0.9466831990080595, 'recall': 0.9154676258992805, 'f1-score': 0.9308137762877172}, PER: {'precision': 0.9661654135338346, 'recall': 0.9536178107606679, 'f1-score': 0.9598506069094305}, MISC: {'precision': 0.8390804597701149, 'recall': 0.8319088319088319, 'f1-score': 0.8354792560801144}, ORG: {'precision': 0.878401852924146, 'recall': 0.9133052378085491, 'f1-score': 0.8955135773317592}, all: {'precision': 0.91796875, 'recall': 0.9153682719546742, 'f1-score': 0.9166666666666665}, hmean: 0.9167 +2022-03-10 22:56:07,282 - davarocr - INFO - Epoch [40][5/541] lr: 1.695e-05, eta: 0:17:44, time: 0.706, data_time: 0.487, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3987 +2022-03-10 22:56:08,143 - davarocr - INFO - Epoch [40][10/541] lr: 1.695e-05, eta: 0:17:43, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.5649 +2022-03-10 22:56:09,003 - davarocr - INFO - Epoch [40][15/541] lr: 1.695e-05, eta: 0:17:42, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.5738 +2022-03-10 22:56:09,903 - davarocr - INFO - Epoch [40][20/541] lr: 1.695e-05, eta: 0:17:41, time: 0.178, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3650 +2022-03-10 22:56:10,785 - davarocr - INFO - Epoch [40][25/541] lr: 1.695e-05, eta: 0:17:40, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3671 +2022-03-10 22:56:11,660 - davarocr - INFO - Epoch [40][30/541] lr: 1.695e-05, eta: 0:17:39, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4798 +2022-03-10 22:56:12,531 - davarocr - INFO - Epoch [40][35/541] lr: 1.695e-05, eta: 0:17:38, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.4240 +2022-03-10 22:56:13,391 - davarocr - INFO - Epoch [40][40/541] lr: 1.695e-05, eta: 0:17:37, time: 0.169, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3702 +2022-03-10 22:56:14,259 - davarocr - INFO - Epoch [40][45/541] lr: 1.695e-05, eta: 0:17:37, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.8216 +2022-03-10 22:56:15,118 - davarocr - INFO - Epoch [40][50/541] lr: 1.695e-05, eta: 0:17:36, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3957 +2022-03-10 22:56:15,978 - davarocr - INFO - Epoch [40][55/541] lr: 1.695e-05, eta: 0:17:35, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3958 +2022-03-10 22:56:16,836 - davarocr - INFO - Epoch [40][60/541] lr: 1.695e-05, eta: 0:17:34, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.7924 +2022-03-10 22:56:17,700 - davarocr - INFO - Epoch [40][65/541] lr: 1.695e-05, eta: 0:17:33, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.4469 +2022-03-10 22:56:18,568 - davarocr - INFO - Epoch [40][70/541] lr: 1.695e-05, eta: 0:17:32, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3999 +2022-03-10 22:56:19,427 - davarocr - INFO - Epoch [40][75/541] lr: 1.695e-05, eta: 0:17:31, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 2.0296 +2022-03-10 22:56:20,290 - davarocr - INFO - Epoch [40][80/541] lr: 1.695e-05, eta: 0:17:30, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4840 +2022-03-10 22:56:21,155 - davarocr - INFO - Epoch [40][85/541] lr: 1.695e-05, eta: 0:17:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 2.4074 +2022-03-10 22:56:22,017 - davarocr - INFO - Epoch [40][90/541] lr: 1.695e-05, eta: 0:17:28, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.6527 +2022-03-10 22:56:22,878 - davarocr - INFO - Epoch [40][95/541] lr: 1.695e-05, eta: 0:17:27, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2551 +2022-03-10 22:56:23,753 - davarocr - INFO - Epoch [40][100/541] lr: 1.695e-05, eta: 0:17:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3214 +2022-03-10 22:56:24,636 - davarocr - INFO - Epoch [40][105/541] lr: 1.695e-05, eta: 0:17:26, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2566 +2022-03-10 22:56:25,516 - davarocr - INFO - Epoch [40][110/541] lr: 1.695e-05, eta: 0:17:25, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2559 +2022-03-10 22:56:26,386 - davarocr - INFO - Epoch [40][115/541] lr: 1.695e-05, eta: 0:17:24, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0110, loss: 0.0110, grad_norm: 1.8247 +2022-03-10 22:56:27,276 - davarocr - INFO - Epoch [40][120/541] lr: 1.695e-05, eta: 0:17:23, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2929 +2022-03-10 22:56:28,153 - davarocr - INFO - Epoch [40][125/541] lr: 1.695e-05, eta: 0:17:22, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2937 +2022-03-10 22:56:29,020 - davarocr - INFO - Epoch [40][130/541] lr: 1.695e-05, eta: 0:17:21, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2929 +2022-03-10 22:56:29,888 - davarocr - INFO - Epoch [40][135/541] lr: 1.695e-05, eta: 0:17:20, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2920 +2022-03-10 22:56:30,766 - davarocr - INFO - Epoch [40][140/541] lr: 1.695e-05, eta: 0:17:19, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2910 +2022-03-10 22:56:31,649 - davarocr - INFO - Epoch [40][145/541] lr: 1.695e-05, eta: 0:17:18, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.3137 +2022-03-10 22:56:32,525 - davarocr - INFO - Epoch [40][150/541] lr: 1.695e-05, eta: 0:17:18, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2881 +2022-03-10 22:56:33,384 - davarocr - INFO - Epoch [40][155/541] lr: 1.695e-05, eta: 0:17:17, time: 0.171, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2863 +2022-03-10 22:56:34,238 - davarocr - INFO - Epoch [40][160/541] lr: 1.695e-05, eta: 0:17:16, time: 0.171, data_time: 0.010, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3028 +2022-03-10 22:56:35,101 - davarocr - INFO - Epoch [40][165/541] lr: 1.695e-05, eta: 0:17:15, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.4141 +2022-03-10 22:56:35,958 - davarocr - INFO - Epoch [40][170/541] lr: 1.695e-05, eta: 0:17:14, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2913 +2022-03-10 22:56:36,835 - davarocr - INFO - Epoch [40][175/541] lr: 1.695e-05, eta: 0:17:13, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.3050 +2022-03-10 22:56:37,707 - davarocr - INFO - Epoch [40][180/541] lr: 1.695e-05, eta: 0:17:12, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2901 +2022-03-10 22:56:38,577 - davarocr - INFO - Epoch [40][185/541] lr: 1.695e-05, eta: 0:17:11, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2873 +2022-03-10 22:56:39,441 - davarocr - INFO - Epoch [40][190/541] lr: 1.695e-05, eta: 0:17:10, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4333 +2022-03-10 22:56:40,309 - davarocr - INFO - Epoch [40][195/541] lr: 1.695e-05, eta: 0:17:09, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 2.0166 +2022-03-10 22:56:41,178 - davarocr - INFO - Epoch [40][200/541] lr: 1.695e-05, eta: 0:17:09, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.6467 +2022-03-10 22:56:42,067 - davarocr - INFO - Epoch [40][205/541] lr: 1.695e-05, eta: 0:17:08, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3658 +2022-03-10 22:56:42,955 - davarocr - INFO - Epoch [40][210/541] lr: 1.695e-05, eta: 0:17:07, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0069, loss: 0.0069, grad_norm: 1.8228 +2022-03-10 22:56:43,851 - davarocr - INFO - Epoch [40][215/541] lr: 1.695e-05, eta: 0:17:06, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.7268 +2022-03-10 22:56:44,730 - davarocr - INFO - Epoch [40][220/541] lr: 1.695e-05, eta: 0:17:05, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4102 +2022-03-10 22:56:45,595 - davarocr - INFO - Epoch [40][225/541] lr: 1.695e-05, eta: 0:17:04, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4104 +2022-03-10 22:56:46,455 - davarocr - INFO - Epoch [40][230/541] lr: 1.695e-05, eta: 0:17:03, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.4505 +2022-03-10 22:56:47,314 - davarocr - INFO - Epoch [40][235/541] lr: 1.695e-05, eta: 0:17:02, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 1.5967 +2022-03-10 22:56:48,182 - davarocr - INFO - Epoch [40][240/541] lr: 1.695e-05, eta: 0:17:01, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.3958 +2022-03-10 22:56:49,057 - davarocr - INFO - Epoch [40][245/541] lr: 1.695e-05, eta: 0:17:00, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4287 +2022-03-10 22:56:49,923 - davarocr - INFO - Epoch [40][250/541] lr: 1.695e-05, eta: 0:17:00, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.5603 +2022-03-10 22:56:50,800 - davarocr - INFO - Epoch [40][255/541] lr: 1.695e-05, eta: 0:16:59, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 1.6398 +2022-03-10 22:56:51,670 - davarocr - INFO - Epoch [40][260/541] lr: 1.695e-05, eta: 0:16:58, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.4418 +2022-03-10 22:56:52,541 - davarocr - INFO - Epoch [40][265/541] lr: 1.695e-05, eta: 0:16:57, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4193 +2022-03-10 22:56:53,410 - davarocr - INFO - Epoch [40][270/541] lr: 1.695e-05, eta: 0:16:56, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4109 +2022-03-10 22:56:54,270 - davarocr - INFO - Epoch [40][275/541] lr: 1.695e-05, eta: 0:16:55, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4076 +2022-03-10 22:56:55,143 - davarocr - INFO - Epoch [40][280/541] lr: 1.695e-05, eta: 0:16:54, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.4515 +2022-03-10 22:56:56,045 - davarocr - INFO - Epoch [40][285/541] lr: 1.695e-05, eta: 0:16:53, time: 0.183, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4005 +2022-03-10 22:56:56,942 - davarocr - INFO - Epoch [40][290/541] lr: 1.695e-05, eta: 0:16:52, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4453 +2022-03-10 22:56:57,815 - davarocr - INFO - Epoch [40][295/541] lr: 1.695e-05, eta: 0:16:51, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4124 +2022-03-10 22:56:58,681 - davarocr - INFO - Epoch [40][300/541] lr: 1.695e-05, eta: 0:16:51, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4001 +2022-03-10 22:56:59,545 - davarocr - INFO - Epoch [40][305/541] lr: 1.695e-05, eta: 0:16:50, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4000 +2022-03-10 22:57:00,414 - davarocr - INFO - Epoch [40][310/541] lr: 1.695e-05, eta: 0:16:49, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.4044 +2022-03-10 22:57:01,285 - davarocr - INFO - Epoch [40][315/541] lr: 1.695e-05, eta: 0:16:48, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4037 +2022-03-10 22:57:02,153 - davarocr - INFO - Epoch [40][320/541] lr: 1.695e-05, eta: 0:16:47, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3973 +2022-03-10 22:57:03,011 - davarocr - INFO - Epoch [40][325/541] lr: 1.695e-05, eta: 0:16:46, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.3966 +2022-03-10 22:57:04,053 - davarocr - INFO - Epoch [40][330/541] lr: 1.695e-05, eta: 0:16:45, time: 0.208, data_time: 0.006, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.8161 +2022-03-10 22:57:04,922 - davarocr - INFO - Epoch [40][335/541] lr: 1.695e-05, eta: 0:16:44, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4632 +2022-03-10 22:57:05,784 - davarocr - INFO - Epoch [40][340/541] lr: 1.695e-05, eta: 0:16:43, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.4999 +2022-03-10 22:57:06,660 - davarocr - INFO - Epoch [40][345/541] lr: 1.695e-05, eta: 0:16:42, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4502 +2022-03-10 22:57:07,524 - davarocr - INFO - Epoch [40][350/541] lr: 1.695e-05, eta: 0:16:42, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4495 +2022-03-10 22:57:08,388 - davarocr - INFO - Epoch [40][355/541] lr: 1.695e-05, eta: 0:16:41, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4488 +2022-03-10 22:57:09,266 - davarocr - INFO - Epoch [40][360/541] lr: 1.695e-05, eta: 0:16:40, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4544 +2022-03-10 22:57:10,131 - davarocr - INFO - Epoch [40][365/541] lr: 1.695e-05, eta: 0:16:39, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4486 +2022-03-10 22:57:11,011 - davarocr - INFO - Epoch [40][370/541] lr: 1.695e-05, eta: 0:16:38, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.4504 +2022-03-10 22:57:11,887 - davarocr - INFO - Epoch [40][375/541] lr: 1.695e-05, eta: 0:16:37, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4499 +2022-03-10 22:57:12,765 - davarocr - INFO - Epoch [40][380/541] lr: 1.695e-05, eta: 0:16:36, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.7004 +2022-03-10 22:57:13,633 - davarocr - INFO - Epoch [40][385/541] lr: 1.695e-05, eta: 0:16:35, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.4679 +2022-03-10 22:57:14,503 - davarocr - INFO - Epoch [40][390/541] lr: 1.695e-05, eta: 0:16:34, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4597 +2022-03-10 22:57:15,371 - davarocr - INFO - Epoch [40][395/541] lr: 1.695e-05, eta: 0:16:33, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 1.5949 +2022-03-10 22:57:16,242 - davarocr - INFO - Epoch [40][400/541] lr: 1.695e-05, eta: 0:16:33, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4566 +2022-03-10 22:57:17,119 - davarocr - INFO - Epoch [40][405/541] lr: 1.695e-05, eta: 0:16:32, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4561 +2022-03-10 22:57:17,978 - davarocr - INFO - Epoch [40][410/541] lr: 1.695e-05, eta: 0:16:31, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4562 +2022-03-10 22:57:18,856 - davarocr - INFO - Epoch [40][415/541] lr: 1.695e-05, eta: 0:16:30, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4554 +2022-03-10 22:57:19,720 - davarocr - INFO - Epoch [40][420/541] lr: 1.695e-05, eta: 0:16:29, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.6354 +2022-03-10 22:57:20,587 - davarocr - INFO - Epoch [40][425/541] lr: 1.695e-05, eta: 0:16:28, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4496 +2022-03-10 22:57:21,456 - davarocr - INFO - Epoch [40][430/541] lr: 1.695e-05, eta: 0:16:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4495 +2022-03-10 22:57:22,315 - davarocr - INFO - Epoch [40][435/541] lr: 1.695e-05, eta: 0:16:26, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4510 +2022-03-10 22:57:23,186 - davarocr - INFO - Epoch [40][440/541] lr: 1.695e-05, eta: 0:16:25, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.4640 +2022-03-10 22:57:24,051 - davarocr - INFO - Epoch [40][445/541] lr: 1.695e-05, eta: 0:16:24, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4475 +2022-03-10 22:57:24,927 - davarocr - INFO - Epoch [40][450/541] lr: 1.695e-05, eta: 0:16:24, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.4594 +2022-03-10 22:57:25,802 - davarocr - INFO - Epoch [40][455/541] lr: 1.695e-05, eta: 0:16:23, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4434 +2022-03-10 22:57:26,670 - davarocr - INFO - Epoch [40][460/541] lr: 1.695e-05, eta: 0:16:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4436 +2022-03-10 22:57:27,548 - davarocr - INFO - Epoch [40][465/541] lr: 1.695e-05, eta: 0:16:21, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4447 +2022-03-10 22:57:28,419 - davarocr - INFO - Epoch [40][470/541] lr: 1.695e-05, eta: 0:16:20, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4421 +2022-03-10 22:57:29,282 - davarocr - INFO - Epoch [40][475/541] lr: 1.695e-05, eta: 0:16:19, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.5780 +2022-03-10 22:57:30,150 - davarocr - INFO - Epoch [40][480/541] lr: 1.695e-05, eta: 0:16:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.5362 +2022-03-10 22:57:31,019 - davarocr - INFO - Epoch [40][485/541] lr: 1.695e-05, eta: 0:16:17, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 1.6351 +2022-03-10 22:57:31,896 - davarocr - INFO - Epoch [40][490/541] lr: 1.695e-05, eta: 0:16:16, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.4389 +2022-03-10 22:57:32,763 - davarocr - INFO - Epoch [40][495/541] lr: 1.695e-05, eta: 0:16:15, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.6069 +2022-03-10 22:57:33,654 - davarocr - INFO - Epoch [40][500/541] lr: 1.695e-05, eta: 0:16:15, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4297 +2022-03-10 22:57:34,522 - davarocr - INFO - Epoch [40][505/541] lr: 1.695e-05, eta: 0:16:14, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.4309 +2022-03-10 22:57:35,386 - davarocr - INFO - Epoch [40][510/541] lr: 1.695e-05, eta: 0:16:13, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4288 +2022-03-10 22:57:36,257 - davarocr - INFO - Epoch [40][515/541] lr: 1.695e-05, eta: 0:16:12, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4284 +2022-03-10 22:57:37,117 - davarocr - INFO - Epoch [40][520/541] lr: 1.695e-05, eta: 0:16:11, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.4275 +2022-03-10 22:57:37,982 - davarocr - INFO - Epoch [40][525/541] lr: 1.695e-05, eta: 0:16:10, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.4302 +2022-03-10 22:57:38,847 - davarocr - INFO - Epoch [40][530/541] lr: 1.695e-05, eta: 0:16:09, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0083, loss: 0.0083, grad_norm: 2.9109 +2022-03-10 22:57:39,712 - davarocr - INFO - Epoch [40][535/541] lr: 1.695e-05, eta: 0:16:08, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8820 +2022-03-10 22:57:40,577 - davarocr - INFO - Epoch [40][540/541] lr: 1.695e-05, eta: 0:16:07, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8820 +2022-03-10 22:57:54,851 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:57:54,852 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:57:54,852 - davarocr - INFO - Epoch(val) [40][541] LOC: {'precision': 0.936931473620376, 'recall': 0.9262589928057554, 'f1-score': 0.9315646668676515}, PER: {'precision': 0.967398119122257, 'recall': 0.9542362399505256, 'f1-score': 0.960772104607721}, MISC: {'precision': 0.8690292758089369, 'recall': 0.8034188034188035, 'f1-score': 0.8349370836417468}, ORG: {'precision': 0.8885613207547169, 'recall': 0.9072847682119205, 'f1-score': 0.8978254393803992}, all: {'precision': 0.9230631597781356, 'recall': 0.9134206798866855, 'f1-score': 0.9182166058556555}, hmean: 0.9182 +2022-03-10 22:57:58,193 - davarocr - INFO - Epoch [41][5/541] lr: 1.667e-05, eta: 0:16:07, time: 0.667, data_time: 0.485, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0722 +2022-03-10 22:57:59,085 - davarocr - INFO - Epoch [41][10/541] lr: 1.667e-05, eta: 0:16:06, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8716 +2022-03-10 22:57:59,966 - davarocr - INFO - Epoch [41][15/541] lr: 1.667e-05, eta: 0:16:05, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9160 +2022-03-10 22:58:00,844 - davarocr - INFO - Epoch [41][20/541] lr: 1.667e-05, eta: 0:16:04, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8707 +2022-03-10 22:58:01,726 - davarocr - INFO - Epoch [41][25/541] lr: 1.667e-05, eta: 0:16:03, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8706 +2022-03-10 22:58:02,623 - davarocr - INFO - Epoch [41][30/541] lr: 1.667e-05, eta: 0:16:02, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1563 +2022-03-10 22:58:03,510 - davarocr - INFO - Epoch [41][35/541] lr: 1.667e-05, eta: 0:16:01, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8740 +2022-03-10 22:58:04,402 - davarocr - INFO - Epoch [41][40/541] lr: 1.667e-05, eta: 0:16:01, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.9391 +2022-03-10 22:58:05,269 - davarocr - INFO - Epoch [41][45/541] lr: 1.667e-05, eta: 0:16:00, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2425 +2022-03-10 22:58:06,135 - davarocr - INFO - Epoch [41][50/541] lr: 1.667e-05, eta: 0:15:59, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.8909 +2022-03-10 22:58:07,008 - davarocr - INFO - Epoch [41][55/541] lr: 1.667e-05, eta: 0:15:58, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8873 +2022-03-10 22:58:07,880 - davarocr - INFO - Epoch [41][60/541] lr: 1.667e-05, eta: 0:15:57, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8874 +2022-03-10 22:58:08,747 - davarocr - INFO - Epoch [41][65/541] lr: 1.667e-05, eta: 0:15:56, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8870 +2022-03-10 22:58:09,618 - davarocr - INFO - Epoch [41][70/541] lr: 1.667e-05, eta: 0:15:55, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8866 +2022-03-10 22:58:10,480 - davarocr - INFO - Epoch [41][75/541] lr: 1.667e-05, eta: 0:15:54, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8863 +2022-03-10 22:58:11,353 - davarocr - INFO - Epoch [41][80/541] lr: 1.667e-05, eta: 0:15:53, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9073 +2022-03-10 22:58:12,219 - davarocr - INFO - Epoch [41][85/541] lr: 1.667e-05, eta: 0:15:52, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8899 +2022-03-10 22:58:13,085 - davarocr - INFO - Epoch [41][90/541] lr: 1.667e-05, eta: 0:15:52, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8899 +2022-03-10 22:58:13,961 - davarocr - INFO - Epoch [41][95/541] lr: 1.667e-05, eta: 0:15:51, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8905 +2022-03-10 22:58:14,830 - davarocr - INFO - Epoch [41][100/541] lr: 1.667e-05, eta: 0:15:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9158 +2022-03-10 22:58:15,697 - davarocr - INFO - Epoch [41][105/541] lr: 1.667e-05, eta: 0:15:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.9811 +2022-03-10 22:58:16,563 - davarocr - INFO - Epoch [41][110/541] lr: 1.667e-05, eta: 0:15:48, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8960 +2022-03-10 22:58:17,431 - davarocr - INFO - Epoch [41][115/541] lr: 1.667e-05, eta: 0:15:47, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 0.9841 +2022-03-10 22:58:18,301 - davarocr - INFO - Epoch [41][120/541] lr: 1.667e-05, eta: 0:15:46, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9200 +2022-03-10 22:58:19,175 - davarocr - INFO - Epoch [41][125/541] lr: 1.667e-05, eta: 0:15:45, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9027 +2022-03-10 22:58:20,039 - davarocr - INFO - Epoch [41][130/541] lr: 1.667e-05, eta: 0:15:44, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9694 +2022-03-10 22:58:20,898 - davarocr - INFO - Epoch [41][135/541] lr: 1.667e-05, eta: 0:15:43, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9064 +2022-03-10 22:58:21,768 - davarocr - INFO - Epoch [41][140/541] lr: 1.667e-05, eta: 0:15:43, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9061 +2022-03-10 22:58:22,637 - davarocr - INFO - Epoch [41][145/541] lr: 1.667e-05, eta: 0:15:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9050 +2022-03-10 22:58:23,522 - davarocr - INFO - Epoch [41][150/541] lr: 1.667e-05, eta: 0:15:41, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9048 +2022-03-10 22:58:24,391 - davarocr - INFO - Epoch [41][155/541] lr: 1.667e-05, eta: 0:15:40, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9048 +2022-03-10 22:58:25,263 - davarocr - INFO - Epoch [41][160/541] lr: 1.667e-05, eta: 0:15:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9047 +2022-03-10 22:58:26,123 - davarocr - INFO - Epoch [41][165/541] lr: 1.667e-05, eta: 0:15:38, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9056 +2022-03-10 22:58:26,989 - davarocr - INFO - Epoch [41][170/541] lr: 1.667e-05, eta: 0:15:37, time: 0.173, data_time: 0.004, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9046 +2022-03-10 22:58:27,859 - davarocr - INFO - Epoch [41][175/541] lr: 1.667e-05, eta: 0:15:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9043 +2022-03-10 22:58:28,741 - davarocr - INFO - Epoch [41][180/541] lr: 1.667e-05, eta: 0:15:35, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9049 +2022-03-10 22:58:29,607 - davarocr - INFO - Epoch [41][185/541] lr: 1.667e-05, eta: 0:15:34, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2675 +2022-03-10 22:58:30,468 - davarocr - INFO - Epoch [41][190/541] lr: 1.667e-05, eta: 0:15:34, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9498 +2022-03-10 22:58:31,328 - davarocr - INFO - Epoch [41][195/541] lr: 1.667e-05, eta: 0:15:33, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0045, loss: 0.0045, grad_norm: 2.3221 +2022-03-10 22:58:32,192 - davarocr - INFO - Epoch [41][200/541] lr: 1.667e-05, eta: 0:15:32, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7896 +2022-03-10 22:58:33,066 - davarocr - INFO - Epoch [41][205/541] lr: 1.667e-05, eta: 0:15:31, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8140 +2022-03-10 22:58:33,929 - davarocr - INFO - Epoch [41][210/541] lr: 1.667e-05, eta: 0:15:30, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.7950 +2022-03-10 22:58:34,782 - davarocr - INFO - Epoch [41][215/541] lr: 1.667e-05, eta: 0:15:29, time: 0.171, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7450 +2022-03-10 22:58:35,653 - davarocr - INFO - Epoch [41][220/541] lr: 1.667e-05, eta: 0:15:28, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7516 +2022-03-10 22:58:36,521 - davarocr - INFO - Epoch [41][225/541] lr: 1.667e-05, eta: 0:15:27, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7455 +2022-03-10 22:58:37,383 - davarocr - INFO - Epoch [41][230/541] lr: 1.667e-05, eta: 0:15:26, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9393 +2022-03-10 22:58:38,253 - davarocr - INFO - Epoch [41][235/541] lr: 1.667e-05, eta: 0:15:25, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7648 +2022-03-10 22:58:39,117 - davarocr - INFO - Epoch [41][240/541] lr: 1.667e-05, eta: 0:15:25, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.4712 +2022-03-10 22:58:39,979 - davarocr - INFO - Epoch [41][245/541] lr: 1.667e-05, eta: 0:15:24, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8343 +2022-03-10 22:58:40,839 - davarocr - INFO - Epoch [41][250/541] lr: 1.667e-05, eta: 0:15:23, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8349 +2022-03-10 22:58:41,720 - davarocr - INFO - Epoch [41][255/541] lr: 1.667e-05, eta: 0:15:22, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8334 +2022-03-10 22:58:42,601 - davarocr - INFO - Epoch [41][260/541] lr: 1.667e-05, eta: 0:15:21, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8480 +2022-03-10 22:58:43,489 - davarocr - INFO - Epoch [41][265/541] lr: 1.667e-05, eta: 0:15:20, time: 0.181, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8320 +2022-03-10 22:58:44,376 - davarocr - INFO - Epoch [41][270/541] lr: 1.667e-05, eta: 0:15:19, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8319 +2022-03-10 22:58:45,257 - davarocr - INFO - Epoch [41][275/541] lr: 1.667e-05, eta: 0:15:18, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8456 +2022-03-10 22:58:46,140 - davarocr - INFO - Epoch [41][280/541] lr: 1.667e-05, eta: 0:15:17, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8331 +2022-03-10 22:58:47,021 - davarocr - INFO - Epoch [41][285/541] lr: 1.667e-05, eta: 0:15:16, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8447 +2022-03-10 22:58:47,909 - davarocr - INFO - Epoch [41][290/541] lr: 1.667e-05, eta: 0:15:16, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8343 +2022-03-10 22:58:48,793 - davarocr - INFO - Epoch [41][295/541] lr: 1.667e-05, eta: 0:15:15, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8342 +2022-03-10 22:58:49,677 - davarocr - INFO - Epoch [41][300/541] lr: 1.667e-05, eta: 0:15:14, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8340 +2022-03-10 22:58:50,566 - davarocr - INFO - Epoch [41][305/541] lr: 1.667e-05, eta: 0:15:13, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8346 +2022-03-10 22:58:51,446 - davarocr - INFO - Epoch [41][310/541] lr: 1.667e-05, eta: 0:15:12, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8337 +2022-03-10 22:58:52,328 - davarocr - INFO - Epoch [41][315/541] lr: 1.667e-05, eta: 0:15:11, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8337 +2022-03-10 22:58:53,219 - davarocr - INFO - Epoch [41][320/541] lr: 1.667e-05, eta: 0:15:10, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8652 +2022-03-10 22:58:54,117 - davarocr - INFO - Epoch [41][325/541] lr: 1.667e-05, eta: 0:15:09, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8309 +2022-03-10 22:58:54,997 - davarocr - INFO - Epoch [41][330/541] lr: 1.667e-05, eta: 0:15:08, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8309 +2022-03-10 22:58:55,879 - davarocr - INFO - Epoch [41][335/541] lr: 1.667e-05, eta: 0:15:07, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 0.8655 +2022-03-10 22:58:56,755 - davarocr - INFO - Epoch [41][340/541] lr: 1.667e-05, eta: 0:15:07, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 0.8561 +2022-03-10 22:58:57,652 - davarocr - INFO - Epoch [41][345/541] lr: 1.667e-05, eta: 0:15:06, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8343 +2022-03-10 22:58:58,535 - davarocr - INFO - Epoch [41][350/541] lr: 1.667e-05, eta: 0:15:05, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8345 +2022-03-10 22:58:59,419 - davarocr - INFO - Epoch [41][355/541] lr: 1.667e-05, eta: 0:15:04, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8571 +2022-03-10 22:59:00,307 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:59:00,307 - davarocr - INFO - Epoch [41][360/541] lr: 1.667e-05, eta: 0:15:03, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8389 +2022-03-10 22:59:01,189 - davarocr - INFO - Epoch [41][365/541] lr: 1.667e-05, eta: 0:15:02, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8430 +2022-03-10 22:59:02,089 - davarocr - INFO - Epoch [41][370/541] lr: 1.667e-05, eta: 0:15:01, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8386 +2022-03-10 22:59:02,969 - davarocr - INFO - Epoch [41][375/541] lr: 1.667e-05, eta: 0:15:00, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8398 +2022-03-10 22:59:03,853 - davarocr - INFO - Epoch [41][380/541] lr: 1.667e-05, eta: 0:14:59, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8374 +2022-03-10 22:59:04,738 - davarocr - INFO - Epoch [41][385/541] lr: 1.667e-05, eta: 0:14:58, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8393 +2022-03-10 22:59:05,624 - davarocr - INFO - Epoch [41][390/541] lr: 1.667e-05, eta: 0:14:58, time: 0.178, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8373 +2022-03-10 22:59:06,509 - davarocr - INFO - Epoch [41][395/541] lr: 1.667e-05, eta: 0:14:57, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8596 +2022-03-10 22:59:07,395 - davarocr - INFO - Epoch [41][400/541] lr: 1.667e-05, eta: 0:14:56, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8718 +2022-03-10 22:59:08,295 - davarocr - INFO - Epoch [41][405/541] lr: 1.667e-05, eta: 0:14:55, time: 0.179, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8398 +2022-03-10 22:59:09,181 - davarocr - INFO - Epoch [41][410/541] lr: 1.667e-05, eta: 0:14:54, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8543 +2022-03-10 22:59:10,071 - davarocr - INFO - Epoch [41][415/541] lr: 1.667e-05, eta: 0:14:53, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.8417 +2022-03-10 22:59:10,970 - davarocr - INFO - Epoch [41][420/541] lr: 1.667e-05, eta: 0:14:52, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3642 +2022-03-10 22:59:11,861 - davarocr - INFO - Epoch [41][425/541] lr: 1.667e-05, eta: 0:14:51, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8841 +2022-03-10 22:59:12,756 - davarocr - INFO - Epoch [41][430/541] lr: 1.667e-05, eta: 0:14:50, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.9770 +2022-03-10 22:59:13,634 - davarocr - INFO - Epoch [41][435/541] lr: 1.667e-05, eta: 0:14:50, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8941 +2022-03-10 22:59:14,502 - davarocr - INFO - Epoch [41][440/541] lr: 1.667e-05, eta: 0:14:49, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8873 +2022-03-10 22:59:15,376 - davarocr - INFO - Epoch [41][445/541] lr: 1.667e-05, eta: 0:14:48, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8872 +2022-03-10 22:59:16,240 - davarocr - INFO - Epoch [41][450/541] lr: 1.667e-05, eta: 0:14:47, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8878 +2022-03-10 22:59:17,102 - davarocr - INFO - Epoch [41][455/541] lr: 1.667e-05, eta: 0:14:46, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8882 +2022-03-10 22:59:17,971 - davarocr - INFO - Epoch [41][460/541] lr: 1.667e-05, eta: 0:14:45, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8876 +2022-03-10 22:59:18,841 - davarocr - INFO - Epoch [41][465/541] lr: 1.667e-05, eta: 0:14:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.2679 +2022-03-10 22:59:19,719 - davarocr - INFO - Epoch [41][470/541] lr: 1.667e-05, eta: 0:14:43, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9262 +2022-03-10 22:59:20,582 - davarocr - INFO - Epoch [41][475/541] lr: 1.667e-05, eta: 0:14:42, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9261 +2022-03-10 22:59:21,453 - davarocr - INFO - Epoch [41][480/541] lr: 1.667e-05, eta: 0:14:41, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9762 +2022-03-10 22:59:22,335 - davarocr - INFO - Epoch [41][485/541] lr: 1.667e-05, eta: 0:14:41, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9166 +2022-03-10 22:59:23,211 - davarocr - INFO - Epoch [41][490/541] lr: 1.667e-05, eta: 0:14:40, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9165 +2022-03-10 22:59:24,090 - davarocr - INFO - Epoch [41][495/541] lr: 1.667e-05, eta: 0:14:39, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9164 +2022-03-10 22:59:24,952 - davarocr - INFO - Epoch [41][500/541] lr: 1.667e-05, eta: 0:14:38, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9164 +2022-03-10 22:59:25,811 - davarocr - INFO - Epoch [41][505/541] lr: 1.667e-05, eta: 0:14:37, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 0.9741 +2022-03-10 22:59:26,675 - davarocr - INFO - Epoch [41][510/541] lr: 1.667e-05, eta: 0:14:36, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9104 +2022-03-10 22:59:27,544 - davarocr - INFO - Epoch [41][515/541] lr: 1.667e-05, eta: 0:14:35, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9104 +2022-03-10 22:59:28,404 - davarocr - INFO - Epoch [41][520/541] lr: 1.667e-05, eta: 0:14:34, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0141, loss: 0.0141, grad_norm: 1.9451 +2022-03-10 22:59:29,278 - davarocr - INFO - Epoch [41][525/541] lr: 1.667e-05, eta: 0:14:33, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8953 +2022-03-10 22:59:30,165 - davarocr - INFO - Epoch [41][530/541] lr: 1.667e-05, eta: 0:14:32, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8982 +2022-03-10 22:59:31,023 - davarocr - INFO - Epoch [41][535/541] lr: 1.667e-05, eta: 0:14:32, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0042, loss: 0.0042, grad_norm: 0.9496 +2022-03-10 22:59:31,890 - davarocr - INFO - Epoch [41][540/541] lr: 1.667e-05, eta: 0:14:31, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 3.3893 +2022-03-10 22:59:46,384 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 22:59:46,385 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 22:59:46,385 - davarocr - INFO - Epoch(val) [41][541] LOC: {'precision': 0.9385644768856448, 'recall': 0.9250599520383693, 'f1-score': 0.9317632850241545}, PER: {'precision': 0.9598021026592455, 'recall': 0.9598021026592455, 'f1-score': 0.9598021026592455}, MISC: {'precision': 0.8490566037735849, 'recall': 0.8333333333333334, 'f1-score': 0.8411214953271028}, ORG: {'precision': 0.8757225433526011, 'recall': 0.9121011438892234, 'f1-score': 0.8935417281038042}, all: {'precision': 0.914612676056338, 'recall': 0.9197946175637394, 'f1-score': 0.9171963276836158}, hmean: 0.9172 +2022-03-10 22:59:49,730 - davarocr - INFO - Epoch [42][5/541] lr: 1.639e-05, eta: 0:14:30, time: 0.668, data_time: 0.483, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.5986 +2022-03-10 22:59:50,592 - davarocr - INFO - Epoch [42][10/541] lr: 1.639e-05, eta: 0:14:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5756 +2022-03-10 22:59:51,459 - davarocr - INFO - Epoch [42][15/541] lr: 1.639e-05, eta: 0:14:28, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5666 +2022-03-10 22:59:52,331 - davarocr - INFO - Epoch [42][20/541] lr: 1.639e-05, eta: 0:14:27, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.5652 +2022-03-10 22:59:53,204 - davarocr - INFO - Epoch [42][25/541] lr: 1.639e-05, eta: 0:14:26, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.1707 +2022-03-10 22:59:54,072 - davarocr - INFO - Epoch [42][30/541] lr: 1.639e-05, eta: 0:14:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.5860 +2022-03-10 22:59:54,945 - davarocr - INFO - Epoch [42][35/541] lr: 1.639e-05, eta: 0:14:25, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.6670 +2022-03-10 22:59:55,807 - davarocr - INFO - Epoch [42][40/541] lr: 1.639e-05, eta: 0:14:24, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 0.9189 +2022-03-10 22:59:56,691 - davarocr - INFO - Epoch [42][45/541] lr: 1.639e-05, eta: 0:14:23, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6149 +2022-03-10 22:59:57,558 - davarocr - INFO - Epoch [42][50/541] lr: 1.639e-05, eta: 0:14:22, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6116 +2022-03-10 22:59:58,430 - davarocr - INFO - Epoch [42][55/541] lr: 1.639e-05, eta: 0:14:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6110 +2022-03-10 22:59:59,297 - davarocr - INFO - Epoch [42][60/541] lr: 1.639e-05, eta: 0:14:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6109 +2022-03-10 23:00:00,164 - davarocr - INFO - Epoch [42][65/541] lr: 1.639e-05, eta: 0:14:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0066, loss: 0.0066, grad_norm: 0.8755 +2022-03-10 23:00:01,032 - davarocr - INFO - Epoch [42][70/541] lr: 1.639e-05, eta: 0:14:18, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.6661 +2022-03-10 23:00:01,901 - davarocr - INFO - Epoch [42][75/541] lr: 1.639e-05, eta: 0:14:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6340 +2022-03-10 23:00:02,773 - davarocr - INFO - Epoch [42][80/541] lr: 1.639e-05, eta: 0:14:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0104, loss: 0.0104, grad_norm: 0.6547 +2022-03-10 23:00:03,646 - davarocr - INFO - Epoch [42][85/541] lr: 1.639e-05, eta: 0:14:16, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0141, loss: 0.0141, grad_norm: 1.3438 +2022-03-10 23:00:04,501 - davarocr - INFO - Epoch [42][90/541] lr: 1.639e-05, eta: 0:14:15, time: 0.171, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7283 +2022-03-10 23:00:05,367 - davarocr - INFO - Epoch [42][95/541] lr: 1.639e-05, eta: 0:14:14, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.0283 +2022-03-10 23:00:06,242 - davarocr - INFO - Epoch [42][100/541] lr: 1.639e-05, eta: 0:14:13, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7488 +2022-03-10 23:00:07,118 - davarocr - INFO - Epoch [42][105/541] lr: 1.639e-05, eta: 0:14:12, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.9003 +2022-03-10 23:00:07,981 - davarocr - INFO - Epoch [42][110/541] lr: 1.639e-05, eta: 0:14:11, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7445 +2022-03-10 23:00:08,845 - davarocr - INFO - Epoch [42][115/541] lr: 1.639e-05, eta: 0:14:10, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.6537 +2022-03-10 23:00:09,711 - davarocr - INFO - Epoch [42][120/541] lr: 1.639e-05, eta: 0:14:09, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8596 +2022-03-10 23:00:10,583 - davarocr - INFO - Epoch [42][125/541] lr: 1.639e-05, eta: 0:14:08, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8889 +2022-03-10 23:00:11,464 - davarocr - INFO - Epoch [42][130/541] lr: 1.639e-05, eta: 0:14:08, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2640 +2022-03-10 23:00:12,334 - davarocr - INFO - Epoch [42][135/541] lr: 1.639e-05, eta: 0:14:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8630 +2022-03-10 23:00:13,203 - davarocr - INFO - Epoch [42][140/541] lr: 1.639e-05, eta: 0:14:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8625 +2022-03-10 23:00:14,070 - davarocr - INFO - Epoch [42][145/541] lr: 1.639e-05, eta: 0:14:05, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 0.9619 +2022-03-10 23:00:14,939 - davarocr - INFO - Epoch [42][150/541] lr: 1.639e-05, eta: 0:14:04, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8654 +2022-03-10 23:00:15,815 - davarocr - INFO - Epoch [42][155/541] lr: 1.639e-05, eta: 0:14:03, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8661 +2022-03-10 23:00:16,710 - davarocr - INFO - Epoch [42][160/541] lr: 1.639e-05, eta: 0:14:02, time: 0.182, data_time: 0.010, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 0.8979 +2022-03-10 23:00:17,574 - davarocr - INFO - Epoch [42][165/541] lr: 1.639e-05, eta: 0:14:01, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 0.8867 +2022-03-10 23:00:18,449 - davarocr - INFO - Epoch [42][170/541] lr: 1.639e-05, eta: 0:14:00, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8676 +2022-03-10 23:00:19,326 - davarocr - INFO - Epoch [42][175/541] lr: 1.639e-05, eta: 0:13:59, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8659 +2022-03-10 23:00:20,193 - davarocr - INFO - Epoch [42][180/541] lr: 1.639e-05, eta: 0:13:59, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8631 +2022-03-10 23:00:21,064 - davarocr - INFO - Epoch [42][185/541] lr: 1.639e-05, eta: 0:13:58, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8627 +2022-03-10 23:00:21,923 - davarocr - INFO - Epoch [42][190/541] lr: 1.639e-05, eta: 0:13:57, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8621 +2022-03-10 23:00:22,807 - davarocr - INFO - Epoch [42][195/541] lr: 1.639e-05, eta: 0:13:56, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8632 +2022-03-10 23:00:23,676 - davarocr - INFO - Epoch [42][200/541] lr: 1.639e-05, eta: 0:13:55, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.8639 +2022-03-10 23:00:24,545 - davarocr - INFO - Epoch [42][205/541] lr: 1.639e-05, eta: 0:13:54, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8696 +2022-03-10 23:00:25,410 - davarocr - INFO - Epoch [42][210/541] lr: 1.639e-05, eta: 0:13:53, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.8801 +2022-03-10 23:00:26,277 - davarocr - INFO - Epoch [42][215/541] lr: 1.639e-05, eta: 0:13:52, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8729 +2022-03-10 23:00:27,149 - davarocr - INFO - Epoch [42][220/541] lr: 1.639e-05, eta: 0:13:51, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9126 +2022-03-10 23:00:28,013 - davarocr - INFO - Epoch [42][225/541] lr: 1.639e-05, eta: 0:13:50, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.9028 +2022-03-10 23:00:28,887 - davarocr - INFO - Epoch [42][230/541] lr: 1.639e-05, eta: 0:13:50, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8658 +2022-03-10 23:00:29,760 - davarocr - INFO - Epoch [42][235/541] lr: 1.639e-05, eta: 0:13:49, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8912 +2022-03-10 23:00:30,622 - davarocr - INFO - Epoch [42][240/541] lr: 1.639e-05, eta: 0:13:48, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8694 +2022-03-10 23:00:31,494 - davarocr - INFO - Epoch [42][245/541] lr: 1.639e-05, eta: 0:13:47, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 0.8859 +2022-03-10 23:00:32,358 - davarocr - INFO - Epoch [42][250/541] lr: 1.639e-05, eta: 0:13:46, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8702 +2022-03-10 23:00:33,222 - davarocr - INFO - Epoch [42][255/541] lr: 1.639e-05, eta: 0:13:45, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2644 +2022-03-10 23:00:34,094 - davarocr - INFO - Epoch [42][260/541] lr: 1.639e-05, eta: 0:13:44, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9420 +2022-03-10 23:00:34,964 - davarocr - INFO - Epoch [42][265/541] lr: 1.639e-05, eta: 0:13:43, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9192 +2022-03-10 23:00:35,833 - davarocr - INFO - Epoch [42][270/541] lr: 1.639e-05, eta: 0:13:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9121 +2022-03-10 23:00:36,705 - davarocr - INFO - Epoch [42][275/541] lr: 1.639e-05, eta: 0:13:41, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9115 +2022-03-10 23:00:37,563 - davarocr - INFO - Epoch [42][280/541] lr: 1.639e-05, eta: 0:13:41, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9666 +2022-03-10 23:00:38,440 - davarocr - INFO - Epoch [42][285/541] lr: 1.639e-05, eta: 0:13:40, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1448 +2022-03-10 23:00:39,304 - davarocr - INFO - Epoch [42][290/541] lr: 1.639e-05, eta: 0:13:39, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9234 +2022-03-10 23:00:40,168 - davarocr - INFO - Epoch [42][295/541] lr: 1.639e-05, eta: 0:13:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9231 +2022-03-10 23:00:41,035 - davarocr - INFO - Epoch [42][300/541] lr: 1.639e-05, eta: 0:13:37, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9233 +2022-03-10 23:00:41,919 - davarocr - INFO - Epoch [42][305/541] lr: 1.639e-05, eta: 0:13:36, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9240 +2022-03-10 23:00:42,785 - davarocr - INFO - Epoch [42][310/541] lr: 1.639e-05, eta: 0:13:35, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9222 +2022-03-10 23:00:43,660 - davarocr - INFO - Epoch [42][315/541] lr: 1.639e-05, eta: 0:13:34, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9222 +2022-03-10 23:00:44,535 - davarocr - INFO - Epoch [42][320/541] lr: 1.639e-05, eta: 0:13:33, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9220 +2022-03-10 23:00:45,405 - davarocr - INFO - Epoch [42][325/541] lr: 1.639e-05, eta: 0:13:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9222 +2022-03-10 23:00:46,275 - davarocr - INFO - Epoch [42][330/541] lr: 1.639e-05, eta: 0:13:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9221 +2022-03-10 23:00:47,144 - davarocr - INFO - Epoch [42][335/541] lr: 1.639e-05, eta: 0:13:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9220 +2022-03-10 23:00:48,014 - davarocr - INFO - Epoch [42][340/541] lr: 1.639e-05, eta: 0:13:30, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0812 +2022-03-10 23:00:48,874 - davarocr - INFO - Epoch [42][345/541] lr: 1.639e-05, eta: 0:13:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9444 +2022-03-10 23:00:49,736 - davarocr - INFO - Epoch [42][350/541] lr: 1.639e-05, eta: 0:13:28, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9454 +2022-03-10 23:00:50,605 - davarocr - INFO - Epoch [42][355/541] lr: 1.639e-05, eta: 0:13:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9456 +2022-03-10 23:00:51,474 - davarocr - INFO - Epoch [42][360/541] lr: 1.639e-05, eta: 0:13:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9443 +2022-03-10 23:00:52,343 - davarocr - INFO - Epoch [42][365/541] lr: 1.639e-05, eta: 0:13:25, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.6856 +2022-03-10 23:00:53,205 - davarocr - INFO - Epoch [42][370/541] lr: 1.639e-05, eta: 0:13:24, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0871 +2022-03-10 23:00:54,071 - davarocr - INFO - Epoch [42][375/541] lr: 1.639e-05, eta: 0:13:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0872 +2022-03-10 23:00:54,949 - davarocr - INFO - Epoch [42][380/541] lr: 1.639e-05, eta: 0:13:23, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0855 +2022-03-10 23:00:55,813 - davarocr - INFO - Epoch [42][385/541] lr: 1.639e-05, eta: 0:13:22, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0046, loss: 0.0046, grad_norm: 1.6343 +2022-03-10 23:00:56,716 - davarocr - INFO - Epoch [42][390/541] lr: 1.639e-05, eta: 0:13:21, time: 0.180, data_time: 0.012, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.1961 +2022-03-10 23:00:57,583 - davarocr - INFO - Epoch [42][395/541] lr: 1.639e-05, eta: 0:13:20, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0672 +2022-03-10 23:00:58,452 - davarocr - INFO - Epoch [42][400/541] lr: 1.639e-05, eta: 0:13:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0651 +2022-03-10 23:00:59,322 - davarocr - INFO - Epoch [42][405/541] lr: 1.639e-05, eta: 0:13:18, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0647 +2022-03-10 23:01:00,184 - davarocr - INFO - Epoch [42][410/541] lr: 1.639e-05, eta: 0:13:17, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0642 +2022-03-10 23:01:01,060 - davarocr - INFO - Epoch [42][415/541] lr: 1.639e-05, eta: 0:13:16, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3835 +2022-03-10 23:01:01,940 - davarocr - INFO - Epoch [42][420/541] lr: 1.639e-05, eta: 0:13:15, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0654 +2022-03-10 23:01:02,809 - davarocr - INFO - Epoch [42][425/541] lr: 1.639e-05, eta: 0:13:14, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0652 +2022-03-10 23:01:03,679 - davarocr - INFO - Epoch [42][430/541] lr: 1.639e-05, eta: 0:13:14, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0653 +2022-03-10 23:01:04,558 - davarocr - INFO - Epoch [42][435/541] lr: 1.639e-05, eta: 0:13:13, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0050, loss: 0.0050, grad_norm: 1.9937 +2022-03-10 23:01:05,429 - davarocr - INFO - Epoch [42][440/541] lr: 1.639e-05, eta: 0:13:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0373 +2022-03-10 23:01:06,303 - davarocr - INFO - Epoch [42][445/541] lr: 1.639e-05, eta: 0:13:11, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0745 +2022-03-10 23:01:07,175 - davarocr - INFO - Epoch [42][450/541] lr: 1.639e-05, eta: 0:13:10, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.0724 +2022-03-10 23:01:08,046 - davarocr - INFO - Epoch [42][455/541] lr: 1.639e-05, eta: 0:13:09, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0369 +2022-03-10 23:01:08,920 - davarocr - INFO - Epoch [42][460/541] lr: 1.639e-05, eta: 0:13:08, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0344 +2022-03-10 23:01:09,786 - davarocr - INFO - Epoch [42][465/541] lr: 1.639e-05, eta: 0:13:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0324 +2022-03-10 23:01:10,665 - davarocr - INFO - Epoch [42][470/541] lr: 1.639e-05, eta: 0:13:06, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0317 +2022-03-10 23:01:11,537 - davarocr - INFO - Epoch [42][475/541] lr: 1.639e-05, eta: 0:13:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.0410 +2022-03-10 23:01:12,406 - davarocr - INFO - Epoch [42][480/541] lr: 1.639e-05, eta: 0:13:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.4752 +2022-03-10 23:01:13,273 - davarocr - INFO - Epoch [42][485/541] lr: 1.639e-05, eta: 0:13:04, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.0929 +2022-03-10 23:01:14,137 - davarocr - INFO - Epoch [42][490/541] lr: 1.639e-05, eta: 0:13:03, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0726 +2022-03-10 23:01:14,997 - davarocr - INFO - Epoch [42][495/541] lr: 1.639e-05, eta: 0:13:02, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1041 +2022-03-10 23:01:15,868 - davarocr - INFO - Epoch [42][500/541] lr: 1.639e-05, eta: 0:13:01, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.1070 +2022-03-10 23:01:16,728 - davarocr - INFO - Epoch [42][505/541] lr: 1.639e-05, eta: 0:13:00, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0723 +2022-03-10 23:01:17,601 - davarocr - INFO - Epoch [42][510/541] lr: 1.639e-05, eta: 0:12:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0736 +2022-03-10 23:01:18,468 - davarocr - INFO - Epoch [42][515/541] lr: 1.639e-05, eta: 0:12:58, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0025, loss: 0.0025, grad_norm: 1.0749 +2022-03-10 23:01:19,340 - davarocr - INFO - Epoch [42][520/541] lr: 1.639e-05, eta: 0:12:57, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0713 +2022-03-10 23:01:20,199 - davarocr - INFO - Epoch [42][525/541] lr: 1.639e-05, eta: 0:12:56, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0952 +2022-03-10 23:01:21,083 - davarocr - INFO - Epoch [42][530/541] lr: 1.639e-05, eta: 0:12:56, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.1978 +2022-03-10 23:01:21,950 - davarocr - INFO - Epoch [42][535/541] lr: 1.639e-05, eta: 0:12:55, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0939 +2022-03-10 23:01:22,816 - davarocr - INFO - Epoch [42][540/541] lr: 1.639e-05, eta: 0:12:54, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0966 +2022-03-10 23:01:37,054 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:01:37,054 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:01:37,055 - davarocr - INFO - Epoch(val) [42][541] LOC: {'precision': 0.9320388349514563, 'recall': 0.920863309352518, 'f1-score': 0.9264173703256937}, PER: {'precision': 0.9691241335853812, 'recall': 0.9511440940012369, 'f1-score': 0.9600499375780275}, MISC: {'precision': 0.8441558441558441, 'recall': 0.8333333333333334, 'f1-score': 0.8387096774193548}, ORG: {'precision': 0.9050517346317711, 'recall': 0.8952438290186635, 'f1-score': 0.9001210653753027}, all: {'precision': 0.9237120804164423, 'recall': 0.9111189801699717, 'f1-score': 0.917372314823068}, hmean: 0.9174 +2022-03-10 23:01:40,423 - davarocr - INFO - Epoch [43][5/541] lr: 1.613e-05, eta: 0:12:53, time: 0.673, data_time: 0.484, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.8144 +2022-03-10 23:01:41,298 - davarocr - INFO - Epoch [43][10/541] lr: 1.613e-05, eta: 0:12:52, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1576 +2022-03-10 23:01:42,175 - davarocr - INFO - Epoch [43][15/541] lr: 1.613e-05, eta: 0:12:51, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1601 +2022-03-10 23:01:43,055 - davarocr - INFO - Epoch [43][20/541] lr: 1.613e-05, eta: 0:12:50, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1720 +2022-03-10 23:01:43,938 - davarocr - INFO - Epoch [43][25/541] lr: 1.613e-05, eta: 0:12:50, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0109, loss: 0.0109, grad_norm: 2.2196 +2022-03-10 23:01:44,810 - davarocr - INFO - Epoch [43][30/541] lr: 1.613e-05, eta: 0:12:49, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8750 +2022-03-10 23:01:45,681 - davarocr - INFO - Epoch [43][35/541] lr: 1.613e-05, eta: 0:12:48, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8766 +2022-03-10 23:01:46,556 - davarocr - INFO - Epoch [43][40/541] lr: 1.613e-05, eta: 0:12:47, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8735 +2022-03-10 23:01:47,429 - davarocr - INFO - Epoch [43][45/541] lr: 1.613e-05, eta: 0:12:46, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0069, loss: 0.0069, grad_norm: 2.3238 +2022-03-10 23:01:48,303 - davarocr - INFO - Epoch [43][50/541] lr: 1.613e-05, eta: 0:12:45, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7019 +2022-03-10 23:01:49,177 - davarocr - INFO - Epoch [43][55/541] lr: 1.613e-05, eta: 0:12:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6982 +2022-03-10 23:01:50,051 - davarocr - INFO - Epoch [43][60/541] lr: 1.613e-05, eta: 0:12:43, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.1549 +2022-03-10 23:01:50,927 - davarocr - INFO - Epoch [43][65/541] lr: 1.613e-05, eta: 0:12:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8528 +2022-03-10 23:01:51,811 - davarocr - INFO - Epoch [43][70/541] lr: 1.613e-05, eta: 0:12:41, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7451 +2022-03-10 23:01:52,670 - davarocr - INFO - Epoch [43][75/541] lr: 1.613e-05, eta: 0:12:41, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6961 +2022-03-10 23:01:53,541 - davarocr - INFO - Epoch [43][80/541] lr: 1.613e-05, eta: 0:12:40, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.7009 +2022-03-10 23:01:54,409 - davarocr - INFO - Epoch [43][85/541] lr: 1.613e-05, eta: 0:12:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.6968 +2022-03-10 23:01:55,270 - davarocr - INFO - Epoch [43][90/541] lr: 1.613e-05, eta: 0:12:38, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6979 +2022-03-10 23:01:56,147 - davarocr - INFO - Epoch [43][95/541] lr: 1.613e-05, eta: 0:12:37, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6955 +2022-03-10 23:01:57,026 - davarocr - INFO - Epoch [43][100/541] lr: 1.613e-05, eta: 0:12:36, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.7385 +2022-03-10 23:01:57,902 - davarocr - INFO - Epoch [43][105/541] lr: 1.613e-05, eta: 0:12:35, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.7229 +2022-03-10 23:01:58,775 - davarocr - INFO - Epoch [43][110/541] lr: 1.613e-05, eta: 0:12:34, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.3110 +2022-03-10 23:01:59,653 - davarocr - INFO - Epoch [43][115/541] lr: 1.613e-05, eta: 0:12:33, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.0758 +2022-03-10 23:02:00,525 - davarocr - INFO - Epoch [43][120/541] lr: 1.613e-05, eta: 0:12:32, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7518 +2022-03-10 23:02:01,408 - davarocr - INFO - Epoch [43][125/541] lr: 1.613e-05, eta: 0:12:32, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8000 +2022-03-10 23:02:02,273 - davarocr - INFO - Epoch [43][130/541] lr: 1.613e-05, eta: 0:12:31, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8514 +2022-03-10 23:02:03,146 - davarocr - INFO - Epoch [43][135/541] lr: 1.613e-05, eta: 0:12:30, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7567 +2022-03-10 23:02:04,012 - davarocr - INFO - Epoch [43][140/541] lr: 1.613e-05, eta: 0:12:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7567 +2022-03-10 23:02:04,876 - davarocr - INFO - Epoch [43][145/541] lr: 1.613e-05, eta: 0:12:28, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7560 +2022-03-10 23:02:05,746 - davarocr - INFO - Epoch [43][150/541] lr: 1.613e-05, eta: 0:12:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.7842 +2022-03-10 23:02:06,606 - davarocr - INFO - Epoch [43][155/541] lr: 1.613e-05, eta: 0:12:26, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7511 +2022-03-10 23:02:07,475 - davarocr - INFO - Epoch [43][160/541] lr: 1.613e-05, eta: 0:12:25, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7566 +2022-03-10 23:02:08,347 - davarocr - INFO - Epoch [43][165/541] lr: 1.613e-05, eta: 0:12:24, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7580 +2022-03-10 23:02:09,206 - davarocr - INFO - Epoch [43][170/541] lr: 1.613e-05, eta: 0:12:23, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7478 +2022-03-10 23:02:10,088 - davarocr - INFO - Epoch [43][175/541] lr: 1.613e-05, eta: 0:12:23, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7475 +2022-03-10 23:02:10,979 - davarocr - INFO - Epoch [43][180/541] lr: 1.613e-05, eta: 0:12:22, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7471 +2022-03-10 23:02:11,861 - davarocr - INFO - Epoch [43][185/541] lr: 1.613e-05, eta: 0:12:21, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2063 +2022-03-10 23:02:12,739 - davarocr - INFO - Epoch [43][190/541] lr: 1.613e-05, eta: 0:12:20, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7887 +2022-03-10 23:02:13,609 - davarocr - INFO - Epoch [43][195/541] lr: 1.613e-05, eta: 0:12:19, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7886 +2022-03-10 23:02:14,498 - davarocr - INFO - Epoch [43][200/541] lr: 1.613e-05, eta: 0:12:18, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8126 +2022-03-10 23:02:15,380 - davarocr - INFO - Epoch [43][205/541] lr: 1.613e-05, eta: 0:12:17, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7858 +2022-03-10 23:02:16,260 - davarocr - INFO - Epoch [43][210/541] lr: 1.613e-05, eta: 0:12:16, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8349 +2022-03-10 23:02:17,150 - davarocr - INFO - Epoch [43][215/541] lr: 1.613e-05, eta: 0:12:15, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7810 +2022-03-10 23:02:18,048 - davarocr - INFO - Epoch [43][220/541] lr: 1.613e-05, eta: 0:12:15, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7785 +2022-03-10 23:02:18,937 - davarocr - INFO - Epoch [43][225/541] lr: 1.613e-05, eta: 0:12:14, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7979 +2022-03-10 23:02:19,828 - davarocr - INFO - Epoch [43][230/541] lr: 1.613e-05, eta: 0:12:13, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.7783 +2022-03-10 23:02:20,714 - davarocr - INFO - Epoch [43][235/541] lr: 1.613e-05, eta: 0:12:12, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7775 +2022-03-10 23:02:21,597 - davarocr - INFO - Epoch [43][240/541] lr: 1.613e-05, eta: 0:12:11, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7790 +2022-03-10 23:02:22,485 - davarocr - INFO - Epoch [43][245/541] lr: 1.613e-05, eta: 0:12:10, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7778 +2022-03-10 23:02:23,352 - davarocr - INFO - Epoch [43][250/541] lr: 1.613e-05, eta: 0:12:09, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8012 +2022-03-10 23:02:24,236 - davarocr - INFO - Epoch [43][255/541] lr: 1.613e-05, eta: 0:12:08, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0116, loss: 0.0116, grad_norm: 0.9445 +2022-03-10 23:02:25,114 - davarocr - INFO - Epoch [43][260/541] lr: 1.613e-05, eta: 0:12:07, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7967 +2022-03-10 23:02:25,983 - davarocr - INFO - Epoch [43][265/541] lr: 1.613e-05, eta: 0:12:06, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8838 +2022-03-10 23:02:26,867 - davarocr - INFO - Epoch [43][270/541] lr: 1.613e-05, eta: 0:12:06, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7957 +2022-03-10 23:02:27,762 - davarocr - INFO - Epoch [43][275/541] lr: 1.613e-05, eta: 0:12:05, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0136, loss: 0.0136, grad_norm: 1.4678 +2022-03-10 23:02:28,649 - davarocr - INFO - Epoch [43][280/541] lr: 1.613e-05, eta: 0:12:04, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9289 +2022-03-10 23:02:29,531 - davarocr - INFO - Epoch [43][285/541] lr: 1.613e-05, eta: 0:12:03, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8591 +2022-03-10 23:02:30,411 - davarocr - INFO - Epoch [43][290/541] lr: 1.613e-05, eta: 0:12:02, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 1.7519 +2022-03-10 23:02:31,275 - davarocr - INFO - Epoch [43][295/541] lr: 1.613e-05, eta: 0:12:01, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8883 +2022-03-10 23:02:32,171 - davarocr - INFO - Epoch [43][300/541] lr: 1.613e-05, eta: 0:12:00, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0043, loss: 0.0043, grad_norm: 1.0333 +2022-03-10 23:02:33,062 - davarocr - INFO - Epoch [43][305/541] lr: 1.613e-05, eta: 0:11:59, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8938 +2022-03-10 23:02:33,958 - davarocr - INFO - Epoch [43][310/541] lr: 1.613e-05, eta: 0:11:58, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 0.9901 +2022-03-10 23:02:34,852 - davarocr - INFO - Epoch [43][315/541] lr: 1.613e-05, eta: 0:11:57, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8967 +2022-03-10 23:02:35,744 - davarocr - INFO - Epoch [43][320/541] lr: 1.613e-05, eta: 0:11:57, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8915 +2022-03-10 23:02:36,636 - davarocr - INFO - Epoch [43][325/541] lr: 1.613e-05, eta: 0:11:56, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8897 +2022-03-10 23:02:37,508 - davarocr - INFO - Epoch [43][330/541] lr: 1.613e-05, eta: 0:11:55, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8939 +2022-03-10 23:02:38,380 - davarocr - INFO - Epoch [43][335/541] lr: 1.613e-05, eta: 0:11:54, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8885 +2022-03-10 23:02:39,274 - davarocr - INFO - Epoch [43][340/541] lr: 1.613e-05, eta: 0:11:53, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8881 +2022-03-10 23:02:40,164 - davarocr - INFO - Epoch [43][345/541] lr: 1.613e-05, eta: 0:11:52, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0116 +2022-03-10 23:02:41,054 - davarocr - INFO - Epoch [43][350/541] lr: 1.613e-05, eta: 0:11:51, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8937 +2022-03-10 23:02:41,945 - davarocr - INFO - Epoch [43][355/541] lr: 1.613e-05, eta: 0:11:50, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8977 +2022-03-10 23:02:42,826 - davarocr - INFO - Epoch [43][360/541] lr: 1.613e-05, eta: 0:11:49, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8953 +2022-03-10 23:02:43,717 - davarocr - INFO - Epoch [43][365/541] lr: 1.613e-05, eta: 0:11:49, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8952 +2022-03-10 23:02:44,607 - davarocr - INFO - Epoch [43][370/541] lr: 1.613e-05, eta: 0:11:48, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9379 +2022-03-10 23:02:45,498 - davarocr - INFO - Epoch [43][375/541] lr: 1.613e-05, eta: 0:11:47, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9034 +2022-03-10 23:02:46,390 - davarocr - INFO - Epoch [43][380/541] lr: 1.613e-05, eta: 0:11:46, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9152 +2022-03-10 23:02:47,272 - davarocr - INFO - Epoch [43][385/541] lr: 1.613e-05, eta: 0:11:45, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8979 +2022-03-10 23:02:48,167 - davarocr - INFO - Epoch [43][390/541] lr: 1.613e-05, eta: 0:11:44, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9404 +2022-03-10 23:02:49,102 - davarocr - INFO - Epoch [43][395/541] lr: 1.613e-05, eta: 0:11:43, time: 0.187, data_time: 0.010, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9089 +2022-03-10 23:02:49,975 - davarocr - INFO - Epoch [43][400/541] lr: 1.613e-05, eta: 0:11:42, time: 0.175, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8974 +2022-03-10 23:02:50,869 - davarocr - INFO - Epoch [43][405/541] lr: 1.613e-05, eta: 0:11:41, time: 0.180, data_time: 0.011, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9317 +2022-03-10 23:02:51,789 - davarocr - INFO - Epoch [43][410/541] lr: 1.613e-05, eta: 0:11:40, time: 0.183, data_time: 0.013, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8984 +2022-03-10 23:02:52,682 - davarocr - INFO - Epoch [43][415/541] lr: 1.613e-05, eta: 0:11:40, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8978 +2022-03-10 23:02:53,570 - davarocr - INFO - Epoch [43][420/541] lr: 1.613e-05, eta: 0:11:39, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8998 +2022-03-10 23:02:54,454 - davarocr - INFO - Epoch [43][425/541] lr: 1.613e-05, eta: 0:11:38, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8973 +2022-03-10 23:02:55,356 - davarocr - INFO - Epoch [43][430/541] lr: 1.613e-05, eta: 0:11:37, time: 0.180, data_time: 0.010, memory: 5185, loss_cls: 0.0035, loss: 0.0035, grad_norm: 0.9140 +2022-03-10 23:02:56,236 - davarocr - INFO - Epoch [43][435/541] lr: 1.613e-05, eta: 0:11:36, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.8988 +2022-03-10 23:02:57,124 - davarocr - INFO - Epoch [43][440/541] lr: 1.613e-05, eta: 0:11:35, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8972 +2022-03-10 23:02:58,014 - davarocr - INFO - Epoch [43][445/541] lr: 1.613e-05, eta: 0:11:34, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8972 +2022-03-10 23:02:58,918 - davarocr - INFO - Epoch [43][450/541] lr: 1.613e-05, eta: 0:11:33, time: 0.181, data_time: 0.010, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9211 +2022-03-10 23:02:59,804 - davarocr - INFO - Epoch [43][455/541] lr: 1.613e-05, eta: 0:11:32, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8959 +2022-03-10 23:03:00,688 - davarocr - INFO - Epoch [43][460/541] lr: 1.613e-05, eta: 0:11:32, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8955 +2022-03-10 23:03:01,583 - davarocr - INFO - Epoch [43][465/541] lr: 1.613e-05, eta: 0:11:31, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8959 +2022-03-10 23:03:02,475 - davarocr - INFO - Epoch [43][470/541] lr: 1.613e-05, eta: 0:11:30, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0234, loss: 0.0234, grad_norm: 2.5951 +2022-03-10 23:03:03,357 - davarocr - INFO - Epoch [43][475/541] lr: 1.613e-05, eta: 0:11:29, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.7152 +2022-03-10 23:03:04,244 - davarocr - INFO - Epoch [43][480/541] lr: 1.613e-05, eta: 0:11:28, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.7001 +2022-03-10 23:03:05,136 - davarocr - INFO - Epoch [43][485/541] lr: 1.613e-05, eta: 0:11:27, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.0360 +2022-03-10 23:03:06,023 - davarocr - INFO - Epoch [43][490/541] lr: 1.613e-05, eta: 0:11:26, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.8075 +2022-03-10 23:03:06,918 - davarocr - INFO - Epoch [43][495/541] lr: 1.613e-05, eta: 0:11:25, time: 0.179, data_time: 0.011, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6591 +2022-03-10 23:03:07,809 - davarocr - INFO - Epoch [43][500/541] lr: 1.613e-05, eta: 0:11:24, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6589 +2022-03-10 23:03:08,699 - davarocr - INFO - Epoch [43][505/541] lr: 1.613e-05, eta: 0:11:23, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.6612 +2022-03-10 23:03:09,589 - davarocr - INFO - Epoch [43][510/541] lr: 1.613e-05, eta: 0:11:23, time: 0.178, data_time: 0.011, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6591 +2022-03-10 23:03:10,485 - davarocr - INFO - Epoch [43][515/541] lr: 1.613e-05, eta: 0:11:22, time: 0.180, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6588 +2022-03-10 23:03:11,369 - davarocr - INFO - Epoch [43][520/541] lr: 1.613e-05, eta: 0:11:21, time: 0.176, data_time: 0.011, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6594 +2022-03-10 23:03:12,254 - davarocr - INFO - Epoch [43][525/541] lr: 1.613e-05, eta: 0:11:20, time: 0.177, data_time: 0.011, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6605 +2022-03-10 23:03:13,141 - davarocr - INFO - Epoch [43][530/541] lr: 1.613e-05, eta: 0:11:19, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0077, loss: 0.0077, grad_norm: 1.5865 +2022-03-10 23:03:14,026 - davarocr - INFO - Epoch [43][535/541] lr: 1.613e-05, eta: 0:11:18, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.6743 +2022-03-10 23:03:14,915 - davarocr - INFO - Epoch [43][540/541] lr: 1.613e-05, eta: 0:11:17, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.1345 +2022-03-10 23:03:29,233 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:03:29,234 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:03:29,234 - davarocr - INFO - Epoch(val) [43][541] LOC: {'precision': 0.9474009900990099, 'recall': 0.9178657074340527, 'f1-score': 0.9323995127892815}, PER: {'precision': 0.9722042663219134, 'recall': 0.930117501546073, 'f1-score': 0.9506953223767384}, MISC: {'precision': 0.8603268945022289, 'recall': 0.8247863247863247, 'f1-score': 0.8421818181818183}, ORG: {'precision': 0.8759420289855072, 'recall': 0.909692956050572, 'f1-score': 0.8924985233313644}, all: {'precision': 0.9215968351016004, 'recall': 0.9074008498583569, 'f1-score': 0.9144437505575875}, hmean: 0.9144 +2022-03-10 23:03:32,541 - davarocr - INFO - Epoch [44][5/541] lr: 1.587e-05, eta: 0:11:16, time: 0.657, data_time: 0.484, memory: 5185, loss_cls: 0.0118, loss: 0.0118, grad_norm: 1.7943 +2022-03-10 23:03:33,409 - davarocr - INFO - Epoch [44][10/541] lr: 1.587e-05, eta: 0:11:16, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.4918 +2022-03-10 23:03:34,272 - davarocr - INFO - Epoch [44][15/541] lr: 1.587e-05, eta: 0:11:15, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2119 +2022-03-10 23:03:35,143 - davarocr - INFO - Epoch [44][20/541] lr: 1.587e-05, eta: 0:11:14, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 1.3214 +2022-03-10 23:03:36,012 - davarocr - INFO - Epoch [44][25/541] lr: 1.587e-05, eta: 0:11:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2043 +2022-03-10 23:03:36,881 - davarocr - INFO - Epoch [44][30/541] lr: 1.587e-05, eta: 0:11:12, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0068, loss: 0.0068, grad_norm: 1.8521 +2022-03-10 23:03:37,756 - davarocr - INFO - Epoch [44][35/541] lr: 1.587e-05, eta: 0:11:11, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.2601 +2022-03-10 23:03:38,635 - davarocr - INFO - Epoch [44][40/541] lr: 1.587e-05, eta: 0:11:10, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 1.3334 +2022-03-10 23:03:39,516 - davarocr - INFO - Epoch [44][45/541] lr: 1.587e-05, eta: 0:11:09, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0691 +2022-03-10 23:03:40,392 - davarocr - INFO - Epoch [44][50/541] lr: 1.587e-05, eta: 0:11:08, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1913 +2022-03-10 23:03:41,262 - davarocr - INFO - Epoch [44][55/541] lr: 1.587e-05, eta: 0:11:08, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.0748 +2022-03-10 23:03:42,137 - davarocr - INFO - Epoch [44][60/541] lr: 1.587e-05, eta: 0:11:07, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0732 +2022-03-10 23:03:43,003 - davarocr - INFO - Epoch [44][65/541] lr: 1.587e-05, eta: 0:11:06, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1387 +2022-03-10 23:03:43,873 - davarocr - INFO - Epoch [44][70/541] lr: 1.587e-05, eta: 0:11:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0747 +2022-03-10 23:03:44,747 - davarocr - INFO - Epoch [44][75/541] lr: 1.587e-05, eta: 0:11:04, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0737 +2022-03-10 23:03:45,605 - davarocr - INFO - Epoch [44][80/541] lr: 1.587e-05, eta: 0:11:03, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0716 +2022-03-10 23:03:46,474 - davarocr - INFO - Epoch [44][85/541] lr: 1.587e-05, eta: 0:11:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0716 +2022-03-10 23:03:47,333 - davarocr - INFO - Epoch [44][90/541] lr: 1.587e-05, eta: 0:11:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3338 +2022-03-10 23:03:48,195 - davarocr - INFO - Epoch [44][95/541] lr: 1.587e-05, eta: 0:11:00, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2143 +2022-03-10 23:03:49,053 - davarocr - INFO - Epoch [44][100/541] lr: 1.587e-05, eta: 0:10:59, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1259 +2022-03-10 23:03:49,928 - davarocr - INFO - Epoch [44][105/541] lr: 1.587e-05, eta: 0:10:59, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0885 +2022-03-10 23:03:50,796 - davarocr - INFO - Epoch [44][110/541] lr: 1.587e-05, eta: 0:10:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0883 +2022-03-10 23:03:51,675 - davarocr - INFO - Epoch [44][115/541] lr: 1.587e-05, eta: 0:10:57, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0889 +2022-03-10 23:03:52,549 - davarocr - INFO - Epoch [44][120/541] lr: 1.587e-05, eta: 0:10:56, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0876 +2022-03-10 23:03:53,416 - davarocr - INFO - Epoch [44][125/541] lr: 1.587e-05, eta: 0:10:55, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0876 +2022-03-10 23:03:54,298 - davarocr - INFO - Epoch [44][130/541] lr: 1.587e-05, eta: 0:10:54, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1278 +2022-03-10 23:03:55,159 - davarocr - INFO - Epoch [44][135/541] lr: 1.587e-05, eta: 0:10:53, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.0905 +2022-03-10 23:03:56,020 - davarocr - INFO - Epoch [44][140/541] lr: 1.587e-05, eta: 0:10:52, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0884 +2022-03-10 23:03:56,890 - davarocr - INFO - Epoch [44][145/541] lr: 1.587e-05, eta: 0:10:51, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0882 +2022-03-10 23:03:57,766 - davarocr - INFO - Epoch [44][150/541] lr: 1.587e-05, eta: 0:10:50, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0879 +2022-03-10 23:03:58,640 - davarocr - INFO - Epoch [44][155/541] lr: 1.587e-05, eta: 0:10:50, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1539 +2022-03-10 23:03:59,515 - davarocr - INFO - Epoch [44][160/541] lr: 1.587e-05, eta: 0:10:49, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0920 +2022-03-10 23:04:00,404 - davarocr - INFO - Epoch [44][165/541] lr: 1.587e-05, eta: 0:10:48, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0914 +2022-03-10 23:04:01,314 - davarocr - INFO - Epoch [44][170/541] lr: 1.587e-05, eta: 0:10:47, time: 0.183, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0971 +2022-03-10 23:04:02,218 - davarocr - INFO - Epoch [44][175/541] lr: 1.587e-05, eta: 0:10:46, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.3011 +2022-03-10 23:04:03,108 - davarocr - INFO - Epoch [44][180/541] lr: 1.587e-05, eta: 0:10:45, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1153 +2022-03-10 23:04:04,006 - davarocr - INFO - Epoch [44][185/541] lr: 1.587e-05, eta: 0:10:44, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1147 +2022-03-10 23:04:04,904 - davarocr - INFO - Epoch [44][190/541] lr: 1.587e-05, eta: 0:10:43, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1807 +2022-03-10 23:04:05,794 - davarocr - INFO - Epoch [44][195/541] lr: 1.587e-05, eta: 0:10:42, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1225 +2022-03-10 23:04:06,685 - davarocr - INFO - Epoch [44][200/541] lr: 1.587e-05, eta: 0:10:41, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1306 +2022-03-10 23:04:07,574 - davarocr - INFO - Epoch [44][205/541] lr: 1.587e-05, eta: 0:10:41, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1006 +2022-03-10 23:04:08,466 - davarocr - INFO - Epoch [44][210/541] lr: 1.587e-05, eta: 0:10:40, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1003 +2022-03-10 23:04:09,374 - davarocr - INFO - Epoch [44][215/541] lr: 1.587e-05, eta: 0:10:39, time: 0.182, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1003 +2022-03-10 23:04:10,273 - davarocr - INFO - Epoch [44][220/541] lr: 1.587e-05, eta: 0:10:38, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1016 +2022-03-10 23:04:11,175 - davarocr - INFO - Epoch [44][225/541] lr: 1.587e-05, eta: 0:10:37, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2748 +2022-03-10 23:04:12,068 - davarocr - INFO - Epoch [44][230/541] lr: 1.587e-05, eta: 0:10:36, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1053 +2022-03-10 23:04:12,962 - davarocr - INFO - Epoch [44][235/541] lr: 1.587e-05, eta: 0:10:35, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1053 +2022-03-10 23:04:13,855 - davarocr - INFO - Epoch [44][240/541] lr: 1.587e-05, eta: 0:10:34, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1053 +2022-03-10 23:04:14,753 - davarocr - INFO - Epoch [44][245/541] lr: 1.587e-05, eta: 0:10:33, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1053 +2022-03-10 23:04:15,644 - davarocr - INFO - Epoch [44][250/541] lr: 1.587e-05, eta: 0:10:33, time: 0.178, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1053 +2022-03-10 23:04:16,527 - davarocr - INFO - Epoch [44][255/541] lr: 1.587e-05, eta: 0:10:32, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1062 +2022-03-10 23:04:17,427 - davarocr - INFO - Epoch [44][260/541] lr: 1.587e-05, eta: 0:10:31, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1338 +2022-03-10 23:04:18,316 - davarocr - INFO - Epoch [44][265/541] lr: 1.587e-05, eta: 0:10:30, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1046 +2022-03-10 23:04:19,207 - davarocr - INFO - Epoch [44][270/541] lr: 1.587e-05, eta: 0:10:29, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1039 +2022-03-10 23:04:20,096 - davarocr - INFO - Epoch [44][275/541] lr: 1.587e-05, eta: 0:10:28, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1039 +2022-03-10 23:04:20,989 - davarocr - INFO - Epoch [44][280/541] lr: 1.587e-05, eta: 0:10:27, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1042 +2022-03-10 23:04:21,878 - davarocr - INFO - Epoch [44][285/541] lr: 1.587e-05, eta: 0:10:26, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1041 +2022-03-10 23:04:22,770 - davarocr - INFO - Epoch [44][290/541] lr: 1.587e-05, eta: 0:10:25, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1041 +2022-03-10 23:04:23,680 - davarocr - INFO - Epoch [44][295/541] lr: 1.587e-05, eta: 0:10:24, time: 0.183, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1041 +2022-03-10 23:04:24,579 - davarocr - INFO - Epoch [44][300/541] lr: 1.587e-05, eta: 0:10:24, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.9721 +2022-03-10 23:04:25,471 - davarocr - INFO - Epoch [44][305/541] lr: 1.587e-05, eta: 0:10:23, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1991 +2022-03-10 23:04:26,361 - davarocr - INFO - Epoch [44][310/541] lr: 1.587e-05, eta: 0:10:22, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1992 +2022-03-10 23:04:27,252 - davarocr - INFO - Epoch [44][315/541] lr: 1.587e-05, eta: 0:10:21, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0067, loss: 0.0067, grad_norm: 1.8373 +2022-03-10 23:04:28,151 - davarocr - INFO - Epoch [44][320/541] lr: 1.587e-05, eta: 0:10:20, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2107 +2022-03-10 23:04:29,045 - davarocr - INFO - Epoch [44][325/541] lr: 1.587e-05, eta: 0:10:19, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2108 +2022-03-10 23:04:29,940 - davarocr - INFO - Epoch [44][330/541] lr: 1.587e-05, eta: 0:10:18, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2155 +2022-03-10 23:04:30,838 - davarocr - INFO - Epoch [44][335/541] lr: 1.587e-05, eta: 0:10:17, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2132 +2022-03-10 23:04:31,703 - davarocr - INFO - Epoch [44][340/541] lr: 1.587e-05, eta: 0:10:16, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2130 +2022-03-10 23:04:32,562 - davarocr - INFO - Epoch [44][345/541] lr: 1.587e-05, eta: 0:10:16, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.5045 +2022-03-10 23:04:33,422 - davarocr - INFO - Epoch [44][350/541] lr: 1.587e-05, eta: 0:10:15, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2286 +2022-03-10 23:04:34,286 - davarocr - INFO - Epoch [44][355/541] lr: 1.587e-05, eta: 0:10:14, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.3712 +2022-03-10 23:04:35,156 - davarocr - INFO - Epoch [44][360/541] lr: 1.587e-05, eta: 0:10:13, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.2385 +2022-03-10 23:04:36,020 - davarocr - INFO - Epoch [44][365/541] lr: 1.587e-05, eta: 0:10:12, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2285 +2022-03-10 23:04:36,881 - davarocr - INFO - Epoch [44][370/541] lr: 1.587e-05, eta: 0:10:11, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2286 +2022-03-10 23:04:37,748 - davarocr - INFO - Epoch [44][375/541] lr: 1.587e-05, eta: 0:10:10, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2284 +2022-03-10 23:04:38,608 - davarocr - INFO - Epoch [44][380/541] lr: 1.587e-05, eta: 0:10:09, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2287 +2022-03-10 23:04:39,468 - davarocr - INFO - Epoch [44][385/541] lr: 1.587e-05, eta: 0:10:08, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2462 +2022-03-10 23:04:40,338 - davarocr - INFO - Epoch [44][390/541] lr: 1.587e-05, eta: 0:10:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3858 +2022-03-10 23:04:41,201 - davarocr - INFO - Epoch [44][395/541] lr: 1.587e-05, eta: 0:10:07, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2367 +2022-03-10 23:04:42,079 - davarocr - INFO - Epoch [44][400/541] lr: 1.587e-05, eta: 0:10:06, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2351 +2022-03-10 23:04:42,960 - davarocr - INFO - Epoch [44][405/541] lr: 1.587e-05, eta: 0:10:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2351 +2022-03-10 23:04:43,831 - davarocr - INFO - Epoch [44][410/541] lr: 1.587e-05, eta: 0:10:04, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2352 +2022-03-10 23:04:44,690 - davarocr - INFO - Epoch [44][415/541] lr: 1.587e-05, eta: 0:10:03, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2353 +2022-03-10 23:04:45,549 - davarocr - INFO - Epoch [44][420/541] lr: 1.587e-05, eta: 0:10:02, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2349 +2022-03-10 23:04:46,421 - davarocr - INFO - Epoch [44][425/541] lr: 1.587e-05, eta: 0:10:01, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2446 +2022-03-10 23:04:47,299 - davarocr - INFO - Epoch [44][430/541] lr: 1.587e-05, eta: 0:10:00, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2358 +2022-03-10 23:04:48,169 - davarocr - INFO - Epoch [44][435/541] lr: 1.587e-05, eta: 0:09:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2412 +2022-03-10 23:04:49,040 - davarocr - INFO - Epoch [44][440/541] lr: 1.587e-05, eta: 0:09:58, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2711 +2022-03-10 23:04:49,912 - davarocr - INFO - Epoch [44][445/541] lr: 1.587e-05, eta: 0:09:58, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.2394 +2022-03-10 23:04:50,781 - davarocr - INFO - Epoch [44][450/541] lr: 1.587e-05, eta: 0:09:57, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2748 +2022-03-10 23:04:51,653 - davarocr - INFO - Epoch [44][455/541] lr: 1.587e-05, eta: 0:09:56, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2317 +2022-03-10 23:04:52,520 - davarocr - INFO - Epoch [44][460/541] lr: 1.587e-05, eta: 0:09:55, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2311 +2022-03-10 23:04:53,384 - davarocr - INFO - Epoch [44][465/541] lr: 1.587e-05, eta: 0:09:54, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2628 +2022-03-10 23:04:54,248 - davarocr - INFO - Epoch [44][470/541] lr: 1.587e-05, eta: 0:09:53, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2401 +2022-03-10 23:04:55,131 - davarocr - INFO - Epoch [44][475/541] lr: 1.587e-05, eta: 0:09:52, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2336 +2022-03-10 23:04:56,018 - davarocr - INFO - Epoch [44][480/541] lr: 1.587e-05, eta: 0:09:51, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.2402 +2022-03-10 23:04:56,909 - davarocr - INFO - Epoch [44][485/541] lr: 1.587e-05, eta: 0:09:50, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.2945 +2022-03-10 23:04:57,793 - davarocr - INFO - Epoch [44][490/541] lr: 1.587e-05, eta: 0:09:49, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2546 +2022-03-10 23:04:58,683 - davarocr - INFO - Epoch [44][495/541] lr: 1.587e-05, eta: 0:09:49, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 2.6592 +2022-03-10 23:04:59,577 - davarocr - INFO - Epoch [44][500/541] lr: 1.587e-05, eta: 0:09:48, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.7690 +2022-03-10 23:05:00,465 - davarocr - INFO - Epoch [44][505/541] lr: 1.587e-05, eta: 0:09:47, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1264 +2022-03-10 23:05:01,368 - davarocr - INFO - Epoch [44][510/541] lr: 1.587e-05, eta: 0:09:46, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9319 +2022-03-10 23:05:02,274 - davarocr - INFO - Epoch [44][515/541] lr: 1.587e-05, eta: 0:09:45, time: 0.181, data_time: 0.008, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.7234 +2022-03-10 23:05:03,173 - davarocr - INFO - Epoch [44][520/541] lr: 1.587e-05, eta: 0:09:44, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 2.0462 +2022-03-10 23:05:04,078 - davarocr - INFO - Epoch [44][525/541] lr: 1.587e-05, eta: 0:09:43, time: 0.182, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8366 +2022-03-10 23:05:04,977 - davarocr - INFO - Epoch [44][530/541] lr: 1.587e-05, eta: 0:09:42, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 0.9567 +2022-03-10 23:05:05,884 - davarocr - INFO - Epoch [44][535/541] lr: 1.587e-05, eta: 0:09:41, time: 0.182, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8413 +2022-03-10 23:05:06,766 - davarocr - INFO - Epoch [44][540/541] lr: 1.587e-05, eta: 0:09:41, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.0058 +2022-03-10 23:05:21,224 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:05:21,225 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:05:21,225 - davarocr - INFO - Epoch(val) [44][541] LOC: {'precision': 0.9398176291793313, 'recall': 0.9268585131894485, 'f1-score': 0.9332930878357982}, PER: {'precision': 0.9345345345345345, 'recall': 0.9622758194186766, 'f1-score': 0.9482023156611822}, MISC: {'precision': 0.8513119533527697, 'recall': 0.8319088319088319, 'f1-score': 0.8414985590778098}, ORG: {'precision': 0.8979963570127505, 'recall': 0.8904274533413606, 'f1-score': 0.8941958887545344}, all: {'precision': 0.9152932837143364, 'recall': 0.9144830028328612, 'f1-score': 0.9148879638650252}, hmean: 0.9149 +2022-03-10 23:05:24,577 - davarocr - INFO - Epoch [45][5/541] lr: 1.563e-05, eta: 0:09:40, time: 0.669, data_time: 0.496, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.9147 +2022-03-10 23:05:25,451 - davarocr - INFO - Epoch [45][10/541] lr: 1.563e-05, eta: 0:09:39, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0030, loss: 0.0030, grad_norm: 0.9126 +2022-03-10 23:05:26,335 - davarocr - INFO - Epoch [45][15/541] lr: 1.563e-05, eta: 0:09:38, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9089 +2022-03-10 23:05:27,212 - davarocr - INFO - Epoch [45][20/541] lr: 1.563e-05, eta: 0:09:37, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.6825 +2022-03-10 23:05:28,083 - davarocr - INFO - Epoch [45][25/541] lr: 1.563e-05, eta: 0:09:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0053, loss: 0.0053, grad_norm: 1.2730 +2022-03-10 23:05:28,962 - davarocr - INFO - Epoch [45][30/541] lr: 1.563e-05, eta: 0:09:35, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0546 +2022-03-10 23:05:29,841 - davarocr - INFO - Epoch [45][35/541] lr: 1.563e-05, eta: 0:09:34, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0041, loss: 0.0041, grad_norm: 3.3951 +2022-03-10 23:05:30,712 - davarocr - INFO - Epoch [45][40/541] lr: 1.563e-05, eta: 0:09:33, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 0.7173 +2022-03-10 23:05:31,582 - davarocr - INFO - Epoch [45][45/541] lr: 1.563e-05, eta: 0:09:33, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6262 +2022-03-10 23:05:32,454 - davarocr - INFO - Epoch [45][50/541] lr: 1.563e-05, eta: 0:09:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.0300 +2022-03-10 23:05:33,333 - davarocr - INFO - Epoch [45][55/541] lr: 1.563e-05, eta: 0:09:31, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.9584 +2022-03-10 23:05:34,199 - davarocr - INFO - Epoch [45][60/541] lr: 1.563e-05, eta: 0:09:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6614 +2022-03-10 23:05:35,064 - davarocr - INFO - Epoch [45][65/541] lr: 1.563e-05, eta: 0:09:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6618 +2022-03-10 23:05:35,934 - davarocr - INFO - Epoch [45][70/541] lr: 1.563e-05, eta: 0:09:28, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0093, loss: 0.0093, grad_norm: 1.5900 +2022-03-10 23:05:36,804 - davarocr - INFO - Epoch [45][75/541] lr: 1.563e-05, eta: 0:09:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0048, loss: 0.0048, grad_norm: 1.7746 +2022-03-10 23:05:37,672 - davarocr - INFO - Epoch [45][80/541] lr: 1.563e-05, eta: 0:09:26, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7550 +2022-03-10 23:05:38,540 - davarocr - INFO - Epoch [45][85/541] lr: 1.563e-05, eta: 0:09:25, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7355 +2022-03-10 23:05:39,416 - davarocr - INFO - Epoch [45][90/541] lr: 1.563e-05, eta: 0:09:24, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7351 +2022-03-10 23:05:40,293 - davarocr - INFO - Epoch [45][95/541] lr: 1.563e-05, eta: 0:09:24, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7353 +2022-03-10 23:05:41,170 - davarocr - INFO - Epoch [45][100/541] lr: 1.563e-05, eta: 0:09:23, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8520 +2022-03-10 23:05:42,041 - davarocr - INFO - Epoch [45][105/541] lr: 1.563e-05, eta: 0:09:22, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7375 +2022-03-10 23:05:42,910 - davarocr - INFO - Epoch [45][110/541] lr: 1.563e-05, eta: 0:09:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0051, loss: 0.0051, grad_norm: 0.7479 +2022-03-10 23:05:43,774 - davarocr - INFO - Epoch [45][115/541] lr: 1.563e-05, eta: 0:09:20, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7371 +2022-03-10 23:05:44,633 - davarocr - INFO - Epoch [45][120/541] lr: 1.563e-05, eta: 0:09:19, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7372 +2022-03-10 23:05:45,515 - davarocr - INFO - Epoch [45][125/541] lr: 1.563e-05, eta: 0:09:18, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 0.9596 +2022-03-10 23:05:46,381 - davarocr - INFO - Epoch [45][130/541] lr: 1.563e-05, eta: 0:09:17, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7712 +2022-03-10 23:05:47,249 - davarocr - INFO - Epoch [45][135/541] lr: 1.563e-05, eta: 0:09:16, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7718 +2022-03-10 23:05:48,111 - davarocr - INFO - Epoch [45][140/541] lr: 1.563e-05, eta: 0:09:16, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7999 +2022-03-10 23:05:48,981 - davarocr - INFO - Epoch [45][145/541] lr: 1.563e-05, eta: 0:09:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.7770 +2022-03-10 23:05:49,848 - davarocr - INFO - Epoch [45][150/541] lr: 1.563e-05, eta: 0:09:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.7705 +2022-03-10 23:05:50,719 - davarocr - INFO - Epoch [45][155/541] lr: 1.563e-05, eta: 0:09:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7676 +2022-03-10 23:05:51,589 - davarocr - INFO - Epoch [45][160/541] lr: 1.563e-05, eta: 0:09:12, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.7674 +2022-03-10 23:05:52,447 - davarocr - INFO - Epoch [45][165/541] lr: 1.563e-05, eta: 0:09:11, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7679 +2022-03-10 23:05:53,311 - davarocr - INFO - Epoch [45][170/541] lr: 1.563e-05, eta: 0:09:10, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7667 +2022-03-10 23:05:54,171 - davarocr - INFO - Epoch [45][175/541] lr: 1.563e-05, eta: 0:09:09, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7691 +2022-03-10 23:05:55,041 - davarocr - INFO - Epoch [45][180/541] lr: 1.563e-05, eta: 0:09:08, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7645 +2022-03-10 23:05:55,909 - davarocr - INFO - Epoch [45][185/541] lr: 1.563e-05, eta: 0:09:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7612 +2022-03-10 23:05:56,778 - davarocr - INFO - Epoch [45][190/541] lr: 1.563e-05, eta: 0:09:07, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0071, loss: 0.0071, grad_norm: 2.8245 +2022-03-10 23:05:57,645 - davarocr - INFO - Epoch [45][195/541] lr: 1.563e-05, eta: 0:09:06, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6056 +2022-03-10 23:05:58,510 - davarocr - INFO - Epoch [45][200/541] lr: 1.563e-05, eta: 0:09:05, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.0365 +2022-03-10 23:05:59,370 - davarocr - INFO - Epoch [45][205/541] lr: 1.563e-05, eta: 0:09:04, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6462 +2022-03-10 23:06:00,239 - davarocr - INFO - Epoch [45][210/541] lr: 1.563e-05, eta: 0:09:03, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6478 +2022-03-10 23:06:01,106 - davarocr - INFO - Epoch [45][215/541] lr: 1.563e-05, eta: 0:09:02, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0104, loss: 0.0104, grad_norm: 1.4383 +2022-03-10 23:06:01,977 - davarocr - INFO - Epoch [45][220/541] lr: 1.563e-05, eta: 0:09:01, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.6530 +2022-03-10 23:06:02,839 - davarocr - INFO - Epoch [45][225/541] lr: 1.563e-05, eta: 0:09:00, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 0.8426 +2022-03-10 23:06:03,696 - davarocr - INFO - Epoch [45][230/541] lr: 1.563e-05, eta: 0:08:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6652 +2022-03-10 23:06:04,556 - davarocr - INFO - Epoch [45][235/541] lr: 1.563e-05, eta: 0:08:58, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6554 +2022-03-10 23:06:05,427 - davarocr - INFO - Epoch [45][240/541] lr: 1.563e-05, eta: 0:08:58, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6549 +2022-03-10 23:06:06,300 - davarocr - INFO - Epoch [45][245/541] lr: 1.563e-05, eta: 0:08:57, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.9093 +2022-03-10 23:06:07,169 - davarocr - INFO - Epoch [45][250/541] lr: 1.563e-05, eta: 0:08:56, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.6716 +2022-03-10 23:06:08,039 - davarocr - INFO - Epoch [45][255/541] lr: 1.563e-05, eta: 0:08:55, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.6715 +2022-03-10 23:06:08,899 - davarocr - INFO - Epoch [45][260/541] lr: 1.563e-05, eta: 0:08:54, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.7219 +2022-03-10 23:06:09,759 - davarocr - INFO - Epoch [45][265/541] lr: 1.563e-05, eta: 0:08:53, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.6750 +2022-03-10 23:06:10,625 - davarocr - INFO - Epoch [45][270/541] lr: 1.563e-05, eta: 0:08:52, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.6665 +2022-03-10 23:06:11,490 - davarocr - INFO - Epoch [45][275/541] lr: 1.563e-05, eta: 0:08:51, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.0606 +2022-03-10 23:06:12,360 - davarocr - INFO - Epoch [45][280/541] lr: 1.563e-05, eta: 0:08:50, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8660 +2022-03-10 23:06:13,218 - davarocr - INFO - Epoch [45][285/541] lr: 1.563e-05, eta: 0:08:49, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7285 +2022-03-10 23:06:14,094 - davarocr - INFO - Epoch [45][290/541] lr: 1.563e-05, eta: 0:08:49, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7230 +2022-03-10 23:06:14,961 - davarocr - INFO - Epoch [45][295/541] lr: 1.563e-05, eta: 0:08:48, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.7835 +2022-03-10 23:06:15,835 - davarocr - INFO - Epoch [45][300/541] lr: 1.563e-05, eta: 0:08:47, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.7982 +2022-03-10 23:06:16,718 - davarocr - INFO - Epoch [45][305/541] lr: 1.563e-05, eta: 0:08:46, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.7582 +2022-03-10 23:06:17,605 - davarocr - INFO - Epoch [45][310/541] lr: 1.563e-05, eta: 0:08:45, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.5440 +2022-03-10 23:06:18,491 - davarocr - INFO - Epoch [45][315/541] lr: 1.563e-05, eta: 0:08:44, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8536 +2022-03-10 23:06:19,373 - davarocr - INFO - Epoch [45][320/541] lr: 1.563e-05, eta: 0:08:43, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8733 +2022-03-10 23:06:20,263 - davarocr - INFO - Epoch [45][325/541] lr: 1.563e-05, eta: 0:08:42, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8554 +2022-03-10 23:06:21,130 - davarocr - INFO - Epoch [45][330/541] lr: 1.563e-05, eta: 0:08:41, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 0.8599 +2022-03-10 23:06:21,995 - davarocr - INFO - Epoch [45][335/541] lr: 1.563e-05, eta: 0:08:40, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8543 +2022-03-10 23:06:22,857 - davarocr - INFO - Epoch [45][340/541] lr: 1.563e-05, eta: 0:08:40, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 0.8877 +2022-03-10 23:06:23,728 - davarocr - INFO - Epoch [45][345/541] lr: 1.563e-05, eta: 0:08:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0023, loss: 0.0023, grad_norm: 0.8600 +2022-03-10 23:06:24,606 - davarocr - INFO - Epoch [45][350/541] lr: 1.563e-05, eta: 0:08:38, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8557 +2022-03-10 23:06:25,468 - davarocr - INFO - Epoch [45][355/541] lr: 1.563e-05, eta: 0:08:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8539 +2022-03-10 23:06:26,336 - davarocr - INFO - Epoch [45][360/541] lr: 1.563e-05, eta: 0:08:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0177 +2022-03-10 23:06:27,198 - davarocr - INFO - Epoch [45][365/541] lr: 1.563e-05, eta: 0:08:35, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8596 +2022-03-10 23:06:28,069 - davarocr - INFO - Epoch [45][370/541] lr: 1.563e-05, eta: 0:08:34, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8655 +2022-03-10 23:06:28,936 - davarocr - INFO - Epoch [45][375/541] lr: 1.563e-05, eta: 0:08:33, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.8940 +2022-03-10 23:06:29,797 - davarocr - INFO - Epoch [45][380/541] lr: 1.563e-05, eta: 0:08:32, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9223 +2022-03-10 23:06:30,664 - davarocr - INFO - Epoch [45][385/541] lr: 1.563e-05, eta: 0:08:31, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8603 +2022-03-10 23:06:31,533 - davarocr - INFO - Epoch [45][390/541] lr: 1.563e-05, eta: 0:08:31, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8602 +2022-03-10 23:06:32,405 - davarocr - INFO - Epoch [45][395/541] lr: 1.563e-05, eta: 0:08:30, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8607 +2022-03-10 23:06:33,275 - davarocr - INFO - Epoch [45][400/541] lr: 1.563e-05, eta: 0:08:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.0457 +2022-03-10 23:06:34,134 - davarocr - INFO - Epoch [45][405/541] lr: 1.563e-05, eta: 0:08:28, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8727 +2022-03-10 23:06:34,995 - davarocr - INFO - Epoch [45][410/541] lr: 1.563e-05, eta: 0:08:27, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 0.9987 +2022-03-10 23:06:35,855 - davarocr - INFO - Epoch [45][415/541] lr: 1.563e-05, eta: 0:08:26, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8698 +2022-03-10 23:06:36,714 - davarocr - INFO - Epoch [45][420/541] lr: 1.563e-05, eta: 0:08:25, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0721 +2022-03-10 23:06:37,591 - davarocr - INFO - Epoch [45][425/541] lr: 1.563e-05, eta: 0:08:24, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8760 +2022-03-10 23:06:38,454 - davarocr - INFO - Epoch [45][430/541] lr: 1.563e-05, eta: 0:08:23, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8737 +2022-03-10 23:06:39,314 - davarocr - INFO - Epoch [45][435/541] lr: 1.563e-05, eta: 0:08:23, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8741 +2022-03-10 23:06:40,179 - davarocr - INFO - Epoch [45][440/541] lr: 1.563e-05, eta: 0:08:22, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8738 +2022-03-10 23:06:41,049 - davarocr - INFO - Epoch [45][445/541] lr: 1.563e-05, eta: 0:08:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8741 +2022-03-10 23:06:41,924 - davarocr - INFO - Epoch [45][450/541] lr: 1.563e-05, eta: 0:08:20, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8957 +2022-03-10 23:06:42,794 - davarocr - INFO - Epoch [45][455/541] lr: 1.563e-05, eta: 0:08:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8710 +2022-03-10 23:06:43,662 - davarocr - INFO - Epoch [45][460/541] lr: 1.563e-05, eta: 0:08:18, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9493 +2022-03-10 23:06:44,533 - davarocr - INFO - Epoch [45][465/541] lr: 1.563e-05, eta: 0:08:17, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.8787 +2022-03-10 23:06:45,401 - davarocr - INFO - Epoch [45][470/541] lr: 1.563e-05, eta: 0:08:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8737 +2022-03-10 23:06:46,271 - davarocr - INFO - Epoch [45][475/541] lr: 1.563e-05, eta: 0:08:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8738 +2022-03-10 23:06:47,141 - davarocr - INFO - Epoch [45][480/541] lr: 1.563e-05, eta: 0:08:14, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8737 +2022-03-10 23:06:48,004 - davarocr - INFO - Epoch [45][485/541] lr: 1.563e-05, eta: 0:08:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8738 +2022-03-10 23:06:48,871 - davarocr - INFO - Epoch [45][490/541] lr: 1.563e-05, eta: 0:08:13, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 0.9244 +2022-03-10 23:06:49,742 - davarocr - INFO - Epoch [45][495/541] lr: 1.563e-05, eta: 0:08:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8751 +2022-03-10 23:06:50,609 - davarocr - INFO - Epoch [45][500/541] lr: 1.563e-05, eta: 0:08:11, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8836 +2022-03-10 23:06:51,474 - davarocr - INFO - Epoch [45][505/541] lr: 1.563e-05, eta: 0:08:10, time: 0.173, data_time: 0.004, memory: 5185, loss_cls: 0.0095, loss: 0.0095, grad_norm: 1.1881 +2022-03-10 23:06:52,344 - davarocr - INFO - Epoch [45][510/541] lr: 1.563e-05, eta: 0:08:09, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.0783 +2022-03-10 23:06:53,228 - davarocr - INFO - Epoch [45][515/541] lr: 1.563e-05, eta: 0:08:08, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9128 +2022-03-10 23:06:54,094 - davarocr - INFO - Epoch [45][520/541] lr: 1.563e-05, eta: 0:08:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9135 +2022-03-10 23:06:54,964 - davarocr - INFO - Epoch [45][525/541] lr: 1.563e-05, eta: 0:08:06, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.0345 +2022-03-10 23:06:55,824 - davarocr - INFO - Epoch [45][530/541] lr: 1.563e-05, eta: 0:08:05, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9176 +2022-03-10 23:06:56,690 - davarocr - INFO - Epoch [45][535/541] lr: 1.563e-05, eta: 0:08:05, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9130 +2022-03-10 23:06:57,565 - davarocr - INFO - Epoch [45][540/541] lr: 1.563e-05, eta: 0:08:04, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9194 +2022-03-10 23:07:12,668 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:07:12,669 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:07:12,669 - davarocr - INFO - Epoch(val) [45][541] LOC: {'precision': 0.9444101297096974, 'recall': 0.9166666666666666, 'f1-score': 0.9303316093702464}, PER: {'precision': 0.9430648092065415, 'recall': 0.9628942486085343, 'f1-score': 0.9528763769889841}, MISC: {'precision': 0.840057636887608, 'recall': 0.8304843304843305, 'f1-score': 0.835243553008596}, ORG: {'precision': 0.8978851963746224, 'recall': 0.8946417820590006, 'f1-score': 0.896260554885404}, all: {'precision': 0.9174230290087204, 'recall': 0.9127124645892352, 'f1-score': 0.9150616845655454}, hmean: 0.9151 +2022-03-10 23:07:16,009 - davarocr - INFO - Epoch [46][5/541] lr: 1.538e-05, eta: 0:08:03, time: 0.666, data_time: 0.484, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9142 +2022-03-10 23:07:16,871 - davarocr - INFO - Epoch [46][10/541] lr: 1.538e-05, eta: 0:08:02, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9138 +2022-03-10 23:07:17,756 - davarocr - INFO - Epoch [46][15/541] lr: 1.538e-05, eta: 0:08:01, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9122 +2022-03-10 23:07:18,620 - davarocr - INFO - Epoch [46][20/541] lr: 1.538e-05, eta: 0:08:00, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9198 +2022-03-10 23:07:19,487 - davarocr - INFO - Epoch [46][25/541] lr: 1.538e-05, eta: 0:07:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9104 +2022-03-10 23:07:20,370 - davarocr - INFO - Epoch [46][30/541] lr: 1.538e-05, eta: 0:07:58, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9103 +2022-03-10 23:07:21,233 - davarocr - INFO - Epoch [46][35/541] lr: 1.538e-05, eta: 0:07:57, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9129 +2022-03-10 23:07:22,120 - davarocr - INFO - Epoch [46][40/541] lr: 1.538e-05, eta: 0:07:57, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9099 +2022-03-10 23:07:23,007 - davarocr - INFO - Epoch [46][45/541] lr: 1.538e-05, eta: 0:07:56, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9100 +2022-03-10 23:07:23,874 - davarocr - INFO - Epoch [46][50/541] lr: 1.538e-05, eta: 0:07:55, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9160 +2022-03-10 23:07:24,748 - davarocr - INFO - Epoch [46][55/541] lr: 1.538e-05, eta: 0:07:54, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9101 +2022-03-10 23:07:25,622 - davarocr - INFO - Epoch [46][60/541] lr: 1.538e-05, eta: 0:07:53, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 0.9135 +2022-03-10 23:07:26,499 - davarocr - INFO - Epoch [46][65/541] lr: 1.538e-05, eta: 0:07:52, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 0.9123 +2022-03-10 23:07:27,369 - davarocr - INFO - Epoch [46][70/541] lr: 1.538e-05, eta: 0:07:51, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 0.9339 +2022-03-10 23:07:28,249 - davarocr - INFO - Epoch [46][75/541] lr: 1.538e-05, eta: 0:07:50, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9058 +2022-03-10 23:07:29,114 - davarocr - INFO - Epoch [46][80/541] lr: 1.538e-05, eta: 0:07:49, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9049 +2022-03-10 23:07:29,984 - davarocr - INFO - Epoch [46][85/541] lr: 1.538e-05, eta: 0:07:48, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9204 +2022-03-10 23:07:30,854 - davarocr - INFO - Epoch [46][90/541] lr: 1.538e-05, eta: 0:07:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9070 +2022-03-10 23:07:31,712 - davarocr - INFO - Epoch [46][95/541] lr: 1.538e-05, eta: 0:07:47, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9070 +2022-03-10 23:07:32,589 - davarocr - INFO - Epoch [46][100/541] lr: 1.538e-05, eta: 0:07:46, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.9094 +2022-03-10 23:07:33,463 - davarocr - INFO - Epoch [46][105/541] lr: 1.538e-05, eta: 0:07:45, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.9238 +2022-03-10 23:07:34,331 - davarocr - INFO - Epoch [46][110/541] lr: 1.538e-05, eta: 0:07:44, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 0.9206 +2022-03-10 23:07:35,200 - davarocr - INFO - Epoch [46][115/541] lr: 1.538e-05, eta: 0:07:43, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9116 +2022-03-10 23:07:36,069 - davarocr - INFO - Epoch [46][120/541] lr: 1.538e-05, eta: 0:07:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9109 +2022-03-10 23:07:36,942 - davarocr - INFO - Epoch [46][125/541] lr: 1.538e-05, eta: 0:07:41, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9133 +2022-03-10 23:07:37,823 - davarocr - INFO - Epoch [46][130/541] lr: 1.538e-05, eta: 0:07:40, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0107, loss: 0.0107, grad_norm: 1.2476 +2022-03-10 23:07:38,693 - davarocr - INFO - Epoch [46][135/541] lr: 1.538e-05, eta: 0:07:40, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9404 +2022-03-10 23:07:39,562 - davarocr - INFO - Epoch [46][140/541] lr: 1.538e-05, eta: 0:07:39, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9916 +2022-03-10 23:07:40,430 - davarocr - INFO - Epoch [46][145/541] lr: 1.538e-05, eta: 0:07:38, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9643 +2022-03-10 23:07:41,291 - davarocr - INFO - Epoch [46][150/541] lr: 1.538e-05, eta: 0:07:37, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9397 +2022-03-10 23:07:42,161 - davarocr - INFO - Epoch [46][155/541] lr: 1.538e-05, eta: 0:07:36, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9389 +2022-03-10 23:07:43,037 - davarocr - INFO - Epoch [46][160/541] lr: 1.538e-05, eta: 0:07:35, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9402 +2022-03-10 23:07:43,904 - davarocr - INFO - Epoch [46][165/541] lr: 1.538e-05, eta: 0:07:34, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9390 +2022-03-10 23:07:44,769 - davarocr - INFO - Epoch [46][170/541] lr: 1.538e-05, eta: 0:07:33, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9395 +2022-03-10 23:07:45,640 - davarocr - INFO - Epoch [46][175/541] lr: 1.538e-05, eta: 0:07:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9387 +2022-03-10 23:07:46,512 - davarocr - INFO - Epoch [46][180/541] lr: 1.538e-05, eta: 0:07:31, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 0.9408 +2022-03-10 23:07:47,386 - davarocr - INFO - Epoch [46][185/541] lr: 1.538e-05, eta: 0:07:31, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.2266 +2022-03-10 23:07:48,265 - davarocr - INFO - Epoch [46][190/541] lr: 1.538e-05, eta: 0:07:30, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9593 +2022-03-10 23:07:49,136 - davarocr - INFO - Epoch [46][195/541] lr: 1.538e-05, eta: 0:07:29, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9593 +2022-03-10 23:07:50,014 - davarocr - INFO - Epoch [46][200/541] lr: 1.538e-05, eta: 0:07:28, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9592 +2022-03-10 23:07:50,886 - davarocr - INFO - Epoch [46][205/541] lr: 1.538e-05, eta: 0:07:27, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9591 +2022-03-10 23:07:51,751 - davarocr - INFO - Epoch [46][210/541] lr: 1.538e-05, eta: 0:07:26, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9592 +2022-03-10 23:07:52,618 - davarocr - INFO - Epoch [46][215/541] lr: 1.538e-05, eta: 0:07:25, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 0.9969 +2022-03-10 23:07:53,498 - davarocr - INFO - Epoch [46][220/541] lr: 1.538e-05, eta: 0:07:24, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9768 +2022-03-10 23:07:54,372 - davarocr - INFO - Epoch [46][225/541] lr: 1.538e-05, eta: 0:07:23, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9626 +2022-03-10 23:07:55,236 - davarocr - INFO - Epoch [46][230/541] lr: 1.538e-05, eta: 0:07:22, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9632 +2022-03-10 23:07:56,119 - davarocr - INFO - Epoch [46][235/541] lr: 1.538e-05, eta: 0:07:22, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9632 +2022-03-10 23:07:56,987 - davarocr - INFO - Epoch [46][240/541] lr: 1.538e-05, eta: 0:07:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9627 +2022-03-10 23:07:57,856 - davarocr - INFO - Epoch [46][245/541] lr: 1.538e-05, eta: 0:07:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9627 +2022-03-10 23:07:58,739 - davarocr - INFO - Epoch [46][250/541] lr: 1.538e-05, eta: 0:07:19, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9629 +2022-03-10 23:07:59,608 - davarocr - INFO - Epoch [46][255/541] lr: 1.538e-05, eta: 0:07:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9619 +2022-03-10 23:08:00,470 - davarocr - INFO - Epoch [46][260/541] lr: 1.538e-05, eta: 0:07:17, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0033, loss: 0.0033, grad_norm: 1.2982 +2022-03-10 23:08:01,351 - davarocr - INFO - Epoch [46][265/541] lr: 1.538e-05, eta: 0:07:16, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0058 +2022-03-10 23:08:02,219 - davarocr - INFO - Epoch [46][270/541] lr: 1.538e-05, eta: 0:07:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0057 +2022-03-10 23:08:03,091 - davarocr - INFO - Epoch [46][275/541] lr: 1.538e-05, eta: 0:07:14, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0065 +2022-03-10 23:08:03,965 - davarocr - INFO - Epoch [46][280/541] lr: 1.538e-05, eta: 0:07:13, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0071 +2022-03-10 23:08:04,862 - davarocr - INFO - Epoch [46][285/541] lr: 1.538e-05, eta: 0:07:13, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0061 +2022-03-10 23:08:05,738 - davarocr - INFO - Epoch [46][290/541] lr: 1.538e-05, eta: 0:07:12, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0051 +2022-03-10 23:08:06,610 - davarocr - INFO - Epoch [46][295/541] lr: 1.538e-05, eta: 0:07:11, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0037, loss: 0.0037, grad_norm: 1.0197 +2022-03-10 23:08:07,482 - davarocr - INFO - Epoch [46][300/541] lr: 1.538e-05, eta: 0:07:10, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0030 +2022-03-10 23:08:08,352 - davarocr - INFO - Epoch [46][305/541] lr: 1.538e-05, eta: 0:07:09, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0029 +2022-03-10 23:08:09,222 - davarocr - INFO - Epoch [46][310/541] lr: 1.538e-05, eta: 0:07:08, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0057 +2022-03-10 23:08:10,091 - davarocr - INFO - Epoch [46][315/541] lr: 1.538e-05, eta: 0:07:07, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0010 +2022-03-10 23:08:10,962 - davarocr - INFO - Epoch [46][320/541] lr: 1.538e-05, eta: 0:07:06, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0009 +2022-03-10 23:08:11,821 - davarocr - INFO - Epoch [46][325/541] lr: 1.538e-05, eta: 0:07:05, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0140 +2022-03-10 23:08:12,691 - davarocr - INFO - Epoch [46][330/541] lr: 1.538e-05, eta: 0:07:05, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0000 +2022-03-10 23:08:13,561 - davarocr - INFO - Epoch [46][335/541] lr: 1.538e-05, eta: 0:07:04, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0000 +2022-03-10 23:08:14,437 - davarocr - INFO - Epoch [46][340/541] lr: 1.538e-05, eta: 0:07:03, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0052, loss: 0.0052, grad_norm: 1.0509 +2022-03-10 23:08:15,312 - davarocr - INFO - Epoch [46][345/541] lr: 1.538e-05, eta: 0:07:02, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0007 +2022-03-10 23:08:16,188 - davarocr - INFO - Epoch [46][350/541] lr: 1.538e-05, eta: 0:07:01, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9986 +2022-03-10 23:08:17,068 - davarocr - INFO - Epoch [46][355/541] lr: 1.538e-05, eta: 0:07:00, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0020 +2022-03-10 23:08:17,937 - davarocr - INFO - Epoch [46][360/541] lr: 1.538e-05, eta: 0:06:59, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0523 +2022-03-10 23:08:18,806 - davarocr - INFO - Epoch [46][365/541] lr: 1.538e-05, eta: 0:06:58, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9976 +2022-03-10 23:08:19,680 - davarocr - INFO - Epoch [46][370/541] lr: 1.538e-05, eta: 0:06:57, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9976 +2022-03-10 23:08:20,554 - davarocr - INFO - Epoch [46][375/541] lr: 1.538e-05, eta: 0:06:56, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9977 +2022-03-10 23:08:21,428 - davarocr - INFO - Epoch [46][380/541] lr: 1.538e-05, eta: 0:06:56, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9976 +2022-03-10 23:08:22,302 - davarocr - INFO - Epoch [46][385/541] lr: 1.538e-05, eta: 0:06:55, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9975 +2022-03-10 23:08:23,174 - davarocr - INFO - Epoch [46][390/541] lr: 1.538e-05, eta: 0:06:54, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9974 +2022-03-10 23:08:24,044 - davarocr - INFO - Epoch [46][395/541] lr: 1.538e-05, eta: 0:06:53, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9974 +2022-03-10 23:08:24,928 - davarocr - INFO - Epoch [46][400/541] lr: 1.538e-05, eta: 0:06:52, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9974 +2022-03-10 23:08:25,798 - davarocr - INFO - Epoch [46][405/541] lr: 1.538e-05, eta: 0:06:51, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9978 +2022-03-10 23:08:26,673 - davarocr - INFO - Epoch [46][410/541] lr: 1.538e-05, eta: 0:06:50, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9979 +2022-03-10 23:08:27,539 - davarocr - INFO - Epoch [46][415/541] lr: 1.538e-05, eta: 0:06:49, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9975 +2022-03-10 23:08:28,406 - davarocr - INFO - Epoch [46][420/541] lr: 1.538e-05, eta: 0:06:48, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9975 +2022-03-10 23:08:29,273 - davarocr - INFO - Epoch [46][425/541] lr: 1.538e-05, eta: 0:06:47, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9976 +2022-03-10 23:08:30,142 - davarocr - INFO - Epoch [46][430/541] lr: 1.538e-05, eta: 0:06:47, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9978 +2022-03-10 23:08:31,020 - davarocr - INFO - Epoch [46][435/541] lr: 1.538e-05, eta: 0:06:46, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0854 +2022-03-10 23:08:31,886 - davarocr - INFO - Epoch [46][440/541] lr: 1.538e-05, eta: 0:06:45, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.0105 +2022-03-10 23:08:32,754 - davarocr - INFO - Epoch [46][445/541] lr: 1.538e-05, eta: 0:06:44, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0213 +2022-03-10 23:08:33,625 - davarocr - INFO - Epoch [46][450/541] lr: 1.538e-05, eta: 0:06:43, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.2857 +2022-03-10 23:08:34,508 - davarocr - INFO - Epoch [46][455/541] lr: 1.538e-05, eta: 0:06:42, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0373 +2022-03-10 23:08:35,402 - davarocr - INFO - Epoch [46][460/541] lr: 1.538e-05, eta: 0:06:41, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.1616 +2022-03-10 23:08:36,284 - davarocr - INFO - Epoch [46][465/541] lr: 1.538e-05, eta: 0:06:40, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0492 +2022-03-10 23:08:37,179 - davarocr - INFO - Epoch [46][470/541] lr: 1.538e-05, eta: 0:06:39, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0491 +2022-03-10 23:08:38,050 - davarocr - INFO - Epoch [46][475/541] lr: 1.538e-05, eta: 0:06:39, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0488 +2022-03-10 23:08:38,931 - davarocr - INFO - Epoch [46][480/541] lr: 1.538e-05, eta: 0:06:38, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0487 +2022-03-10 23:08:39,792 - davarocr - INFO - Epoch [46][485/541] lr: 1.538e-05, eta: 0:06:37, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0480 +2022-03-10 23:08:40,665 - davarocr - INFO - Epoch [46][490/541] lr: 1.538e-05, eta: 0:06:36, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0478 +2022-03-10 23:08:41,541 - davarocr - INFO - Epoch [46][495/541] lr: 1.538e-05, eta: 0:06:35, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0814 +2022-03-10 23:08:42,405 - davarocr - INFO - Epoch [46][500/541] lr: 1.538e-05, eta: 0:06:34, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.0755 +2022-03-10 23:08:43,275 - davarocr - INFO - Epoch [46][505/541] lr: 1.538e-05, eta: 0:06:33, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0424 +2022-03-10 23:08:44,135 - davarocr - INFO - Epoch [46][510/541] lr: 1.538e-05, eta: 0:06:32, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.0488 +2022-03-10 23:08:45,023 - davarocr - INFO - Epoch [46][515/541] lr: 1.538e-05, eta: 0:06:31, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0410 +2022-03-10 23:08:45,894 - davarocr - INFO - Epoch [46][520/541] lr: 1.538e-05, eta: 0:06:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2336 +2022-03-10 23:08:46,765 - davarocr - INFO - Epoch [46][525/541] lr: 1.538e-05, eta: 0:06:30, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0530 +2022-03-10 23:08:47,637 - davarocr - INFO - Epoch [46][530/541] lr: 1.538e-05, eta: 0:06:29, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0583 +2022-03-10 23:08:48,513 - davarocr - INFO - Epoch [46][535/541] lr: 1.538e-05, eta: 0:06:28, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.0575 +2022-03-10 23:08:49,383 - davarocr - INFO - Epoch [46][540/541] lr: 1.538e-05, eta: 0:06:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.3212 +2022-03-10 23:09:04,009 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:09:04,010 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:09:04,010 - davarocr - INFO - Epoch(val) [46][541] LOC: {'precision': 0.947565543071161, 'recall': 0.9100719424460432, 'f1-score': 0.928440366972477}, PER: {'precision': 0.9546012269938651, 'recall': 0.9622758194186766, 'f1-score': 0.9584231598398522}, MISC: {'precision': 0.8135135135135135, 'recall': 0.8575498575498576, 'f1-score': 0.8349514563106797}, ORG: {'precision': 0.8958458759783263, 'recall': 0.8958458759783263, 'f1-score': 0.8958458759783263}, all: {'precision': 0.9167406355405645, 'recall': 0.9143059490084986, 'f1-score': 0.9155216736104955}, hmean: 0.9155 +2022-03-10 23:09:07,351 - davarocr - INFO - Epoch [47][5/541] lr: 1.515e-05, eta: 0:06:26, time: 0.667, data_time: 0.492, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.0848 +2022-03-10 23:09:08,222 - davarocr - INFO - Epoch [47][10/541] lr: 1.515e-05, eta: 0:06:25, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0815 +2022-03-10 23:09:09,103 - davarocr - INFO - Epoch [47][15/541] lr: 1.515e-05, eta: 0:06:24, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3796 +2022-03-10 23:09:09,976 - davarocr - INFO - Epoch [47][20/541] lr: 1.515e-05, eta: 0:06:23, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1075 +2022-03-10 23:09:10,853 - davarocr - INFO - Epoch [47][25/541] lr: 1.515e-05, eta: 0:06:22, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1124 +2022-03-10 23:09:11,733 - davarocr - INFO - Epoch [47][30/541] lr: 1.515e-05, eta: 0:06:21, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1105 +2022-03-10 23:09:12,602 - davarocr - INFO - Epoch [47][35/541] lr: 1.515e-05, eta: 0:06:21, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2270 +2022-03-10 23:09:13,476 - davarocr - INFO - Epoch [47][40/541] lr: 1.515e-05, eta: 0:06:20, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.3604 +2022-03-10 23:09:14,357 - davarocr - INFO - Epoch [47][45/541] lr: 1.515e-05, eta: 0:06:19, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0960 +2022-03-10 23:09:15,233 - davarocr - INFO - Epoch [47][50/541] lr: 1.515e-05, eta: 0:06:18, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0968 +2022-03-10 23:09:16,105 - davarocr - INFO - Epoch [47][55/541] lr: 1.515e-05, eta: 0:06:17, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.0967 +2022-03-10 23:09:16,979 - davarocr - INFO - Epoch [47][60/541] lr: 1.515e-05, eta: 0:06:16, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0961 +2022-03-10 23:09:17,839 - davarocr - INFO - Epoch [47][65/541] lr: 1.515e-05, eta: 0:06:15, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0960 +2022-03-10 23:09:18,718 - davarocr - INFO - Epoch [47][70/541] lr: 1.515e-05, eta: 0:06:14, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.0970 +2022-03-10 23:09:19,586 - davarocr - INFO - Epoch [47][75/541] lr: 1.515e-05, eta: 0:06:13, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0012, loss: 0.0012, grad_norm: 1.1936 +2022-03-10 23:09:20,451 - davarocr - INFO - Epoch [47][80/541] lr: 1.515e-05, eta: 0:06:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1047 +2022-03-10 23:09:21,324 - davarocr - INFO - Epoch [47][85/541] lr: 1.515e-05, eta: 0:06:12, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1046 +2022-03-10 23:09:22,197 - davarocr - INFO - Epoch [47][90/541] lr: 1.515e-05, eta: 0:06:11, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1042 +2022-03-10 23:09:23,071 - davarocr - INFO - Epoch [47][95/541] lr: 1.515e-05, eta: 0:06:10, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1041 +2022-03-10 23:09:23,960 - davarocr - INFO - Epoch [47][100/541] lr: 1.515e-05, eta: 0:06:09, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1041 +2022-03-10 23:09:24,869 - davarocr - INFO - Epoch [47][105/541] lr: 1.515e-05, eta: 0:06:08, time: 0.182, data_time: 0.011, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1039 +2022-03-10 23:09:25,758 - davarocr - INFO - Epoch [47][110/541] lr: 1.515e-05, eta: 0:06:07, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1038 +2022-03-10 23:09:26,667 - davarocr - INFO - Epoch [47][115/541] lr: 1.515e-05, eta: 0:06:06, time: 0.182, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1040 +2022-03-10 23:09:27,554 - davarocr - INFO - Epoch [47][120/541] lr: 1.515e-05, eta: 0:06:05, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1032 +2022-03-10 23:09:28,441 - davarocr - INFO - Epoch [47][125/541] lr: 1.515e-05, eta: 0:06:04, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1041 +2022-03-10 23:09:29,326 - davarocr - INFO - Epoch [47][130/541] lr: 1.515e-05, eta: 0:06:04, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1032 +2022-03-10 23:09:30,217 - davarocr - INFO - Epoch [47][135/541] lr: 1.515e-05, eta: 0:06:03, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1030 +2022-03-10 23:09:31,102 - davarocr - INFO - Epoch [47][140/541] lr: 1.515e-05, eta: 0:06:02, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1025 +2022-03-10 23:09:32,011 - davarocr - INFO - Epoch [47][145/541] lr: 1.515e-05, eta: 0:06:01, time: 0.182, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1023 +2022-03-10 23:09:32,899 - davarocr - INFO - Epoch [47][150/541] lr: 1.515e-05, eta: 0:06:00, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1024 +2022-03-10 23:09:33,779 - davarocr - INFO - Epoch [47][155/541] lr: 1.515e-05, eta: 0:05:59, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.1026 +2022-03-10 23:09:34,670 - davarocr - INFO - Epoch [47][160/541] lr: 1.515e-05, eta: 0:05:58, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1001 +2022-03-10 23:09:35,553 - davarocr - INFO - Epoch [47][165/541] lr: 1.515e-05, eta: 0:05:57, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1001 +2022-03-10 23:09:36,460 - davarocr - INFO - Epoch [47][170/541] lr: 1.515e-05, eta: 0:05:56, time: 0.182, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1000 +2022-03-10 23:09:37,352 - davarocr - INFO - Epoch [47][175/541] lr: 1.515e-05, eta: 0:05:56, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1102 +2022-03-10 23:09:38,236 - davarocr - INFO - Epoch [47][180/541] lr: 1.515e-05, eta: 0:05:55, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0987 +2022-03-10 23:09:39,120 - davarocr - INFO - Epoch [47][185/541] lr: 1.515e-05, eta: 0:05:54, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0976 +2022-03-10 23:09:40,015 - davarocr - INFO - Epoch [47][190/541] lr: 1.515e-05, eta: 0:05:53, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0974 +2022-03-10 23:09:40,894 - davarocr - INFO - Epoch [47][195/541] lr: 1.515e-05, eta: 0:05:52, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0989 +2022-03-10 23:09:41,781 - davarocr - INFO - Epoch [47][200/541] lr: 1.515e-05, eta: 0:05:51, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0975 +2022-03-10 23:09:42,670 - davarocr - INFO - Epoch [47][205/541] lr: 1.515e-05, eta: 0:05:50, time: 0.177, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0993 +2022-03-10 23:09:43,545 - davarocr - INFO - Epoch [47][210/541] lr: 1.515e-05, eta: 0:05:49, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0976 +2022-03-10 23:09:44,429 - davarocr - INFO - Epoch [47][215/541] lr: 1.515e-05, eta: 0:05:48, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0976 +2022-03-10 23:09:45,317 - davarocr - INFO - Epoch [47][220/541] lr: 1.515e-05, eta: 0:05:47, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0976 +2022-03-10 23:09:46,196 - davarocr - INFO - Epoch [47][225/541] lr: 1.515e-05, eta: 0:05:47, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0976 +2022-03-10 23:09:47,082 - davarocr - INFO - Epoch [47][230/541] lr: 1.515e-05, eta: 0:05:46, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0974 +2022-03-10 23:09:47,967 - davarocr - INFO - Epoch [47][235/541] lr: 1.515e-05, eta: 0:05:45, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0966 +2022-03-10 23:09:48,849 - davarocr - INFO - Epoch [47][240/541] lr: 1.515e-05, eta: 0:05:44, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0968 +2022-03-10 23:09:49,739 - davarocr - INFO - Epoch [47][245/541] lr: 1.515e-05, eta: 0:05:43, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0967 +2022-03-10 23:09:50,624 - davarocr - INFO - Epoch [47][250/541] lr: 1.515e-05, eta: 0:05:42, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0026, loss: 0.0026, grad_norm: 1.6878 +2022-03-10 23:09:51,497 - davarocr - INFO - Epoch [47][255/541] lr: 1.515e-05, eta: 0:05:41, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1881 +2022-03-10 23:09:52,362 - davarocr - INFO - Epoch [47][260/541] lr: 1.515e-05, eta: 0:05:40, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1885 +2022-03-10 23:09:53,229 - davarocr - INFO - Epoch [47][265/541] lr: 1.515e-05, eta: 0:05:39, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0044, loss: 0.0044, grad_norm: 1.2044 +2022-03-10 23:09:54,088 - davarocr - INFO - Epoch [47][270/541] lr: 1.515e-05, eta: 0:05:38, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1854 +2022-03-10 23:09:54,952 - davarocr - INFO - Epoch [47][275/541] lr: 1.515e-05, eta: 0:05:38, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1877 +2022-03-10 23:09:55,813 - davarocr - INFO - Epoch [47][280/541] lr: 1.515e-05, eta: 0:05:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1855 +2022-03-10 23:09:56,682 - davarocr - INFO - Epoch [47][285/541] lr: 1.515e-05, eta: 0:05:36, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1853 +2022-03-10 23:09:57,543 - davarocr - INFO - Epoch [47][290/541] lr: 1.515e-05, eta: 0:05:35, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1852 +2022-03-10 23:09:58,407 - davarocr - INFO - Epoch [47][295/541] lr: 1.515e-05, eta: 0:05:34, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2027 +2022-03-10 23:09:59,278 - davarocr - INFO - Epoch [47][300/541] lr: 1.515e-05, eta: 0:05:33, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 2.0417 +2022-03-10 23:10:00,150 - davarocr - INFO - Epoch [47][305/541] lr: 1.515e-05, eta: 0:05:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2183 +2022-03-10 23:10:01,026 - davarocr - INFO - Epoch [47][310/541] lr: 1.515e-05, eta: 0:05:31, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2175 +2022-03-10 23:10:01,896 - davarocr - INFO - Epoch [47][315/541] lr: 1.515e-05, eta: 0:05:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2171 +2022-03-10 23:10:02,764 - davarocr - INFO - Epoch [47][320/541] lr: 1.515e-05, eta: 0:05:30, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.3223 +2022-03-10 23:10:03,630 - davarocr - INFO - Epoch [47][325/541] lr: 1.515e-05, eta: 0:05:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2119 +2022-03-10 23:10:04,498 - davarocr - INFO - Epoch [47][330/541] lr: 1.515e-05, eta: 0:05:28, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2388 +2022-03-10 23:10:05,360 - davarocr - INFO - Epoch [47][335/541] lr: 1.515e-05, eta: 0:05:27, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2125 +2022-03-10 23:10:06,221 - davarocr - INFO - Epoch [47][340/541] lr: 1.515e-05, eta: 0:05:26, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3506 +2022-03-10 23:10:07,081 - davarocr - INFO - Epoch [47][345/541] lr: 1.515e-05, eta: 0:05:25, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1938 +2022-03-10 23:10:07,942 - davarocr - INFO - Epoch [47][350/541] lr: 1.515e-05, eta: 0:05:24, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1937 +2022-03-10 23:10:08,810 - davarocr - INFO - Epoch [47][355/541] lr: 1.515e-05, eta: 0:05:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1928 +2022-03-10 23:10:09,672 - davarocr - INFO - Epoch [47][360/541] lr: 1.515e-05, eta: 0:05:22, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1969 +2022-03-10 23:10:10,544 - davarocr - INFO - Epoch [47][365/541] lr: 1.515e-05, eta: 0:05:21, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2745 +2022-03-10 23:10:11,408 - davarocr - INFO - Epoch [47][370/541] lr: 1.515e-05, eta: 0:05:21, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2039 +2022-03-10 23:10:12,272 - davarocr - INFO - Epoch [47][375/541] lr: 1.515e-05, eta: 0:05:20, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2024 +2022-03-10 23:10:13,139 - davarocr - INFO - Epoch [47][380/541] lr: 1.515e-05, eta: 0:05:19, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0055, loss: 0.0055, grad_norm: 2.1442 +2022-03-10 23:10:14,007 - davarocr - INFO - Epoch [47][385/541] lr: 1.515e-05, eta: 0:05:18, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0909 +2022-03-10 23:10:14,864 - davarocr - INFO - Epoch [47][390/541] lr: 1.515e-05, eta: 0:05:17, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.1569 +2022-03-10 23:10:15,724 - davarocr - INFO - Epoch [47][395/541] lr: 1.515e-05, eta: 0:05:16, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.3142 +2022-03-10 23:10:16,596 - davarocr - INFO - Epoch [47][400/541] lr: 1.515e-05, eta: 0:05:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1443 +2022-03-10 23:10:17,455 - davarocr - INFO - Epoch [47][405/541] lr: 1.515e-05, eta: 0:05:14, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.0616 +2022-03-10 23:10:18,316 - davarocr - INFO - Epoch [47][410/541] lr: 1.515e-05, eta: 0:05:13, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0604 +2022-03-10 23:10:19,175 - davarocr - INFO - Epoch [47][415/541] lr: 1.515e-05, eta: 0:05:12, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0603 +2022-03-10 23:10:20,036 - davarocr - INFO - Epoch [47][420/541] lr: 1.515e-05, eta: 0:05:12, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.0611 +2022-03-10 23:10:20,901 - davarocr - INFO - Epoch [47][425/541] lr: 1.515e-05, eta: 0:05:11, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0579 +2022-03-10 23:10:21,774 - davarocr - INFO - Epoch [47][430/541] lr: 1.515e-05, eta: 0:05:10, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.2049 +2022-03-10 23:10:22,643 - davarocr - INFO - Epoch [47][435/541] lr: 1.515e-05, eta: 0:05:09, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0545 +2022-03-10 23:10:23,519 - davarocr - INFO - Epoch [47][440/541] lr: 1.515e-05, eta: 0:05:08, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.2232 +2022-03-10 23:10:24,397 - davarocr - INFO - Epoch [47][445/541] lr: 1.515e-05, eta: 0:05:07, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0734 +2022-03-10 23:10:25,279 - davarocr - INFO - Epoch [47][450/541] lr: 1.515e-05, eta: 0:05:06, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0688 +2022-03-10 23:10:26,157 - davarocr - INFO - Epoch [47][455/541] lr: 1.515e-05, eta: 0:05:05, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0674 +2022-03-10 23:10:27,025 - davarocr - INFO - Epoch [47][460/541] lr: 1.515e-05, eta: 0:05:04, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1103 +2022-03-10 23:10:27,902 - davarocr - INFO - Epoch [47][465/541] lr: 1.515e-05, eta: 0:05:04, time: 0.176, data_time: 0.004, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0847 +2022-03-10 23:10:28,765 - davarocr - INFO - Epoch [47][470/541] lr: 1.515e-05, eta: 0:05:03, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0661 +2022-03-10 23:10:29,632 - davarocr - INFO - Epoch [47][475/541] lr: 1.515e-05, eta: 0:05:02, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.0702 +2022-03-10 23:10:30,536 - davarocr - INFO - Epoch [47][480/541] lr: 1.515e-05, eta: 0:05:01, time: 0.181, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0879 +2022-03-10 23:10:31,405 - davarocr - INFO - Epoch [47][485/541] lr: 1.515e-05, eta: 0:05:00, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.0785 +2022-03-10 23:10:32,264 - davarocr - INFO - Epoch [47][490/541] lr: 1.515e-05, eta: 0:04:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0495 +2022-03-10 23:10:33,143 - davarocr - INFO - Epoch [47][495/541] lr: 1.515e-05, eta: 0:04:58, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0494 +2022-03-10 23:10:34,006 - davarocr - INFO - Epoch [47][500/541] lr: 1.515e-05, eta: 0:04:57, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0494 +2022-03-10 23:10:34,878 - davarocr - INFO - Epoch [47][505/541] lr: 1.515e-05, eta: 0:04:56, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0492 +2022-03-10 23:10:35,734 - davarocr - INFO - Epoch [47][510/541] lr: 1.515e-05, eta: 0:04:55, time: 0.171, data_time: 0.005, memory: 5185, loss_cls: 0.0155, loss: 0.0155, grad_norm: 1.1064 +2022-03-10 23:10:36,607 - davarocr - INFO - Epoch [47][515/541] lr: 1.515e-05, eta: 0:04:55, time: 0.174, data_time: 0.004, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0543 +2022-03-10 23:10:37,491 - davarocr - INFO - Epoch [47][520/541] lr: 1.515e-05, eta: 0:04:54, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.3128 +2022-03-10 23:10:38,385 - davarocr - INFO - Epoch [47][525/541] lr: 1.515e-05, eta: 0:04:53, time: 0.179, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1047 +2022-03-10 23:10:39,271 - davarocr - INFO - Epoch [47][530/541] lr: 1.515e-05, eta: 0:04:52, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.1446 +2022-03-10 23:10:40,170 - davarocr - INFO - Epoch [47][535/541] lr: 1.515e-05, eta: 0:04:51, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0028, loss: 0.0028, grad_norm: 1.7149 +2022-03-10 23:10:41,054 - davarocr - INFO - Epoch [47][540/541] lr: 1.515e-05, eta: 0:04:50, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0054, loss: 0.0054, grad_norm: 1.1323 +2022-03-10 23:10:55,318 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:10:55,319 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:10:55,319 - davarocr - INFO - Epoch(val) [47][541] LOC: {'precision': 0.9377669310555217, 'recall': 0.9214628297362111, 'f1-score': 0.9295433928031448}, PER: {'precision': 0.9551045510455105, 'recall': 0.9604205318491033, 'f1-score': 0.9577551649707061}, MISC: {'precision': 0.8605697151424287, 'recall': 0.8176638176638177, 'f1-score': 0.8385682980277576}, ORG: {'precision': 0.913151364764268, 'recall': 0.8862131246237207, 'f1-score': 0.8994805988389857}, all: {'precision': 0.9264069264069265, 'recall': 0.9093484419263456, 'f1-score': 0.9177984274481772}, hmean: 0.9178 +2022-03-10 23:10:58,677 - davarocr - INFO - Epoch [48][5/541] lr: 1.493e-05, eta: 0:04:49, time: 0.670, data_time: 0.481, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1025 +2022-03-10 23:10:59,558 - davarocr - INFO - Epoch [48][10/541] lr: 1.493e-05, eta: 0:04:48, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1017 +2022-03-10 23:11:00,428 - davarocr - INFO - Epoch [48][15/541] lr: 1.493e-05, eta: 0:04:47, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.2504 +2022-03-10 23:11:01,295 - davarocr - INFO - Epoch [48][20/541] lr: 1.493e-05, eta: 0:04:46, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1115 +2022-03-10 23:11:02,158 - davarocr - INFO - Epoch [48][25/541] lr: 1.493e-05, eta: 0:04:46, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1047 +2022-03-10 23:11:03,028 - davarocr - INFO - Epoch [48][30/541] lr: 1.493e-05, eta: 0:04:45, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1045 +2022-03-10 23:11:03,900 - davarocr - INFO - Epoch [48][35/541] lr: 1.493e-05, eta: 0:04:44, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0085, loss: 0.0085, grad_norm: 1.6607 +2022-03-10 23:11:04,773 - davarocr - INFO - Epoch [48][40/541] lr: 1.493e-05, eta: 0:04:43, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.1255 +2022-03-10 23:11:05,637 - davarocr - INFO - Epoch [48][45/541] lr: 1.493e-05, eta: 0:04:42, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1304 +2022-03-10 23:11:06,502 - davarocr - INFO - Epoch [48][50/541] lr: 1.493e-05, eta: 0:04:41, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1220 +2022-03-10 23:11:07,370 - davarocr - INFO - Epoch [48][55/541] lr: 1.493e-05, eta: 0:04:40, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1271 +2022-03-10 23:11:08,243 - davarocr - INFO - Epoch [48][60/541] lr: 1.493e-05, eta: 0:04:39, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1277 +2022-03-10 23:11:09,114 - davarocr - INFO - Epoch [48][65/541] lr: 1.493e-05, eta: 0:04:38, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.1586 +2022-03-10 23:11:09,977 - davarocr - INFO - Epoch [48][70/541] lr: 1.493e-05, eta: 0:04:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.1366 +2022-03-10 23:11:10,836 - davarocr - INFO - Epoch [48][75/541] lr: 1.493e-05, eta: 0:04:37, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1151 +2022-03-10 23:11:11,698 - davarocr - INFO - Epoch [48][80/541] lr: 1.493e-05, eta: 0:04:36, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.5559 +2022-03-10 23:11:12,578 - davarocr - INFO - Epoch [48][85/541] lr: 1.493e-05, eta: 0:04:35, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0006, loss: 0.0006, grad_norm: 1.3741 +2022-03-10 23:11:13,455 - davarocr - INFO - Epoch [48][90/541] lr: 1.493e-05, eta: 0:04:34, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1751 +2022-03-10 23:11:14,325 - davarocr - INFO - Epoch [48][95/541] lr: 1.493e-05, eta: 0:04:33, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.1759 +2022-03-10 23:11:15,198 - davarocr - INFO - Epoch [48][100/541] lr: 1.493e-05, eta: 0:04:32, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1746 +2022-03-10 23:11:16,075 - davarocr - INFO - Epoch [48][105/541] lr: 1.493e-05, eta: 0:04:31, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1819 +2022-03-10 23:11:16,952 - davarocr - INFO - Epoch [48][110/541] lr: 1.493e-05, eta: 0:04:30, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1681 +2022-03-10 23:11:17,825 - davarocr - INFO - Epoch [48][115/541] lr: 1.493e-05, eta: 0:04:29, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1691 +2022-03-10 23:11:18,693 - davarocr - INFO - Epoch [48][120/541] lr: 1.493e-05, eta: 0:04:29, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.1962 +2022-03-10 23:11:19,555 - davarocr - INFO - Epoch [48][125/541] lr: 1.493e-05, eta: 0:04:28, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1643 +2022-03-10 23:11:20,430 - davarocr - INFO - Epoch [48][130/541] lr: 1.493e-05, eta: 0:04:27, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1598 +2022-03-10 23:11:21,298 - davarocr - INFO - Epoch [48][135/541] lr: 1.493e-05, eta: 0:04:26, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1598 +2022-03-10 23:11:22,160 - davarocr - INFO - Epoch [48][140/541] lr: 1.493e-05, eta: 0:04:25, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1815 +2022-03-10 23:11:23,055 - davarocr - INFO - Epoch [48][145/541] lr: 1.493e-05, eta: 0:04:24, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1603 +2022-03-10 23:11:23,928 - davarocr - INFO - Epoch [48][150/541] lr: 1.493e-05, eta: 0:04:23, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1582 +2022-03-10 23:11:24,828 - davarocr - INFO - Epoch [48][155/541] lr: 1.493e-05, eta: 0:04:22, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1581 +2022-03-10 23:11:25,712 - davarocr - INFO - Epoch [48][160/541] lr: 1.493e-05, eta: 0:04:21, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2770 +2022-03-10 23:11:26,604 - davarocr - INFO - Epoch [48][165/541] lr: 1.493e-05, eta: 0:04:20, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1510 +2022-03-10 23:11:27,484 - davarocr - INFO - Epoch [48][170/541] lr: 1.493e-05, eta: 0:04:20, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1597 +2022-03-10 23:11:28,367 - davarocr - INFO - Epoch [48][175/541] lr: 1.493e-05, eta: 0:04:19, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1511 +2022-03-10 23:11:29,253 - davarocr - INFO - Epoch [48][180/541] lr: 1.493e-05, eta: 0:04:18, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1511 +2022-03-10 23:11:30,136 - davarocr - INFO - Epoch [48][185/541] lr: 1.493e-05, eta: 0:04:17, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1570 +2022-03-10 23:11:31,026 - davarocr - INFO - Epoch [48][190/541] lr: 1.493e-05, eta: 0:04:16, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1487 +2022-03-10 23:11:31,920 - davarocr - INFO - Epoch [48][195/541] lr: 1.493e-05, eta: 0:04:15, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1487 +2022-03-10 23:11:32,816 - davarocr - INFO - Epoch [48][200/541] lr: 1.493e-05, eta: 0:04:14, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1788 +2022-03-10 23:11:33,697 - davarocr - INFO - Epoch [48][205/541] lr: 1.493e-05, eta: 0:04:13, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1506 +2022-03-10 23:11:34,579 - davarocr - INFO - Epoch [48][210/541] lr: 1.493e-05, eta: 0:04:12, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1506 +2022-03-10 23:11:35,479 - davarocr - INFO - Epoch [48][215/541] lr: 1.493e-05, eta: 0:04:12, time: 0.180, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1513 +2022-03-10 23:11:36,372 - davarocr - INFO - Epoch [48][220/541] lr: 1.493e-05, eta: 0:04:11, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1506 +2022-03-10 23:11:37,265 - davarocr - INFO - Epoch [48][225/541] lr: 1.493e-05, eta: 0:04:10, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1512 +2022-03-10 23:11:38,161 - davarocr - INFO - Epoch [48][230/541] lr: 1.493e-05, eta: 0:04:09, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1496 +2022-03-10 23:11:39,044 - davarocr - INFO - Epoch [48][235/541] lr: 1.493e-05, eta: 0:04:08, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1497 +2022-03-10 23:11:39,929 - davarocr - INFO - Epoch [48][240/541] lr: 1.493e-05, eta: 0:04:07, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1497 +2022-03-10 23:11:40,814 - davarocr - INFO - Epoch [48][245/541] lr: 1.493e-05, eta: 0:04:06, time: 0.177, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1497 +2022-03-10 23:11:41,703 - davarocr - INFO - Epoch [48][250/541] lr: 1.493e-05, eta: 0:04:05, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1497 +2022-03-10 23:11:42,587 - davarocr - INFO - Epoch [48][255/541] lr: 1.493e-05, eta: 0:04:04, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1711 +2022-03-10 23:11:43,467 - davarocr - INFO - Epoch [48][260/541] lr: 1.493e-05, eta: 0:04:03, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1489 +2022-03-10 23:11:44,349 - davarocr - INFO - Epoch [48][265/541] lr: 1.493e-05, eta: 0:04:03, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1487 +2022-03-10 23:11:45,228 - davarocr - INFO - Epoch [48][270/541] lr: 1.493e-05, eta: 0:04:02, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1482 +2022-03-10 23:11:46,111 - davarocr - INFO - Epoch [48][275/541] lr: 1.493e-05, eta: 0:04:01, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1479 +2022-03-10 23:11:46,999 - davarocr - INFO - Epoch [48][280/541] lr: 1.493e-05, eta: 0:04:00, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1480 +2022-03-10 23:11:47,877 - davarocr - INFO - Epoch [48][285/541] lr: 1.493e-05, eta: 0:03:59, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1480 +2022-03-10 23:11:48,760 - davarocr - INFO - Epoch [48][290/541] lr: 1.493e-05, eta: 0:03:58, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1480 +2022-03-10 23:11:49,660 - davarocr - INFO - Epoch [48][295/541] lr: 1.493e-05, eta: 0:03:57, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1485 +2022-03-10 23:11:50,546 - davarocr - INFO - Epoch [48][300/541] lr: 1.493e-05, eta: 0:03:56, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.1506 +2022-03-10 23:11:51,429 - davarocr - INFO - Epoch [48][305/541] lr: 1.493e-05, eta: 0:03:55, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.2335 +2022-03-10 23:11:52,312 - davarocr - INFO - Epoch [48][310/541] lr: 1.493e-05, eta: 0:03:54, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1491 +2022-03-10 23:11:53,194 - davarocr - INFO - Epoch [48][315/541] lr: 1.493e-05, eta: 0:03:54, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1489 +2022-03-10 23:11:54,090 - davarocr - INFO - Epoch [48][320/541] lr: 1.493e-05, eta: 0:03:53, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1497 +2022-03-10 23:11:54,976 - davarocr - INFO - Epoch [48][325/541] lr: 1.493e-05, eta: 0:03:52, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1488 +2022-03-10 23:11:55,864 - davarocr - INFO - Epoch [48][330/541] lr: 1.493e-05, eta: 0:03:51, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1488 +2022-03-10 23:11:56,744 - davarocr - INFO - Epoch [48][335/541] lr: 1.493e-05, eta: 0:03:50, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1481 +2022-03-10 23:11:57,620 - davarocr - INFO - Epoch [48][340/541] lr: 1.493e-05, eta: 0:03:49, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1481 +2022-03-10 23:11:58,509 - davarocr - INFO - Epoch [48][345/541] lr: 1.493e-05, eta: 0:03:48, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1479 +2022-03-10 23:11:59,391 - davarocr - INFO - Epoch [48][350/541] lr: 1.493e-05, eta: 0:03:47, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1480 +2022-03-10 23:12:00,284 - davarocr - INFO - Epoch [48][355/541] lr: 1.493e-05, eta: 0:03:46, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1478 +2022-03-10 23:12:01,167 - davarocr - INFO - Epoch [48][360/541] lr: 1.493e-05, eta: 0:03:46, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1476 +2022-03-10 23:12:02,057 - davarocr - INFO - Epoch [48][365/541] lr: 1.493e-05, eta: 0:03:45, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1478 +2022-03-10 23:12:02,947 - davarocr - INFO - Epoch [48][370/541] lr: 1.493e-05, eta: 0:03:44, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0038, loss: 0.0038, grad_norm: 1.1976 +2022-03-10 23:12:03,826 - davarocr - INFO - Epoch [48][375/541] lr: 1.493e-05, eta: 0:03:43, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1485 +2022-03-10 23:12:04,709 - davarocr - INFO - Epoch [48][380/541] lr: 1.493e-05, eta: 0:03:42, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1480 +2022-03-10 23:12:05,595 - davarocr - INFO - Epoch [48][385/541] lr: 1.493e-05, eta: 0:03:41, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1480 +2022-03-10 23:12:06,478 - davarocr - INFO - Epoch [48][390/541] lr: 1.493e-05, eta: 0:03:40, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1482 +2022-03-10 23:12:07,370 - davarocr - INFO - Epoch [48][395/541] lr: 1.493e-05, eta: 0:03:39, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1479 +2022-03-10 23:12:08,258 - davarocr - INFO - Epoch [48][400/541] lr: 1.493e-05, eta: 0:03:38, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1498 +2022-03-10 23:12:09,139 - davarocr - INFO - Epoch [48][405/541] lr: 1.493e-05, eta: 0:03:37, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1467 +2022-03-10 23:12:10,028 - davarocr - INFO - Epoch [48][410/541] lr: 1.493e-05, eta: 0:03:37, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1465 +2022-03-10 23:12:10,911 - davarocr - INFO - Epoch [48][415/541] lr: 1.493e-05, eta: 0:03:36, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1464 +2022-03-10 23:12:11,791 - davarocr - INFO - Epoch [48][420/541] lr: 1.493e-05, eta: 0:03:35, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1469 +2022-03-10 23:12:12,680 - davarocr - INFO - Epoch [48][425/541] lr: 1.493e-05, eta: 0:03:34, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1469 +2022-03-10 23:12:13,570 - davarocr - INFO - Epoch [48][430/541] lr: 1.493e-05, eta: 0:03:33, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1469 +2022-03-10 23:12:14,453 - davarocr - INFO - Epoch [48][435/541] lr: 1.493e-05, eta: 0:03:32, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1472 +2022-03-10 23:12:15,315 - davarocr - INFO - Epoch [48][440/541] lr: 1.493e-05, eta: 0:03:31, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1470 +2022-03-10 23:12:16,175 - davarocr - INFO - Epoch [48][445/541] lr: 1.493e-05, eta: 0:03:30, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1469 +2022-03-10 23:12:17,046 - davarocr - INFO - Epoch [48][450/541] lr: 1.493e-05, eta: 0:03:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1469 +2022-03-10 23:12:17,916 - davarocr - INFO - Epoch [48][455/541] lr: 1.493e-05, eta: 0:03:29, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1469 +2022-03-10 23:12:18,782 - davarocr - INFO - Epoch [48][460/541] lr: 1.493e-05, eta: 0:03:28, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.1488 +2022-03-10 23:12:19,653 - davarocr - INFO - Epoch [48][465/541] lr: 1.493e-05, eta: 0:03:27, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1466 +2022-03-10 23:12:20,516 - davarocr - INFO - Epoch [48][470/541] lr: 1.493e-05, eta: 0:03:26, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1467 +2022-03-10 23:12:21,379 - davarocr - INFO - Epoch [48][475/541] lr: 1.493e-05, eta: 0:03:25, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1555 +2022-03-10 23:12:22,246 - davarocr - INFO - Epoch [48][480/541] lr: 1.493e-05, eta: 0:03:24, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1482 +2022-03-10 23:12:23,120 - davarocr - INFO - Epoch [48][485/541] lr: 1.493e-05, eta: 0:03:23, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1482 +2022-03-10 23:12:23,988 - davarocr - INFO - Epoch [48][490/541] lr: 1.493e-05, eta: 0:03:22, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1589 +2022-03-10 23:12:24,881 - davarocr - INFO - Epoch [48][495/541] lr: 1.493e-05, eta: 0:03:21, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1499 +2022-03-10 23:12:25,750 - davarocr - INFO - Epoch [48][500/541] lr: 1.493e-05, eta: 0:03:20, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1499 +2022-03-10 23:12:26,611 - davarocr - INFO - Epoch [48][505/541] lr: 1.493e-05, eta: 0:03:20, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1498 +2022-03-10 23:12:27,482 - davarocr - INFO - Epoch [48][510/541] lr: 1.493e-05, eta: 0:03:19, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1499 +2022-03-10 23:12:28,361 - davarocr - INFO - Epoch [48][515/541] lr: 1.493e-05, eta: 0:03:18, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2120 +2022-03-10 23:12:29,235 - davarocr - INFO - Epoch [48][520/541] lr: 1.493e-05, eta: 0:03:17, time: 0.175, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1560 +2022-03-10 23:12:30,103 - davarocr - INFO - Epoch [48][525/541] lr: 1.493e-05, eta: 0:03:16, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1560 +2022-03-10 23:12:30,966 - davarocr - INFO - Epoch [48][530/541] lr: 1.493e-05, eta: 0:03:15, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1558 +2022-03-10 23:12:31,841 - davarocr - INFO - Epoch [48][535/541] lr: 1.493e-05, eta: 0:03:14, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1594 +2022-03-10 23:12:32,710 - davarocr - INFO - Epoch [48][540/541] lr: 1.493e-05, eta: 0:03:13, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1565 +2022-03-10 23:12:47,217 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:12:47,218 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:12:47,219 - davarocr - INFO - Epoch(val) [48][541] LOC: {'precision': 0.9347432024169184, 'recall': 0.9274580335731415, 'f1-score': 0.931086367739994}, PER: {'precision': 0.965560425798372, 'recall': 0.9536178107606679, 'f1-score': 0.9595519601742377}, MISC: {'precision': 0.8443804034582133, 'recall': 0.8347578347578347, 'f1-score': 0.839541547277937}, ORG: {'precision': 0.8949579831932774, 'recall': 0.8976520168573149, 'f1-score': 0.8963029756537422}, all: {'precision': 0.920527441197434, 'recall': 0.9146600566572238, 'f1-score': 0.9175843694493783}, hmean: 0.9176 +2022-03-10 23:12:50,583 - davarocr - INFO - Epoch [49][5/541] lr: 1.471e-05, eta: 0:03:12, time: 0.672, data_time: 0.486, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1565 +2022-03-10 23:12:51,452 - davarocr - INFO - Epoch [49][10/541] lr: 1.471e-05, eta: 0:03:11, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1565 +2022-03-10 23:12:52,314 - davarocr - INFO - Epoch [49][15/541] lr: 1.471e-05, eta: 0:03:11, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1566 +2022-03-10 23:12:53,181 - davarocr - INFO - Epoch [49][20/541] lr: 1.471e-05, eta: 0:03:10, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1567 +2022-03-10 23:12:54,075 - davarocr - INFO - Epoch [49][25/541] lr: 1.471e-05, eta: 0:03:09, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1567 +2022-03-10 23:12:54,966 - davarocr - INFO - Epoch [49][30/541] lr: 1.471e-05, eta: 0:03:08, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0034, loss: 0.0034, grad_norm: 1.7285 +2022-03-10 23:12:55,856 - davarocr - INFO - Epoch [49][35/541] lr: 1.471e-05, eta: 0:03:07, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2148 +2022-03-10 23:12:56,724 - davarocr - INFO - Epoch [49][40/541] lr: 1.471e-05, eta: 0:03:06, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3092 +2022-03-10 23:12:57,596 - davarocr - INFO - Epoch [49][45/541] lr: 1.471e-05, eta: 0:03:05, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3162 +2022-03-10 23:12:58,463 - davarocr - INFO - Epoch [49][50/541] lr: 1.471e-05, eta: 0:03:04, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2201 +2022-03-10 23:12:59,342 - davarocr - INFO - Epoch [49][55/541] lr: 1.471e-05, eta: 0:03:03, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2195 +2022-03-10 23:13:00,212 - davarocr - INFO - Epoch [49][60/541] lr: 1.471e-05, eta: 0:03:02, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2194 +2022-03-10 23:13:01,072 - davarocr - INFO - Epoch [49][65/541] lr: 1.471e-05, eta: 0:03:02, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2198 +2022-03-10 23:13:01,933 - davarocr - INFO - Epoch [49][70/541] lr: 1.471e-05, eta: 0:03:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2183 +2022-03-10 23:13:02,832 - davarocr - INFO - Epoch [49][75/541] lr: 1.471e-05, eta: 0:03:00, time: 0.180, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.2269 +2022-03-10 23:13:03,699 - davarocr - INFO - Epoch [49][80/541] lr: 1.471e-05, eta: 0:02:59, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2206 +2022-03-10 23:13:04,600 - davarocr - INFO - Epoch [49][85/541] lr: 1.471e-05, eta: 0:02:58, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2206 +2022-03-10 23:13:05,496 - davarocr - INFO - Epoch [49][90/541] lr: 1.471e-05, eta: 0:02:57, time: 0.180, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2205 +2022-03-10 23:13:06,389 - davarocr - INFO - Epoch [49][95/541] lr: 1.471e-05, eta: 0:02:56, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0047, loss: 0.0047, grad_norm: 2.6428 +2022-03-10 23:13:07,278 - davarocr - INFO - Epoch [49][100/541] lr: 1.471e-05, eta: 0:02:55, time: 0.177, data_time: 0.007, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 0.9039 +2022-03-10 23:13:08,184 - davarocr - INFO - Epoch [49][105/541] lr: 1.471e-05, eta: 0:02:54, time: 0.179, data_time: 0.008, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.8721 +2022-03-10 23:13:09,056 - davarocr - INFO - Epoch [49][110/541] lr: 1.471e-05, eta: 0:02:54, time: 0.175, data_time: 0.011, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8706 +2022-03-10 23:13:09,930 - davarocr - INFO - Epoch [49][115/541] lr: 1.471e-05, eta: 0:02:53, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.8729 +2022-03-10 23:13:10,801 - davarocr - INFO - Epoch [49][120/541] lr: 1.471e-05, eta: 0:02:52, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 0.9747 +2022-03-10 23:13:11,665 - davarocr - INFO - Epoch [49][125/541] lr: 1.471e-05, eta: 0:02:51, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.1721 +2022-03-10 23:13:12,536 - davarocr - INFO - Epoch [49][130/541] lr: 1.471e-05, eta: 0:02:50, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8832 +2022-03-10 23:13:13,403 - davarocr - INFO - Epoch [49][135/541] lr: 1.471e-05, eta: 0:02:49, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 0.8847 +2022-03-10 23:13:14,273 - davarocr - INFO - Epoch [49][140/541] lr: 1.471e-05, eta: 0:02:48, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8827 +2022-03-10 23:13:15,161 - davarocr - INFO - Epoch [49][145/541] lr: 1.471e-05, eta: 0:02:47, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9484 +2022-03-10 23:13:16,019 - davarocr - INFO - Epoch [49][150/541] lr: 1.471e-05, eta: 0:02:46, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.8921 +2022-03-10 23:13:16,915 - davarocr - INFO - Epoch [49][155/541] lr: 1.471e-05, eta: 0:02:45, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8758 +2022-03-10 23:13:17,799 - davarocr - INFO - Epoch [49][160/541] lr: 1.471e-05, eta: 0:02:45, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8771 +2022-03-10 23:13:18,682 - davarocr - INFO - Epoch [49][165/541] lr: 1.471e-05, eta: 0:02:44, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.8760 +2022-03-10 23:13:19,570 - davarocr - INFO - Epoch [49][170/541] lr: 1.471e-05, eta: 0:02:43, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.8871 +2022-03-10 23:13:20,448 - davarocr - INFO - Epoch [49][175/541] lr: 1.471e-05, eta: 0:02:42, time: 0.176, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.8755 +2022-03-10 23:13:21,336 - davarocr - INFO - Epoch [49][180/541] lr: 1.471e-05, eta: 0:02:41, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0021, loss: 0.0021, grad_norm: 1.3037 +2022-03-10 23:13:22,226 - davarocr - INFO - Epoch [49][185/541] lr: 1.471e-05, eta: 0:02:40, time: 0.179, data_time: 0.011, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9284 +2022-03-10 23:13:23,103 - davarocr - INFO - Epoch [49][190/541] lr: 1.471e-05, eta: 0:02:39, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 0.9799 +2022-03-10 23:13:23,979 - davarocr - INFO - Epoch [49][195/541] lr: 1.471e-05, eta: 0:02:38, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9227 +2022-03-10 23:13:24,854 - davarocr - INFO - Epoch [49][200/541] lr: 1.471e-05, eta: 0:02:37, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9224 +2022-03-10 23:13:25,726 - davarocr - INFO - Epoch [49][205/541] lr: 1.471e-05, eta: 0:02:36, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 0.9873 +2022-03-10 23:13:26,600 - davarocr - INFO - Epoch [49][210/541] lr: 1.471e-05, eta: 0:02:36, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 0.9384 +2022-03-10 23:13:27,493 - davarocr - INFO - Epoch [49][215/541] lr: 1.471e-05, eta: 0:02:35, time: 0.178, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9250 +2022-03-10 23:13:28,384 - davarocr - INFO - Epoch [49][220/541] lr: 1.471e-05, eta: 0:02:34, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9250 +2022-03-10 23:13:29,276 - davarocr - INFO - Epoch [49][225/541] lr: 1.471e-05, eta: 0:02:33, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.1858 +2022-03-10 23:13:30,143 - davarocr - INFO - Epoch [49][230/541] lr: 1.471e-05, eta: 0:02:32, time: 0.174, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9261 +2022-03-10 23:13:31,011 - davarocr - INFO - Epoch [49][235/541] lr: 1.471e-05, eta: 0:02:31, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.0122 +2022-03-10 23:13:31,874 - davarocr - INFO - Epoch [49][240/541] lr: 1.471e-05, eta: 0:02:30, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9173 +2022-03-10 23:13:32,740 - davarocr - INFO - Epoch [49][245/541] lr: 1.471e-05, eta: 0:02:29, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9172 +2022-03-10 23:13:33,608 - davarocr - INFO - Epoch [49][250/541] lr: 1.471e-05, eta: 0:02:28, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9308 +2022-03-10 23:13:34,479 - davarocr - INFO - Epoch [49][255/541] lr: 1.471e-05, eta: 0:02:28, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9141 +2022-03-10 23:13:35,347 - davarocr - INFO - Epoch [49][260/541] lr: 1.471e-05, eta: 0:02:27, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9139 +2022-03-10 23:13:36,206 - davarocr - INFO - Epoch [49][265/541] lr: 1.471e-05, eta: 0:02:26, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9139 +2022-03-10 23:13:37,068 - davarocr - INFO - Epoch [49][270/541] lr: 1.471e-05, eta: 0:02:25, time: 0.172, data_time: 0.010, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 0.9289 +2022-03-10 23:13:37,930 - davarocr - INFO - Epoch [49][275/541] lr: 1.471e-05, eta: 0:02:24, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 0.9945 +2022-03-10 23:13:38,802 - davarocr - INFO - Epoch [49][280/541] lr: 1.471e-05, eta: 0:02:23, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0064, loss: 0.0064, grad_norm: 1.4631 +2022-03-10 23:13:39,668 - davarocr - INFO - Epoch [49][285/541] lr: 1.471e-05, eta: 0:02:22, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1315 +2022-03-10 23:13:40,559 - davarocr - INFO - Epoch [49][290/541] lr: 1.471e-05, eta: 0:02:21, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9871 +2022-03-10 23:13:41,430 - davarocr - INFO - Epoch [49][295/541] lr: 1.471e-05, eta: 0:02:20, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9871 +2022-03-10 23:13:42,295 - davarocr - INFO - Epoch [49][300/541] lr: 1.471e-05, eta: 0:02:19, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 0.9870 +2022-03-10 23:13:43,162 - davarocr - INFO - Epoch [49][305/541] lr: 1.471e-05, eta: 0:02:19, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 0.9907 +2022-03-10 23:13:44,020 - davarocr - INFO - Epoch [49][310/541] lr: 1.471e-05, eta: 0:02:18, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0018, loss: 0.0018, grad_norm: 1.6007 +2022-03-10 23:13:44,883 - davarocr - INFO - Epoch [49][315/541] lr: 1.471e-05, eta: 0:02:17, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.0345 +2022-03-10 23:13:45,753 - davarocr - INFO - Epoch [49][320/541] lr: 1.471e-05, eta: 0:02:16, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.1203 +2022-03-10 23:13:46,623 - davarocr - INFO - Epoch [49][325/541] lr: 1.471e-05, eta: 0:02:15, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3624 +2022-03-10 23:13:47,484 - davarocr - INFO - Epoch [49][330/541] lr: 1.471e-05, eta: 0:02:14, time: 0.173, data_time: 0.010, memory: 5185, loss_cls: 0.0029, loss: 0.0029, grad_norm: 1.7442 +2022-03-10 23:13:48,364 - davarocr - INFO - Epoch [49][335/541] lr: 1.471e-05, eta: 0:02:13, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1066 +2022-03-10 23:13:49,257 - davarocr - INFO - Epoch [49][340/541] lr: 1.471e-05, eta: 0:02:12, time: 0.179, data_time: 0.010, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1187 +2022-03-10 23:13:50,161 - davarocr - INFO - Epoch [49][345/541] lr: 1.471e-05, eta: 0:02:11, time: 0.181, data_time: 0.011, memory: 5185, loss_cls: 0.0039, loss: 0.0039, grad_norm: 1.1706 +2022-03-10 23:13:51,051 - davarocr - INFO - Epoch [49][350/541] lr: 1.471e-05, eta: 0:02:11, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1094 +2022-03-10 23:13:51,939 - davarocr - INFO - Epoch [49][355/541] lr: 1.471e-05, eta: 0:02:10, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1365 +2022-03-10 23:13:52,830 - davarocr - INFO - Epoch [49][360/541] lr: 1.471e-05, eta: 0:02:09, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.4754 +2022-03-10 23:13:53,713 - davarocr - INFO - Epoch [49][365/541] lr: 1.471e-05, eta: 0:02:08, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1371 +2022-03-10 23:13:54,607 - davarocr - INFO - Epoch [49][370/541] lr: 1.471e-05, eta: 0:02:07, time: 0.178, data_time: 0.010, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.3612 +2022-03-10 23:13:55,491 - davarocr - INFO - Epoch [49][375/541] lr: 1.471e-05, eta: 0:02:06, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1380 +2022-03-10 23:13:56,378 - davarocr - INFO - Epoch [49][380/541] lr: 1.471e-05, eta: 0:02:05, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1385 +2022-03-10 23:13:57,263 - davarocr - INFO - Epoch [49][385/541] lr: 1.471e-05, eta: 0:02:04, time: 0.177, data_time: 0.010, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1561 +2022-03-10 23:13:58,143 - davarocr - INFO - Epoch [49][390/541] lr: 1.471e-05, eta: 0:02:03, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1404 +2022-03-10 23:13:59,031 - davarocr - INFO - Epoch [49][395/541] lr: 1.471e-05, eta: 0:02:02, time: 0.178, data_time: 0.011, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2067 +2022-03-10 23:13:59,932 - davarocr - INFO - Epoch [49][400/541] lr: 1.471e-05, eta: 0:02:02, time: 0.180, data_time: 0.011, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1743 +2022-03-10 23:14:00,828 - davarocr - INFO - Epoch [49][405/541] lr: 1.471e-05, eta: 0:02:01, time: 0.179, data_time: 0.011, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2263 +2022-03-10 23:14:01,726 - davarocr - INFO - Epoch [49][410/541] lr: 1.471e-05, eta: 0:02:00, time: 0.180, data_time: 0.010, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1620 +2022-03-10 23:14:02,614 - davarocr - INFO - Epoch [49][415/541] lr: 1.471e-05, eta: 0:01:59, time: 0.178, data_time: 0.009, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2723 +2022-03-10 23:14:03,523 - davarocr - INFO - Epoch [49][420/541] lr: 1.471e-05, eta: 0:01:58, time: 0.181, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1578 +2022-03-10 23:14:04,416 - davarocr - INFO - Epoch [49][425/541] lr: 1.471e-05, eta: 0:01:57, time: 0.179, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1570 +2022-03-10 23:14:05,325 - davarocr - INFO - Epoch [49][430/541] lr: 1.471e-05, eta: 0:01:56, time: 0.181, data_time: 0.010, memory: 5185, loss_cls: 0.0016, loss: 0.0016, grad_norm: 1.6797 +2022-03-10 23:14:06,202 - davarocr - INFO - Epoch [49][435/541] lr: 1.471e-05, eta: 0:01:55, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0032, loss: 0.0032, grad_norm: 1.2245 +2022-03-10 23:14:07,063 - davarocr - INFO - Epoch [49][440/541] lr: 1.471e-05, eta: 0:01:54, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2003 +2022-03-10 23:14:07,921 - davarocr - INFO - Epoch [49][445/541] lr: 1.471e-05, eta: 0:01:54, time: 0.171, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1894 +2022-03-10 23:14:08,791 - davarocr - INFO - Epoch [49][450/541] lr: 1.471e-05, eta: 0:01:53, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1892 +2022-03-10 23:14:09,671 - davarocr - INFO - Epoch [49][455/541] lr: 1.471e-05, eta: 0:01:52, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1892 +2022-03-10 23:14:10,530 - davarocr - INFO - Epoch [49][460/541] lr: 1.471e-05, eta: 0:01:51, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.1900 +2022-03-10 23:14:11,404 - davarocr - INFO - Epoch [49][465/541] lr: 1.471e-05, eta: 0:01:50, time: 0.175, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1880 +2022-03-10 23:14:12,264 - davarocr - INFO - Epoch [49][470/541] lr: 1.471e-05, eta: 0:01:49, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2847 +2022-03-10 23:14:13,124 - davarocr - INFO - Epoch [49][475/541] lr: 1.471e-05, eta: 0:01:48, time: 0.172, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1911 +2022-03-10 23:14:14,005 - davarocr - INFO - Epoch [49][480/541] lr: 1.471e-05, eta: 0:01:47, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1928 +2022-03-10 23:14:14,880 - davarocr - INFO - Epoch [49][485/541] lr: 1.471e-05, eta: 0:01:46, time: 0.176, data_time: 0.009, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2050 +2022-03-10 23:14:15,755 - davarocr - INFO - Epoch [49][490/541] lr: 1.471e-05, eta: 0:01:45, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1909 +2022-03-10 23:14:16,638 - davarocr - INFO - Epoch [49][495/541] lr: 1.471e-05, eta: 0:01:45, time: 0.177, data_time: 0.009, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2231 +2022-03-10 23:14:17,507 - davarocr - INFO - Epoch [49][500/541] lr: 1.471e-05, eta: 0:01:44, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1947 +2022-03-10 23:14:18,376 - davarocr - INFO - Epoch [49][505/541] lr: 1.471e-05, eta: 0:01:43, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2024 +2022-03-10 23:14:19,237 - davarocr - INFO - Epoch [49][510/541] lr: 1.471e-05, eta: 0:01:42, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0009, loss: 0.0009, grad_norm: 1.2115 +2022-03-10 23:14:20,095 - davarocr - INFO - Epoch [49][515/541] lr: 1.471e-05, eta: 0:01:41, time: 0.171, data_time: 0.009, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1893 +2022-03-10 23:14:20,963 - davarocr - INFO - Epoch [49][520/541] lr: 1.471e-05, eta: 0:01:40, time: 0.173, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1889 +2022-03-10 23:14:21,827 - davarocr - INFO - Epoch [49][525/541] lr: 1.471e-05, eta: 0:01:39, time: 0.173, data_time: 0.009, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.1916 +2022-03-10 23:14:22,686 - davarocr - INFO - Epoch [49][530/541] lr: 1.471e-05, eta: 0:01:38, time: 0.172, data_time: 0.009, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1890 +2022-03-10 23:14:23,566 - davarocr - INFO - Epoch [49][535/541] lr: 1.471e-05, eta: 0:01:37, time: 0.176, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1895 +2022-03-10 23:14:24,435 - davarocr - INFO - Epoch [49][540/541] lr: 1.471e-05, eta: 0:01:36, time: 0.174, data_time: 0.009, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 1.3802 +2022-03-10 23:14:38,717 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:14:38,718 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:14:38,718 - davarocr - INFO - Epoch(val) [49][541] LOC: {'precision': 0.9402074435631482, 'recall': 0.9238609112709832, 'f1-score': 0.9319625037798609}, PER: {'precision': 0.9613225202744854, 'recall': 0.9529993815708101, 'f1-score': 0.9571428571428572}, MISC: {'precision': 0.8369098712446352, 'recall': 0.8333333333333334, 'f1-score': 0.8351177730192721}, ORG: {'precision': 0.8978234582829504, 'recall': 0.8940397350993378, 'f1-score': 0.8959276018099547}, all: {'precision': 0.920822162645219, 'recall': 0.9121813031161473, 'f1-score': 0.916481366183403}, hmean: 0.9165 +2022-03-10 23:14:42,070 - davarocr - INFO - Epoch [50][5/541] lr: 1.449e-05, eta: 0:01:35, time: 0.668, data_time: 0.488, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2037 +2022-03-10 23:14:42,948 - davarocr - INFO - Epoch [50][10/541] lr: 1.449e-05, eta: 0:01:35, time: 0.175, data_time: 0.008, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2037 +2022-03-10 23:14:43,830 - davarocr - INFO - Epoch [50][15/541] lr: 1.449e-05, eta: 0:01:34, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2032 +2022-03-10 23:14:44,718 - davarocr - INFO - Epoch [50][20/541] lr: 1.449e-05, eta: 0:01:33, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2500 +2022-03-10 23:14:45,590 - davarocr - INFO - Epoch [50][25/541] lr: 1.449e-05, eta: 0:01:32, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2424 +2022-03-10 23:14:46,456 - davarocr - INFO - Epoch [50][30/541] lr: 1.449e-05, eta: 0:01:31, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2094 +2022-03-10 23:14:47,315 - davarocr - INFO - Epoch [50][35/541] lr: 1.449e-05, eta: 0:01:30, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.2228 +2022-03-10 23:14:48,173 - davarocr - INFO - Epoch [50][40/541] lr: 1.449e-05, eta: 0:01:29, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2057 +2022-03-10 23:14:49,051 - davarocr - INFO - Epoch [50][45/541] lr: 1.449e-05, eta: 0:01:28, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2057 +2022-03-10 23:14:49,921 - davarocr - INFO - Epoch [50][50/541] lr: 1.449e-05, eta: 0:01:27, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2055 +2022-03-10 23:14:50,791 - davarocr - INFO - Epoch [50][55/541] lr: 1.449e-05, eta: 0:01:27, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2047 +2022-03-10 23:14:51,660 - davarocr - INFO - Epoch [50][60/541] lr: 1.449e-05, eta: 0:01:26, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0008, loss: 0.0008, grad_norm: 1.2049 +2022-03-10 23:14:52,521 - davarocr - INFO - Epoch [50][65/541] lr: 1.449e-05, eta: 0:01:25, time: 0.172, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2172 +2022-03-10 23:14:53,385 - davarocr - INFO - Epoch [50][70/541] lr: 1.449e-05, eta: 0:01:24, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2053 +2022-03-10 23:14:54,253 - davarocr - INFO - Epoch [50][75/541] lr: 1.449e-05, eta: 0:01:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.4530 +2022-03-10 23:14:55,116 - davarocr - INFO - Epoch [50][80/541] lr: 1.449e-05, eta: 0:01:22, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2018 +2022-03-10 23:14:55,979 - davarocr - INFO - Epoch [50][85/541] lr: 1.449e-05, eta: 0:01:21, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2641 +2022-03-10 23:14:56,846 - davarocr - INFO - Epoch [50][90/541] lr: 1.449e-05, eta: 0:01:20, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1936 +2022-03-10 23:14:57,715 - davarocr - INFO - Epoch [50][95/541] lr: 1.449e-05, eta: 0:01:19, time: 0.174, data_time: 0.008, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1934 +2022-03-10 23:14:58,584 - davarocr - INFO - Epoch [50][100/541] lr: 1.449e-05, eta: 0:01:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1952 +2022-03-10 23:14:59,446 - davarocr - INFO - Epoch [50][105/541] lr: 1.449e-05, eta: 0:01:18, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1915 +2022-03-10 23:15:00,315 - davarocr - INFO - Epoch [50][110/541] lr: 1.449e-05, eta: 0:01:17, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1916 +2022-03-10 23:15:01,181 - davarocr - INFO - Epoch [50][115/541] lr: 1.449e-05, eta: 0:01:16, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.2298 +2022-03-10 23:15:02,047 - davarocr - INFO - Epoch [50][120/541] lr: 1.449e-05, eta: 0:01:15, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1930 +2022-03-10 23:15:02,912 - davarocr - INFO - Epoch [50][125/541] lr: 1.449e-05, eta: 0:01:14, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1962 +2022-03-10 23:15:03,777 - davarocr - INFO - Epoch [50][130/541] lr: 1.449e-05, eta: 0:01:13, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0017, loss: 0.0017, grad_norm: 1.3242 +2022-03-10 23:15:04,640 - davarocr - INFO - Epoch [50][135/541] lr: 1.449e-05, eta: 0:01:12, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.2823 +2022-03-10 23:15:05,507 - davarocr - INFO - Epoch [50][140/541] lr: 1.449e-05, eta: 0:01:11, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2021 +2022-03-10 23:15:06,386 - davarocr - INFO - Epoch [50][145/541] lr: 1.449e-05, eta: 0:01:10, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2029 +2022-03-10 23:15:07,263 - davarocr - INFO - Epoch [50][150/541] lr: 1.449e-05, eta: 0:01:09, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2011 +2022-03-10 23:15:08,126 - davarocr - INFO - Epoch [50][155/541] lr: 1.449e-05, eta: 0:01:09, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2007 +2022-03-10 23:15:08,996 - davarocr - INFO - Epoch [50][160/541] lr: 1.449e-05, eta: 0:01:08, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2007 +2022-03-10 23:15:09,859 - davarocr - INFO - Epoch [50][165/541] lr: 1.449e-05, eta: 0:01:07, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2004 +2022-03-10 23:15:10,728 - davarocr - INFO - Epoch [50][170/541] lr: 1.449e-05, eta: 0:01:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0011, loss: 0.0011, grad_norm: 1.2019 +2022-03-10 23:15:11,595 - davarocr - INFO - Epoch [50][175/541] lr: 1.449e-05, eta: 0:01:05, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0020, loss: 0.0020, grad_norm: 1.8599 +2022-03-10 23:15:12,458 - davarocr - INFO - Epoch [50][180/541] lr: 1.449e-05, eta: 0:01:04, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2477 +2022-03-10 23:15:13,326 - davarocr - INFO - Epoch [50][185/541] lr: 1.449e-05, eta: 0:01:03, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2479 +2022-03-10 23:15:14,195 - davarocr - INFO - Epoch [50][190/541] lr: 1.449e-05, eta: 0:01:02, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2473 +2022-03-10 23:15:15,054 - davarocr - INFO - Epoch [50][195/541] lr: 1.449e-05, eta: 0:01:01, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2694 +2022-03-10 23:15:15,915 - davarocr - INFO - Epoch [50][200/541] lr: 1.449e-05, eta: 0:01:01, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2970 +2022-03-10 23:15:16,784 - davarocr - INFO - Epoch [50][205/541] lr: 1.449e-05, eta: 0:01:00, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2416 +2022-03-10 23:15:17,644 - davarocr - INFO - Epoch [50][210/541] lr: 1.449e-05, eta: 0:00:59, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2464 +2022-03-10 23:15:18,504 - davarocr - INFO - Epoch [50][215/541] lr: 1.449e-05, eta: 0:00:58, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2394 +2022-03-10 23:15:19,364 - davarocr - INFO - Epoch [50][220/541] lr: 1.449e-05, eta: 0:00:57, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0015, loss: 0.0015, grad_norm: 1.7625 +2022-03-10 23:15:20,241 - davarocr - INFO - Epoch [50][225/541] lr: 1.449e-05, eta: 0:00:56, time: 0.176, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2785 +2022-03-10 23:15:21,106 - davarocr - INFO - Epoch [50][230/541] lr: 1.449e-05, eta: 0:00:55, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.2605 +2022-03-10 23:15:21,966 - davarocr - INFO - Epoch [50][235/541] lr: 1.449e-05, eta: 0:00:54, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0062, loss: 0.0062, grad_norm: 1.3240 +2022-03-10 23:15:22,859 - davarocr - INFO - Epoch [50][240/541] lr: 1.449e-05, eta: 0:00:53, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2524 +2022-03-10 23:15:23,757 - davarocr - INFO - Epoch [50][245/541] lr: 1.449e-05, eta: 0:00:52, time: 0.180, data_time: 0.007, memory: 5185, loss_cls: 0.0056, loss: 0.0056, grad_norm: 1.7262 +2022-03-10 23:15:24,648 - davarocr - INFO - Epoch [50][250/541] lr: 1.449e-05, eta: 0:00:52, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2871 +2022-03-10 23:15:25,516 - davarocr - INFO - Epoch [50][255/541] lr: 1.449e-05, eta: 0:00:51, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2794 +2022-03-10 23:15:26,377 - davarocr - INFO - Epoch [50][260/541] lr: 1.449e-05, eta: 0:00:50, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.4376 +2022-03-10 23:15:27,248 - davarocr - INFO - Epoch [50][265/541] lr: 1.449e-05, eta: 0:00:49, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0019, loss: 0.0019, grad_norm: 1.3651 +2022-03-10 23:15:28,119 - davarocr - INFO - Epoch [50][270/541] lr: 1.449e-05, eta: 0:00:48, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0022, loss: 0.0022, grad_norm: 1.4203 +2022-03-10 23:15:28,980 - davarocr - INFO - Epoch [50][275/541] lr: 1.449e-05, eta: 0:00:47, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.2997 +2022-03-10 23:15:29,855 - davarocr - INFO - Epoch [50][280/541] lr: 1.449e-05, eta: 0:00:46, time: 0.175, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2873 +2022-03-10 23:15:30,718 - davarocr - INFO - Epoch [50][285/541] lr: 1.449e-05, eta: 0:00:45, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2842 +2022-03-10 23:15:31,600 - davarocr - INFO - Epoch [50][290/541] lr: 1.449e-05, eta: 0:00:44, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4736 +2022-03-10 23:15:32,473 - davarocr - INFO - Epoch [50][295/541] lr: 1.449e-05, eta: 0:00:44, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2872 +2022-03-10 23:15:33,341 - davarocr - INFO - Epoch [50][300/541] lr: 1.449e-05, eta: 0:00:43, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2871 +2022-03-10 23:15:34,214 - davarocr - INFO - Epoch [50][305/541] lr: 1.449e-05, eta: 0:00:42, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2872 +2022-03-10 23:15:35,082 - davarocr - INFO - Epoch [50][310/541] lr: 1.449e-05, eta: 0:00:41, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0014, loss: 0.0014, grad_norm: 1.4806 +2022-03-10 23:15:35,945 - davarocr - INFO - Epoch [50][315/541] lr: 1.449e-05, eta: 0:00:40, time: 0.173, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2748 +2022-03-10 23:15:36,808 - davarocr - INFO - Epoch [50][320/541] lr: 1.449e-05, eta: 0:00:39, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2743 +2022-03-10 23:15:37,671 - davarocr - INFO - Epoch [50][325/541] lr: 1.449e-05, eta: 0:00:38, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2740 +2022-03-10 23:15:38,586 - davarocr - INFO - Epoch [50][330/541] lr: 1.449e-05, eta: 0:00:37, time: 0.182, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2736 +2022-03-10 23:15:39,468 - davarocr - INFO - Epoch [50][335/541] lr: 1.449e-05, eta: 0:00:36, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0010, loss: 0.0010, grad_norm: 1.4222 +2022-03-10 23:15:40,359 - davarocr - INFO - Epoch [50][340/541] lr: 1.449e-05, eta: 0:00:35, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2839 +2022-03-10 23:15:41,251 - davarocr - INFO - Epoch [50][345/541] lr: 1.449e-05, eta: 0:00:35, time: 0.179, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2839 +2022-03-10 23:15:42,141 - davarocr - INFO - Epoch [50][350/541] lr: 1.449e-05, eta: 0:00:34, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2840 +2022-03-10 23:15:43,033 - davarocr - INFO - Epoch [50][355/541] lr: 1.449e-05, eta: 0:00:33, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.3167 +2022-03-10 23:15:43,921 - davarocr - INFO - Epoch [50][360/541] lr: 1.449e-05, eta: 0:00:32, time: 0.178, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2867 +2022-03-10 23:15:44,814 - davarocr - INFO - Epoch [50][365/541] lr: 1.449e-05, eta: 0:00:31, time: 0.179, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2867 +2022-03-10 23:15:45,703 - davarocr - INFO - Epoch [50][370/541] lr: 1.449e-05, eta: 0:00:30, time: 0.178, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2864 +2022-03-10 23:15:46,585 - davarocr - INFO - Epoch [50][375/541] lr: 1.449e-05, eta: 0:00:29, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2864 +2022-03-10 23:15:47,472 - davarocr - INFO - Epoch [50][380/541] lr: 1.449e-05, eta: 0:00:28, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0036, loss: 0.0036, grad_norm: 2.1486 +2022-03-10 23:15:48,357 - davarocr - INFO - Epoch [50][385/541] lr: 1.449e-05, eta: 0:00:27, time: 0.177, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.2241 +2022-03-10 23:15:49,264 - davarocr - INFO - Epoch [50][390/541] lr: 1.449e-05, eta: 0:00:27, time: 0.182, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.2254 +2022-03-10 23:15:50,126 - davarocr - INFO - Epoch [50][395/541] lr: 1.449e-05, eta: 0:00:26, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.3175 +2022-03-10 23:15:50,992 - davarocr - INFO - Epoch [50][400/541] lr: 1.449e-05, eta: 0:00:25, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0005, loss: 0.0005, grad_norm: 1.2150 +2022-03-10 23:15:51,852 - davarocr - INFO - Epoch [50][405/541] lr: 1.449e-05, eta: 0:00:24, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0091, loss: 0.0091, grad_norm: 2.1315 +2022-03-10 23:15:52,724 - davarocr - INFO - Epoch [50][410/541] lr: 1.449e-05, eta: 0:00:23, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0007, loss: 0.0007, grad_norm: 1.1164 +2022-03-10 23:15:53,593 - davarocr - INFO - Epoch [50][415/541] lr: 1.449e-05, eta: 0:00:22, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1210 +2022-03-10 23:15:54,456 - davarocr - INFO - Epoch [50][420/541] lr: 1.449e-05, eta: 0:00:21, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1424 +2022-03-10 23:15:55,332 - davarocr - INFO - Epoch [50][425/541] lr: 1.449e-05, eta: 0:00:20, time: 0.176, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1134 +2022-03-10 23:15:56,203 - davarocr - INFO - Epoch [50][430/541] lr: 1.449e-05, eta: 0:00:19, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0024, loss: 0.0024, grad_norm: 1.1161 +2022-03-10 23:15:57,074 - davarocr - INFO - Epoch [50][435/541] lr: 1.449e-05, eta: 0:00:18, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1140 +2022-03-10 23:15:57,939 - davarocr - INFO - Epoch [50][440/541] lr: 1.449e-05, eta: 0:00:18, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3806 +2022-03-10 23:15:58,820 - davarocr - INFO - Epoch [50][445/541] lr: 1.449e-05, eta: 0:00:17, time: 0.176, data_time: 0.007, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1265 +2022-03-10 23:15:59,679 - davarocr - INFO - Epoch [50][450/541] lr: 1.449e-05, eta: 0:00:16, time: 0.172, data_time: 0.004, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1310 +2022-03-10 23:16:00,545 - davarocr - INFO - Epoch [50][455/541] lr: 1.449e-05, eta: 0:00:15, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1162 +2022-03-10 23:16:01,404 - davarocr - INFO - Epoch [50][460/541] lr: 1.449e-05, eta: 0:00:14, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1267 +2022-03-10 23:16:02,270 - davarocr - INFO - Epoch [50][465/541] lr: 1.449e-05, eta: 0:00:13, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0013, loss: 0.0013, grad_norm: 1.1131 +2022-03-10 23:16:03,139 - davarocr - INFO - Epoch [50][470/541] lr: 1.449e-05, eta: 0:00:12, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1109 +2022-03-10 23:16:04,001 - davarocr - INFO - Epoch [50][475/541] lr: 1.449e-05, eta: 0:00:11, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1106 +2022-03-10 23:16:04,862 - davarocr - INFO - Epoch [50][480/541] lr: 1.449e-05, eta: 0:00:10, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0003, loss: 0.0003, grad_norm: 1.1988 +2022-03-10 23:16:05,727 - davarocr - INFO - Epoch [50][485/541] lr: 1.449e-05, eta: 0:00:10, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1154 +2022-03-10 23:16:06,596 - davarocr - INFO - Epoch [50][490/541] lr: 1.449e-05, eta: 0:00:09, time: 0.174, data_time: 0.007, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1150 +2022-03-10 23:16:07,467 - davarocr - INFO - Epoch [50][495/541] lr: 1.449e-05, eta: 0:00:08, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1149 +2022-03-10 23:16:08,329 - davarocr - INFO - Epoch [50][500/541] lr: 1.449e-05, eta: 0:00:07, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0004, loss: 0.0004, grad_norm: 1.3520 +2022-03-10 23:16:09,197 - davarocr - INFO - Epoch [50][505/541] lr: 1.449e-05, eta: 0:00:06, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1304 +2022-03-10 23:16:10,070 - davarocr - INFO - Epoch [50][510/541] lr: 1.449e-05, eta: 0:00:05, time: 0.175, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1154 +2022-03-10 23:16:10,934 - davarocr - INFO - Epoch [50][515/541] lr: 1.449e-05, eta: 0:00:04, time: 0.173, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1123 +2022-03-10 23:16:11,802 - davarocr - INFO - Epoch [50][520/541] lr: 1.449e-05, eta: 0:00:03, time: 0.173, data_time: 0.006, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1083 +2022-03-10 23:16:12,673 - davarocr - INFO - Epoch [50][525/541] lr: 1.449e-05, eta: 0:00:02, time: 0.174, data_time: 0.005, memory: 5185, loss_cls: 0.0002, loss: 0.0002, grad_norm: 1.1132 +2022-03-10 23:16:13,535 - davarocr - INFO - Epoch [50][530/541] lr: 1.449e-05, eta: 0:00:01, time: 0.172, data_time: 0.005, memory: 5185, loss_cls: 0.0001, loss: 0.0001, grad_norm: 1.1089 +2022-03-10 23:16:14,395 - davarocr - INFO - Epoch [50][535/541] lr: 1.449e-05, eta: 0:00:01, time: 0.172, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1069 +2022-03-10 23:16:15,262 - davarocr - INFO - Epoch [50][540/541] lr: 1.449e-05, eta: 0:00:00, time: 0.174, data_time: 0.006, memory: 5185, loss_cls: 0.0000, loss: 0.0000, grad_norm: 1.1068 +2022-03-10 23:16:29,743 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.9210549684752687 +2022-03-10 23:16:29,744 - davarocr - INFO - Exp name: bert_softmax.py +2022-03-10 23:16:29,744 - davarocr - INFO - Epoch(val) [50][541] LOC: {'precision': 0.9489096573208723, 'recall': 0.9130695443645084, 'f1-score': 0.9306446684998472}, PER: {'precision': 0.9530574428659666, 'recall': 0.9542362399505256, 'f1-score': 0.9536464771322619}, MISC: {'precision': 0.8288159771754636, 'recall': 0.8276353276353277, 'f1-score': 0.8282252316464718}, ORG: {'precision': 0.8880285884455033, 'recall': 0.8976520168573149, 'f1-score': 0.892814371257485}, all: {'precision': 0.9168451106352605, 'recall': 0.9097025495750708, 'f1-score': 0.9132598649129043}, hmean: 0.9133 diff --git a/demo/ner/BERT/logs/bert_span_RESUME/20220310_231650.log b/demo/ner/BERT/logs/bert_span_RESUME/20220310_231650.log new file mode 100644 index 0000000..674331d --- /dev/null +++ b/demo/ner/BERT/logs/bert_span_RESUME/20220310_231650.log @@ -0,0 +1,5874 @@ +2022-03-10 23:16:51,000 - davarocr - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] +CUDA available: True +GPU 0,1,2,3,4,5,6,7: NVIDIA Tesla V100-SXM2-32GB +CUDA_HOME: /usr/local/cuda +NVCC: Build cuda_11.3.r11.3/compiler.29745058_0 +GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 +PyTorch: 1.10.0+cu113 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX512 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.11.1+cu113 +OpenCV: 4.5.5 +MMCV: 1.3.4 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.3 +DAVAROCR: 0.4.0+unknown +------------------------------------------------------------ + +2022-03-10 23:16:51,906 - davarocr - INFO - Distributed training: True +2022-03-10 23:16:52,669 - davarocr - INFO - Config: +checkpoint_config = dict( + interval=1, + type='DavarCheckpointHook', + save_mode='lightweight', + metric='hmean', + filename_tmpl='bert_e{}.pth', + save_last=False) +log_config = dict(interval=5, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +dataset_name = 'conll2003' +test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +train_ann_file = [ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' +] +val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +label_list = ['ORG', 'MISC', 'PER', 'LOC'] +model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' +do_lower_case = False +work_dir = './work_dirs/bert_span_conll2003' +max_len = 256 +loader = dict(type='NerLoader', truncation=False, stride=254, max_len=254) +ner_convertor = dict( + type='SpanConvertor', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False) +train_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) +] +val_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) +] +test_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) +] +dataset_type = 'NerDataset' +train = dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=False) +val = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=True) +test = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=True) +data = dict( + samples_per_gpu=4, + workers_per_gpu=2, + train=dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=False), + val=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=True), + test=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=True)) +type = 'NER' +model = dict( + type='BaseNer', + encoder=dict( + type='TransformersEncoder', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased'), + decoder=dict( + type='SpanDecoder', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False))) +test_cfg = None +optimizer = dict( + type='AdamW', lr=5e-05, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +lr_config = dict( + policy='inv', + warmup='linear', + warmup_iters=10, + warmup_ratio=1e-05, + warmup_by_epoch=True, + gamma=0.05) +total_epochs = 50 +find_unused_parameters = True +evaluation = dict(interval=1, metric='f1-score', save_best='hmean') +gpu_ids = range(0, 8) + +2022-03-10 23:16:52,670 - davarocr - INFO - Set random seed to 0, deterministic: False +2022-03-10 23:17:01,608 - davarocr - INFO - Start running, host: root@train-conll2003-0, work_dir: /data1/davar-nlp1/demo/text_ner/work_dirs/bert_span_conll2003 +2022-03-10 23:17:01,608 - davarocr - INFO - workflow: [('train', 1)], max: 50 epochs +2022-03-10 23:17:05,808 - davarocr - INFO - Epoch [1][5/541] lr: 3.747e-08, eta: 6:17:54, time: 0.838, data_time: 0.490, memory: 5192, start_loss: 1.4793, end_loss: 1.7335, loss: 3.2127, grad_norm: 23.3113 +2022-03-10 23:17:06,695 - davarocr - INFO - Epoch [1][10/541] lr: 8.368e-08, eta: 3:48:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 1.4795, end_loss: 1.7344, loss: 3.2139, grad_norm: 22.6502 +2022-03-10 23:17:07,589 - davarocr - INFO - Epoch [1][15/541] lr: 1.299e-07, eta: 2:59:25, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 1.4773, end_loss: 1.6981, loss: 3.1754, grad_norm: 23.1288 +2022-03-10 23:17:08,485 - davarocr - INFO - Epoch [1][20/541] lr: 1.761e-07, eta: 2:34:46, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 1.4611, end_loss: 1.6394, loss: 3.1005, grad_norm: 22.5804 +2022-03-10 23:17:09,373 - davarocr - INFO - Epoch [1][25/541] lr: 2.223e-07, eta: 2:19:41, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 1.4657, end_loss: 1.5446, loss: 3.0103, grad_norm: 22.1504 +2022-03-10 23:17:10,263 - davarocr - INFO - Epoch [1][30/541] lr: 2.685e-07, eta: 2:09:49, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 1.4538, end_loss: 1.4685, loss: 2.9223, grad_norm: 21.7523 +2022-03-10 23:17:11,138 - davarocr - INFO - Epoch [1][35/541] lr: 3.147e-07, eta: 2:02:29, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 1.4581, end_loss: 1.3592, loss: 2.8173, grad_norm: 20.5572 +2022-03-10 23:17:12,041 - davarocr - INFO - Epoch [1][40/541] lr: 3.609e-07, eta: 1:57:19, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 1.4320, end_loss: 1.2424, loss: 2.6744, grad_norm: 19.6544 +2022-03-10 23:17:12,924 - davarocr - INFO - Epoch [1][45/541] lr: 4.072e-07, eta: 1:53:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 1.4245, end_loss: 1.1117, loss: 2.5362, grad_norm: 18.1908 +2022-03-10 23:17:13,807 - davarocr - INFO - Epoch [1][50/541] lr: 4.534e-07, eta: 1:49:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 1.3914, end_loss: 0.9809, loss: 2.3723, grad_norm: 17.4737 +2022-03-10 23:17:14,683 - davarocr - INFO - Epoch [1][55/541] lr: 4.996e-07, eta: 1:46:52, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 1.3551, end_loss: 0.8464, loss: 2.2015, grad_norm: 15.8740 +2022-03-10 23:17:15,571 - davarocr - INFO - Epoch [1][60/541] lr: 5.458e-07, eta: 1:44:37, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 1.3410, end_loss: 0.7213, loss: 2.0623, grad_norm: 14.1317 +2022-03-10 23:17:16,457 - davarocr - INFO - Epoch [1][65/541] lr: 5.920e-07, eta: 1:42:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 1.3117, end_loss: 0.6345, loss: 1.9462, grad_norm: 12.8271 +2022-03-10 23:17:17,333 - davarocr - INFO - Epoch [1][70/541] lr: 6.382e-07, eta: 1:40:58, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 1.2809, end_loss: 0.5479, loss: 1.8287, grad_norm: 11.4581 +2022-03-10 23:17:18,215 - davarocr - INFO - Epoch [1][75/541] lr: 6.844e-07, eta: 1:39:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 1.2516, end_loss: 0.4969, loss: 1.7485, grad_norm: 9.8484 +2022-03-10 23:17:19,088 - davarocr - INFO - Epoch [1][80/541] lr: 7.306e-07, eta: 1:38:10, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 1.1903, end_loss: 0.4220, loss: 1.6123, grad_norm: 9.4159 +2022-03-10 23:17:19,958 - davarocr - INFO - Epoch [1][85/541] lr: 7.768e-07, eta: 1:36:58, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 1.1380, end_loss: 0.4006, loss: 1.5386, grad_norm: 8.6962 +2022-03-10 23:17:20,840 - davarocr - INFO - Epoch [1][90/541] lr: 8.230e-07, eta: 1:35:59, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 1.0884, end_loss: 0.3942, loss: 1.4825, grad_norm: 8.2785 +2022-03-10 23:17:21,727 - davarocr - INFO - Epoch [1][95/541] lr: 8.693e-07, eta: 1:35:05, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 1.0349, end_loss: 0.3604, loss: 1.3953, grad_norm: 8.0851 +2022-03-10 23:17:22,609 - davarocr - INFO - Epoch [1][100/541] lr: 9.155e-07, eta: 1:34:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.9664, end_loss: 0.3493, loss: 1.3157, grad_norm: 7.7272 +2022-03-10 23:17:23,503 - davarocr - INFO - Epoch [1][105/541] lr: 9.617e-07, eta: 1:33:37, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.9116, end_loss: 0.3691, loss: 1.2808, grad_norm: 7.2910 +2022-03-10 23:17:24,381 - davarocr - INFO - Epoch [1][110/541] lr: 1.008e-06, eta: 1:32:55, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.8574, end_loss: 0.3638, loss: 1.2213, grad_norm: 7.1063 +2022-03-10 23:17:25,260 - davarocr - INFO - Epoch [1][115/541] lr: 1.054e-06, eta: 1:32:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.7872, end_loss: 0.3371, loss: 1.1243, grad_norm: 6.9210 +2022-03-10 23:17:26,143 - davarocr - INFO - Epoch [1][120/541] lr: 1.100e-06, eta: 1:31:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.7256, end_loss: 0.3221, loss: 1.0477, grad_norm: 6.6670 +2022-03-10 23:17:27,017 - davarocr - INFO - Epoch [1][125/541] lr: 1.147e-06, eta: 1:31:11, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.6760, end_loss: 0.3122, loss: 0.9883, grad_norm: 6.3669 +2022-03-10 23:17:27,897 - davarocr - INFO - Epoch [1][130/541] lr: 1.193e-06, eta: 1:30:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.6147, end_loss: 0.2854, loss: 0.9001, grad_norm: 6.1144 +2022-03-10 23:17:28,782 - davarocr - INFO - Epoch [1][135/541] lr: 1.239e-06, eta: 1:30:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.5651, end_loss: 0.2804, loss: 0.8455, grad_norm: 6.0292 +2022-03-10 23:17:29,681 - davarocr - INFO - Epoch [1][140/541] lr: 1.285e-06, eta: 1:29:53, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.5217, end_loss: 0.2698, loss: 0.7915, grad_norm: 5.8637 +2022-03-10 23:17:30,565 - davarocr - INFO - Epoch [1][145/541] lr: 1.331e-06, eta: 1:29:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.4865, end_loss: 0.2544, loss: 0.7409, grad_norm: 5.7046 +2022-03-10 23:17:31,456 - davarocr - INFO - Epoch [1][150/541] lr: 1.378e-06, eta: 1:29:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.4512, end_loss: 0.2566, loss: 0.7078, grad_norm: 5.5740 +2022-03-10 23:17:32,362 - davarocr - INFO - Epoch [1][155/541] lr: 1.424e-06, eta: 1:28:55, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.4413, end_loss: 0.2555, loss: 0.6968, grad_norm: 5.3251 +2022-03-10 23:17:33,254 - davarocr - INFO - Epoch [1][160/541] lr: 1.470e-06, eta: 1:28:37, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.4360, end_loss: 0.2600, loss: 0.6959, grad_norm: 5.2987 +2022-03-10 23:17:34,134 - davarocr - INFO - Epoch [1][165/541] lr: 1.516e-06, eta: 1:28:17, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.3988, end_loss: 0.2297, loss: 0.6285, grad_norm: 5.2427 +2022-03-10 23:17:35,015 - davarocr - INFO - Epoch [1][170/541] lr: 1.562e-06, eta: 1:28:01, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.3851, end_loss: 0.2446, loss: 0.6297, grad_norm: 5.1632 +2022-03-10 23:17:35,906 - davarocr - INFO - Epoch [1][175/541] lr: 1.609e-06, eta: 1:27:46, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.3996, end_loss: 0.2203, loss: 0.6198, grad_norm: 5.1673 +2022-03-10 23:17:36,785 - davarocr - INFO - Epoch [1][180/541] lr: 1.655e-06, eta: 1:27:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.3900, end_loss: 0.2223, loss: 0.6123, grad_norm: 5.0526 +2022-03-10 23:17:37,681 - davarocr - INFO - Epoch [1][185/541] lr: 1.701e-06, eta: 1:27:17, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.3522, end_loss: 0.1960, loss: 0.5483, grad_norm: 5.1223 +2022-03-10 23:17:38,565 - davarocr - INFO - Epoch [1][190/541] lr: 1.747e-06, eta: 1:27:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.3635, end_loss: 0.1909, loss: 0.5544, grad_norm: 5.0624 +2022-03-10 23:17:39,446 - davarocr - INFO - Epoch [1][195/541] lr: 1.793e-06, eta: 1:26:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.3319, end_loss: 0.1804, loss: 0.5123, grad_norm: 5.0923 +2022-03-10 23:17:40,333 - davarocr - INFO - Epoch [1][200/541] lr: 1.840e-06, eta: 1:26:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.3668, end_loss: 0.1833, loss: 0.5501, grad_norm: 5.0978 +2022-03-10 23:17:41,223 - davarocr - INFO - Epoch [1][205/541] lr: 1.886e-06, eta: 1:26:26, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.3205, end_loss: 0.1560, loss: 0.4764, grad_norm: 5.1264 +2022-03-10 23:17:42,105 - davarocr - INFO - Epoch [1][210/541] lr: 1.932e-06, eta: 1:26:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.3808, end_loss: 0.1767, loss: 0.5575, grad_norm: 5.0716 +2022-03-10 23:17:42,987 - davarocr - INFO - Epoch [1][215/541] lr: 1.978e-06, eta: 1:26:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.3331, end_loss: 0.1461, loss: 0.4792, grad_norm: 5.1087 +2022-03-10 23:17:43,868 - davarocr - INFO - Epoch [1][220/541] lr: 2.025e-06, eta: 1:25:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.3325, end_loss: 0.1581, loss: 0.4906, grad_norm: 5.0965 +2022-03-10 23:17:44,748 - davarocr - INFO - Epoch [1][225/541] lr: 2.071e-06, eta: 1:25:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2884, end_loss: 0.1320, loss: 0.4204, grad_norm: 5.1077 +2022-03-10 23:17:45,628 - davarocr - INFO - Epoch [1][230/541] lr: 2.117e-06, eta: 1:25:32, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.3075, end_loss: 0.1210, loss: 0.4285, grad_norm: 5.1454 +2022-03-10 23:17:46,503 - davarocr - INFO - Epoch [1][235/541] lr: 2.163e-06, eta: 1:25:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2834, end_loss: 0.1302, loss: 0.4136, grad_norm: 5.0791 +2022-03-10 23:17:47,384 - davarocr - INFO - Epoch [1][240/541] lr: 2.209e-06, eta: 1:25:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.3157, end_loss: 0.1213, loss: 0.4369, grad_norm: 5.1216 +2022-03-10 23:17:48,266 - davarocr - INFO - Epoch [1][245/541] lr: 2.256e-06, eta: 1:25:03, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.3058, end_loss: 0.1150, loss: 0.4208, grad_norm: 5.0785 +2022-03-10 23:17:49,146 - davarocr - INFO - Epoch [1][250/541] lr: 2.302e-06, eta: 1:24:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2587, end_loss: 0.1104, loss: 0.3691, grad_norm: 5.1585 +2022-03-10 23:17:50,035 - davarocr - INFO - Epoch [1][255/541] lr: 2.348e-06, eta: 1:24:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.2661, end_loss: 0.1131, loss: 0.3792, grad_norm: 5.0319 +2022-03-10 23:17:50,914 - davarocr - INFO - Epoch [1][260/541] lr: 2.394e-06, eta: 1:24:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2893, end_loss: 0.1097, loss: 0.3990, grad_norm: 5.0836 +2022-03-10 23:17:51,788 - davarocr - INFO - Epoch [1][265/541] lr: 2.440e-06, eta: 1:24:31, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.2810, end_loss: 0.1033, loss: 0.3842, grad_norm: 5.1010 +2022-03-10 23:17:52,677 - davarocr - INFO - Epoch [1][270/541] lr: 2.487e-06, eta: 1:24:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.2543, end_loss: 0.0899, loss: 0.3442, grad_norm: 5.0927 +2022-03-10 23:17:53,565 - davarocr - INFO - Epoch [1][275/541] lr: 2.533e-06, eta: 1:24:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.2395, end_loss: 0.0892, loss: 0.3288, grad_norm: 5.1019 +2022-03-10 23:17:54,444 - davarocr - INFO - Epoch [1][280/541] lr: 2.579e-06, eta: 1:24:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2438, end_loss: 0.0913, loss: 0.3351, grad_norm: 5.0877 +2022-03-10 23:17:55,323 - davarocr - INFO - Epoch [1][285/541] lr: 2.625e-06, eta: 1:24:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.2376, end_loss: 0.0891, loss: 0.3267, grad_norm: 5.0982 +2022-03-10 23:17:56,202 - davarocr - INFO - Epoch [1][290/541] lr: 2.671e-06, eta: 1:23:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.2391, end_loss: 0.0895, loss: 0.3286, grad_norm: 5.0911 +2022-03-10 23:17:57,087 - davarocr - INFO - Epoch [1][295/541] lr: 2.718e-06, eta: 1:23:51, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.2271, end_loss: 0.0742, loss: 0.3014, grad_norm: 5.1016 +2022-03-10 23:17:57,965 - davarocr - INFO - Epoch [1][300/541] lr: 2.764e-06, eta: 1:23:44, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.2367, end_loss: 0.0887, loss: 0.3254, grad_norm: 5.1008 +2022-03-10 23:17:58,858 - davarocr - INFO - Epoch [1][305/541] lr: 2.810e-06, eta: 1:23:39, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.2226, end_loss: 0.0909, loss: 0.3135, grad_norm: 5.1069 +2022-03-10 23:17:59,739 - davarocr - INFO - Epoch [1][310/541] lr: 2.856e-06, eta: 1:23:33, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.2243, end_loss: 0.0753, loss: 0.2996, grad_norm: 5.0917 +2022-03-10 23:18:00,628 - davarocr - INFO - Epoch [1][315/541] lr: 2.903e-06, eta: 1:23:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.2114, end_loss: 0.0866, loss: 0.2980, grad_norm: 5.0870 +2022-03-10 23:18:01,517 - davarocr - INFO - Epoch [1][320/541] lr: 2.949e-06, eta: 1:23:23, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.2006, end_loss: 0.0816, loss: 0.2822, grad_norm: 5.0534 +2022-03-10 23:18:02,390 - davarocr - INFO - Epoch [1][325/541] lr: 2.995e-06, eta: 1:23:17, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.2127, end_loss: 0.0803, loss: 0.2931, grad_norm: 5.1023 +2022-03-10 23:18:03,277 - davarocr - INFO - Epoch [1][330/541] lr: 3.041e-06, eta: 1:23:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.1969, end_loss: 0.0793, loss: 0.2762, grad_norm: 5.0473 +2022-03-10 23:18:04,165 - davarocr - INFO - Epoch [1][335/541] lr: 3.087e-06, eta: 1:23:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.1869, end_loss: 0.0641, loss: 0.2510, grad_norm: 5.1144 +2022-03-10 23:18:05,057 - davarocr - INFO - Epoch [1][340/541] lr: 3.134e-06, eta: 1:23:03, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.1800, end_loss: 0.0755, loss: 0.2555, grad_norm: 5.0836 +2022-03-10 23:18:05,945 - davarocr - INFO - Epoch [1][345/541] lr: 3.180e-06, eta: 1:22:59, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.1583, end_loss: 0.0695, loss: 0.2278, grad_norm: 5.0501 +2022-03-10 23:18:06,848 - davarocr - INFO - Epoch [1][350/541] lr: 3.226e-06, eta: 1:22:55, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.1921, end_loss: 0.0654, loss: 0.2575, grad_norm: 5.1030 +2022-03-10 23:18:07,760 - davarocr - INFO - Epoch [1][355/541] lr: 3.272e-06, eta: 1:22:53, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.1576, end_loss: 0.0670, loss: 0.2246, grad_norm: 5.0646 +2022-03-10 23:18:08,669 - davarocr - INFO - Epoch [1][360/541] lr: 3.318e-06, eta: 1:22:50, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1549, end_loss: 0.0552, loss: 0.2101, grad_norm: 5.0812 +2022-03-10 23:18:09,580 - davarocr - INFO - Epoch [1][365/541] lr: 3.365e-06, eta: 1:22:48, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1667, end_loss: 0.0591, loss: 0.2259, grad_norm: 5.0771 +2022-03-10 23:18:10,489 - davarocr - INFO - Epoch [1][370/541] lr: 3.411e-06, eta: 1:22:45, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.1606, end_loss: 0.0709, loss: 0.2314, grad_norm: 5.1004 +2022-03-10 23:18:11,396 - davarocr - INFO - Epoch [1][375/541] lr: 3.457e-06, eta: 1:22:43, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.1659, end_loss: 0.0638, loss: 0.2297, grad_norm: 5.0692 +2022-03-10 23:18:12,306 - davarocr - INFO - Epoch [1][380/541] lr: 3.503e-06, eta: 1:22:40, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1493, end_loss: 0.0509, loss: 0.2002, grad_norm: 5.0284 +2022-03-10 23:18:13,214 - davarocr - INFO - Epoch [1][385/541] lr: 3.549e-06, eta: 1:22:38, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1312, end_loss: 0.0488, loss: 0.1800, grad_norm: 5.0344 +2022-03-10 23:18:14,122 - davarocr - INFO - Epoch [1][390/541] lr: 3.596e-06, eta: 1:22:36, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1412, end_loss: 0.0625, loss: 0.2036, grad_norm: 5.0776 +2022-03-10 23:18:15,020 - davarocr - INFO - Epoch [1][395/541] lr: 3.642e-06, eta: 1:22:33, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.1291, end_loss: 0.0556, loss: 0.1847, grad_norm: 5.0481 +2022-03-10 23:18:15,906 - davarocr - INFO - Epoch [1][400/541] lr: 3.688e-06, eta: 1:22:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.1483, end_loss: 0.0633, loss: 0.2117, grad_norm: 5.0090 +2022-03-10 23:18:16,793 - davarocr - INFO - Epoch [1][405/541] lr: 3.734e-06, eta: 1:22:25, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.1355, end_loss: 0.0544, loss: 0.1898, grad_norm: 5.0103 +2022-03-10 23:18:17,685 - davarocr - INFO - Epoch [1][410/541] lr: 3.780e-06, eta: 1:22:22, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.1366, end_loss: 0.0603, loss: 0.1969, grad_norm: 5.0569 +2022-03-10 23:18:18,593 - davarocr - INFO - Epoch [1][415/541] lr: 3.827e-06, eta: 1:22:20, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.1336, end_loss: 0.0649, loss: 0.1985, grad_norm: 5.0290 +2022-03-10 23:18:19,497 - davarocr - INFO - Epoch [1][420/541] lr: 3.873e-06, eta: 1:22:18, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.1205, end_loss: 0.0590, loss: 0.1796, grad_norm: 5.0401 +2022-03-10 23:18:20,407 - davarocr - INFO - Epoch [1][425/541] lr: 3.919e-06, eta: 1:22:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.1315, end_loss: 0.0577, loss: 0.1892, grad_norm: 5.0182 +2022-03-10 23:18:21,316 - davarocr - INFO - Epoch [1][430/541] lr: 3.965e-06, eta: 1:22:14, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.1105, end_loss: 0.0560, loss: 0.1665, grad_norm: 5.0698 +2022-03-10 23:18:22,233 - davarocr - INFO - Epoch [1][435/541] lr: 4.012e-06, eta: 1:22:12, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.1089, end_loss: 0.0553, loss: 0.1642, grad_norm: 4.8779 +2022-03-10 23:18:23,143 - davarocr - INFO - Epoch [1][440/541] lr: 4.058e-06, eta: 1:22:10, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.1051, end_loss: 0.0358, loss: 0.1410, grad_norm: 5.0845 +2022-03-10 23:18:24,057 - davarocr - INFO - Epoch [1][445/541] lr: 4.104e-06, eta: 1:22:08, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.1005, end_loss: 0.0507, loss: 0.1512, grad_norm: 4.9146 +2022-03-10 23:18:24,971 - davarocr - INFO - Epoch [1][450/541] lr: 4.150e-06, eta: 1:22:07, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.1080, end_loss: 0.0577, loss: 0.1657, grad_norm: 4.9488 +2022-03-10 23:18:25,885 - davarocr - INFO - Epoch [1][455/541] lr: 4.196e-06, eta: 1:22:05, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0981, end_loss: 0.0440, loss: 0.1421, grad_norm: 4.9152 +2022-03-10 23:18:26,800 - davarocr - INFO - Epoch [1][460/541] lr: 4.243e-06, eta: 1:22:04, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.1057, end_loss: 0.0568, loss: 0.1626, grad_norm: 4.9959 +2022-03-10 23:18:27,714 - davarocr - INFO - Epoch [1][465/541] lr: 4.289e-06, eta: 1:22:02, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0896, end_loss: 0.0466, loss: 0.1362, grad_norm: 4.9489 +2022-03-10 23:18:28,633 - davarocr - INFO - Epoch [1][470/541] lr: 4.335e-06, eta: 1:22:01, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0997, end_loss: 0.0551, loss: 0.1548, grad_norm: 5.1115 +2022-03-10 23:18:29,544 - davarocr - INFO - Epoch [1][475/541] lr: 4.381e-06, eta: 1:21:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0991, end_loss: 0.0608, loss: 0.1598, grad_norm: 4.7917 +2022-03-10 23:18:30,452 - davarocr - INFO - Epoch [1][480/541] lr: 4.427e-06, eta: 1:21:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0847, end_loss: 0.0406, loss: 0.1253, grad_norm: 4.8573 +2022-03-10 23:18:31,356 - davarocr - INFO - Epoch [1][485/541] lr: 4.474e-06, eta: 1:21:55, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0871, end_loss: 0.0426, loss: 0.1297, grad_norm: 4.9868 +2022-03-10 23:18:32,266 - davarocr - INFO - Epoch [1][490/541] lr: 4.520e-06, eta: 1:21:53, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0962, end_loss: 0.0538, loss: 0.1500, grad_norm: 5.0385 +2022-03-10 23:18:33,189 - davarocr - INFO - Epoch [1][495/541] lr: 4.566e-06, eta: 1:21:52, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0855, end_loss: 0.0540, loss: 0.1395, grad_norm: 4.8713 +2022-03-10 23:18:34,103 - davarocr - INFO - Epoch [1][500/541] lr: 4.612e-06, eta: 1:21:51, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0814, end_loss: 0.0581, loss: 0.1395, grad_norm: 4.9891 +2022-03-10 23:18:35,024 - davarocr - INFO - Epoch [1][505/541] lr: 4.658e-06, eta: 1:21:50, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0853, end_loss: 0.0537, loss: 0.1390, grad_norm: 4.9307 +2022-03-10 23:18:35,926 - davarocr - INFO - Epoch [1][510/541] lr: 4.705e-06, eta: 1:21:47, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0635, end_loss: 0.0418, loss: 0.1052, grad_norm: 4.9153 +2022-03-10 23:18:36,836 - davarocr - INFO - Epoch [1][515/541] lr: 4.751e-06, eta: 1:21:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0900, end_loss: 0.0503, loss: 0.1404, grad_norm: 4.9142 +2022-03-10 23:18:37,735 - davarocr - INFO - Epoch [1][520/541] lr: 4.797e-06, eta: 1:21:43, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0804, end_loss: 0.0417, loss: 0.1221, grad_norm: 4.8128 +2022-03-10 23:18:38,655 - davarocr - INFO - Epoch [1][525/541] lr: 4.843e-06, eta: 1:21:42, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0719, end_loss: 0.0404, loss: 0.1123, grad_norm: 4.7648 +2022-03-10 23:18:39,562 - davarocr - INFO - Epoch [1][530/541] lr: 4.890e-06, eta: 1:21:41, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0732, end_loss: 0.0398, loss: 0.1130, grad_norm: 4.4129 +2022-03-10 23:18:40,472 - davarocr - INFO - Epoch [1][535/541] lr: 4.936e-06, eta: 1:21:39, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0624, end_loss: 0.0404, loss: 0.1028, grad_norm: 4.5415 +2022-03-10 23:18:41,382 - davarocr - INFO - Epoch [1][540/541] lr: 4.982e-06, eta: 1:21:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0709, end_loss: 0.0507, loss: 0.1216, grad_norm: 4.7453 +2022-03-10 23:18:55,261 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.8304622046502871 +2022-03-10 23:18:55,262 - davarocr - INFO - current_metric 0.8304622046502871 is much better than previous best_metric 0, saving best model ! +2022-03-10 23:18:55,262 - davarocr - INFO - Saving checkpoint at epoch_1.pth +2022-03-10 23:18:57,023 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:18:57,023 - davarocr - INFO - Epoch(val) [1][541] LOC: {'precision': 0.8630553864881315, 'recall': 0.8501199040767387, 'f1-score': 0.8565388100271822}, PER: {'precision': 0.9710827168796234, 'recall': 0.8930117501546073, 'f1-score': 0.9304123711340206}, MISC: {'precision': 0.8834355828220859, 'recall': 0.41025641025641024, 'f1-score': 0.5603112840466925}, ORG: {'precision': 0.8301514154048716, 'recall': 0.7591812161348586, 'f1-score': 0.7930817610062894}, all: {'precision': 0.8866331658291458, 'recall': 0.7809844192634561, 'f1-score': 0.8304622046502871}, hmean: 0.8305 +2022-03-10 23:19:00,205 - davarocr - INFO - Epoch [2][5/541] lr: 4.798e-06, eta: 1:23:17, time: 0.635, data_time: 0.458, memory: 5192, start_loss: 0.0715, end_loss: 0.0408, loss: 0.1123, grad_norm: 4.8944 +2022-03-10 23:19:01,084 - davarocr - INFO - Epoch [2][10/541] lr: 4.842e-06, eta: 1:23:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0694, end_loss: 0.0448, loss: 0.1142, grad_norm: 4.8799 +2022-03-10 23:19:01,963 - davarocr - INFO - Epoch [2][15/541] lr: 4.886e-06, eta: 1:23:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0700, end_loss: 0.0496, loss: 0.1197, grad_norm: 4.9194 +2022-03-10 23:19:02,844 - davarocr - INFO - Epoch [2][20/541] lr: 4.930e-06, eta: 1:23:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0595, end_loss: 0.0372, loss: 0.0967, grad_norm: 4.9726 +2022-03-10 23:19:03,732 - davarocr - INFO - Epoch [2][25/541] lr: 4.974e-06, eta: 1:23:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0665, end_loss: 0.0439, loss: 0.1104, grad_norm: 5.0148 +2022-03-10 23:19:04,637 - davarocr - INFO - Epoch [2][30/541] lr: 5.018e-06, eta: 1:22:59, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0543, end_loss: 0.0376, loss: 0.0919, grad_norm: 5.2388 +2022-03-10 23:19:05,550 - davarocr - INFO - Epoch [2][35/541] lr: 5.062e-06, eta: 1:22:57, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0647, end_loss: 0.0391, loss: 0.1038, grad_norm: 4.1958 +2022-03-10 23:19:06,458 - davarocr - INFO - Epoch [2][40/541] lr: 5.106e-06, eta: 1:22:54, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0600, end_loss: 0.0317, loss: 0.0917, grad_norm: 4.3028 +2022-03-10 23:19:07,365 - davarocr - INFO - Epoch [2][45/541] lr: 5.150e-06, eta: 1:22:52, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0540, end_loss: 0.0309, loss: 0.0848, grad_norm: 4.3752 +2022-03-10 23:19:08,253 - davarocr - INFO - Epoch [2][50/541] lr: 5.194e-06, eta: 1:22:48, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0462, end_loss: 0.0316, loss: 0.0777, grad_norm: 4.4950 +2022-03-10 23:19:09,151 - davarocr - INFO - Epoch [2][55/541] lr: 5.238e-06, eta: 1:22:46, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0597, end_loss: 0.0394, loss: 0.0990, grad_norm: 4.6307 +2022-03-10 23:19:10,064 - davarocr - INFO - Epoch [2][60/541] lr: 5.282e-06, eta: 1:22:44, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0579, end_loss: 0.0473, loss: 0.1052, grad_norm: 4.6724 +2022-03-10 23:19:10,975 - davarocr - INFO - Epoch [2][65/541] lr: 5.326e-06, eta: 1:22:42, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0538, end_loss: 0.0365, loss: 0.0903, grad_norm: 4.7242 +2022-03-10 23:19:11,906 - davarocr - INFO - Epoch [2][70/541] lr: 5.370e-06, eta: 1:22:40, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0462, end_loss: 0.0305, loss: 0.0767, grad_norm: 4.7718 +2022-03-10 23:19:12,784 - davarocr - INFO - Epoch [2][75/541] lr: 5.414e-06, eta: 1:22:37, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0440, end_loss: 0.0317, loss: 0.0757, grad_norm: 4.8531 +2022-03-10 23:19:13,668 - davarocr - INFO - Epoch [2][80/541] lr: 5.458e-06, eta: 1:22:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0562, end_loss: 0.0497, loss: 0.1058, grad_norm: 5.0403 +2022-03-10 23:19:14,561 - davarocr - INFO - Epoch [2][85/541] lr: 5.502e-06, eta: 1:22:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0437, end_loss: 0.0314, loss: 0.0751, grad_norm: 4.7378 +2022-03-10 23:19:15,438 - davarocr - INFO - Epoch [2][90/541] lr: 5.546e-06, eta: 1:22:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0457, end_loss: 0.0397, loss: 0.0855, grad_norm: 4.9075 +2022-03-10 23:19:16,326 - davarocr - INFO - Epoch [2][95/541] lr: 5.590e-06, eta: 1:22:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0478, end_loss: 0.0361, loss: 0.0838, grad_norm: 4.8583 +2022-03-10 23:19:17,216 - davarocr - INFO - Epoch [2][100/541] lr: 5.634e-06, eta: 1:22:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0490, end_loss: 0.0301, loss: 0.0791, grad_norm: 4.9328 +2022-03-10 23:19:18,097 - davarocr - INFO - Epoch [2][105/541] lr: 5.678e-06, eta: 1:22:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0465, end_loss: 0.0412, loss: 0.0877, grad_norm: 4.9184 +2022-03-10 23:19:18,978 - davarocr - INFO - Epoch [2][110/541] lr: 5.722e-06, eta: 1:22:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0492, end_loss: 0.0355, loss: 0.0846, grad_norm: 4.8114 +2022-03-10 23:19:19,846 - davarocr - INFO - Epoch [2][115/541] lr: 5.766e-06, eta: 1:22:12, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0553, end_loss: 0.0342, loss: 0.0895, grad_norm: 4.8243 +2022-03-10 23:19:20,716 - davarocr - INFO - Epoch [2][120/541] lr: 5.810e-06, eta: 1:22:08, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0559, end_loss: 0.0442, loss: 0.1002, grad_norm: 4.8705 +2022-03-10 23:19:21,595 - davarocr - INFO - Epoch [2][125/541] lr: 5.854e-06, eta: 1:22:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0456, end_loss: 0.0413, loss: 0.0869, grad_norm: 4.6243 +2022-03-10 23:19:22,477 - davarocr - INFO - Epoch [2][130/541] lr: 5.898e-06, eta: 1:22:02, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0496, end_loss: 0.0347, loss: 0.0843, grad_norm: 4.5537 +2022-03-10 23:19:23,366 - davarocr - INFO - Epoch [2][135/541] lr: 5.942e-06, eta: 1:21:59, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0457, end_loss: 0.0314, loss: 0.0771, grad_norm: 4.6604 +2022-03-10 23:19:24,260 - davarocr - INFO - Epoch [2][140/541] lr: 5.986e-06, eta: 1:21:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0434, end_loss: 0.0336, loss: 0.0770, grad_norm: 4.6797 +2022-03-10 23:19:25,154 - davarocr - INFO - Epoch [2][145/541] lr: 6.030e-06, eta: 1:21:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0499, end_loss: 0.0322, loss: 0.0821, grad_norm: 4.7794 +2022-03-10 23:19:26,040 - davarocr - INFO - Epoch [2][150/541] lr: 6.074e-06, eta: 1:21:52, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0395, end_loss: 0.0241, loss: 0.0636, grad_norm: 4.7167 +2022-03-10 23:19:26,924 - davarocr - INFO - Epoch [2][155/541] lr: 6.118e-06, eta: 1:21:49, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0441, end_loss: 0.0270, loss: 0.0711, grad_norm: 4.7391 +2022-03-10 23:19:27,806 - davarocr - INFO - Epoch [2][160/541] lr: 6.162e-06, eta: 1:21:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0367, end_loss: 0.0318, loss: 0.0685, grad_norm: 4.2611 +2022-03-10 23:19:28,687 - davarocr - INFO - Epoch [2][165/541] lr: 6.206e-06, eta: 1:21:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0479, end_loss: 0.0298, loss: 0.0777, grad_norm: 4.3392 +2022-03-10 23:19:29,577 - davarocr - INFO - Epoch [2][170/541] lr: 6.250e-06, eta: 1:21:40, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0462, end_loss: 0.0335, loss: 0.0796, grad_norm: 4.3931 +2022-03-10 23:19:30,453 - davarocr - INFO - Epoch [2][175/541] lr: 6.294e-06, eta: 1:21:38, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0443, end_loss: 0.0395, loss: 0.0838, grad_norm: 4.5778 +2022-03-10 23:19:31,331 - davarocr - INFO - Epoch [2][180/541] lr: 6.338e-06, eta: 1:21:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0399, end_loss: 0.0336, loss: 0.0735, grad_norm: 4.4551 +2022-03-10 23:19:32,217 - davarocr - INFO - Epoch [2][185/541] lr: 6.382e-06, eta: 1:21:33, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0479, end_loss: 0.0396, loss: 0.0875, grad_norm: 4.4261 +2022-03-10 23:19:33,108 - davarocr - INFO - Epoch [2][190/541] lr: 6.426e-06, eta: 1:21:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0421, end_loss: 0.0296, loss: 0.0716, grad_norm: 4.6612 +2022-03-10 23:19:33,986 - davarocr - INFO - Epoch [2][195/541] lr: 6.470e-06, eta: 1:21:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0543, end_loss: 0.0463, loss: 0.1006, grad_norm: 4.6986 +2022-03-10 23:19:34,867 - davarocr - INFO - Epoch [2][200/541] lr: 6.514e-06, eta: 1:21:25, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0364, end_loss: 0.0345, loss: 0.0710, grad_norm: 4.5541 +2022-03-10 23:19:35,754 - davarocr - INFO - Epoch [2][205/541] lr: 6.558e-06, eta: 1:21:23, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0478, end_loss: 0.0342, loss: 0.0820, grad_norm: 4.6147 +2022-03-10 23:19:36,634 - davarocr - INFO - Epoch [2][210/541] lr: 6.602e-06, eta: 1:21:20, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0349, end_loss: 0.0347, loss: 0.0696, grad_norm: 4.6585 +2022-03-10 23:19:37,520 - davarocr - INFO - Epoch [2][215/541] lr: 6.646e-06, eta: 1:21:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0452, end_loss: 0.0444, loss: 0.0896, grad_norm: 4.6639 +2022-03-10 23:19:38,400 - davarocr - INFO - Epoch [2][220/541] lr: 6.690e-06, eta: 1:21:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0467, end_loss: 0.0395, loss: 0.0862, grad_norm: 4.4069 +2022-03-10 23:19:39,281 - davarocr - INFO - Epoch [2][225/541] lr: 6.734e-06, eta: 1:21:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0306, end_loss: 0.0291, loss: 0.0598, grad_norm: 4.4159 +2022-03-10 23:19:40,172 - davarocr - INFO - Epoch [2][230/541] lr: 6.778e-06, eta: 1:21:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0472, end_loss: 0.0286, loss: 0.0758, grad_norm: 4.4629 +2022-03-10 23:19:41,044 - davarocr - INFO - Epoch [2][235/541] lr: 6.822e-06, eta: 1:21:08, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0304, end_loss: 0.0325, loss: 0.0629, grad_norm: 4.5178 +2022-03-10 23:19:41,925 - davarocr - INFO - Epoch [2][240/541] lr: 6.866e-06, eta: 1:21:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0359, end_loss: 0.0262, loss: 0.0621, grad_norm: 4.5907 +2022-03-10 23:19:42,806 - davarocr - INFO - Epoch [2][245/541] lr: 6.910e-06, eta: 1:21:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0444, end_loss: 0.0336, loss: 0.0780, grad_norm: 4.6185 +2022-03-10 23:19:43,690 - davarocr - INFO - Epoch [2][250/541] lr: 6.954e-06, eta: 1:21:00, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0263, end_loss: 0.0252, loss: 0.0516, grad_norm: 4.2643 +2022-03-10 23:19:44,570 - davarocr - INFO - Epoch [2][255/541] lr: 6.998e-06, eta: 1:20:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0461, end_loss: 0.0334, loss: 0.0795, grad_norm: 4.3999 +2022-03-10 23:19:45,456 - davarocr - INFO - Epoch [2][260/541] lr: 7.042e-06, eta: 1:20:56, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0298, end_loss: 0.0272, loss: 0.0570, grad_norm: 4.3666 +2022-03-10 23:19:46,334 - davarocr - INFO - Epoch [2][265/541] lr: 7.086e-06, eta: 1:20:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0378, end_loss: 0.0364, loss: 0.0742, grad_norm: 4.4473 +2022-03-10 23:19:47,210 - davarocr - INFO - Epoch [2][270/541] lr: 7.130e-06, eta: 1:20:51, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0266, end_loss: 0.0260, loss: 0.0526, grad_norm: 4.4422 +2022-03-10 23:19:48,085 - davarocr - INFO - Epoch [2][275/541] lr: 7.174e-06, eta: 1:20:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0445, end_loss: 0.0357, loss: 0.0802, grad_norm: 4.6337 +2022-03-10 23:19:48,973 - davarocr - INFO - Epoch [2][280/541] lr: 7.218e-06, eta: 1:20:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0345, end_loss: 0.0263, loss: 0.0608, grad_norm: 4.4988 +2022-03-10 23:19:49,870 - davarocr - INFO - Epoch [2][285/541] lr: 7.262e-06, eta: 1:20:44, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0281, end_loss: 0.0256, loss: 0.0537, grad_norm: 4.5333 +2022-03-10 23:19:50,751 - davarocr - INFO - Epoch [2][290/541] lr: 7.306e-06, eta: 1:20:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0396, end_loss: 0.0395, loss: 0.0792, grad_norm: 4.7904 +2022-03-10 23:19:51,635 - davarocr - INFO - Epoch [2][295/541] lr: 7.350e-06, eta: 1:20:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0298, end_loss: 0.0347, loss: 0.0645, grad_norm: 4.6086 +2022-03-10 23:19:52,521 - davarocr - INFO - Epoch [2][300/541] lr: 7.394e-06, eta: 1:20:38, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0401, end_loss: 0.0333, loss: 0.0734, grad_norm: 4.6963 +2022-03-10 23:19:53,402 - davarocr - INFO - Epoch [2][305/541] lr: 7.438e-06, eta: 1:20:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0309, end_loss: 0.0292, loss: 0.0601, grad_norm: 4.6103 +2022-03-10 23:19:54,284 - davarocr - INFO - Epoch [2][310/541] lr: 7.482e-06, eta: 1:20:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0549, end_loss: 0.0454, loss: 0.1003, grad_norm: 4.7337 +2022-03-10 23:19:55,166 - davarocr - INFO - Epoch [2][315/541] lr: 7.526e-06, eta: 1:20:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0347, end_loss: 0.0235, loss: 0.0583, grad_norm: 4.6505 +2022-03-10 23:19:56,055 - davarocr - INFO - Epoch [2][320/541] lr: 7.570e-06, eta: 1:20:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0338, end_loss: 0.0287, loss: 0.0625, grad_norm: 4.7111 +2022-03-10 23:19:56,933 - davarocr - INFO - Epoch [2][325/541] lr: 7.614e-06, eta: 1:20:27, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0366, end_loss: 0.0253, loss: 0.0619, grad_norm: 4.7731 +2022-03-10 23:19:57,817 - davarocr - INFO - Epoch [2][330/541] lr: 7.658e-06, eta: 1:20:25, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0325, end_loss: 0.0387, loss: 0.0712, grad_norm: 4.6775 +2022-03-10 23:19:58,710 - davarocr - INFO - Epoch [2][335/541] lr: 7.702e-06, eta: 1:20:23, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0256, end_loss: 0.0229, loss: 0.0485, grad_norm: 4.4417 +2022-03-10 23:19:59,596 - davarocr - INFO - Epoch [2][340/541] lr: 7.746e-06, eta: 1:20:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0298, end_loss: 0.0278, loss: 0.0576, grad_norm: 4.4562 +2022-03-10 23:20:00,473 - davarocr - INFO - Epoch [2][345/541] lr: 7.790e-06, eta: 1:20:19, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0287, end_loss: 0.0211, loss: 0.0498, grad_norm: 4.6108 +2022-03-10 23:20:01,352 - davarocr - INFO - Epoch [2][350/541] lr: 7.834e-06, eta: 1:20:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0318, end_loss: 0.0242, loss: 0.0560, grad_norm: 4.6528 +2022-03-10 23:20:02,227 - davarocr - INFO - Epoch [2][355/541] lr: 7.878e-06, eta: 1:20:15, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0316, end_loss: 0.0276, loss: 0.0593, grad_norm: 4.7249 +2022-03-10 23:20:03,108 - davarocr - INFO - Epoch [2][360/541] lr: 7.922e-06, eta: 1:20:13, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0389, end_loss: 0.0372, loss: 0.0762, grad_norm: 4.7732 +2022-03-10 23:20:04,000 - davarocr - INFO - Epoch [2][365/541] lr: 7.966e-06, eta: 1:20:11, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0322, end_loss: 0.0225, loss: 0.0547, grad_norm: 4.7496 +2022-03-10 23:20:04,883 - davarocr - INFO - Epoch [2][370/541] lr: 8.010e-06, eta: 1:20:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0286, end_loss: 0.0246, loss: 0.0532, grad_norm: 4.7121 +2022-03-10 23:20:05,762 - davarocr - INFO - Epoch [2][375/541] lr: 8.054e-06, eta: 1:20:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0372, end_loss: 0.0287, loss: 0.0659, grad_norm: 4.8368 +2022-03-10 23:20:06,645 - davarocr - INFO - Epoch [2][380/541] lr: 8.098e-06, eta: 1:20:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0321, end_loss: 0.0303, loss: 0.0624, grad_norm: 4.8934 +2022-03-10 23:20:07,521 - davarocr - INFO - Epoch [2][385/541] lr: 8.142e-06, eta: 1:20:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0339, end_loss: 0.0274, loss: 0.0613, grad_norm: 4.3641 +2022-03-10 23:20:08,403 - davarocr - INFO - Epoch [2][390/541] lr: 8.186e-06, eta: 1:20:01, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0329, end_loss: 0.0331, loss: 0.0660, grad_norm: 4.4361 +2022-03-10 23:20:09,283 - davarocr - INFO - Epoch [2][395/541] lr: 8.230e-06, eta: 1:19:59, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0424, end_loss: 0.0471, loss: 0.0895, grad_norm: 4.2404 +2022-03-10 23:20:10,171 - davarocr - INFO - Epoch [2][400/541] lr: 8.274e-06, eta: 1:19:57, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0248, end_loss: 0.0231, loss: 0.0478, grad_norm: 3.7020 +2022-03-10 23:20:11,049 - davarocr - INFO - Epoch [2][405/541] lr: 8.318e-06, eta: 1:19:55, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0253, end_loss: 0.0236, loss: 0.0488, grad_norm: 3.7681 +2022-03-10 23:20:11,932 - davarocr - INFO - Epoch [2][410/541] lr: 8.362e-06, eta: 1:19:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0369, end_loss: 0.0328, loss: 0.0697, grad_norm: 3.8579 +2022-03-10 23:20:12,812 - davarocr - INFO - Epoch [2][415/541] lr: 8.406e-06, eta: 1:19:51, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0283, end_loss: 0.0229, loss: 0.0512, grad_norm: 3.7965 +2022-03-10 23:20:13,699 - davarocr - INFO - Epoch [2][420/541] lr: 8.450e-06, eta: 1:19:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0257, end_loss: 0.0222, loss: 0.0479, grad_norm: 3.8986 +2022-03-10 23:20:14,590 - davarocr - INFO - Epoch [2][425/541] lr: 8.494e-06, eta: 1:19:48, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0305, end_loss: 0.0316, loss: 0.0621, grad_norm: 3.9533 +2022-03-10 23:20:15,469 - davarocr - INFO - Epoch [2][430/541] lr: 8.538e-06, eta: 1:19:46, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0238, end_loss: 0.0178, loss: 0.0416, grad_norm: 3.9653 +2022-03-10 23:20:16,357 - davarocr - INFO - Epoch [2][435/541] lr: 8.582e-06, eta: 1:19:44, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0393, end_loss: 0.0294, loss: 0.0686, grad_norm: 4.0440 +2022-03-10 23:20:17,234 - davarocr - INFO - Epoch [2][440/541] lr: 8.626e-06, eta: 1:19:42, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0176, end_loss: 0.0162, loss: 0.0339, grad_norm: 3.9494 +2022-03-10 23:20:18,110 - davarocr - INFO - Epoch [2][445/541] lr: 8.670e-06, eta: 1:19:40, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0304, end_loss: 0.0328, loss: 0.0632, grad_norm: 4.0056 +2022-03-10 23:20:18,994 - davarocr - INFO - Epoch [2][450/541] lr: 8.714e-06, eta: 1:19:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0216, end_loss: 0.0143, loss: 0.0359, grad_norm: 3.9355 +2022-03-10 23:20:19,886 - davarocr - INFO - Epoch [2][455/541] lr: 8.758e-06, eta: 1:19:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0264, end_loss: 0.0136, loss: 0.0400, grad_norm: 4.0043 +2022-03-10 23:20:20,771 - davarocr - INFO - Epoch [2][460/541] lr: 8.802e-06, eta: 1:19:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0388, end_loss: 0.0429, loss: 0.0817, grad_norm: 4.1102 +2022-03-10 23:20:21,656 - davarocr - INFO - Epoch [2][465/541] lr: 8.846e-06, eta: 1:19:33, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0215, end_loss: 0.0141, loss: 0.0356, grad_norm: 3.9660 +2022-03-10 23:20:22,537 - davarocr - INFO - Epoch [2][470/541] lr: 8.890e-06, eta: 1:19:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0270, end_loss: 0.0161, loss: 0.0431, grad_norm: 4.0868 +2022-03-10 23:20:23,423 - davarocr - INFO - Epoch [2][475/541] lr: 8.934e-06, eta: 1:19:30, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0293, end_loss: 0.0256, loss: 0.0549, grad_norm: 3.9996 +2022-03-10 23:20:24,305 - davarocr - INFO - Epoch [2][480/541] lr: 8.978e-06, eta: 1:19:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0257, end_loss: 0.0291, loss: 0.0548, grad_norm: 4.1204 +2022-03-10 23:20:25,179 - davarocr - INFO - Epoch [2][485/541] lr: 9.022e-06, eta: 1:19:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0259, end_loss: 0.0205, loss: 0.0464, grad_norm: 4.0460 +2022-03-10 23:20:26,053 - davarocr - INFO - Epoch [2][490/541] lr: 9.066e-06, eta: 1:19:24, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0216, end_loss: 0.0196, loss: 0.0412, grad_norm: 4.0237 +2022-03-10 23:20:26,934 - davarocr - INFO - Epoch [2][495/541] lr: 9.110e-06, eta: 1:19:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0323, end_loss: 0.0265, loss: 0.0589, grad_norm: 4.1690 +2022-03-10 23:20:27,807 - davarocr - INFO - Epoch [2][500/541] lr: 9.155e-06, eta: 1:19:20, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0304, end_loss: 0.0325, loss: 0.0629, grad_norm: 4.3274 +2022-03-10 23:20:28,681 - davarocr - INFO - Epoch [2][505/541] lr: 9.199e-06, eta: 1:19:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0250, end_loss: 0.0346, loss: 0.0596, grad_norm: 4.2247 +2022-03-10 23:20:29,570 - davarocr - INFO - Epoch [2][510/541] lr: 9.243e-06, eta: 1:19:17, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0284, end_loss: 0.0292, loss: 0.0576, grad_norm: 4.3932 +2022-03-10 23:20:30,448 - davarocr - INFO - Epoch [2][515/541] lr: 9.287e-06, eta: 1:19:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0388, end_loss: 0.0529, loss: 0.0917, grad_norm: 4.3318 +2022-03-10 23:20:31,329 - davarocr - INFO - Epoch [2][520/541] lr: 9.331e-06, eta: 1:19:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0342, end_loss: 0.0325, loss: 0.0667, grad_norm: 4.1534 +2022-03-10 23:20:32,206 - davarocr - INFO - Epoch [2][525/541] lr: 9.375e-06, eta: 1:19:11, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0319, end_loss: 0.0305, loss: 0.0623, grad_norm: 4.2305 +2022-03-10 23:20:33,097 - davarocr - INFO - Epoch [2][530/541] lr: 9.419e-06, eta: 1:19:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0192, end_loss: 0.0201, loss: 0.0393, grad_norm: 4.1883 +2022-03-10 23:20:33,977 - davarocr - INFO - Epoch [2][535/541] lr: 9.463e-06, eta: 1:19:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0220, end_loss: 0.0161, loss: 0.0381, grad_norm: 4.3958 +2022-03-10 23:20:34,860 - davarocr - INFO - Epoch [2][540/541] lr: 9.507e-06, eta: 1:19:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0283, end_loss: 0.0223, loss: 0.0506, grad_norm: 4.1956 +2022-03-10 23:20:48,699 - davarocr - INFO - Now best checkpoint is epoch_2.pth. Best hmean is 0.9000447427293065 +2022-03-10 23:20:48,699 - davarocr - INFO - current_metric 0.9000447427293065 is much better than previous best_metric 0.8304622046502871, saving best model ! +2022-03-10 23:20:48,699 - davarocr - INFO - Saving checkpoint at epoch_2.pth +2022-03-10 23:20:50,505 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:20:50,506 - davarocr - INFO - Epoch(val) [2][541] LOC: {'precision': 0.9224242424242424, 'recall': 0.9124700239808153, 'f1-score': 0.9174201326100059}, PER: {'precision': 0.9667294413057125, 'recall': 0.9523809523809523, 'f1-score': 0.9595015576323987}, MISC: {'precision': 0.833063209076175, 'recall': 0.7321937321937322, 'f1-score': 0.7793783169067476}, ORG: {'precision': 0.871625674865027, 'recall': 0.8747742323901264, 'f1-score': 0.8731971153846153}, all: {'precision': 0.9098968699113443, 'recall': 0.8904036827195467, 'f1-score': 0.9000447427293065}, hmean: 0.9000 +2022-03-10 23:20:53,724 - davarocr - INFO - Epoch [3][5/541] lr: 9.125e-06, eta: 1:19:55, time: 0.640, data_time: 0.464, memory: 5192, start_loss: 0.0156, end_loss: 0.0146, loss: 0.0302, grad_norm: 4.0959 +2022-03-10 23:20:54,607 - davarocr - INFO - Epoch [3][10/541] lr: 9.167e-06, eta: 1:19:54, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0231, end_loss: 0.0202, loss: 0.0433, grad_norm: 4.1777 +2022-03-10 23:20:55,496 - davarocr - INFO - Epoch [3][15/541] lr: 9.209e-06, eta: 1:19:52, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0213, end_loss: 0.0140, loss: 0.0353, grad_norm: 4.1684 +2022-03-10 23:20:56,379 - davarocr - INFO - Epoch [3][20/541] lr: 9.251e-06, eta: 1:19:50, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0134, end_loss: 0.0121, loss: 0.0255, grad_norm: 4.1820 +2022-03-10 23:20:57,259 - davarocr - INFO - Epoch [3][25/541] lr: 9.293e-06, eta: 1:19:48, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0200, end_loss: 0.0152, loss: 0.0352, grad_norm: 4.2002 +2022-03-10 23:20:58,139 - davarocr - INFO - Epoch [3][30/541] lr: 9.335e-06, eta: 1:19:46, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0362, end_loss: 0.0308, loss: 0.0670, grad_norm: 4.2533 +2022-03-10 23:20:59,020 - davarocr - INFO - Epoch [3][35/541] lr: 9.377e-06, eta: 1:19:44, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0281, end_loss: 0.0261, loss: 0.0542, grad_norm: 4.3361 +2022-03-10 23:20:59,905 - davarocr - INFO - Epoch [3][40/541] lr: 9.419e-06, eta: 1:19:42, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0263, end_loss: 0.0240, loss: 0.0503, grad_norm: 4.3621 +2022-03-10 23:21:00,791 - davarocr - INFO - Epoch [3][45/541] lr: 9.461e-06, eta: 1:19:41, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0224, end_loss: 0.0187, loss: 0.0411, grad_norm: 4.1666 +2022-03-10 23:21:01,677 - davarocr - INFO - Epoch [3][50/541] lr: 9.503e-06, eta: 1:19:39, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0201, end_loss: 0.0169, loss: 0.0370, grad_norm: 4.1416 +2022-03-10 23:21:02,563 - davarocr - INFO - Epoch [3][55/541] lr: 9.545e-06, eta: 1:19:37, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0197, end_loss: 0.0250, loss: 0.0447, grad_norm: 4.0949 +2022-03-10 23:21:03,456 - davarocr - INFO - Epoch [3][60/541] lr: 9.587e-06, eta: 1:19:36, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0208, end_loss: 0.0208, loss: 0.0416, grad_norm: 4.2326 +2022-03-10 23:21:04,349 - davarocr - INFO - Epoch [3][65/541] lr: 9.629e-06, eta: 1:19:34, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0157, end_loss: 0.0139, loss: 0.0296, grad_norm: 4.1582 +2022-03-10 23:21:05,244 - davarocr - INFO - Epoch [3][70/541] lr: 9.671e-06, eta: 1:19:33, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0154, end_loss: 0.0176, loss: 0.0330, grad_norm: 4.2327 +2022-03-10 23:21:06,145 - davarocr - INFO - Epoch [3][75/541] lr: 9.713e-06, eta: 1:19:31, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0242, end_loss: 0.0202, loss: 0.0443, grad_norm: 4.2522 +2022-03-10 23:21:07,030 - davarocr - INFO - Epoch [3][80/541] lr: 9.755e-06, eta: 1:19:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0153, end_loss: 0.0133, loss: 0.0286, grad_norm: 4.1738 +2022-03-10 23:21:07,921 - davarocr - INFO - Epoch [3][85/541] lr: 9.797e-06, eta: 1:19:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0192, end_loss: 0.0218, loss: 0.0410, grad_norm: 4.2047 +2022-03-10 23:21:08,808 - davarocr - INFO - Epoch [3][90/541] lr: 9.839e-06, eta: 1:19:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0233, end_loss: 0.0222, loss: 0.0455, grad_norm: 4.2538 +2022-03-10 23:21:09,693 - davarocr - INFO - Epoch [3][95/541] lr: 9.881e-06, eta: 1:19:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0270, end_loss: 0.0323, loss: 0.0594, grad_norm: 4.3474 +2022-03-10 23:21:10,583 - davarocr - INFO - Epoch [3][100/541] lr: 9.923e-06, eta: 1:19:23, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0272, end_loss: 0.0281, loss: 0.0554, grad_norm: 4.3511 +2022-03-10 23:21:11,484 - davarocr - INFO - Epoch [3][105/541] lr: 9.965e-06, eta: 1:19:22, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0207, end_loss: 0.0159, loss: 0.0367, grad_norm: 4.2671 +2022-03-10 23:21:12,382 - davarocr - INFO - Epoch [3][110/541] lr: 1.001e-05, eta: 1:19:20, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0277, end_loss: 0.0244, loss: 0.0521, grad_norm: 4.3412 +2022-03-10 23:21:13,257 - davarocr - INFO - Epoch [3][115/541] lr: 1.005e-05, eta: 1:19:18, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0158, end_loss: 0.0149, loss: 0.0308, grad_norm: 4.2156 +2022-03-10 23:21:14,154 - davarocr - INFO - Epoch [3][120/541] lr: 1.009e-05, eta: 1:19:17, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0199, end_loss: 0.0203, loss: 0.0402, grad_norm: 4.2623 +2022-03-10 23:21:15,051 - davarocr - INFO - Epoch [3][125/541] lr: 1.013e-05, eta: 1:19:16, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0185, end_loss: 0.0148, loss: 0.0333, grad_norm: 4.2946 +2022-03-10 23:21:15,933 - davarocr - INFO - Epoch [3][130/541] lr: 1.018e-05, eta: 1:19:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0206, end_loss: 0.0216, loss: 0.0422, grad_norm: 4.3540 +2022-03-10 23:21:16,814 - davarocr - INFO - Epoch [3][135/541] lr: 1.022e-05, eta: 1:19:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0190, end_loss: 0.0148, loss: 0.0338, grad_norm: 4.5902 +2022-03-10 23:21:17,698 - davarocr - INFO - Epoch [3][140/541] lr: 1.026e-05, eta: 1:19:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0158, end_loss: 0.0130, loss: 0.0288, grad_norm: 4.0537 +2022-03-10 23:21:18,619 - davarocr - INFO - Epoch [3][145/541] lr: 1.030e-05, eta: 1:19:09, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0209, end_loss: 0.0226, loss: 0.0435, grad_norm: 4.1737 +2022-03-10 23:21:19,525 - davarocr - INFO - Epoch [3][150/541] lr: 1.034e-05, eta: 1:19:08, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0183, end_loss: 0.0147, loss: 0.0329, grad_norm: 3.9865 +2022-03-10 23:21:20,437 - davarocr - INFO - Epoch [3][155/541] lr: 1.039e-05, eta: 1:19:07, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0297, end_loss: 0.0216, loss: 0.0513, grad_norm: 4.1922 +2022-03-10 23:21:21,317 - davarocr - INFO - Epoch [3][160/541] lr: 1.043e-05, eta: 1:19:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0138, end_loss: 0.0180, loss: 0.0318, grad_norm: 4.0871 +2022-03-10 23:21:22,201 - davarocr - INFO - Epoch [3][165/541] lr: 1.047e-05, eta: 1:19:04, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0117, end_loss: 0.0109, loss: 0.0226, grad_norm: 4.0224 +2022-03-10 23:21:23,098 - davarocr - INFO - Epoch [3][170/541] lr: 1.051e-05, eta: 1:19:02, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0320, end_loss: 0.0390, loss: 0.0710, grad_norm: 4.2603 +2022-03-10 23:21:23,981 - davarocr - INFO - Epoch [3][175/541] lr: 1.055e-05, eta: 1:19:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0222, end_loss: 0.0261, loss: 0.0483, grad_norm: 4.2329 +2022-03-10 23:21:24,867 - davarocr - INFO - Epoch [3][180/541] lr: 1.060e-05, eta: 1:18:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0205, end_loss: 0.0221, loss: 0.0426, grad_norm: 4.1660 +2022-03-10 23:21:25,745 - davarocr - INFO - Epoch [3][185/541] lr: 1.064e-05, eta: 1:18:57, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0184, end_loss: 0.0066, loss: 0.0250, grad_norm: 4.1353 +2022-03-10 23:21:26,620 - davarocr - INFO - Epoch [3][190/541] lr: 1.068e-05, eta: 1:18:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0117, end_loss: 0.0109, loss: 0.0227, grad_norm: 4.0821 +2022-03-10 23:21:27,510 - davarocr - INFO - Epoch [3][195/541] lr: 1.072e-05, eta: 1:18:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0125, end_loss: 0.0098, loss: 0.0222, grad_norm: 4.1496 +2022-03-10 23:21:28,392 - davarocr - INFO - Epoch [3][200/541] lr: 1.076e-05, eta: 1:18:52, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0145, end_loss: 0.0096, loss: 0.0241, grad_norm: 4.1691 +2022-03-10 23:21:29,281 - davarocr - INFO - Epoch [3][205/541] lr: 1.081e-05, eta: 1:18:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0221, end_loss: 0.0211, loss: 0.0432, grad_norm: 4.2544 +2022-03-10 23:21:30,182 - davarocr - INFO - Epoch [3][210/541] lr: 1.085e-05, eta: 1:18:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0137, end_loss: 0.0132, loss: 0.0270, grad_norm: 4.2396 +2022-03-10 23:21:31,068 - davarocr - INFO - Epoch [3][215/541] lr: 1.089e-05, eta: 1:18:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0187, end_loss: 0.0125, loss: 0.0313, grad_norm: 4.2979 +2022-03-10 23:21:31,948 - davarocr - INFO - Epoch [3][220/541] lr: 1.093e-05, eta: 1:18:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0203, end_loss: 0.0152, loss: 0.0355, grad_norm: 4.3008 +2022-03-10 23:21:32,828 - davarocr - INFO - Epoch [3][225/541] lr: 1.097e-05, eta: 1:18:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0153, end_loss: 0.0212, loss: 0.0365, grad_norm: 4.2453 +2022-03-10 23:21:33,717 - davarocr - INFO - Epoch [3][230/541] lr: 1.102e-05, eta: 1:18:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0147, end_loss: 0.0158, loss: 0.0305, grad_norm: 4.3604 +2022-03-10 23:21:34,604 - davarocr - INFO - Epoch [3][235/541] lr: 1.106e-05, eta: 1:18:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0138, end_loss: 0.0169, loss: 0.0307, grad_norm: 4.3766 +2022-03-10 23:21:35,512 - davarocr - INFO - Epoch [3][240/541] lr: 1.110e-05, eta: 1:18:41, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0134, end_loss: 0.0175, loss: 0.0309, grad_norm: 4.4586 +2022-03-10 23:21:36,424 - davarocr - INFO - Epoch [3][245/541] lr: 1.114e-05, eta: 1:18:40, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0372, end_loss: 0.0246, loss: 0.0618, grad_norm: 4.3691 +2022-03-10 23:21:37,318 - davarocr - INFO - Epoch [3][250/541] lr: 1.118e-05, eta: 1:18:38, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0187, end_loss: 0.0198, loss: 0.0384, grad_norm: 4.2820 +2022-03-10 23:21:38,194 - davarocr - INFO - Epoch [3][255/541] lr: 1.123e-05, eta: 1:18:37, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0177, end_loss: 0.0223, loss: 0.0400, grad_norm: 4.3499 +2022-03-10 23:21:39,070 - davarocr - INFO - Epoch [3][260/541] lr: 1.127e-05, eta: 1:18:35, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0165, end_loss: 0.0164, loss: 0.0329, grad_norm: 4.3950 +2022-03-10 23:21:39,961 - davarocr - INFO - Epoch [3][265/541] lr: 1.131e-05, eta: 1:18:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0212, end_loss: 0.0146, loss: 0.0359, grad_norm: 4.4706 +2022-03-10 23:21:40,845 - davarocr - INFO - Epoch [3][270/541] lr: 1.135e-05, eta: 1:18:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0188, end_loss: 0.0128, loss: 0.0316, grad_norm: 4.2598 +2022-03-10 23:21:41,771 - davarocr - INFO - Epoch [3][275/541] lr: 1.139e-05, eta: 1:18:31, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0181, end_loss: 0.0167, loss: 0.0348, grad_norm: 4.3468 +2022-03-10 23:21:42,660 - davarocr - INFO - Epoch [3][280/541] lr: 1.144e-05, eta: 1:18:30, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0131, end_loss: 0.0134, loss: 0.0265, grad_norm: 4.3013 +2022-03-10 23:21:43,553 - davarocr - INFO - Epoch [3][285/541] lr: 1.148e-05, eta: 1:18:28, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0176, end_loss: 0.0191, loss: 0.0368, grad_norm: 4.3506 +2022-03-10 23:21:44,433 - davarocr - INFO - Epoch [3][290/541] lr: 1.152e-05, eta: 1:18:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0146, end_loss: 0.0157, loss: 0.0303, grad_norm: 4.3999 +2022-03-10 23:21:45,317 - davarocr - INFO - Epoch [3][295/541] lr: 1.156e-05, eta: 1:18:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0245, end_loss: 0.0214, loss: 0.0459, grad_norm: 4.4470 +2022-03-10 23:21:46,197 - davarocr - INFO - Epoch [3][300/541] lr: 1.160e-05, eta: 1:18:24, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0198, end_loss: 0.0149, loss: 0.0347, grad_norm: 4.4143 +2022-03-10 23:21:47,074 - davarocr - INFO - Epoch [3][305/541] lr: 1.165e-05, eta: 1:18:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0254, end_loss: 0.0234, loss: 0.0489, grad_norm: 4.5662 +2022-03-10 23:21:47,959 - davarocr - INFO - Epoch [3][310/541] lr: 1.169e-05, eta: 1:18:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0159, end_loss: 0.0110, loss: 0.0269, grad_norm: 4.3077 +2022-03-10 23:21:48,848 - davarocr - INFO - Epoch [3][315/541] lr: 1.173e-05, eta: 1:18:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0245, end_loss: 0.0220, loss: 0.0464, grad_norm: 4.3860 +2022-03-10 23:21:49,726 - davarocr - INFO - Epoch [3][320/541] lr: 1.177e-05, eta: 1:18:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0171, end_loss: 0.0191, loss: 0.0362, grad_norm: 4.3609 +2022-03-10 23:21:50,608 - davarocr - INFO - Epoch [3][325/541] lr: 1.181e-05, eta: 1:18:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0110, end_loss: 0.0123, loss: 0.0232, grad_norm: 4.3221 +2022-03-10 23:21:51,496 - davarocr - INFO - Epoch [3][330/541] lr: 1.186e-05, eta: 1:18:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0126, end_loss: 0.0121, loss: 0.0247, grad_norm: 4.4476 +2022-03-10 23:21:52,379 - davarocr - INFO - Epoch [3][335/541] lr: 1.190e-05, eta: 1:18:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0135, end_loss: 0.0138, loss: 0.0273, grad_norm: 4.3739 +2022-03-10 23:21:53,258 - davarocr - INFO - Epoch [3][340/541] lr: 1.194e-05, eta: 1:18:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0174, end_loss: 0.0167, loss: 0.0341, grad_norm: 4.4441 +2022-03-10 23:21:54,148 - davarocr - INFO - Epoch [3][345/541] lr: 1.198e-05, eta: 1:18:10, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0160, end_loss: 0.0134, loss: 0.0294, grad_norm: 4.4768 +2022-03-10 23:21:55,034 - davarocr - INFO - Epoch [3][350/541] lr: 1.202e-05, eta: 1:18:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0157, end_loss: 0.0098, loss: 0.0255, grad_norm: 4.5873 +2022-03-10 23:21:55,914 - davarocr - INFO - Epoch [3][355/541] lr: 1.207e-05, eta: 1:18:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0172, end_loss: 0.0201, loss: 0.0373, grad_norm: 4.5455 +2022-03-10 23:21:56,791 - davarocr - INFO - Epoch [3][360/541] lr: 1.211e-05, eta: 1:18:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0158, end_loss: 0.0158, loss: 0.0316, grad_norm: 4.5505 +2022-03-10 23:21:57,675 - davarocr - INFO - Epoch [3][365/541] lr: 1.215e-05, eta: 1:18:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0141, end_loss: 0.0193, loss: 0.0334, grad_norm: 4.6117 +2022-03-10 23:21:58,558 - davarocr - INFO - Epoch [3][370/541] lr: 1.219e-05, eta: 1:18:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0241, end_loss: 0.0268, loss: 0.0509, grad_norm: 4.6698 +2022-03-10 23:21:59,442 - davarocr - INFO - Epoch [3][375/541] lr: 1.223e-05, eta: 1:18:01, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0196, end_loss: 0.0202, loss: 0.0398, grad_norm: 4.6532 +2022-03-10 23:22:00,324 - davarocr - INFO - Epoch [3][380/541] lr: 1.228e-05, eta: 1:18:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0176, end_loss: 0.0153, loss: 0.0329, grad_norm: 4.4593 +2022-03-10 23:22:01,204 - davarocr - INFO - Epoch [3][385/541] lr: 1.232e-05, eta: 1:17:58, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0194, end_loss: 0.0214, loss: 0.0409, grad_norm: 4.3000 +2022-03-10 23:22:02,087 - davarocr - INFO - Epoch [3][390/541] lr: 1.236e-05, eta: 1:17:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0189, end_loss: 0.0148, loss: 0.0337, grad_norm: 4.3769 +2022-03-10 23:22:02,970 - davarocr - INFO - Epoch [3][395/541] lr: 1.240e-05, eta: 1:17:55, time: 0.177, data_time: 0.004, memory: 5192, start_loss: 0.0192, end_loss: 0.0200, loss: 0.0393, grad_norm: 4.3808 +2022-03-10 23:22:03,861 - davarocr - INFO - Epoch [3][400/541] lr: 1.244e-05, eta: 1:17:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0164, end_loss: 0.0154, loss: 0.0318, grad_norm: 4.3253 +2022-03-10 23:22:04,746 - davarocr - INFO - Epoch [3][405/541] lr: 1.249e-05, eta: 1:17:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0202, end_loss: 0.0158, loss: 0.0360, grad_norm: 4.3713 +2022-03-10 23:22:05,633 - davarocr - INFO - Epoch [3][410/541] lr: 1.253e-05, eta: 1:17:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0186, end_loss: 0.0211, loss: 0.0397, grad_norm: 4.4479 +2022-03-10 23:22:06,513 - davarocr - INFO - Epoch [3][415/541] lr: 1.257e-05, eta: 1:17:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0140, end_loss: 0.0152, loss: 0.0291, grad_norm: 4.3324 +2022-03-10 23:22:07,395 - davarocr - INFO - Epoch [3][420/541] lr: 1.261e-05, eta: 1:17:48, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0134, end_loss: 0.0161, loss: 0.0295, grad_norm: 4.4057 +2022-03-10 23:22:08,276 - davarocr - INFO - Epoch [3][425/541] lr: 1.265e-05, eta: 1:17:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0094, end_loss: 0.0105, loss: 0.0199, grad_norm: 4.3646 +2022-03-10 23:22:09,163 - davarocr - INFO - Epoch [3][430/541] lr: 1.270e-05, eta: 1:17:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0180, end_loss: 0.0167, loss: 0.0347, grad_norm: 4.4116 +2022-03-10 23:22:10,055 - davarocr - INFO - Epoch [3][435/541] lr: 1.274e-05, eta: 1:17:44, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0242, end_loss: 0.0269, loss: 0.0512, grad_norm: 4.5437 +2022-03-10 23:22:10,936 - davarocr - INFO - Epoch [3][440/541] lr: 1.278e-05, eta: 1:17:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0294, end_loss: 0.0238, loss: 0.0532, grad_norm: 4.5304 +2022-03-10 23:22:11,814 - davarocr - INFO - Epoch [3][445/541] lr: 1.282e-05, eta: 1:17:41, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0187, end_loss: 0.0163, loss: 0.0349, grad_norm: 4.3986 +2022-03-10 23:22:12,711 - davarocr - INFO - Epoch [3][450/541] lr: 1.286e-05, eta: 1:17:40, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0151, end_loss: 0.0147, loss: 0.0298, grad_norm: 4.2250 +2022-03-10 23:22:13,584 - davarocr - INFO - Epoch [3][455/541] lr: 1.291e-05, eta: 1:17:38, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0170, end_loss: 0.0141, loss: 0.0311, grad_norm: 4.2291 +2022-03-10 23:22:14,472 - davarocr - INFO - Epoch [3][460/541] lr: 1.295e-05, eta: 1:17:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0170, end_loss: 0.0174, loss: 0.0344, grad_norm: 4.2118 +2022-03-10 23:22:15,360 - davarocr - INFO - Epoch [3][465/541] lr: 1.299e-05, eta: 1:17:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0248, end_loss: 0.0231, loss: 0.0479, grad_norm: 4.2760 +2022-03-10 23:22:16,251 - davarocr - INFO - Epoch [3][470/541] lr: 1.303e-05, eta: 1:17:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0137, end_loss: 0.0113, loss: 0.0250, grad_norm: 4.2252 +2022-03-10 23:22:17,130 - davarocr - INFO - Epoch [3][475/541] lr: 1.307e-05, eta: 1:17:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0233, end_loss: 0.0230, loss: 0.0463, grad_norm: 4.3107 +2022-03-10 23:22:18,007 - davarocr - INFO - Epoch [3][480/541] lr: 1.312e-05, eta: 1:17:31, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0236, end_loss: 0.0189, loss: 0.0425, grad_norm: 4.2771 +2022-03-10 23:22:18,886 - davarocr - INFO - Epoch [3][485/541] lr: 1.316e-05, eta: 1:17:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0223, end_loss: 0.0189, loss: 0.0411, grad_norm: 4.2531 +2022-03-10 23:22:19,756 - davarocr - INFO - Epoch [3][490/541] lr: 1.320e-05, eta: 1:17:28, time: 0.173, data_time: 0.005, memory: 5192, start_loss: 0.0210, end_loss: 0.0201, loss: 0.0411, grad_norm: 4.2603 +2022-03-10 23:22:20,632 - davarocr - INFO - Epoch [3][495/541] lr: 1.324e-05, eta: 1:17:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0264, end_loss: 0.0333, loss: 0.0597, grad_norm: 4.3261 +2022-03-10 23:22:21,516 - davarocr - INFO - Epoch [3][500/541] lr: 1.328e-05, eta: 1:17:25, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0226, end_loss: 0.0216, loss: 0.0442, grad_norm: 4.2059 +2022-03-10 23:22:22,397 - davarocr - INFO - Epoch [3][505/541] lr: 1.333e-05, eta: 1:17:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0199, end_loss: 0.0221, loss: 0.0419, grad_norm: 4.2746 +2022-03-10 23:22:23,279 - davarocr - INFO - Epoch [3][510/541] lr: 1.337e-05, eta: 1:17:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0152, end_loss: 0.0182, loss: 0.0335, grad_norm: 4.2589 +2022-03-10 23:22:24,160 - davarocr - INFO - Epoch [3][515/541] lr: 1.341e-05, eta: 1:17:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0162, end_loss: 0.0302, loss: 0.0464, grad_norm: 4.2796 +2022-03-10 23:22:25,053 - davarocr - INFO - Epoch [3][520/541] lr: 1.345e-05, eta: 1:17:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0198, end_loss: 0.0228, loss: 0.0426, grad_norm: 4.3059 +2022-03-10 23:22:25,938 - davarocr - INFO - Epoch [3][525/541] lr: 1.349e-05, eta: 1:17:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0201, end_loss: 0.0141, loss: 0.0342, grad_norm: 4.4701 +2022-03-10 23:22:26,814 - davarocr - INFO - Epoch [3][530/541] lr: 1.354e-05, eta: 1:17:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0234, end_loss: 0.0280, loss: 0.0514, grad_norm: 4.3731 +2022-03-10 23:22:27,698 - davarocr - INFO - Epoch [3][535/541] lr: 1.358e-05, eta: 1:17:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0115, end_loss: 0.0145, loss: 0.0260, grad_norm: 4.2663 +2022-03-10 23:22:28,578 - davarocr - INFO - Epoch [3][540/541] lr: 1.362e-05, eta: 1:17:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0184, end_loss: 0.0236, loss: 0.0421, grad_norm: 4.3829 +2022-03-10 23:22:42,556 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9089773335713011 +2022-03-10 23:22:42,557 - davarocr - INFO - current_metric 0.9089773335713011 is much better than previous best_metric 0.9000447427293065, saving best model ! +2022-03-10 23:22:42,557 - davarocr - INFO - Saving checkpoint at epoch_3.pth +2022-03-10 23:22:44,370 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:22:44,371 - davarocr - INFO - Epoch(val) [3][541] LOC: {'precision': 0.9313904068002429, 'recall': 0.919664268585132, 'f1-score': 0.9254901960784314}, PER: {'precision': 0.9625468164794008, 'recall': 0.9536178107606679, 'f1-score': 0.9580615097856477}, MISC: {'precision': 0.7956104252400549, 'recall': 0.8262108262108262, 'f1-score': 0.8106219426974143}, ORG: {'precision': 0.9094936708860759, 'recall': 0.8651414810355208, 'f1-score': 0.886763344646714}, all: {'precision': 0.9163368118028068, 'recall': 0.9017351274787535, 'f1-score': 0.9089773335713011}, hmean: 0.9090 +2022-03-10 23:22:47,686 - davarocr - INFO - Epoch [4][5/541] lr: 1.308e-05, eta: 1:17:48, time: 0.662, data_time: 0.485, memory: 5192, start_loss: 0.0103, end_loss: 0.0200, loss: 0.0303, grad_norm: 4.3541 +2022-03-10 23:22:48,576 - davarocr - INFO - Epoch [4][10/541] lr: 1.312e-05, eta: 1:17:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0096, end_loss: 0.0096, loss: 0.0192, grad_norm: 4.3293 +2022-03-10 23:22:49,469 - davarocr - INFO - Epoch [4][15/541] lr: 1.316e-05, eta: 1:17:45, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0126, end_loss: 0.0125, loss: 0.0250, grad_norm: 4.4191 +2022-03-10 23:22:50,356 - davarocr - INFO - Epoch [4][20/541] lr: 1.320e-05, eta: 1:17:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0160, end_loss: 0.0140, loss: 0.0300, grad_norm: 4.5315 +2022-03-10 23:22:51,250 - davarocr - INFO - Epoch [4][25/541] lr: 1.324e-05, eta: 1:17:43, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0133, end_loss: 0.0106, loss: 0.0239, grad_norm: 4.3403 +2022-03-10 23:22:52,132 - davarocr - INFO - Epoch [4][30/541] lr: 1.328e-05, eta: 1:17:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0125, end_loss: 0.0167, loss: 0.0292, grad_norm: 4.4094 +2022-03-10 23:22:53,021 - davarocr - INFO - Epoch [4][35/541] lr: 1.332e-05, eta: 1:17:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0076, end_loss: 0.0048, loss: 0.0124, grad_norm: 4.4265 +2022-03-10 23:22:53,903 - davarocr - INFO - Epoch [4][40/541] lr: 1.336e-05, eta: 1:17:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0219, end_loss: 0.0210, loss: 0.0429, grad_norm: 4.4592 +2022-03-10 23:22:54,799 - davarocr - INFO - Epoch [4][45/541] lr: 1.340e-05, eta: 1:17:37, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0083, end_loss: 0.0134, loss: 0.0217, grad_norm: 4.4463 +2022-03-10 23:22:55,686 - davarocr - INFO - Epoch [4][50/541] lr: 1.344e-05, eta: 1:17:36, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0064, end_loss: 0.0078, loss: 0.0141, grad_norm: 4.4553 +2022-03-10 23:22:56,569 - davarocr - INFO - Epoch [4][55/541] lr: 1.348e-05, eta: 1:17:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0130, end_loss: 0.0117, loss: 0.0247, grad_norm: 4.5093 +2022-03-10 23:22:57,457 - davarocr - INFO - Epoch [4][60/541] lr: 1.352e-05, eta: 1:17:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0121, end_loss: 0.0095, loss: 0.0216, grad_norm: 4.5520 +2022-03-10 23:22:58,335 - davarocr - INFO - Epoch [4][65/541] lr: 1.356e-05, eta: 1:17:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0093, end_loss: 0.0118, loss: 0.0210, grad_norm: 4.5866 +2022-03-10 23:22:59,219 - davarocr - INFO - Epoch [4][70/541] lr: 1.360e-05, eta: 1:17:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0075, end_loss: 0.0090, loss: 0.0165, grad_norm: 4.4771 +2022-03-10 23:23:00,110 - davarocr - INFO - Epoch [4][75/541] lr: 1.364e-05, eta: 1:17:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0124, end_loss: 0.0112, loss: 0.0236, grad_norm: 4.5326 +2022-03-10 23:23:01,076 - davarocr - INFO - Epoch [4][80/541] lr: 1.368e-05, eta: 1:17:29, time: 0.194, data_time: 0.024, memory: 5192, start_loss: 0.0129, end_loss: 0.0137, loss: 0.0266, grad_norm: 4.5406 +2022-03-10 23:23:01,961 - davarocr - INFO - Epoch [4][85/541] lr: 1.372e-05, eta: 1:17:27, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0116, end_loss: 0.0113, loss: 0.0229, grad_norm: 4.5355 +2022-03-10 23:23:02,842 - davarocr - INFO - Epoch [4][90/541] lr: 1.376e-05, eta: 1:17:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0101, end_loss: 0.0088, loss: 0.0189, grad_norm: 4.4905 +2022-03-10 23:23:03,723 - davarocr - INFO - Epoch [4][95/541] lr: 1.380e-05, eta: 1:17:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0112, end_loss: 0.0077, loss: 0.0189, grad_norm: 4.5125 +2022-03-10 23:23:04,608 - davarocr - INFO - Epoch [4][100/541] lr: 1.384e-05, eta: 1:17:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0082, end_loss: 0.0084, loss: 0.0166, grad_norm: 4.5281 +2022-03-10 23:23:05,489 - davarocr - INFO - Epoch [4][105/541] lr: 1.388e-05, eta: 1:17:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0059, end_loss: 0.0058, loss: 0.0117, grad_norm: 4.5533 +2022-03-10 23:23:06,371 - davarocr - INFO - Epoch [4][110/541] lr: 1.392e-05, eta: 1:17:20, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0183, end_loss: 0.0136, loss: 0.0320, grad_norm: 4.6884 +2022-03-10 23:23:07,251 - davarocr - INFO - Epoch [4][115/541] lr: 1.396e-05, eta: 1:17:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0085, end_loss: 0.0115, loss: 0.0200, grad_norm: 4.3297 +2022-03-10 23:23:08,137 - davarocr - INFO - Epoch [4][120/541] lr: 1.400e-05, eta: 1:17:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0146, end_loss: 0.0163, loss: 0.0310, grad_norm: 4.3363 +2022-03-10 23:23:09,020 - davarocr - INFO - Epoch [4][125/541] lr: 1.404e-05, eta: 1:17:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0118, end_loss: 0.0128, loss: 0.0245, grad_norm: 4.3469 +2022-03-10 23:23:09,896 - davarocr - INFO - Epoch [4][130/541] lr: 1.408e-05, eta: 1:17:14, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0082, end_loss: 0.0061, loss: 0.0143, grad_norm: 4.3246 +2022-03-10 23:23:10,777 - davarocr - INFO - Epoch [4][135/541] lr: 1.412e-05, eta: 1:17:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0079, end_loss: 0.0135, loss: 0.0214, grad_norm: 4.3434 +2022-03-10 23:23:11,669 - davarocr - INFO - Epoch [4][140/541] lr: 1.416e-05, eta: 1:17:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0256, end_loss: 0.0203, loss: 0.0459, grad_norm: 4.4556 +2022-03-10 23:23:12,547 - davarocr - INFO - Epoch [4][145/541] lr: 1.420e-05, eta: 1:17:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0111, end_loss: 0.0112, loss: 0.0223, grad_norm: 4.3560 +2022-03-10 23:23:13,431 - davarocr - INFO - Epoch [4][150/541] lr: 1.424e-05, eta: 1:17:09, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0107, end_loss: 0.0142, loss: 0.0249, grad_norm: 4.3355 +2022-03-10 23:23:14,315 - davarocr - INFO - Epoch [4][155/541] lr: 1.428e-05, eta: 1:17:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0181, end_loss: 0.0165, loss: 0.0346, grad_norm: 4.3545 +2022-03-10 23:23:15,206 - davarocr - INFO - Epoch [4][160/541] lr: 1.432e-05, eta: 1:17:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0101, end_loss: 0.0108, loss: 0.0210, grad_norm: 4.3495 +2022-03-10 23:23:16,117 - davarocr - INFO - Epoch [4][165/541] lr: 1.436e-05, eta: 1:17:05, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0115, end_loss: 0.0099, loss: 0.0214, grad_norm: 4.3557 +2022-03-10 23:23:17,047 - davarocr - INFO - Epoch [4][170/541] lr: 1.440e-05, eta: 1:17:04, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0140, end_loss: 0.0188, loss: 0.0328, grad_norm: 4.3917 +2022-03-10 23:23:17,934 - davarocr - INFO - Epoch [4][175/541] lr: 1.444e-05, eta: 1:17:03, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0088, end_loss: 0.0094, loss: 0.0182, grad_norm: 4.3835 +2022-03-10 23:23:18,824 - davarocr - INFO - Epoch [4][180/541] lr: 1.448e-05, eta: 1:17:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0084, end_loss: 0.0042, loss: 0.0126, grad_norm: 4.3777 +2022-03-10 23:23:19,714 - davarocr - INFO - Epoch [4][185/541] lr: 1.452e-05, eta: 1:17:00, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0100, end_loss: 0.0103, loss: 0.0203, grad_norm: 4.4933 +2022-03-10 23:23:20,602 - davarocr - INFO - Epoch [4][190/541] lr: 1.456e-05, eta: 1:16:59, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0159, end_loss: 0.0133, loss: 0.0292, grad_norm: 4.5747 +2022-03-10 23:23:21,475 - davarocr - INFO - Epoch [4][195/541] lr: 1.460e-05, eta: 1:16:58, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0085, end_loss: 0.0097, loss: 0.0182, grad_norm: 4.4423 +2022-03-10 23:23:22,360 - davarocr - INFO - Epoch [4][200/541] lr: 1.464e-05, eta: 1:16:56, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0169, end_loss: 0.0180, loss: 0.0349, grad_norm: 4.5740 +2022-03-10 23:23:23,247 - davarocr - INFO - Epoch [4][205/541] lr: 1.468e-05, eta: 1:16:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0143, end_loss: 0.0159, loss: 0.0302, grad_norm: 4.5004 +2022-03-10 23:23:24,123 - davarocr - INFO - Epoch [4][210/541] lr: 1.472e-05, eta: 1:16:53, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0086, end_loss: 0.0092, loss: 0.0178, grad_norm: 4.4285 +2022-03-10 23:23:25,006 - davarocr - INFO - Epoch [4][215/541] lr: 1.476e-05, eta: 1:16:52, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0202, end_loss: 0.0199, loss: 0.0401, grad_norm: 4.5019 +2022-03-10 23:23:25,883 - davarocr - INFO - Epoch [4][220/541] lr: 1.480e-05, eta: 1:16:51, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0109, end_loss: 0.0086, loss: 0.0195, grad_norm: 4.4069 +2022-03-10 23:23:26,761 - davarocr - INFO - Epoch [4][225/541] lr: 1.484e-05, eta: 1:16:49, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0119, end_loss: 0.0107, loss: 0.0226, grad_norm: 4.4536 +2022-03-10 23:23:27,642 - davarocr - INFO - Epoch [4][230/541] lr: 1.488e-05, eta: 1:16:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0143, end_loss: 0.0118, loss: 0.0261, grad_norm: 4.4439 +2022-03-10 23:23:28,519 - davarocr - INFO - Epoch [4][235/541] lr: 1.492e-05, eta: 1:16:46, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0136, end_loss: 0.0166, loss: 0.0302, grad_norm: 4.5750 +2022-03-10 23:23:29,394 - davarocr - INFO - Epoch [4][240/541] lr: 1.496e-05, eta: 1:16:45, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0137, end_loss: 0.0102, loss: 0.0239, grad_norm: 4.5760 +2022-03-10 23:23:30,292 - davarocr - INFO - Epoch [4][245/541] lr: 1.500e-05, eta: 1:16:44, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0119, end_loss: 0.0108, loss: 0.0226, grad_norm: 4.6620 +2022-03-10 23:23:31,168 - davarocr - INFO - Epoch [4][250/541] lr: 1.504e-05, eta: 1:16:42, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0118, end_loss: 0.0133, loss: 0.0251, grad_norm: 4.7150 +2022-03-10 23:23:32,050 - davarocr - INFO - Epoch [4][255/541] lr: 1.509e-05, eta: 1:16:41, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0161, end_loss: 0.0181, loss: 0.0342, grad_norm: 4.4963 +2022-03-10 23:23:32,938 - davarocr - INFO - Epoch [4][260/541] lr: 1.513e-05, eta: 1:16:40, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0152, end_loss: 0.0126, loss: 0.0278, grad_norm: 4.4498 +2022-03-10 23:23:33,820 - davarocr - INFO - Epoch [4][265/541] lr: 1.517e-05, eta: 1:16:39, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0086, end_loss: 0.0103, loss: 0.0188, grad_norm: 4.5593 +2022-03-10 23:23:34,702 - davarocr - INFO - Epoch [4][270/541] lr: 1.521e-05, eta: 1:16:37, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0083, end_loss: 0.0091, loss: 0.0174, grad_norm: 4.4082 +2022-03-10 23:23:35,592 - davarocr - INFO - Epoch [4][275/541] lr: 1.525e-05, eta: 1:16:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0078, end_loss: 0.0138, loss: 0.0217, grad_norm: 4.4196 +2022-03-10 23:23:36,470 - davarocr - INFO - Epoch [4][280/541] lr: 1.529e-05, eta: 1:16:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0198, end_loss: 0.0213, loss: 0.0411, grad_norm: 4.4775 +2022-03-10 23:23:37,359 - davarocr - INFO - Epoch [4][285/541] lr: 1.533e-05, eta: 1:16:34, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0119, end_loss: 0.0104, loss: 0.0223, grad_norm: 4.5100 +2022-03-10 23:23:38,251 - davarocr - INFO - Epoch [4][290/541] lr: 1.537e-05, eta: 1:16:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0127, end_loss: 0.0105, loss: 0.0232, grad_norm: 4.4343 +2022-03-10 23:23:39,139 - davarocr - INFO - Epoch [4][295/541] lr: 1.541e-05, eta: 1:16:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0108, end_loss: 0.0127, loss: 0.0235, grad_norm: 4.5131 +2022-03-10 23:23:40,024 - davarocr - INFO - Epoch [4][300/541] lr: 1.545e-05, eta: 1:16:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0108, end_loss: 0.0104, loss: 0.0212, grad_norm: 4.3718 +2022-03-10 23:23:40,893 - davarocr - INFO - Epoch [4][305/541] lr: 1.549e-05, eta: 1:16:28, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0102, end_loss: 0.0097, loss: 0.0200, grad_norm: 4.3955 +2022-03-10 23:23:41,779 - davarocr - INFO - Epoch [4][310/541] lr: 1.553e-05, eta: 1:16:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0154, end_loss: 0.0155, loss: 0.0310, grad_norm: 4.3223 +2022-03-10 23:23:42,657 - davarocr - INFO - Epoch [4][315/541] lr: 1.557e-05, eta: 1:16:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0128, end_loss: 0.0111, loss: 0.0238, grad_norm: 4.3579 +2022-03-10 23:23:43,538 - davarocr - INFO - Epoch [4][320/541] lr: 1.561e-05, eta: 1:16:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0110, end_loss: 0.0112, loss: 0.0222, grad_norm: 4.3714 +2022-03-10 23:23:44,418 - davarocr - INFO - Epoch [4][325/541] lr: 1.565e-05, eta: 1:16:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0117, end_loss: 0.0110, loss: 0.0226, grad_norm: 4.3616 +2022-03-10 23:23:45,299 - davarocr - INFO - Epoch [4][330/541] lr: 1.569e-05, eta: 1:16:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0062, end_loss: 0.0057, loss: 0.0119, grad_norm: 4.3600 +2022-03-10 23:23:46,183 - davarocr - INFO - Epoch [4][335/541] lr: 1.573e-05, eta: 1:16:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0061, end_loss: 0.0108, loss: 0.0170, grad_norm: 4.3921 +2022-03-10 23:23:47,070 - davarocr - INFO - Epoch [4][340/541] lr: 1.577e-05, eta: 1:16:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0171, end_loss: 0.0145, loss: 0.0316, grad_norm: 4.4418 +2022-03-10 23:23:47,946 - davarocr - INFO - Epoch [4][345/541] lr: 1.581e-05, eta: 1:16:18, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0062, end_loss: 0.0054, loss: 0.0117, grad_norm: 4.1881 +2022-03-10 23:23:48,819 - davarocr - INFO - Epoch [4][350/541] lr: 1.585e-05, eta: 1:16:16, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0139, end_loss: 0.0140, loss: 0.0279, grad_norm: 4.2801 +2022-03-10 23:23:49,697 - davarocr - INFO - Epoch [4][355/541] lr: 1.589e-05, eta: 1:16:15, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0123, end_loss: 0.0127, loss: 0.0250, grad_norm: 4.3293 +2022-03-10 23:23:50,582 - davarocr - INFO - Epoch [4][360/541] lr: 1.593e-05, eta: 1:16:14, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0169, end_loss: 0.0221, loss: 0.0390, grad_norm: 4.3125 +2022-03-10 23:23:51,461 - davarocr - INFO - Epoch [4][365/541] lr: 1.597e-05, eta: 1:16:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0204, end_loss: 0.0198, loss: 0.0402, grad_norm: 4.2688 +2022-03-10 23:23:52,336 - davarocr - INFO - Epoch [4][370/541] lr: 1.601e-05, eta: 1:16:11, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0101, end_loss: 0.0117, loss: 0.0219, grad_norm: 4.2200 +2022-03-10 23:23:53,213 - davarocr - INFO - Epoch [4][375/541] lr: 1.605e-05, eta: 1:16:10, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0118, end_loss: 0.0068, loss: 0.0186, grad_norm: 4.1658 +2022-03-10 23:23:54,088 - davarocr - INFO - Epoch [4][380/541] lr: 1.609e-05, eta: 1:16:08, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0193, end_loss: 0.0140, loss: 0.0333, grad_norm: 4.3023 +2022-03-10 23:23:54,969 - davarocr - INFO - Epoch [4][385/541] lr: 1.613e-05, eta: 1:16:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0104, end_loss: 0.0092, loss: 0.0197, grad_norm: 4.2336 +2022-03-10 23:23:55,841 - davarocr - INFO - Epoch [4][390/541] lr: 1.617e-05, eta: 1:16:06, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0119, end_loss: 0.0089, loss: 0.0208, grad_norm: 4.2740 +2022-03-10 23:23:56,722 - davarocr - INFO - Epoch [4][395/541] lr: 1.621e-05, eta: 1:16:04, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0122, end_loss: 0.0129, loss: 0.0250, grad_norm: 4.2880 +2022-03-10 23:23:57,603 - davarocr - INFO - Epoch [4][400/541] lr: 1.625e-05, eta: 1:16:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0113, end_loss: 0.0116, loss: 0.0229, grad_norm: 4.3436 +2022-03-10 23:23:58,481 - davarocr - INFO - Epoch [4][405/541] lr: 1.629e-05, eta: 1:16:02, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0105, end_loss: 0.0109, loss: 0.0214, grad_norm: 4.2800 +2022-03-10 23:23:59,380 - davarocr - INFO - Epoch [4][410/541] lr: 1.633e-05, eta: 1:16:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0121, end_loss: 0.0112, loss: 0.0232, grad_norm: 4.3194 +2022-03-10 23:24:00,288 - davarocr - INFO - Epoch [4][415/541] lr: 1.637e-05, eta: 1:16:00, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0103, end_loss: 0.0056, loss: 0.0159, grad_norm: 4.2968 +2022-03-10 23:24:01,191 - davarocr - INFO - Epoch [4][420/541] lr: 1.641e-05, eta: 1:15:59, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0122, end_loss: 0.0137, loss: 0.0259, grad_norm: 4.4644 +2022-03-10 23:24:02,102 - davarocr - INFO - Epoch [4][425/541] lr: 1.645e-05, eta: 1:15:58, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0083, end_loss: 0.0062, loss: 0.0145, grad_norm: 4.3734 +2022-03-10 23:24:02,984 - davarocr - INFO - Epoch [4][430/541] lr: 1.649e-05, eta: 1:15:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0307, end_loss: 0.0263, loss: 0.0569, grad_norm: 4.4386 +2022-03-10 23:24:03,864 - davarocr - INFO - Epoch [4][435/541] lr: 1.653e-05, eta: 1:15:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0091, end_loss: 0.0093, loss: 0.0184, grad_norm: 4.3012 +2022-03-10 23:24:04,755 - davarocr - INFO - Epoch [4][440/541] lr: 1.657e-05, eta: 1:15:54, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0108, end_loss: 0.0098, loss: 0.0206, grad_norm: 4.3097 +2022-03-10 23:24:05,632 - davarocr - INFO - Epoch [4][445/541] lr: 1.661e-05, eta: 1:15:53, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0106, end_loss: 0.0089, loss: 0.0195, grad_norm: 4.3029 +2022-03-10 23:24:06,510 - davarocr - INFO - Epoch [4][450/541] lr: 1.665e-05, eta: 1:15:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0055, loss: 0.0108, grad_norm: 4.2790 +2022-03-10 23:24:07,401 - davarocr - INFO - Epoch [4][455/541] lr: 1.669e-05, eta: 1:15:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0075, end_loss: 0.0064, loss: 0.0139, grad_norm: 4.4389 +2022-03-10 23:24:08,280 - davarocr - INFO - Epoch [4][460/541] lr: 1.673e-05, eta: 1:15:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0074, end_loss: 0.0061, loss: 0.0136, grad_norm: 4.3294 +2022-03-10 23:24:09,158 - davarocr - INFO - Epoch [4][465/541] lr: 1.677e-05, eta: 1:15:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0162, end_loss: 0.0178, loss: 0.0339, grad_norm: 4.4648 +2022-03-10 23:24:10,043 - davarocr - INFO - Epoch [4][470/541] lr: 1.681e-05, eta: 1:15:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0086, end_loss: 0.0111, loss: 0.0197, grad_norm: 4.4534 +2022-03-10 23:24:10,927 - davarocr - INFO - Epoch [4][475/541] lr: 1.685e-05, eta: 1:15:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0132, end_loss: 0.0173, loss: 0.0306, grad_norm: 4.4882 +2022-03-10 23:24:11,799 - davarocr - INFO - Epoch [4][480/541] lr: 1.689e-05, eta: 1:15:44, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0102, end_loss: 0.0079, loss: 0.0181, grad_norm: 4.2541 +2022-03-10 23:24:12,680 - davarocr - INFO - Epoch [4][485/541] lr: 1.693e-05, eta: 1:15:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0093, end_loss: 0.0071, loss: 0.0164, grad_norm: 4.2931 +2022-03-10 23:24:13,557 - davarocr - INFO - Epoch [4][490/541] lr: 1.697e-05, eta: 1:15:41, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0113, end_loss: 0.0138, loss: 0.0251, grad_norm: 4.4381 +2022-03-10 23:24:14,461 - davarocr - INFO - Epoch [4][495/541] lr: 1.701e-05, eta: 1:15:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0097, end_loss: 0.0089, loss: 0.0185, grad_norm: 4.2540 +2022-03-10 23:24:15,343 - davarocr - INFO - Epoch [4][500/541] lr: 1.705e-05, eta: 1:15:39, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0079, end_loss: 0.0092, loss: 0.0172, grad_norm: 4.2664 +2022-03-10 23:24:16,222 - davarocr - INFO - Epoch [4][505/541] lr: 1.709e-05, eta: 1:15:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0122, end_loss: 0.0147, loss: 0.0269, grad_norm: 4.2705 +2022-03-10 23:24:17,094 - davarocr - INFO - Epoch [4][510/541] lr: 1.713e-05, eta: 1:15:36, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0078, end_loss: 0.0066, loss: 0.0144, grad_norm: 4.2719 +2022-03-10 23:24:17,981 - davarocr - INFO - Epoch [4][515/541] lr: 1.717e-05, eta: 1:15:35, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0167, end_loss: 0.0230, loss: 0.0397, grad_norm: 4.4009 +2022-03-10 23:24:18,863 - davarocr - INFO - Epoch [4][520/541] lr: 1.721e-05, eta: 1:15:34, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0160, end_loss: 0.0174, loss: 0.0334, grad_norm: 4.4669 +2022-03-10 23:24:19,741 - davarocr - INFO - Epoch [4][525/541] lr: 1.725e-05, eta: 1:15:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0142, end_loss: 0.0175, loss: 0.0317, grad_norm: 4.5247 +2022-03-10 23:24:20,622 - davarocr - INFO - Epoch [4][530/541] lr: 1.730e-05, eta: 1:15:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0145, end_loss: 0.0128, loss: 0.0273, grad_norm: 4.3405 +2022-03-10 23:24:21,514 - davarocr - INFO - Epoch [4][535/541] lr: 1.734e-05, eta: 1:15:30, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0223, end_loss: 0.0196, loss: 0.0419, grad_norm: 4.5679 +2022-03-10 23:24:22,398 - davarocr - INFO - Epoch [4][540/541] lr: 1.738e-05, eta: 1:15:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0105, end_loss: 0.0120, loss: 0.0225, grad_norm: 4.2390 +2022-03-10 23:24:36,324 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9107237189646064 +2022-03-10 23:24:36,325 - davarocr - INFO - current_metric 0.9107237189646064 is much better than previous best_metric 0.9089773335713011, saving best model ! +2022-03-10 23:24:36,325 - davarocr - INFO - Saving checkpoint at epoch_4.pth +2022-03-10 23:24:38,105 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:24:38,105 - davarocr - INFO - Epoch(val) [4][541] LOC: {'precision': 0.9323262839879154, 'recall': 0.9250599520383693, 'f1-score': 0.9286789046042733}, PER: {'precision': 0.9719745222929936, 'recall': 0.9437229437229437, 'f1-score': 0.9576404141826169}, MISC: {'precision': 0.7700258397932817, 'recall': 0.8490028490028491, 'f1-score': 0.8075880758807588}, ORG: {'precision': 0.880771478667446, 'recall': 0.9072847682119205, 'f1-score': 0.8938315539739028}, all: {'precision': 0.9057793345008757, 'recall': 0.9157223796033994, 'f1-score': 0.9107237189646064}, hmean: 0.9107 +2022-03-10 23:24:41,305 - davarocr - INFO - Epoch [5][5/541] lr: 1.670e-05, eta: 1:15:52, time: 0.638, data_time: 0.457, memory: 5192, start_loss: 0.0211, end_loss: 0.0207, loss: 0.0419, grad_norm: 4.2695 +2022-03-10 23:24:42,216 - davarocr - INFO - Epoch [5][10/541] lr: 1.674e-05, eta: 1:15:51, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0098, end_loss: 0.0160, loss: 0.0258, grad_norm: 4.1832 +2022-03-10 23:24:43,137 - davarocr - INFO - Epoch [5][15/541] lr: 1.677e-05, eta: 1:15:50, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0120, end_loss: 0.0144, loss: 0.0263, grad_norm: 4.1358 +2022-03-10 23:24:44,047 - davarocr - INFO - Epoch [5][20/541] lr: 1.681e-05, eta: 1:15:49, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0093, end_loss: 0.0083, loss: 0.0176, grad_norm: 4.2825 +2022-03-10 23:24:44,957 - davarocr - INFO - Epoch [5][25/541] lr: 1.685e-05, eta: 1:15:48, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0088, end_loss: 0.0067, loss: 0.0155, grad_norm: 4.0868 +2022-03-10 23:24:45,871 - davarocr - INFO - Epoch [5][30/541] lr: 1.689e-05, eta: 1:15:47, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0059, end_loss: 0.0078, loss: 0.0137, grad_norm: 4.1305 +2022-03-10 23:24:46,791 - davarocr - INFO - Epoch [5][35/541] lr: 1.693e-05, eta: 1:15:46, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0135, end_loss: 0.0096, loss: 0.0231, grad_norm: 4.2481 +2022-03-10 23:24:47,703 - davarocr - INFO - Epoch [5][40/541] lr: 1.697e-05, eta: 1:15:45, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0084, end_loss: 0.0079, loss: 0.0163, grad_norm: 4.1716 +2022-03-10 23:24:48,640 - davarocr - INFO - Epoch [5][45/541] lr: 1.701e-05, eta: 1:15:45, time: 0.187, data_time: 0.006, memory: 5192, start_loss: 0.0127, end_loss: 0.0042, loss: 0.0169, grad_norm: 4.2072 +2022-03-10 23:24:49,552 - davarocr - INFO - Epoch [5][50/541] lr: 1.704e-05, eta: 1:15:44, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0048, end_loss: 0.0088, loss: 0.0136, grad_norm: 4.2108 +2022-03-10 23:24:50,463 - davarocr - INFO - Epoch [5][55/541] lr: 1.708e-05, eta: 1:15:43, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0110, end_loss: 0.0074, loss: 0.0184, grad_norm: 4.2622 +2022-03-10 23:24:51,372 - davarocr - INFO - Epoch [5][60/541] lr: 1.712e-05, eta: 1:15:42, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0051, loss: 0.0080, grad_norm: 4.2597 +2022-03-10 23:24:52,312 - davarocr - INFO - Epoch [5][65/541] lr: 1.716e-05, eta: 1:15:41, time: 0.188, data_time: 0.007, memory: 5192, start_loss: 0.0084, end_loss: 0.0073, loss: 0.0157, grad_norm: 4.3819 +2022-03-10 23:24:53,227 - davarocr - INFO - Epoch [5][70/541] lr: 1.720e-05, eta: 1:15:40, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0089, end_loss: 0.0098, loss: 0.0187, grad_norm: 4.2989 +2022-03-10 23:24:54,140 - davarocr - INFO - Epoch [5][75/541] lr: 1.724e-05, eta: 1:15:39, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0120, end_loss: 0.0087, loss: 0.0207, grad_norm: 4.3636 +2022-03-10 23:24:55,060 - davarocr - INFO - Epoch [5][80/541] lr: 1.728e-05, eta: 1:15:39, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0078, end_loss: 0.0122, loss: 0.0200, grad_norm: 4.3298 +2022-03-10 23:24:55,972 - davarocr - INFO - Epoch [5][85/541] lr: 1.731e-05, eta: 1:15:38, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0077, end_loss: 0.0126, loss: 0.0204, grad_norm: 4.3093 +2022-03-10 23:24:56,892 - davarocr - INFO - Epoch [5][90/541] lr: 1.735e-05, eta: 1:15:37, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0083, loss: 0.0174, grad_norm: 4.2870 +2022-03-10 23:24:57,802 - davarocr - INFO - Epoch [5][95/541] lr: 1.739e-05, eta: 1:15:36, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0057, end_loss: 0.0044, loss: 0.0101, grad_norm: 4.3064 +2022-03-10 23:24:58,714 - davarocr - INFO - Epoch [5][100/541] lr: 1.743e-05, eta: 1:15:35, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0061, end_loss: 0.0072, loss: 0.0133, grad_norm: 4.3743 +2022-03-10 23:24:59,637 - davarocr - INFO - Epoch [5][105/541] lr: 1.747e-05, eta: 1:15:34, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0056, loss: 0.0111, grad_norm: 4.3175 +2022-03-10 23:25:00,548 - davarocr - INFO - Epoch [5][110/541] lr: 1.751e-05, eta: 1:15:33, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0069, end_loss: 0.0066, loss: 0.0136, grad_norm: 4.3796 +2022-03-10 23:25:01,457 - davarocr - INFO - Epoch [5][115/541] lr: 1.754e-05, eta: 1:15:32, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0111, end_loss: 0.0044, loss: 0.0155, grad_norm: 4.3650 +2022-03-10 23:25:02,366 - davarocr - INFO - Epoch [5][120/541] lr: 1.758e-05, eta: 1:15:31, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0056, end_loss: 0.0045, loss: 0.0101, grad_norm: 4.3441 +2022-03-10 23:25:03,278 - davarocr - INFO - Epoch [5][125/541] lr: 1.762e-05, eta: 1:15:30, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0063, end_loss: 0.0040, loss: 0.0103, grad_norm: 4.3433 +2022-03-10 23:25:04,191 - davarocr - INFO - Epoch [5][130/541] lr: 1.766e-05, eta: 1:15:29, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0114, end_loss: 0.0131, loss: 0.0245, grad_norm: 4.3768 +2022-03-10 23:25:05,100 - davarocr - INFO - Epoch [5][135/541] lr: 1.770e-05, eta: 1:15:28, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0052, end_loss: 0.0046, loss: 0.0097, grad_norm: 4.3334 +2022-03-10 23:25:06,021 - davarocr - INFO - Epoch [5][140/541] lr: 1.774e-05, eta: 1:15:27, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0056, end_loss: 0.0052, loss: 0.0109, grad_norm: 4.3830 +2022-03-10 23:25:06,932 - davarocr - INFO - Epoch [5][145/541] lr: 1.778e-05, eta: 1:15:26, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0061, end_loss: 0.0066, loss: 0.0128, grad_norm: 4.3647 +2022-03-10 23:25:07,845 - davarocr - INFO - Epoch [5][150/541] lr: 1.781e-05, eta: 1:15:25, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0079, loss: 0.0135, grad_norm: 4.3593 +2022-03-10 23:25:08,757 - davarocr - INFO - Epoch [5][155/541] lr: 1.785e-05, eta: 1:15:25, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0099, loss: 0.0150, grad_norm: 4.4010 +2022-03-10 23:25:09,669 - davarocr - INFO - Epoch [5][160/541] lr: 1.789e-05, eta: 1:15:24, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0062, end_loss: 0.0108, loss: 0.0170, grad_norm: 4.4249 +2022-03-10 23:25:10,579 - davarocr - INFO - Epoch [5][165/541] lr: 1.793e-05, eta: 1:15:23, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0163, end_loss: 0.0134, loss: 0.0297, grad_norm: 4.5573 +2022-03-10 23:25:11,489 - davarocr - INFO - Epoch [5][170/541] lr: 1.797e-05, eta: 1:15:22, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0072, end_loss: 0.0066, loss: 0.0139, grad_norm: 4.4037 +2022-03-10 23:25:12,417 - davarocr - INFO - Epoch [5][175/541] lr: 1.801e-05, eta: 1:15:21, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0050, loss: 0.0085, grad_norm: 4.4106 +2022-03-10 23:25:13,329 - davarocr - INFO - Epoch [5][180/541] lr: 1.805e-05, eta: 1:15:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0119, end_loss: 0.0067, loss: 0.0186, grad_norm: 4.3949 +2022-03-10 23:25:14,239 - davarocr - INFO - Epoch [5][185/541] lr: 1.808e-05, eta: 1:15:19, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0066, end_loss: 0.0073, loss: 0.0139, grad_norm: 4.5331 +2022-03-10 23:25:15,148 - davarocr - INFO - Epoch [5][190/541] lr: 1.812e-05, eta: 1:15:18, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0043, end_loss: 0.0101, loss: 0.0144, grad_norm: 4.4585 +2022-03-10 23:25:16,056 - davarocr - INFO - Epoch [5][195/541] lr: 1.816e-05, eta: 1:15:17, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0052, end_loss: 0.0070, loss: 0.0122, grad_norm: 4.4159 +2022-03-10 23:25:16,967 - davarocr - INFO - Epoch [5][200/541] lr: 1.820e-05, eta: 1:15:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0016, loss: 0.0058, grad_norm: 4.4115 +2022-03-10 23:25:17,880 - davarocr - INFO - Epoch [5][205/541] lr: 1.824e-05, eta: 1:15:15, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0113, end_loss: 0.0119, loss: 0.0232, grad_norm: 4.5833 +2022-03-10 23:25:18,783 - davarocr - INFO - Epoch [5][210/541] lr: 1.828e-05, eta: 1:15:14, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0049, end_loss: 0.0092, loss: 0.0141, grad_norm: 4.4712 +2022-03-10 23:25:19,689 - davarocr - INFO - Epoch [5][215/541] lr: 1.832e-05, eta: 1:15:13, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0061, end_loss: 0.0091, loss: 0.0152, grad_norm: 4.4393 +2022-03-10 23:25:20,599 - davarocr - INFO - Epoch [5][220/541] lr: 1.835e-05, eta: 1:15:12, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0115, end_loss: 0.0127, loss: 0.0243, grad_norm: 4.4036 +2022-03-10 23:25:21,505 - davarocr - INFO - Epoch [5][225/541] lr: 1.839e-05, eta: 1:15:11, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0066, end_loss: 0.0093, loss: 0.0159, grad_norm: 4.3879 +2022-03-10 23:25:22,415 - davarocr - INFO - Epoch [5][230/541] lr: 1.843e-05, eta: 1:15:10, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0121, end_loss: 0.0128, loss: 0.0249, grad_norm: 4.4041 +2022-03-10 23:25:23,326 - davarocr - INFO - Epoch [5][235/541] lr: 1.847e-05, eta: 1:15:09, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0061, end_loss: 0.0072, loss: 0.0132, grad_norm: 4.3823 +2022-03-10 23:25:24,228 - davarocr - INFO - Epoch [5][240/541] lr: 1.851e-05, eta: 1:15:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0184, end_loss: 0.0161, loss: 0.0345, grad_norm: 4.5094 +2022-03-10 23:25:25,137 - davarocr - INFO - Epoch [5][245/541] lr: 1.855e-05, eta: 1:15:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0070, end_loss: 0.0084, loss: 0.0154, grad_norm: 4.3689 +2022-03-10 23:25:26,050 - davarocr - INFO - Epoch [5][250/541] lr: 1.858e-05, eta: 1:15:06, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0110, end_loss: 0.0111, loss: 0.0221, grad_norm: 4.4256 +2022-03-10 23:25:26,971 - davarocr - INFO - Epoch [5][255/541] lr: 1.862e-05, eta: 1:15:05, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0111, end_loss: 0.0121, loss: 0.0233, grad_norm: 4.6139 +2022-03-10 23:25:27,881 - davarocr - INFO - Epoch [5][260/541] lr: 1.866e-05, eta: 1:15:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0080, end_loss: 0.0104, loss: 0.0185, grad_norm: 4.3657 +2022-03-10 23:25:28,793 - davarocr - INFO - Epoch [5][265/541] lr: 1.870e-05, eta: 1:15:03, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0062, loss: 0.0093, grad_norm: 4.2914 +2022-03-10 23:25:29,704 - davarocr - INFO - Epoch [5][270/541] lr: 1.874e-05, eta: 1:15:03, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0099, end_loss: 0.0114, loss: 0.0214, grad_norm: 4.3137 +2022-03-10 23:25:30,615 - davarocr - INFO - Epoch [5][275/541] lr: 1.878e-05, eta: 1:15:02, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0103, end_loss: 0.0107, loss: 0.0211, grad_norm: 4.3531 +2022-03-10 23:25:31,524 - davarocr - INFO - Epoch [5][280/541] lr: 1.882e-05, eta: 1:15:01, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0080, end_loss: 0.0075, loss: 0.0155, grad_norm: 4.3385 +2022-03-10 23:25:32,440 - davarocr - INFO - Epoch [5][285/541] lr: 1.885e-05, eta: 1:15:00, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0040, end_loss: 0.0072, loss: 0.0112, grad_norm: 4.3492 +2022-03-10 23:25:33,349 - davarocr - INFO - Epoch [5][290/541] lr: 1.889e-05, eta: 1:14:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0148, loss: 0.0188, grad_norm: 4.3750 +2022-03-10 23:25:34,275 - davarocr - INFO - Epoch [5][295/541] lr: 1.893e-05, eta: 1:14:58, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0070, end_loss: 0.0050, loss: 0.0120, grad_norm: 4.3869 +2022-03-10 23:25:35,178 - davarocr - INFO - Epoch [5][300/541] lr: 1.897e-05, eta: 1:14:57, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0047, end_loss: 0.0065, loss: 0.0112, grad_norm: 4.3729 +2022-03-10 23:25:36,084 - davarocr - INFO - Epoch [5][305/541] lr: 1.901e-05, eta: 1:14:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0047, end_loss: 0.0048, loss: 0.0095, grad_norm: 4.3713 +2022-03-10 23:25:37,003 - davarocr - INFO - Epoch [5][310/541] lr: 1.905e-05, eta: 1:14:55, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0042, end_loss: 0.0077, loss: 0.0119, grad_norm: 4.3941 +2022-03-10 23:25:37,915 - davarocr - INFO - Epoch [5][315/541] lr: 1.909e-05, eta: 1:14:54, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0103, end_loss: 0.0087, loss: 0.0190, grad_norm: 4.4814 +2022-03-10 23:25:38,826 - davarocr - INFO - Epoch [5][320/541] lr: 1.912e-05, eta: 1:14:53, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0097, end_loss: 0.0098, loss: 0.0195, grad_norm: 4.4285 +2022-03-10 23:25:39,740 - davarocr - INFO - Epoch [5][325/541] lr: 1.916e-05, eta: 1:14:52, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0069, end_loss: 0.0087, loss: 0.0156, grad_norm: 4.5743 +2022-03-10 23:25:40,646 - davarocr - INFO - Epoch [5][330/541] lr: 1.920e-05, eta: 1:14:51, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0054, end_loss: 0.0050, loss: 0.0104, grad_norm: 4.4537 +2022-03-10 23:25:41,552 - davarocr - INFO - Epoch [5][335/541] lr: 1.924e-05, eta: 1:14:50, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0144, end_loss: 0.0076, loss: 0.0219, grad_norm: 4.4869 +2022-03-10 23:25:42,457 - davarocr - INFO - Epoch [5][340/541] lr: 1.928e-05, eta: 1:14:49, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0098, end_loss: 0.0051, loss: 0.0149, grad_norm: 4.4322 +2022-03-10 23:25:43,360 - davarocr - INFO - Epoch [5][345/541] lr: 1.932e-05, eta: 1:14:48, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0101, end_loss: 0.0124, loss: 0.0225, grad_norm: 4.7020 +2022-03-10 23:25:44,266 - davarocr - INFO - Epoch [5][350/541] lr: 1.935e-05, eta: 1:14:47, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0079, end_loss: 0.0062, loss: 0.0141, grad_norm: 4.4600 +2022-03-10 23:25:45,177 - davarocr - INFO - Epoch [5][355/541] lr: 1.939e-05, eta: 1:14:46, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0060, end_loss: 0.0059, loss: 0.0119, grad_norm: 4.4325 +2022-03-10 23:25:46,082 - davarocr - INFO - Epoch [5][360/541] lr: 1.943e-05, eta: 1:14:45, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0088, end_loss: 0.0045, loss: 0.0132, grad_norm: 4.4118 +2022-03-10 23:25:46,984 - davarocr - INFO - Epoch [5][365/541] lr: 1.947e-05, eta: 1:14:44, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0128, end_loss: 0.0101, loss: 0.0229, grad_norm: 4.4913 +2022-03-10 23:25:47,873 - davarocr - INFO - Epoch [5][370/541] lr: 1.951e-05, eta: 1:14:43, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0062, end_loss: 0.0060, loss: 0.0122, grad_norm: 4.4136 +2022-03-10 23:25:48,755 - davarocr - INFO - Epoch [5][375/541] lr: 1.955e-05, eta: 1:14:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0108, end_loss: 0.0072, loss: 0.0180, grad_norm: 4.4122 +2022-03-10 23:25:49,632 - davarocr - INFO - Epoch [5][380/541] lr: 1.959e-05, eta: 1:14:41, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0075, loss: 0.0126, grad_norm: 4.5357 +2022-03-10 23:25:50,510 - davarocr - INFO - Epoch [5][385/541] lr: 1.962e-05, eta: 1:14:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0067, end_loss: 0.0093, loss: 0.0160, grad_norm: 4.5011 +2022-03-10 23:25:51,381 - davarocr - INFO - Epoch [5][390/541] lr: 1.966e-05, eta: 1:14:38, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0072, end_loss: 0.0074, loss: 0.0146, grad_norm: 4.4554 +2022-03-10 23:25:52,270 - davarocr - INFO - Epoch [5][395/541] lr: 1.970e-05, eta: 1:14:37, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0041, end_loss: 0.0037, loss: 0.0078, grad_norm: 4.4831 +2022-03-10 23:25:53,156 - davarocr - INFO - Epoch [5][400/541] lr: 1.974e-05, eta: 1:14:36, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0150, end_loss: 0.0109, loss: 0.0259, grad_norm: 4.5875 +2022-03-10 23:25:54,034 - davarocr - INFO - Epoch [5][405/541] lr: 1.978e-05, eta: 1:14:34, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0097, end_loss: 0.0070, loss: 0.0167, grad_norm: 4.5986 +2022-03-10 23:25:54,923 - davarocr - INFO - Epoch [5][410/541] lr: 1.982e-05, eta: 1:14:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0083, end_loss: 0.0121, loss: 0.0204, grad_norm: 4.6002 +2022-03-10 23:25:55,815 - davarocr - INFO - Epoch [5][415/541] lr: 1.986e-05, eta: 1:14:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0096, end_loss: 0.0140, loss: 0.0236, grad_norm: 4.5684 +2022-03-10 23:25:56,696 - davarocr - INFO - Epoch [5][420/541] lr: 1.989e-05, eta: 1:14:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0087, loss: 0.0179, grad_norm: 4.5276 +2022-03-10 23:25:57,578 - davarocr - INFO - Epoch [5][425/541] lr: 1.993e-05, eta: 1:14:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0110, loss: 0.0178, grad_norm: 4.6191 +2022-03-10 23:25:58,457 - davarocr - INFO - Epoch [5][430/541] lr: 1.997e-05, eta: 1:14:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0095, end_loss: 0.0102, loss: 0.0196, grad_norm: 4.7186 +2022-03-10 23:25:59,347 - davarocr - INFO - Epoch [5][435/541] lr: 2.001e-05, eta: 1:14:27, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0075, end_loss: 0.0079, loss: 0.0154, grad_norm: 4.5968 +2022-03-10 23:26:00,232 - davarocr - INFO - Epoch [5][440/541] lr: 2.005e-05, eta: 1:14:26, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0097, end_loss: 0.0135, loss: 0.0232, grad_norm: 4.5470 +2022-03-10 23:26:01,107 - davarocr - INFO - Epoch [5][445/541] lr: 2.009e-05, eta: 1:14:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0134, end_loss: 0.0140, loss: 0.0275, grad_norm: 4.6209 +2022-03-10 23:26:01,982 - davarocr - INFO - Epoch [5][450/541] lr: 2.012e-05, eta: 1:14:24, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0116, end_loss: 0.0086, loss: 0.0202, grad_norm: 4.4914 +2022-03-10 23:26:02,875 - davarocr - INFO - Epoch [5][455/541] lr: 2.016e-05, eta: 1:14:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0067, end_loss: 0.0092, loss: 0.0159, grad_norm: 4.4922 +2022-03-10 23:26:03,752 - davarocr - INFO - Epoch [5][460/541] lr: 2.020e-05, eta: 1:14:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0071, end_loss: 0.0078, loss: 0.0148, grad_norm: 4.6262 +2022-03-10 23:26:04,635 - davarocr - INFO - Epoch [5][465/541] lr: 2.024e-05, eta: 1:14:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0064, end_loss: 0.0079, loss: 0.0143, grad_norm: 4.5461 +2022-03-10 23:26:05,524 - davarocr - INFO - Epoch [5][470/541] lr: 2.028e-05, eta: 1:14:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0101, loss: 0.0150, grad_norm: 4.5834 +2022-03-10 23:26:06,413 - davarocr - INFO - Epoch [5][475/541] lr: 2.032e-05, eta: 1:14:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0119, end_loss: 0.0133, loss: 0.0252, grad_norm: 4.6791 +2022-03-10 23:26:07,288 - davarocr - INFO - Epoch [5][480/541] lr: 2.036e-05, eta: 1:14:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0090, loss: 0.0182, grad_norm: 4.6027 +2022-03-10 23:26:08,170 - davarocr - INFO - Epoch [5][485/541] lr: 2.039e-05, eta: 1:14:15, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0081, end_loss: 0.0073, loss: 0.0155, grad_norm: 4.5726 +2022-03-10 23:26:09,043 - davarocr - INFO - Epoch [5][490/541] lr: 2.043e-05, eta: 1:14:14, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0111, end_loss: 0.0102, loss: 0.0213, grad_norm: 4.5924 +2022-03-10 23:26:09,921 - davarocr - INFO - Epoch [5][495/541] lr: 2.047e-05, eta: 1:14:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0080, end_loss: 0.0057, loss: 0.0137, grad_norm: 4.6122 +2022-03-10 23:26:10,812 - davarocr - INFO - Epoch [5][500/541] lr: 2.051e-05, eta: 1:14:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0059, end_loss: 0.0072, loss: 0.0131, grad_norm: 4.6004 +2022-03-10 23:26:11,695 - davarocr - INFO - Epoch [5][505/541] lr: 2.055e-05, eta: 1:14:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0108, end_loss: 0.0102, loss: 0.0210, grad_norm: 4.5940 +2022-03-10 23:26:12,583 - davarocr - INFO - Epoch [5][510/541] lr: 2.059e-05, eta: 1:14:09, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0041, end_loss: 0.0045, loss: 0.0086, grad_norm: 4.5732 +2022-03-10 23:26:13,467 - davarocr - INFO - Epoch [5][515/541] lr: 2.063e-05, eta: 1:14:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0086, end_loss: 0.0085, loss: 0.0171, grad_norm: 4.7205 +2022-03-10 23:26:14,348 - davarocr - INFO - Epoch [5][520/541] lr: 2.066e-05, eta: 1:14:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0039, loss: 0.0069, grad_norm: 4.5237 +2022-03-10 23:26:15,227 - davarocr - INFO - Epoch [5][525/541] lr: 2.070e-05, eta: 1:14:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0044, end_loss: 0.0073, loss: 0.0117, grad_norm: 4.6038 +2022-03-10 23:26:16,109 - davarocr - INFO - Epoch [5][530/541] lr: 2.074e-05, eta: 1:14:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0087, end_loss: 0.0053, loss: 0.0140, grad_norm: 4.5810 +2022-03-10 23:26:16,993 - davarocr - INFO - Epoch [5][535/541] lr: 2.078e-05, eta: 1:14:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0070, end_loss: 0.0077, loss: 0.0147, grad_norm: 4.5058 +2022-03-10 23:26:17,887 - davarocr - INFO - Epoch [5][540/541] lr: 2.082e-05, eta: 1:14:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0060, loss: 0.0094, grad_norm: 4.5063 +2022-03-10 23:26:31,771 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9107237189646064 +2022-03-10 23:26:31,772 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:26:31,772 - davarocr - INFO - Epoch(val) [5][541] LOC: {'precision': 0.9467821782178217, 'recall': 0.9172661870503597, 'f1-score': 0.9317904993909865}, PER: {'precision': 0.9738732854343566, 'recall': 0.922077922077922, 'f1-score': 0.9472681067344345}, MISC: {'precision': 0.8517964071856288, 'recall': 0.8105413105413105, 'f1-score': 0.8306569343065694}, ORG: {'precision': 0.8544339096486335, 'recall': 0.9223359422034919, 'f1-score': 0.8870874348581355}, all: {'precision': 0.9133380884450785, 'recall': 0.9068696883852692, 'f1-score': 0.9100923951670221}, hmean: 0.9101 +2022-03-10 23:26:35,174 - davarocr - INFO - Epoch [6][5/541] lr: 2.003e-05, eta: 1:14:22, time: 0.679, data_time: 0.490, memory: 5192, start_loss: 0.0025, end_loss: 0.0064, loss: 0.0089, grad_norm: 4.5747 +2022-03-10 23:26:36,067 - davarocr - INFO - Epoch [6][10/541] lr: 2.007e-05, eta: 1:14:21, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0024, loss: 0.0043, grad_norm: 4.5092 +2022-03-10 23:26:36,941 - davarocr - INFO - Epoch [6][15/541] lr: 2.010e-05, eta: 1:14:19, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0093, end_loss: 0.0121, loss: 0.0214, grad_norm: 4.7486 +2022-03-10 23:26:37,826 - davarocr - INFO - Epoch [6][20/541] lr: 2.014e-05, eta: 1:14:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0064, loss: 0.0110, grad_norm: 4.4760 +2022-03-10 23:26:38,727 - davarocr - INFO - Epoch [6][25/541] lr: 2.018e-05, eta: 1:14:17, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0067, end_loss: 0.0064, loss: 0.0131, grad_norm: 4.5822 +2022-03-10 23:26:39,604 - davarocr - INFO - Epoch [6][30/541] lr: 2.021e-05, eta: 1:14:16, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0036, end_loss: 0.0031, loss: 0.0067, grad_norm: 4.4869 +2022-03-10 23:26:40,488 - davarocr - INFO - Epoch [6][35/541] lr: 2.025e-05, eta: 1:14:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0091, end_loss: 0.0050, loss: 0.0142, grad_norm: 4.4993 +2022-03-10 23:26:41,356 - davarocr - INFO - Epoch [6][40/541] lr: 2.029e-05, eta: 1:14:13, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0019, loss: 0.0047, grad_norm: 4.5014 +2022-03-10 23:26:42,245 - davarocr - INFO - Epoch [6][45/541] lr: 2.033e-05, eta: 1:14:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0077, end_loss: 0.0031, loss: 0.0108, grad_norm: 4.5141 +2022-03-10 23:26:43,128 - davarocr - INFO - Epoch [6][50/541] lr: 2.036e-05, eta: 1:14:11, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0016, loss: 0.0041, grad_norm: 4.5255 +2022-03-10 23:26:44,029 - davarocr - INFO - Epoch [6][55/541] lr: 2.040e-05, eta: 1:14:10, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0073, end_loss: 0.0087, loss: 0.0161, grad_norm: 4.6146 +2022-03-10 23:26:44,909 - davarocr - INFO - Epoch [6][60/541] lr: 2.044e-05, eta: 1:14:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0083, end_loss: 0.0076, loss: 0.0159, grad_norm: 4.6231 +2022-03-10 23:26:45,793 - davarocr - INFO - Epoch [6][65/541] lr: 2.047e-05, eta: 1:14:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0044, loss: 0.0097, grad_norm: 4.5924 +2022-03-10 23:26:46,674 - davarocr - INFO - Epoch [6][70/541] lr: 2.051e-05, eta: 1:14:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0113, loss: 0.0181, grad_norm: 4.6310 +2022-03-10 23:26:47,556 - davarocr - INFO - Epoch [6][75/541] lr: 2.055e-05, eta: 1:14:05, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0043, end_loss: 0.0045, loss: 0.0088, grad_norm: 4.5051 +2022-03-10 23:26:48,451 - davarocr - INFO - Epoch [6][80/541] lr: 2.058e-05, eta: 1:14:04, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0077, loss: 0.0131, grad_norm: 4.5686 +2022-03-10 23:26:49,333 - davarocr - INFO - Epoch [6][85/541] lr: 2.062e-05, eta: 1:14:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0120, loss: 0.0166, grad_norm: 4.5078 +2022-03-10 23:26:50,232 - davarocr - INFO - Epoch [6][90/541] lr: 2.066e-05, eta: 1:14:02, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0061, end_loss: 0.0039, loss: 0.0100, grad_norm: 4.4498 +2022-03-10 23:26:51,118 - davarocr - INFO - Epoch [6][95/541] lr: 2.070e-05, eta: 1:14:01, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0064, end_loss: 0.0052, loss: 0.0115, grad_norm: 4.5078 +2022-03-10 23:26:52,007 - davarocr - INFO - Epoch [6][100/541] lr: 2.073e-05, eta: 1:13:59, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0063, end_loss: 0.0069, loss: 0.0132, grad_norm: 4.4283 +2022-03-10 23:26:52,889 - davarocr - INFO - Epoch [6][105/541] lr: 2.077e-05, eta: 1:13:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0054, loss: 0.0103, grad_norm: 4.5467 +2022-03-10 23:26:53,769 - davarocr - INFO - Epoch [6][110/541] lr: 2.081e-05, eta: 1:13:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0040, loss: 0.0075, grad_norm: 4.3322 +2022-03-10 23:26:54,649 - davarocr - INFO - Epoch [6][115/541] lr: 2.084e-05, eta: 1:13:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0075, loss: 0.0124, grad_norm: 4.3527 +2022-03-10 23:26:55,532 - davarocr - INFO - Epoch [6][120/541] lr: 2.088e-05, eta: 1:13:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0030, loss: 0.0076, grad_norm: 4.3753 +2022-03-10 23:26:56,417 - davarocr - INFO - Epoch [6][125/541] lr: 2.092e-05, eta: 1:13:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0023, loss: 0.0038, grad_norm: 4.3567 +2022-03-10 23:26:57,296 - davarocr - INFO - Epoch [6][130/541] lr: 2.095e-05, eta: 1:13:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0044, loss: 0.0068, grad_norm: 4.3678 +2022-03-10 23:26:58,178 - davarocr - INFO - Epoch [6][135/541] lr: 2.099e-05, eta: 1:13:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0104, loss: 0.0196, grad_norm: 4.4786 +2022-03-10 23:26:59,089 - davarocr - INFO - Epoch [6][140/541] lr: 2.103e-05, eta: 1:13:50, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0047, end_loss: 0.0036, loss: 0.0082, grad_norm: 4.3932 +2022-03-10 23:26:59,971 - davarocr - INFO - Epoch [6][145/541] lr: 2.106e-05, eta: 1:13:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0047, end_loss: 0.0072, loss: 0.0119, grad_norm: 4.4190 +2022-03-10 23:27:00,857 - davarocr - INFO - Epoch [6][150/541] lr: 2.110e-05, eta: 1:13:48, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0080, end_loss: 0.0057, loss: 0.0137, grad_norm: 4.4487 +2022-03-10 23:27:01,744 - davarocr - INFO - Epoch [6][155/541] lr: 2.114e-05, eta: 1:13:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0053, loss: 0.0074, grad_norm: 4.4214 +2022-03-10 23:27:02,623 - davarocr - INFO - Epoch [6][160/541] lr: 2.118e-05, eta: 1:13:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0046, loss: 0.0095, grad_norm: 4.4126 +2022-03-10 23:27:03,513 - davarocr - INFO - Epoch [6][165/541] lr: 2.121e-05, eta: 1:13:44, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0121, end_loss: 0.0074, loss: 0.0195, grad_norm: 4.4527 +2022-03-10 23:27:04,391 - davarocr - INFO - Epoch [6][170/541] lr: 2.125e-05, eta: 1:13:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0047, loss: 0.0089, grad_norm: 4.4147 +2022-03-10 23:27:05,281 - davarocr - INFO - Epoch [6][175/541] lr: 2.129e-05, eta: 1:13:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0047, end_loss: 0.0042, loss: 0.0089, grad_norm: 4.4460 +2022-03-10 23:27:06,159 - davarocr - INFO - Epoch [6][180/541] lr: 2.132e-05, eta: 1:13:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0068, loss: 0.0108, grad_norm: 4.4252 +2022-03-10 23:27:07,044 - davarocr - INFO - Epoch [6][185/541] lr: 2.136e-05, eta: 1:13:39, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0077, end_loss: 0.0088, loss: 0.0165, grad_norm: 4.4635 +2022-03-10 23:27:07,923 - davarocr - INFO - Epoch [6][190/541] lr: 2.140e-05, eta: 1:13:38, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0058, end_loss: 0.0043, loss: 0.0100, grad_norm: 4.4658 +2022-03-10 23:27:08,812 - davarocr - INFO - Epoch [6][195/541] lr: 2.143e-05, eta: 1:13:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0097, end_loss: 0.0088, loss: 0.0186, grad_norm: 4.4216 +2022-03-10 23:27:09,692 - davarocr - INFO - Epoch [6][200/541] lr: 2.147e-05, eta: 1:13:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0071, loss: 0.0121, grad_norm: 4.3885 +2022-03-10 23:27:10,573 - davarocr - INFO - Epoch [6][205/541] lr: 2.151e-05, eta: 1:13:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0037, end_loss: 0.0035, loss: 0.0072, grad_norm: 4.3962 +2022-03-10 23:27:11,460 - davarocr - INFO - Epoch [6][210/541] lr: 2.155e-05, eta: 1:13:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0033, loss: 0.0082, grad_norm: 4.4223 +2022-03-10 23:27:12,349 - davarocr - INFO - Epoch [6][215/541] lr: 2.158e-05, eta: 1:13:32, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0057, end_loss: 0.0061, loss: 0.0118, grad_norm: 4.4979 +2022-03-10 23:27:13,232 - davarocr - INFO - Epoch [6][220/541] lr: 2.162e-05, eta: 1:13:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0048, loss: 0.0094, grad_norm: 4.4106 +2022-03-10 23:27:14,107 - davarocr - INFO - Epoch [6][225/541] lr: 2.166e-05, eta: 1:13:30, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0086, end_loss: 0.0083, loss: 0.0169, grad_norm: 4.4248 +2022-03-10 23:27:15,014 - davarocr - INFO - Epoch [6][230/541] lr: 2.169e-05, eta: 1:13:29, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0083, end_loss: 0.0057, loss: 0.0140, grad_norm: 4.4516 +2022-03-10 23:27:15,891 - davarocr - INFO - Epoch [6][235/541] lr: 2.173e-05, eta: 1:13:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0070, loss: 0.0115, grad_norm: 4.4533 +2022-03-10 23:27:16,777 - davarocr - INFO - Epoch [6][240/541] lr: 2.177e-05, eta: 1:13:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0066, loss: 0.0098, grad_norm: 4.4340 +2022-03-10 23:27:17,664 - davarocr - INFO - Epoch [6][245/541] lr: 2.180e-05, eta: 1:13:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0077, loss: 0.0122, grad_norm: 4.4234 +2022-03-10 23:27:18,545 - davarocr - INFO - Epoch [6][250/541] lr: 2.184e-05, eta: 1:13:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0093, loss: 0.0140, grad_norm: 4.6416 +2022-03-10 23:27:19,424 - davarocr - INFO - Epoch [6][255/541] lr: 2.188e-05, eta: 1:13:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0044, loss: 0.0079, grad_norm: 4.5003 +2022-03-10 23:27:20,298 - davarocr - INFO - Epoch [6][260/541] lr: 2.192e-05, eta: 1:13:22, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0059, end_loss: 0.0100, loss: 0.0158, grad_norm: 4.4158 +2022-03-10 23:27:21,176 - davarocr - INFO - Epoch [6][265/541] lr: 2.195e-05, eta: 1:13:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0033, end_loss: 0.0022, loss: 0.0055, grad_norm: 4.3708 +2022-03-10 23:27:22,051 - davarocr - INFO - Epoch [6][270/541] lr: 2.199e-05, eta: 1:13:19, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0022, loss: 0.0042, grad_norm: 4.3744 +2022-03-10 23:27:22,936 - davarocr - INFO - Epoch [6][275/541] lr: 2.203e-05, eta: 1:13:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0062, end_loss: 0.0068, loss: 0.0131, grad_norm: 4.4287 +2022-03-10 23:27:23,825 - davarocr - INFO - Epoch [6][280/541] lr: 2.206e-05, eta: 1:13:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0084, end_loss: 0.0074, loss: 0.0158, grad_norm: 4.4831 +2022-03-10 23:27:24,708 - davarocr - INFO - Epoch [6][285/541] lr: 2.210e-05, eta: 1:13:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0067, end_loss: 0.0038, loss: 0.0106, grad_norm: 4.4624 +2022-03-10 23:27:25,584 - davarocr - INFO - Epoch [6][290/541] lr: 2.214e-05, eta: 1:13:15, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0060, end_loss: 0.0078, loss: 0.0138, grad_norm: 4.4339 +2022-03-10 23:27:26,461 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:27:26,461 - davarocr - INFO - Epoch [6][295/541] lr: 2.217e-05, eta: 1:13:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0051, loss: 0.0097, grad_norm: 4.4074 +2022-03-10 23:27:27,348 - davarocr - INFO - Epoch [6][300/541] lr: 2.221e-05, eta: 1:13:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0086, end_loss: 0.0097, loss: 0.0183, grad_norm: 4.5338 +2022-03-10 23:27:28,229 - davarocr - INFO - Epoch [6][305/541] lr: 2.225e-05, eta: 1:13:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0048, end_loss: 0.0056, loss: 0.0104, grad_norm: 4.4662 +2022-03-10 23:27:29,111 - davarocr - INFO - Epoch [6][310/541] lr: 2.228e-05, eta: 1:13:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0135, end_loss: 0.0035, loss: 0.0169, grad_norm: 4.4458 +2022-03-10 23:27:29,978 - davarocr - INFO - Epoch [6][315/541] lr: 2.232e-05, eta: 1:13:09, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0103, end_loss: 0.0039, loss: 0.0142, grad_norm: 4.6820 +2022-03-10 23:27:30,859 - davarocr - INFO - Epoch [6][320/541] lr: 2.236e-05, eta: 1:13:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0062, loss: 0.0100, grad_norm: 4.3775 +2022-03-10 23:27:31,742 - davarocr - INFO - Epoch [6][325/541] lr: 2.240e-05, eta: 1:13:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0106, end_loss: 0.0062, loss: 0.0167, grad_norm: 4.4776 +2022-03-10 23:27:32,628 - davarocr - INFO - Epoch [6][330/541] lr: 2.243e-05, eta: 1:13:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0090, end_loss: 0.0088, loss: 0.0178, grad_norm: 4.4320 +2022-03-10 23:27:33,516 - davarocr - INFO - Epoch [6][335/541] lr: 2.247e-05, eta: 1:13:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0051, end_loss: 0.0050, loss: 0.0102, grad_norm: 4.5053 +2022-03-10 23:27:34,399 - davarocr - INFO - Epoch [6][340/541] lr: 2.251e-05, eta: 1:13:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0061, loss: 0.0115, grad_norm: 4.4091 +2022-03-10 23:27:35,291 - davarocr - INFO - Epoch [6][345/541] lr: 2.254e-05, eta: 1:13:02, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0018, loss: 0.0064, grad_norm: 4.3850 +2022-03-10 23:27:36,177 - davarocr - INFO - Epoch [6][350/541] lr: 2.258e-05, eta: 1:13:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0057, loss: 0.0095, grad_norm: 4.3954 +2022-03-10 23:27:37,061 - davarocr - INFO - Epoch [6][355/541] lr: 2.262e-05, eta: 1:13:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0083, end_loss: 0.0070, loss: 0.0153, grad_norm: 4.4758 +2022-03-10 23:27:37,962 - davarocr - INFO - Epoch [6][360/541] lr: 2.265e-05, eta: 1:12:59, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0085, end_loss: 0.0133, loss: 0.0218, grad_norm: 4.4124 +2022-03-10 23:27:38,846 - davarocr - INFO - Epoch [6][365/541] lr: 2.269e-05, eta: 1:12:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0100, end_loss: 0.0070, loss: 0.0169, grad_norm: 4.4485 +2022-03-10 23:27:39,791 - davarocr - INFO - Epoch [6][370/541] lr: 2.273e-05, eta: 1:12:57, time: 0.188, data_time: 0.014, memory: 5192, start_loss: 0.0060, end_loss: 0.0085, loss: 0.0145, grad_norm: 4.4323 +2022-03-10 23:27:40,685 - davarocr - INFO - Epoch [6][375/541] lr: 2.277e-05, eta: 1:12:56, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0033, loss: 0.0059, grad_norm: 4.3314 +2022-03-10 23:27:41,581 - davarocr - INFO - Epoch [6][380/541] lr: 2.280e-05, eta: 1:12:55, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0079, end_loss: 0.0063, loss: 0.0142, grad_norm: 4.3731 +2022-03-10 23:27:42,487 - davarocr - INFO - Epoch [6][385/541] lr: 2.284e-05, eta: 1:12:54, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0072, end_loss: 0.0088, loss: 0.0160, grad_norm: 4.2520 +2022-03-10 23:27:43,361 - davarocr - INFO - Epoch [6][390/541] lr: 2.288e-05, eta: 1:12:53, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0097, end_loss: 0.0095, loss: 0.0193, grad_norm: 4.3461 +2022-03-10 23:27:44,249 - davarocr - INFO - Epoch [6][395/541] lr: 2.291e-05, eta: 1:12:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0079, end_loss: 0.0062, loss: 0.0140, grad_norm: 4.1634 +2022-03-10 23:27:45,141 - davarocr - INFO - Epoch [6][400/541] lr: 2.295e-05, eta: 1:12:51, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0064, end_loss: 0.0094, loss: 0.0158, grad_norm: 4.1934 +2022-03-10 23:27:46,024 - davarocr - INFO - Epoch [6][405/541] lr: 2.299e-05, eta: 1:12:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0057, end_loss: 0.0068, loss: 0.0125, grad_norm: 4.1076 +2022-03-10 23:27:46,905 - davarocr - INFO - Epoch [6][410/541] lr: 2.302e-05, eta: 1:12:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0034, end_loss: 0.0069, loss: 0.0103, grad_norm: 4.1161 +2022-03-10 23:27:47,794 - davarocr - INFO - Epoch [6][415/541] lr: 2.306e-05, eta: 1:12:47, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0053, end_loss: 0.0060, loss: 0.0113, grad_norm: 4.0722 +2022-03-10 23:27:48,678 - davarocr - INFO - Epoch [6][420/541] lr: 2.310e-05, eta: 1:12:46, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0051, end_loss: 0.0091, loss: 0.0141, grad_norm: 4.2035 +2022-03-10 23:27:49,566 - davarocr - INFO - Epoch [6][425/541] lr: 2.314e-05, eta: 1:12:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0059, end_loss: 0.0026, loss: 0.0085, grad_norm: 4.1803 +2022-03-10 23:27:50,449 - davarocr - INFO - Epoch [6][430/541] lr: 2.317e-05, eta: 1:12:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0024, loss: 0.0055, grad_norm: 4.1136 +2022-03-10 23:27:51,343 - davarocr - INFO - Epoch [6][435/541] lr: 2.321e-05, eta: 1:12:43, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0085, end_loss: 0.0092, loss: 0.0177, grad_norm: 4.3039 +2022-03-10 23:27:52,229 - davarocr - INFO - Epoch [6][440/541] lr: 2.325e-05, eta: 1:12:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0106, end_loss: 0.0077, loss: 0.0183, grad_norm: 4.2165 +2022-03-10 23:27:53,110 - davarocr - INFO - Epoch [6][445/541] lr: 2.328e-05, eta: 1:12:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0055, loss: 0.0104, grad_norm: 4.0814 +2022-03-10 23:27:53,985 - davarocr - INFO - Epoch [6][450/541] lr: 2.332e-05, eta: 1:12:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0053, end_loss: 0.0064, loss: 0.0117, grad_norm: 4.2161 +2022-03-10 23:27:54,864 - davarocr - INFO - Epoch [6][455/541] lr: 2.336e-05, eta: 1:12:38, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0104, end_loss: 0.0132, loss: 0.0236, grad_norm: 4.3014 +2022-03-10 23:27:55,742 - davarocr - INFO - Epoch [6][460/541] lr: 2.339e-05, eta: 1:12:37, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0094, end_loss: 0.0091, loss: 0.0185, grad_norm: 4.4018 +2022-03-10 23:27:56,654 - davarocr - INFO - Epoch [6][465/541] lr: 2.343e-05, eta: 1:12:36, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0059, loss: 0.0112, grad_norm: 4.1941 +2022-03-10 23:27:57,561 - davarocr - INFO - Epoch [6][470/541] lr: 2.347e-05, eta: 1:12:35, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0063, end_loss: 0.0068, loss: 0.0131, grad_norm: 4.2898 +2022-03-10 23:27:58,466 - davarocr - INFO - Epoch [6][475/541] lr: 2.350e-05, eta: 1:12:34, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0110, end_loss: 0.0129, loss: 0.0239, grad_norm: 4.3543 +2022-03-10 23:27:59,377 - davarocr - INFO - Epoch [6][480/541] lr: 2.354e-05, eta: 1:12:33, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0098, end_loss: 0.0072, loss: 0.0170, grad_norm: 4.3676 +2022-03-10 23:28:00,287 - davarocr - INFO - Epoch [6][485/541] lr: 2.358e-05, eta: 1:12:32, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0059, loss: 0.0084, grad_norm: 4.1884 +2022-03-10 23:28:01,195 - davarocr - INFO - Epoch [6][490/541] lr: 2.362e-05, eta: 1:12:31, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0078, end_loss: 0.0064, loss: 0.0142, grad_norm: 4.3328 +2022-03-10 23:28:02,098 - davarocr - INFO - Epoch [6][495/541] lr: 2.365e-05, eta: 1:12:30, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0062, end_loss: 0.0109, loss: 0.0171, grad_norm: 4.2841 +2022-03-10 23:28:02,987 - davarocr - INFO - Epoch [6][500/541] lr: 2.369e-05, eta: 1:12:29, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0059, end_loss: 0.0048, loss: 0.0107, grad_norm: 4.2241 +2022-03-10 23:28:03,862 - davarocr - INFO - Epoch [6][505/541] lr: 2.373e-05, eta: 1:12:28, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0089, loss: 0.0143, grad_norm: 4.3237 +2022-03-10 23:28:04,740 - davarocr - INFO - Epoch [6][510/541] lr: 2.376e-05, eta: 1:12:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0123, end_loss: 0.0125, loss: 0.0248, grad_norm: 4.2374 +2022-03-10 23:28:05,634 - davarocr - INFO - Epoch [6][515/541] lr: 2.380e-05, eta: 1:12:26, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0057, end_loss: 0.0050, loss: 0.0107, grad_norm: 4.2634 +2022-03-10 23:28:06,521 - davarocr - INFO - Epoch [6][520/541] lr: 2.384e-05, eta: 1:12:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0125, loss: 0.0218, grad_norm: 4.2010 +2022-03-10 23:28:07,416 - davarocr - INFO - Epoch [6][525/541] lr: 2.387e-05, eta: 1:12:24, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0112, loss: 0.0152, grad_norm: 4.2118 +2022-03-10 23:28:08,298 - davarocr - INFO - Epoch [6][530/541] lr: 2.391e-05, eta: 1:12:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0044, loss: 0.0090, grad_norm: 4.1909 +2022-03-10 23:28:09,181 - davarocr - INFO - Epoch [6][535/541] lr: 2.395e-05, eta: 1:12:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0059, end_loss: 0.0081, loss: 0.0140, grad_norm: 4.2312 +2022-03-10 23:28:10,266 - davarocr - INFO - Epoch [6][540/541] lr: 2.399e-05, eta: 1:12:22, time: 0.217, data_time: 0.049, memory: 5192, start_loss: 0.0031, end_loss: 0.0048, loss: 0.0079, grad_norm: 4.2575 +2022-03-10 23:28:24,233 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9168367799769239 +2022-03-10 23:28:24,234 - davarocr - INFO - current_metric 0.9168367799769239 is much better than previous best_metric 0.9107237189646064, saving best model ! +2022-03-10 23:28:24,234 - davarocr - INFO - Saving checkpoint at epoch_6.pth +2022-03-10 23:28:26,094 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:28:26,095 - davarocr - INFO - Epoch(val) [6][541] LOC: {'precision': 0.9292989814260036, 'recall': 0.9298561151079137, 'f1-score': 0.9295774647887325}, PER: {'precision': 0.9669576059850374, 'recall': 0.9591836734693877, 'f1-score': 0.9630549518782986}, MISC: {'precision': 0.8183098591549296, 'recall': 0.8276353276353277, 'f1-score': 0.8229461756373938}, ORG: {'precision': 0.9058679706601467, 'recall': 0.8922335942203492, 'f1-score': 0.8989990900818927}, all: {'precision': 0.9192027051076704, 'recall': 0.9144830028328612, 'f1-score': 0.9168367799769239}, hmean: 0.9168 +2022-03-10 23:28:29,305 - davarocr - INFO - Epoch [7][5/541] lr: 2.311e-05, eta: 1:12:36, time: 0.640, data_time: 0.459, memory: 5192, start_loss: 0.0040, end_loss: 0.0045, loss: 0.0085, grad_norm: 4.2017 +2022-03-10 23:28:30,206 - davarocr - INFO - Epoch [7][10/541] lr: 2.314e-05, eta: 1:12:35, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0073, end_loss: 0.0096, loss: 0.0169, grad_norm: 4.3198 +2022-03-10 23:28:31,092 - davarocr - INFO - Epoch [7][15/541] lr: 2.318e-05, eta: 1:12:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0039, loss: 0.0088, grad_norm: 4.2209 +2022-03-10 23:28:31,970 - davarocr - INFO - Epoch [7][20/541] lr: 2.321e-05, eta: 1:12:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0052, end_loss: 0.0071, loss: 0.0123, grad_norm: 4.1859 +2022-03-10 23:28:32,855 - davarocr - INFO - Epoch [7][25/541] lr: 2.325e-05, eta: 1:12:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0044, loss: 0.0069, grad_norm: 3.9229 +2022-03-10 23:28:33,748 - davarocr - INFO - Epoch [7][30/541] lr: 2.328e-05, eta: 1:12:31, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0012, loss: 0.0026, grad_norm: 3.8433 +2022-03-10 23:28:34,659 - davarocr - INFO - Epoch [7][35/541] lr: 2.332e-05, eta: 1:12:30, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0054, loss: 0.0104, grad_norm: 3.9305 +2022-03-10 23:28:35,570 - davarocr - INFO - Epoch [7][40/541] lr: 2.335e-05, eta: 1:12:29, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0047, end_loss: 0.0045, loss: 0.0092, grad_norm: 3.9427 +2022-03-10 23:28:36,462 - davarocr - INFO - Epoch [7][45/541] lr: 2.339e-05, eta: 1:12:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0031, loss: 0.0049, grad_norm: 3.9211 +2022-03-10 23:28:37,353 - davarocr - INFO - Epoch [7][50/541] lr: 2.343e-05, eta: 1:12:27, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0067, end_loss: 0.0078, loss: 0.0145, grad_norm: 4.0291 +2022-03-10 23:28:38,247 - davarocr - INFO - Epoch [7][55/541] lr: 2.346e-05, eta: 1:12:25, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0063, loss: 0.0122, grad_norm: 3.9505 +2022-03-10 23:28:39,132 - davarocr - INFO - Epoch [7][60/541] lr: 2.350e-05, eta: 1:12:24, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0098, end_loss: 0.0065, loss: 0.0163, grad_norm: 4.0010 +2022-03-10 23:28:40,023 - davarocr - INFO - Epoch [7][65/541] lr: 2.353e-05, eta: 1:12:23, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0018, loss: 0.0034, grad_norm: 3.9416 +2022-03-10 23:28:40,897 - davarocr - INFO - Epoch [7][70/541] lr: 2.357e-05, eta: 1:12:22, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0086, end_loss: 0.0049, loss: 0.0135, grad_norm: 3.9226 +2022-03-10 23:28:41,776 - davarocr - INFO - Epoch [7][75/541] lr: 2.360e-05, eta: 1:12:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0088, end_loss: 0.0096, loss: 0.0183, grad_norm: 3.9388 +2022-03-10 23:28:42,646 - davarocr - INFO - Epoch [7][80/541] lr: 2.364e-05, eta: 1:12:20, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0080, end_loss: 0.0030, loss: 0.0111, grad_norm: 3.9263 +2022-03-10 23:28:43,523 - davarocr - INFO - Epoch [7][85/541] lr: 2.367e-05, eta: 1:12:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0026, loss: 0.0052, grad_norm: 3.9223 +2022-03-10 23:28:44,410 - davarocr - INFO - Epoch [7][90/541] lr: 2.371e-05, eta: 1:12:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0054, end_loss: 0.0074, loss: 0.0128, grad_norm: 3.9812 +2022-03-10 23:28:45,290 - davarocr - INFO - Epoch [7][95/541] lr: 2.375e-05, eta: 1:12:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0042, end_loss: 0.0042, loss: 0.0084, grad_norm: 3.9625 +2022-03-10 23:28:46,178 - davarocr - INFO - Epoch [7][100/541] lr: 2.378e-05, eta: 1:12:15, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0015, end_loss: 0.0048, loss: 0.0062, grad_norm: 3.9426 +2022-03-10 23:28:47,054 - davarocr - INFO - Epoch [7][105/541] lr: 2.382e-05, eta: 1:12:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0059, end_loss: 0.0056, loss: 0.0116, grad_norm: 3.9923 +2022-03-10 23:28:47,944 - davarocr - INFO - Epoch [7][110/541] lr: 2.385e-05, eta: 1:12:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0045, loss: 0.0077, grad_norm: 4.0775 +2022-03-10 23:28:48,825 - davarocr - INFO - Epoch [7][115/541] lr: 2.389e-05, eta: 1:12:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0052, end_loss: 0.0061, loss: 0.0112, grad_norm: 3.9809 +2022-03-10 23:28:49,704 - davarocr - INFO - Epoch [7][120/541] lr: 2.392e-05, eta: 1:12:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0048, loss: 0.0081, grad_norm: 3.9989 +2022-03-10 23:28:50,588 - davarocr - INFO - Epoch [7][125/541] lr: 2.396e-05, eta: 1:12:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0067, loss: 0.0100, grad_norm: 3.9860 +2022-03-10 23:28:51,470 - davarocr - INFO - Epoch [7][130/541] lr: 2.399e-05, eta: 1:12:08, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0025, end_loss: 0.0040, loss: 0.0065, grad_norm: 3.9954 +2022-03-10 23:28:52,364 - davarocr - INFO - Epoch [7][135/541] lr: 2.403e-05, eta: 1:12:07, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0036, loss: 0.0054, grad_norm: 4.0012 +2022-03-10 23:28:53,258 - davarocr - INFO - Epoch [7][140/541] lr: 2.407e-05, eta: 1:12:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0053, loss: 0.0080, grad_norm: 4.1012 +2022-03-10 23:28:54,187 - davarocr - INFO - Epoch [7][145/541] lr: 2.410e-05, eta: 1:12:05, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0045, end_loss: 0.0041, loss: 0.0086, grad_norm: 3.9979 +2022-03-10 23:28:55,081 - davarocr - INFO - Epoch [7][150/541] lr: 2.414e-05, eta: 1:12:04, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0055, end_loss: 0.0051, loss: 0.0106, grad_norm: 3.9740 +2022-03-10 23:28:55,964 - davarocr - INFO - Epoch [7][155/541] lr: 2.417e-05, eta: 1:12:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0063, end_loss: 0.0072, loss: 0.0136, grad_norm: 3.9791 +2022-03-10 23:28:56,853 - davarocr - INFO - Epoch [7][160/541] lr: 2.421e-05, eta: 1:12:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0017, loss: 0.0069, grad_norm: 3.9754 +2022-03-10 23:28:57,744 - davarocr - INFO - Epoch [7][165/541] lr: 2.424e-05, eta: 1:12:01, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0043, loss: 0.0077, grad_norm: 3.9871 +2022-03-10 23:28:58,641 - davarocr - INFO - Epoch [7][170/541] lr: 2.428e-05, eta: 1:12:00, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0026, loss: 0.0043, grad_norm: 3.9824 +2022-03-10 23:28:59,527 - davarocr - INFO - Epoch [7][175/541] lr: 2.431e-05, eta: 1:11:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0044, end_loss: 0.0033, loss: 0.0077, grad_norm: 4.0591 +2022-03-10 23:29:00,420 - davarocr - INFO - Epoch [7][180/541] lr: 2.435e-05, eta: 1:11:58, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0040, loss: 0.0095, grad_norm: 4.0328 +2022-03-10 23:29:01,303 - davarocr - INFO - Epoch [7][185/541] lr: 2.439e-05, eta: 1:11:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0066, end_loss: 0.0075, loss: 0.0141, grad_norm: 4.1988 +2022-03-10 23:29:02,185 - davarocr - INFO - Epoch [7][190/541] lr: 2.442e-05, eta: 1:11:55, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0030, loss: 0.0048, grad_norm: 4.0011 +2022-03-10 23:29:03,070 - davarocr - INFO - Epoch [7][195/541] lr: 2.446e-05, eta: 1:11:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0034, loss: 0.0048, grad_norm: 4.0228 +2022-03-10 23:29:03,950 - davarocr - INFO - Epoch [7][200/541] lr: 2.449e-05, eta: 1:11:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0039, end_loss: 0.0042, loss: 0.0080, grad_norm: 4.0066 +2022-03-10 23:29:04,845 - davarocr - INFO - Epoch [7][205/541] lr: 2.453e-05, eta: 1:11:52, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0039, loss: 0.0057, grad_norm: 4.0602 +2022-03-10 23:29:05,747 - davarocr - INFO - Epoch [7][210/541] lr: 2.456e-05, eta: 1:11:51, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0084, loss: 0.0152, grad_norm: 4.0986 +2022-03-10 23:29:06,628 - davarocr - INFO - Epoch [7][215/541] lr: 2.460e-05, eta: 1:11:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0040, loss: 0.0055, grad_norm: 4.1480 +2022-03-10 23:29:07,508 - davarocr - INFO - Epoch [7][220/541] lr: 2.463e-05, eta: 1:11:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0056, loss: 0.0089, grad_norm: 4.1041 +2022-03-10 23:29:08,403 - davarocr - INFO - Epoch [7][225/541] lr: 2.467e-05, eta: 1:11:48, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0031, loss: 0.0047, grad_norm: 4.0106 +2022-03-10 23:29:09,296 - davarocr - INFO - Epoch [7][230/541] lr: 2.471e-05, eta: 1:11:47, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0031, loss: 0.0042, grad_norm: 4.0379 +2022-03-10 23:29:10,187 - davarocr - INFO - Epoch [7][235/541] lr: 2.474e-05, eta: 1:11:46, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0062, loss: 0.0097, grad_norm: 4.0875 +2022-03-10 23:29:11,073 - davarocr - INFO - Epoch [7][240/541] lr: 2.478e-05, eta: 1:11:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0088, end_loss: 0.0067, loss: 0.0155, grad_norm: 4.2879 +2022-03-10 23:29:11,956 - davarocr - INFO - Epoch [7][245/541] lr: 2.481e-05, eta: 1:11:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0072, end_loss: 0.0094, loss: 0.0165, grad_norm: 4.1574 +2022-03-10 23:29:12,848 - davarocr - INFO - Epoch [7][250/541] lr: 2.485e-05, eta: 1:11:42, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0051, end_loss: 0.0057, loss: 0.0108, grad_norm: 4.0585 +2022-03-10 23:29:13,738 - davarocr - INFO - Epoch [7][255/541] lr: 2.488e-05, eta: 1:11:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0059, loss: 0.0096, grad_norm: 4.1145 +2022-03-10 23:29:14,620 - davarocr - INFO - Epoch [7][260/541] lr: 2.492e-05, eta: 1:11:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0095, end_loss: 0.0109, loss: 0.0204, grad_norm: 4.1532 +2022-03-10 23:29:15,495 - davarocr - INFO - Epoch [7][265/541] lr: 2.495e-05, eta: 1:11:39, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0032, loss: 0.0077, grad_norm: 4.0682 +2022-03-10 23:29:16,377 - davarocr - INFO - Epoch [7][270/541] lr: 2.499e-05, eta: 1:11:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0053, end_loss: 0.0076, loss: 0.0129, grad_norm: 4.0915 +2022-03-10 23:29:17,266 - davarocr - INFO - Epoch [7][275/541] lr: 2.503e-05, eta: 1:11:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0044, end_loss: 0.0031, loss: 0.0074, grad_norm: 4.1285 +2022-03-10 23:29:18,148 - davarocr - INFO - Epoch [7][280/541] lr: 2.506e-05, eta: 1:11:36, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0053, loss: 0.0089, grad_norm: 4.0665 +2022-03-10 23:29:19,037 - davarocr - INFO - Epoch [7][285/541] lr: 2.510e-05, eta: 1:11:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0077, end_loss: 0.0054, loss: 0.0131, grad_norm: 4.0328 +2022-03-10 23:29:19,920 - davarocr - INFO - Epoch [7][290/541] lr: 2.513e-05, eta: 1:11:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0097, loss: 0.0146, grad_norm: 4.0719 +2022-03-10 23:29:20,808 - davarocr - INFO - Epoch [7][295/541] lr: 2.517e-05, eta: 1:11:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0034, loss: 0.0069, grad_norm: 4.0300 +2022-03-10 23:29:21,688 - davarocr - INFO - Epoch [7][300/541] lr: 2.520e-05, eta: 1:11:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0080, end_loss: 0.0070, loss: 0.0150, grad_norm: 4.1685 +2022-03-10 23:29:22,574 - davarocr - INFO - Epoch [7][305/541] lr: 2.524e-05, eta: 1:11:30, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0018, loss: 0.0055, grad_norm: 4.0722 +2022-03-10 23:29:23,459 - davarocr - INFO - Epoch [7][310/541] lr: 2.527e-05, eta: 1:11:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0011, loss: 0.0032, grad_norm: 4.0553 +2022-03-10 23:29:24,342 - davarocr - INFO - Epoch [7][315/541] lr: 2.531e-05, eta: 1:11:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0034, loss: 0.0068, grad_norm: 4.1167 +2022-03-10 23:29:25,221 - davarocr - INFO - Epoch [7][320/541] lr: 2.534e-05, eta: 1:11:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0038, loss: 0.0067, grad_norm: 4.1233 +2022-03-10 23:29:26,100 - davarocr - INFO - Epoch [7][325/541] lr: 2.538e-05, eta: 1:11:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0050, loss: 0.0083, grad_norm: 4.1032 +2022-03-10 23:29:26,988 - davarocr - INFO - Epoch [7][330/541] lr: 2.542e-05, eta: 1:11:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0034, loss: 0.0083, grad_norm: 4.0558 +2022-03-10 23:29:27,863 - davarocr - INFO - Epoch [7][335/541] lr: 2.545e-05, eta: 1:11:24, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0034, end_loss: 0.0058, loss: 0.0092, grad_norm: 4.1262 +2022-03-10 23:29:28,732 - davarocr - INFO - Epoch [7][340/541] lr: 2.549e-05, eta: 1:11:22, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0065, end_loss: 0.0030, loss: 0.0095, grad_norm: 4.1004 +2022-03-10 23:29:29,614 - davarocr - INFO - Epoch [7][345/541] lr: 2.552e-05, eta: 1:11:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0047, loss: 0.0069, grad_norm: 4.0737 +2022-03-10 23:29:30,487 - davarocr - INFO - Epoch [7][350/541] lr: 2.556e-05, eta: 1:11:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0016, loss: 0.0047, grad_norm: 4.2436 +2022-03-10 23:29:31,367 - davarocr - INFO - Epoch [7][355/541] lr: 2.559e-05, eta: 1:11:19, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0086, end_loss: 0.0072, loss: 0.0158, grad_norm: 4.2607 +2022-03-10 23:29:32,250 - davarocr - INFO - Epoch [7][360/541] lr: 2.563e-05, eta: 1:11:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0076, loss: 0.0106, grad_norm: 4.2108 +2022-03-10 23:29:33,133 - davarocr - INFO - Epoch [7][365/541] lr: 2.566e-05, eta: 1:11:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0031, loss: 0.0076, grad_norm: 4.2061 +2022-03-10 23:29:34,023 - davarocr - INFO - Epoch [7][370/541] lr: 2.570e-05, eta: 1:11:16, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0043, end_loss: 0.0087, loss: 0.0129, grad_norm: 4.1648 +2022-03-10 23:29:34,905 - davarocr - INFO - Epoch [7][375/541] lr: 2.574e-05, eta: 1:11:15, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0084, end_loss: 0.0117, loss: 0.0201, grad_norm: 4.1822 +2022-03-10 23:29:35,788 - davarocr - INFO - Epoch [7][380/541] lr: 2.577e-05, eta: 1:11:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0074, end_loss: 0.0044, loss: 0.0118, grad_norm: 4.1320 +2022-03-10 23:29:36,670 - davarocr - INFO - Epoch [7][385/541] lr: 2.581e-05, eta: 1:11:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0043, end_loss: 0.0039, loss: 0.0082, grad_norm: 4.0625 +2022-03-10 23:29:37,558 - davarocr - INFO - Epoch [7][390/541] lr: 2.584e-05, eta: 1:11:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0038, end_loss: 0.0059, loss: 0.0097, grad_norm: 4.0919 +2022-03-10 23:29:38,435 - davarocr - INFO - Epoch [7][395/541] lr: 2.588e-05, eta: 1:11:10, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0059, end_loss: 0.0067, loss: 0.0126, grad_norm: 4.1799 +2022-03-10 23:29:39,312 - davarocr - INFO - Epoch [7][400/541] lr: 2.591e-05, eta: 1:11:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0033, loss: 0.0074, grad_norm: 4.1417 +2022-03-10 23:29:40,206 - davarocr - INFO - Epoch [7][405/541] lr: 2.595e-05, eta: 1:11:08, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0028, end_loss: 0.0050, loss: 0.0079, grad_norm: 4.1189 +2022-03-10 23:29:41,091 - davarocr - INFO - Epoch [7][410/541] lr: 2.598e-05, eta: 1:11:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0075, end_loss: 0.0062, loss: 0.0138, grad_norm: 4.1449 +2022-03-10 23:29:41,981 - davarocr - INFO - Epoch [7][415/541] lr: 2.602e-05, eta: 1:11:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0025, loss: 0.0048, grad_norm: 4.1157 +2022-03-10 23:29:42,866 - davarocr - INFO - Epoch [7][420/541] lr: 2.606e-05, eta: 1:11:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0088, end_loss: 0.0108, loss: 0.0196, grad_norm: 4.2610 +2022-03-10 23:29:43,755 - davarocr - INFO - Epoch [7][425/541] lr: 2.609e-05, eta: 1:11:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0048, loss: 0.0086, grad_norm: 4.1069 +2022-03-10 23:29:44,640 - davarocr - INFO - Epoch [7][430/541] lr: 2.613e-05, eta: 1:11:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0066, loss: 0.0095, grad_norm: 4.1067 +2022-03-10 23:29:45,529 - davarocr - INFO - Epoch [7][435/541] lr: 2.616e-05, eta: 1:11:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0053, loss: 0.0099, grad_norm: 4.1688 +2022-03-10 23:29:46,418 - davarocr - INFO - Epoch [7][440/541] lr: 2.620e-05, eta: 1:11:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0081, loss: 0.0100, grad_norm: 4.1681 +2022-03-10 23:29:47,301 - davarocr - INFO - Epoch [7][445/541] lr: 2.623e-05, eta: 1:10:59, time: 0.173, data_time: 0.008, memory: 5192, start_loss: 0.0050, end_loss: 0.0070, loss: 0.0121, grad_norm: 4.1369 +2022-03-10 23:29:48,183 - davarocr - INFO - Epoch [7][450/541] lr: 2.627e-05, eta: 1:10:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0061, end_loss: 0.0059, loss: 0.0120, grad_norm: 4.2795 +2022-03-10 23:29:49,067 - davarocr - INFO - Epoch [7][455/541] lr: 2.630e-05, eta: 1:10:57, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0035, end_loss: 0.0035, loss: 0.0070, grad_norm: 4.1698 +2022-03-10 23:29:49,952 - davarocr - INFO - Epoch [7][460/541] lr: 2.634e-05, eta: 1:10:56, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0044, loss: 0.0073, grad_norm: 4.2093 +2022-03-10 23:29:50,829 - davarocr - INFO - Epoch [7][465/541] lr: 2.638e-05, eta: 1:10:55, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0032, end_loss: 0.0034, loss: 0.0067, grad_norm: 4.2036 +2022-03-10 23:29:51,707 - davarocr - INFO - Epoch [7][470/541] lr: 2.641e-05, eta: 1:10:54, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0042, end_loss: 0.0050, loss: 0.0092, grad_norm: 4.3527 +2022-03-10 23:29:52,592 - davarocr - INFO - Epoch [7][475/541] lr: 2.645e-05, eta: 1:10:53, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0055, end_loss: 0.0071, loss: 0.0126, grad_norm: 4.3441 +2022-03-10 23:29:53,480 - davarocr - INFO - Epoch [7][480/541] lr: 2.648e-05, eta: 1:10:52, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0018, end_loss: 0.0022, loss: 0.0040, grad_norm: 4.1872 +2022-03-10 23:29:54,359 - davarocr - INFO - Epoch [7][485/541] lr: 2.652e-05, eta: 1:10:51, time: 0.179, data_time: 0.011, memory: 5192, start_loss: 0.0033, end_loss: 0.0069, loss: 0.0102, grad_norm: 4.2204 +2022-03-10 23:29:55,247 - davarocr - INFO - Epoch [7][490/541] lr: 2.655e-05, eta: 1:10:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0065, end_loss: 0.0072, loss: 0.0137, grad_norm: 4.2496 +2022-03-10 23:29:56,142 - davarocr - INFO - Epoch [7][495/541] lr: 2.659e-05, eta: 1:10:49, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0036, end_loss: 0.0085, loss: 0.0121, grad_norm: 4.2609 +2022-03-10 23:29:57,024 - davarocr - INFO - Epoch [7][500/541] lr: 2.662e-05, eta: 1:10:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0076, end_loss: 0.0048, loss: 0.0124, grad_norm: 3.6727 +2022-03-10 23:29:57,915 - davarocr - INFO - Epoch [7][505/541] lr: 2.666e-05, eta: 1:10:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0092, end_loss: 0.0067, loss: 0.0159, grad_norm: 3.9506 +2022-03-10 23:29:58,796 - davarocr - INFO - Epoch [7][510/541] lr: 2.670e-05, eta: 1:10:45, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0076, end_loss: 0.0065, loss: 0.0141, grad_norm: 3.6934 +2022-03-10 23:29:59,694 - davarocr - INFO - Epoch [7][515/541] lr: 2.673e-05, eta: 1:10:44, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0045, end_loss: 0.0056, loss: 0.0101, grad_norm: 3.7597 +2022-03-10 23:30:00,562 - davarocr - INFO - Epoch [7][520/541] lr: 2.677e-05, eta: 1:10:43, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0031, loss: 0.0061, grad_norm: 3.6665 +2022-03-10 23:30:01,446 - davarocr - INFO - Epoch [7][525/541] lr: 2.680e-05, eta: 1:10:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0019, loss: 0.0037, grad_norm: 3.6465 +2022-03-10 23:30:02,325 - davarocr - INFO - Epoch [7][530/541] lr: 2.684e-05, eta: 1:10:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0040, loss: 0.0073, grad_norm: 3.7548 +2022-03-10 23:30:03,217 - davarocr - INFO - Epoch [7][535/541] lr: 2.687e-05, eta: 1:10:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0050, loss: 0.0089, grad_norm: 3.7188 +2022-03-10 23:30:04,100 - davarocr - INFO - Epoch [7][540/541] lr: 2.691e-05, eta: 1:10:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0030, loss: 0.0049, grad_norm: 3.6570 +2022-03-10 23:30:18,503 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:30:18,504 - davarocr - INFO - current_metric 0.91748351452504 is much better than previous best_metric 0.9168367799769239, saving best model ! +2022-03-10 23:30:18,504 - davarocr - INFO - Saving checkpoint at epoch_7.pth +2022-03-10 23:30:20,277 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:30:20,277 - davarocr - INFO - Epoch(val) [7][541] LOC: {'precision': 0.9428926132836747, 'recall': 0.9106714628297362, 'f1-score': 0.9265019823116803}, PER: {'precision': 0.9645962732919254, 'recall': 0.9604205318491033, 'f1-score': 0.9625038735667802}, MISC: {'precision': 0.8357142857142857, 'recall': 0.8333333333333334, 'f1-score': 0.834522111269615}, ORG: {'precision': 0.9019963702359347, 'recall': 0.8976520168573149, 'f1-score': 0.899818949909475}, all: {'precision': 0.9235737351991389, 'recall': 0.9114730878186968, 'f1-score': 0.91748351452504}, hmean: 0.9175 +2022-03-10 23:30:23,513 - davarocr - INFO - Epoch [8][5/541] lr: 2.595e-05, eta: 1:10:51, time: 0.646, data_time: 0.466, memory: 5192, start_loss: 0.0039, end_loss: 0.0011, loss: 0.0050, grad_norm: 3.7004 +2022-03-10 23:30:24,403 - davarocr - INFO - Epoch [8][10/541] lr: 2.599e-05, eta: 1:10:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0069, end_loss: 0.0057, loss: 0.0126, grad_norm: 3.7433 +2022-03-10 23:30:25,339 - davarocr - INFO - Epoch [8][15/541] lr: 2.602e-05, eta: 1:10:49, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0052, loss: 0.0103, grad_norm: 3.7665 +2022-03-10 23:30:26,240 - davarocr - INFO - Epoch [8][20/541] lr: 2.606e-05, eta: 1:10:48, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0032, end_loss: 0.0019, loss: 0.0050, grad_norm: 3.7211 +2022-03-10 23:30:27,126 - davarocr - INFO - Epoch [8][25/541] lr: 2.609e-05, eta: 1:10:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0017, loss: 0.0052, grad_norm: 3.7051 +2022-03-10 23:30:28,022 - davarocr - INFO - Epoch [8][30/541] lr: 2.612e-05, eta: 1:10:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0062, loss: 0.0109, grad_norm: 3.7430 +2022-03-10 23:30:28,908 - davarocr - INFO - Epoch [8][35/541] lr: 2.616e-05, eta: 1:10:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0052, loss: 0.0081, grad_norm: 3.7153 +2022-03-10 23:30:29,785 - davarocr - INFO - Epoch [8][40/541] lr: 2.619e-05, eta: 1:10:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0042, loss: 0.0065, grad_norm: 3.9070 +2022-03-10 23:30:30,672 - davarocr - INFO - Epoch [8][45/541] lr: 2.623e-05, eta: 1:10:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0039, loss: 0.0055, grad_norm: 3.6744 +2022-03-10 23:30:31,553 - davarocr - INFO - Epoch [8][50/541] lr: 2.626e-05, eta: 1:10:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0011, loss: 0.0024, grad_norm: 3.6967 +2022-03-10 23:30:32,442 - davarocr - INFO - Epoch [8][55/541] lr: 2.630e-05, eta: 1:10:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0016, loss: 0.0029, grad_norm: 3.6854 +2022-03-10 23:30:33,324 - davarocr - INFO - Epoch [8][60/541] lr: 2.633e-05, eta: 1:10:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0046, loss: 0.0092, grad_norm: 4.0471 +2022-03-10 23:30:34,211 - davarocr - INFO - Epoch [8][65/541] lr: 2.636e-05, eta: 1:10:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 3.6839 +2022-03-10 23:30:35,095 - davarocr - INFO - Epoch [8][70/541] lr: 2.640e-05, eta: 1:10:37, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0015, loss: 0.0030, grad_norm: 3.7125 +2022-03-10 23:30:35,978 - davarocr - INFO - Epoch [8][75/541] lr: 2.643e-05, eta: 1:10:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0031, loss: 0.0071, grad_norm: 3.9203 +2022-03-10 23:30:36,861 - davarocr - INFO - Epoch [8][80/541] lr: 2.647e-05, eta: 1:10:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0031, loss: 0.0071, grad_norm: 3.7682 +2022-03-10 23:30:37,753 - davarocr - INFO - Epoch [8][85/541] lr: 2.650e-05, eta: 1:10:34, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0024, end_loss: 0.0040, loss: 0.0064, grad_norm: 3.7519 +2022-03-10 23:30:38,650 - davarocr - INFO - Epoch [8][90/541] lr: 2.654e-05, eta: 1:10:33, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0032, loss: 0.0052, grad_norm: 3.7531 +2022-03-10 23:30:39,542 - davarocr - INFO - Epoch [8][95/541] lr: 2.657e-05, eta: 1:10:32, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0097, end_loss: 0.0083, loss: 0.0180, grad_norm: 3.8990 +2022-03-10 23:30:40,432 - davarocr - INFO - Epoch [8][100/541] lr: 2.660e-05, eta: 1:10:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0023, loss: 0.0047, grad_norm: 3.3143 +2022-03-10 23:30:41,319 - davarocr - INFO - Epoch [8][105/541] lr: 2.664e-05, eta: 1:10:30, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0041, loss: 0.0068, grad_norm: 3.2894 +2022-03-10 23:30:42,209 - davarocr - INFO - Epoch [8][110/541] lr: 2.667e-05, eta: 1:10:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0043, end_loss: 0.0043, loss: 0.0086, grad_norm: 3.2900 +2022-03-10 23:30:43,081 - davarocr - INFO - Epoch [8][115/541] lr: 2.671e-05, eta: 1:10:28, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0063, end_loss: 0.0036, loss: 0.0099, grad_norm: 3.3627 +2022-03-10 23:30:43,961 - davarocr - INFO - Epoch [8][120/541] lr: 2.674e-05, eta: 1:10:26, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0050, end_loss: 0.0044, loss: 0.0094, grad_norm: 3.2996 +2022-03-10 23:30:44,844 - davarocr - INFO - Epoch [8][125/541] lr: 2.677e-05, eta: 1:10:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0040, loss: 0.0076, grad_norm: 3.4110 +2022-03-10 23:30:45,723 - davarocr - INFO - Epoch [8][130/541] lr: 2.681e-05, eta: 1:10:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0043, loss: 0.0067, grad_norm: 3.3331 +2022-03-10 23:30:46,614 - davarocr - INFO - Epoch [8][135/541] lr: 2.684e-05, eta: 1:10:23, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0055, end_loss: 0.0022, loss: 0.0077, grad_norm: 3.2724 +2022-03-10 23:30:47,502 - davarocr - INFO - Epoch [8][140/541] lr: 2.688e-05, eta: 1:10:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0008, loss: 0.0035, grad_norm: 3.2768 +2022-03-10 23:30:48,384 - davarocr - INFO - Epoch [8][145/541] lr: 2.691e-05, eta: 1:10:21, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0066, end_loss: 0.0062, loss: 0.0128, grad_norm: 3.4856 +2022-03-10 23:30:49,274 - davarocr - INFO - Epoch [8][150/541] lr: 2.695e-05, eta: 1:10:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0017, loss: 0.0047, grad_norm: 3.3127 +2022-03-10 23:30:50,172 - davarocr - INFO - Epoch [8][155/541] lr: 2.698e-05, eta: 1:10:19, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0070, end_loss: 0.0050, loss: 0.0120, grad_norm: 3.3516 +2022-03-10 23:30:51,055 - davarocr - INFO - Epoch [8][160/541] lr: 2.701e-05, eta: 1:10:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0044, end_loss: 0.0043, loss: 0.0087, grad_norm: 3.4400 +2022-03-10 23:30:51,942 - davarocr - INFO - Epoch [8][165/541] lr: 2.705e-05, eta: 1:10:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0058, loss: 0.0088, grad_norm: 3.3741 +2022-03-10 23:30:52,827 - davarocr - INFO - Epoch [8][170/541] lr: 2.708e-05, eta: 1:10:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0044, loss: 0.0085, grad_norm: 3.3483 +2022-03-10 23:30:53,718 - davarocr - INFO - Epoch [8][175/541] lr: 2.712e-05, eta: 1:10:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0025, loss: 0.0045, grad_norm: 3.3690 +2022-03-10 23:30:54,607 - davarocr - INFO - Epoch [8][180/541] lr: 2.715e-05, eta: 1:10:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0045, loss: 0.0094, grad_norm: 3.4143 +2022-03-10 23:30:55,494 - davarocr - INFO - Epoch [8][185/541] lr: 2.719e-05, eta: 1:10:13, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0046, loss: 0.0080, grad_norm: 3.3477 +2022-03-10 23:30:56,377 - davarocr - INFO - Epoch [8][190/541] lr: 2.722e-05, eta: 1:10:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0126, loss: 0.0146, grad_norm: 3.5510 +2022-03-10 23:30:57,259 - davarocr - INFO - Epoch [8][195/541] lr: 2.725e-05, eta: 1:10:10, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0060, end_loss: 0.0059, loss: 0.0119, grad_norm: 3.4026 +2022-03-10 23:30:58,145 - davarocr - INFO - Epoch [8][200/541] lr: 2.729e-05, eta: 1:10:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0043, end_loss: 0.0079, loss: 0.0122, grad_norm: 3.6048 +2022-03-10 23:30:59,024 - davarocr - INFO - Epoch [8][205/541] lr: 2.732e-05, eta: 1:10:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0060, end_loss: 0.0049, loss: 0.0109, grad_norm: 3.4395 +2022-03-10 23:30:59,908 - davarocr - INFO - Epoch [8][210/541] lr: 2.736e-05, eta: 1:10:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0048, loss: 0.0082, grad_norm: 3.4486 +2022-03-10 23:31:00,788 - davarocr - INFO - Epoch [8][215/541] lr: 2.739e-05, eta: 1:10:06, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0040, end_loss: 0.0042, loss: 0.0082, grad_norm: 3.4599 +2022-03-10 23:31:01,676 - davarocr - INFO - Epoch [8][220/541] lr: 2.743e-05, eta: 1:10:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0055, end_loss: 0.0061, loss: 0.0115, grad_norm: 3.6186 +2022-03-10 23:31:02,557 - davarocr - INFO - Epoch [8][225/541] lr: 2.746e-05, eta: 1:10:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0042, end_loss: 0.0044, loss: 0.0086, grad_norm: 3.5038 +2022-03-10 23:31:03,434 - davarocr - INFO - Epoch [8][230/541] lr: 2.749e-05, eta: 1:10:03, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0056, loss: 0.0074, grad_norm: 3.3981 +2022-03-10 23:31:04,315 - davarocr - INFO - Epoch [8][235/541] lr: 2.753e-05, eta: 1:10:02, time: 0.173, data_time: 0.007, memory: 5192, start_loss: 0.0068, end_loss: 0.0016, loss: 0.0084, grad_norm: 3.3645 +2022-03-10 23:31:05,203 - davarocr - INFO - Epoch [8][240/541] lr: 2.756e-05, eta: 1:10:01, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0033, end_loss: 0.0027, loss: 0.0059, grad_norm: 3.3874 +2022-03-10 23:31:06,087 - davarocr - INFO - Epoch [8][245/541] lr: 2.760e-05, eta: 1:10:00, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0034, end_loss: 0.0063, loss: 0.0097, grad_norm: 3.4166 +2022-03-10 23:31:06,965 - davarocr - INFO - Epoch [8][250/541] lr: 2.763e-05, eta: 1:09:58, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0074, end_loss: 0.0067, loss: 0.0142, grad_norm: 3.4651 +2022-03-10 23:31:07,850 - davarocr - INFO - Epoch [8][255/541] lr: 2.766e-05, eta: 1:09:57, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0036, loss: 0.0053, grad_norm: 3.4484 +2022-03-10 23:31:08,737 - davarocr - INFO - Epoch [8][260/541] lr: 2.770e-05, eta: 1:09:56, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0084, end_loss: 0.0099, loss: 0.0183, grad_norm: 3.6710 +2022-03-10 23:31:09,612 - davarocr - INFO - Epoch [8][265/541] lr: 2.773e-05, eta: 1:09:55, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0029, end_loss: 0.0016, loss: 0.0044, grad_norm: 3.4062 +2022-03-10 23:31:10,483 - davarocr - INFO - Epoch [8][270/541] lr: 2.777e-05, eta: 1:09:54, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0014, loss: 0.0021, grad_norm: 3.3610 +2022-03-10 23:31:11,377 - davarocr - INFO - Epoch [8][275/541] lr: 2.780e-05, eta: 1:09:53, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0020, end_loss: 0.0044, loss: 0.0064, grad_norm: 3.4129 +2022-03-10 23:31:12,253 - davarocr - INFO - Epoch [8][280/541] lr: 2.784e-05, eta: 1:09:52, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0067, end_loss: 0.0090, loss: 0.0157, grad_norm: 3.4815 +2022-03-10 23:31:13,131 - davarocr - INFO - Epoch [8][285/541] lr: 2.787e-05, eta: 1:09:51, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0032, end_loss: 0.0026, loss: 0.0057, grad_norm: 3.4437 +2022-03-10 23:31:14,011 - davarocr - INFO - Epoch [8][290/541] lr: 2.790e-05, eta: 1:09:50, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0058, end_loss: 0.0026, loss: 0.0084, grad_norm: 3.4697 +2022-03-10 23:31:14,890 - davarocr - INFO - Epoch [8][295/541] lr: 2.794e-05, eta: 1:09:49, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0028, loss: 0.0039, grad_norm: 3.4467 +2022-03-10 23:31:15,802 - davarocr - INFO - Epoch [8][300/541] lr: 2.797e-05, eta: 1:09:48, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0061, end_loss: 0.0057, loss: 0.0118, grad_norm: 3.4733 +2022-03-10 23:31:16,681 - davarocr - INFO - Epoch [8][305/541] lr: 2.801e-05, eta: 1:09:47, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0033, loss: 0.0045, grad_norm: 3.5079 +2022-03-10 23:31:17,557 - davarocr - INFO - Epoch [8][310/541] lr: 2.804e-05, eta: 1:09:45, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0018, end_loss: 0.0031, loss: 0.0049, grad_norm: 3.4684 +2022-03-10 23:31:18,446 - davarocr - INFO - Epoch [8][315/541] lr: 2.808e-05, eta: 1:09:44, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0013, loss: 0.0035, grad_norm: 3.4615 +2022-03-10 23:31:19,337 - davarocr - INFO - Epoch [8][320/541] lr: 2.811e-05, eta: 1:09:43, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0038, end_loss: 0.0034, loss: 0.0073, grad_norm: 3.4841 +2022-03-10 23:31:20,224 - davarocr - INFO - Epoch [8][325/541] lr: 2.814e-05, eta: 1:09:42, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0020, end_loss: 0.0052, loss: 0.0072, grad_norm: 3.5533 +2022-03-10 23:31:21,106 - davarocr - INFO - Epoch [8][330/541] lr: 2.818e-05, eta: 1:09:41, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0033, end_loss: 0.0032, loss: 0.0066, grad_norm: 3.5344 +2022-03-10 23:31:21,990 - davarocr - INFO - Epoch [8][335/541] lr: 2.821e-05, eta: 1:09:40, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0026, loss: 0.0048, grad_norm: 3.4745 +2022-03-10 23:31:22,877 - davarocr - INFO - Epoch [8][340/541] lr: 2.825e-05, eta: 1:09:39, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0083, end_loss: 0.0100, loss: 0.0183, grad_norm: 3.5988 +2022-03-10 23:31:23,760 - davarocr - INFO - Epoch [8][345/541] lr: 2.828e-05, eta: 1:09:38, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0060, end_loss: 0.0065, loss: 0.0124, grad_norm: 3.5866 +2022-03-10 23:31:24,645 - davarocr - INFO - Epoch [8][350/541] lr: 2.832e-05, eta: 1:09:37, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0058, end_loss: 0.0043, loss: 0.0101, grad_norm: 3.6511 +2022-03-10 23:31:25,525 - davarocr - INFO - Epoch [8][355/541] lr: 2.835e-05, eta: 1:09:36, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0027, end_loss: 0.0035, loss: 0.0062, grad_norm: 3.6602 +2022-03-10 23:31:26,407 - davarocr - INFO - Epoch [8][360/541] lr: 2.838e-05, eta: 1:09:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0012, loss: 0.0027, grad_norm: 3.4815 +2022-03-10 23:31:27,292 - davarocr - INFO - Epoch [8][365/541] lr: 2.842e-05, eta: 1:09:34, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0054, end_loss: 0.0031, loss: 0.0086, grad_norm: 3.5432 +2022-03-10 23:31:28,170 - davarocr - INFO - Epoch [8][370/541] lr: 2.845e-05, eta: 1:09:33, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0024, loss: 0.0049, grad_norm: 3.5354 +2022-03-10 23:31:29,055 - davarocr - INFO - Epoch [8][375/541] lr: 2.849e-05, eta: 1:09:32, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0028, end_loss: 0.0053, loss: 0.0081, grad_norm: 3.5486 +2022-03-10 23:31:29,941 - davarocr - INFO - Epoch [8][380/541] lr: 2.852e-05, eta: 1:09:31, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0023, end_loss: 0.0013, loss: 0.0036, grad_norm: 3.5921 +2022-03-10 23:31:30,823 - davarocr - INFO - Epoch [8][385/541] lr: 2.855e-05, eta: 1:09:30, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0035, end_loss: 0.0033, loss: 0.0068, grad_norm: 3.5363 +2022-03-10 23:31:31,709 - davarocr - INFO - Epoch [8][390/541] lr: 2.859e-05, eta: 1:09:29, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0023, end_loss: 0.0035, loss: 0.0058, grad_norm: 3.5996 +2022-03-10 23:31:32,599 - davarocr - INFO - Epoch [8][395/541] lr: 2.862e-05, eta: 1:09:27, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0088, end_loss: 0.0073, loss: 0.0161, grad_norm: 3.6393 +2022-03-10 23:31:33,481 - davarocr - INFO - Epoch [8][400/541] lr: 2.866e-05, eta: 1:09:26, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0039, end_loss: 0.0048, loss: 0.0087, grad_norm: 3.5382 +2022-03-10 23:31:34,369 - davarocr - INFO - Epoch [8][405/541] lr: 2.869e-05, eta: 1:09:25, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0063, end_loss: 0.0023, loss: 0.0086, grad_norm: 3.7344 +2022-03-10 23:31:35,261 - davarocr - INFO - Epoch [8][410/541] lr: 2.873e-05, eta: 1:09:24, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0070, end_loss: 0.0044, loss: 0.0115, grad_norm: 3.6016 +2022-03-10 23:31:36,146 - davarocr - INFO - Epoch [8][415/541] lr: 2.876e-05, eta: 1:09:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0041, loss: 0.0056, grad_norm: 3.5666 +2022-03-10 23:31:37,031 - davarocr - INFO - Epoch [8][420/541] lr: 2.879e-05, eta: 1:09:22, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0018, loss: 0.0074, grad_norm: 3.5898 +2022-03-10 23:31:37,932 - davarocr - INFO - Epoch [8][425/541] lr: 2.883e-05, eta: 1:09:21, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0101, end_loss: 0.0045, loss: 0.0146, grad_norm: 3.5979 +2022-03-10 23:31:38,815 - davarocr - INFO - Epoch [8][430/541] lr: 2.886e-05, eta: 1:09:20, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0022, loss: 0.0051, grad_norm: 3.5253 +2022-03-10 23:31:39,697 - davarocr - INFO - Epoch [8][435/541] lr: 2.890e-05, eta: 1:09:19, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0058, end_loss: 0.0031, loss: 0.0089, grad_norm: 3.5493 +2022-03-10 23:31:40,572 - davarocr - INFO - Epoch [8][440/541] lr: 2.893e-05, eta: 1:09:18, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0048, loss: 0.0078, grad_norm: 3.6024 +2022-03-10 23:31:41,452 - davarocr - INFO - Epoch [8][445/541] lr: 2.897e-05, eta: 1:09:17, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0064, end_loss: 0.0058, loss: 0.0121, grad_norm: 3.5136 +2022-03-10 23:31:42,345 - davarocr - INFO - Epoch [8][450/541] lr: 2.900e-05, eta: 1:09:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0073, loss: 0.0126, grad_norm: 3.5994 +2022-03-10 23:31:43,223 - davarocr - INFO - Epoch [8][455/541] lr: 2.903e-05, eta: 1:09:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0027, loss: 0.0044, grad_norm: 3.5520 +2022-03-10 23:31:44,111 - davarocr - INFO - Epoch [8][460/541] lr: 2.907e-05, eta: 1:09:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0023, loss: 0.0059, grad_norm: 3.5876 +2022-03-10 23:31:44,988 - davarocr - INFO - Epoch [8][465/541] lr: 2.910e-05, eta: 1:09:13, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0041, end_loss: 0.0038, loss: 0.0079, grad_norm: 3.5556 +2022-03-10 23:31:45,873 - davarocr - INFO - Epoch [8][470/541] lr: 2.914e-05, eta: 1:09:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0083, loss: 0.0106, grad_norm: 3.7766 +2022-03-10 23:31:46,761 - davarocr - INFO - Epoch [8][475/541] lr: 2.917e-05, eta: 1:09:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0010, loss: 0.0023, grad_norm: 3.6773 +2022-03-10 23:31:47,650 - davarocr - INFO - Epoch [8][480/541] lr: 2.921e-05, eta: 1:09:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0027, end_loss: 0.0016, loss: 0.0043, grad_norm: 3.6027 +2022-03-10 23:31:48,541 - davarocr - INFO - Epoch [8][485/541] lr: 2.924e-05, eta: 1:09:09, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0067, end_loss: 0.0145, loss: 0.0212, grad_norm: 3.8206 +2022-03-10 23:31:49,425 - davarocr - INFO - Epoch [8][490/541] lr: 2.927e-05, eta: 1:09:08, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0045, end_loss: 0.0046, loss: 0.0092, grad_norm: 3.6187 +2022-03-10 23:31:50,308 - davarocr - INFO - Epoch [8][495/541] lr: 2.931e-05, eta: 1:09:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0076, end_loss: 0.0077, loss: 0.0154, grad_norm: 3.7215 +2022-03-10 23:31:51,188 - davarocr - INFO - Epoch [8][500/541] lr: 2.934e-05, eta: 1:09:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0079, end_loss: 0.0067, loss: 0.0146, grad_norm: 3.6838 +2022-03-10 23:31:52,066 - davarocr - INFO - Epoch [8][505/541] lr: 2.938e-05, eta: 1:09:04, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0018, loss: 0.0046, grad_norm: 3.5520 +2022-03-10 23:31:52,943 - davarocr - INFO - Epoch [8][510/541] lr: 2.941e-05, eta: 1:09:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0083, loss: 0.0121, grad_norm: 3.6381 +2022-03-10 23:31:53,825 - davarocr - INFO - Epoch [8][515/541] lr: 2.944e-05, eta: 1:09:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0029, loss: 0.0064, grad_norm: 3.5835 +2022-03-10 23:31:54,710 - davarocr - INFO - Epoch [8][520/541] lr: 2.948e-05, eta: 1:09:01, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0016, loss: 0.0035, grad_norm: 3.5823 +2022-03-10 23:31:55,587 - davarocr - INFO - Epoch [8][525/541] lr: 2.951e-05, eta: 1:09:00, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0041, end_loss: 0.0038, loss: 0.0079, grad_norm: 3.6511 +2022-03-10 23:31:56,461 - davarocr - INFO - Epoch [8][530/541] lr: 2.955e-05, eta: 1:08:59, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0058, loss: 0.0081, grad_norm: 3.6960 +2022-03-10 23:31:57,342 - davarocr - INFO - Epoch [8][535/541] lr: 2.958e-05, eta: 1:08:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0052, end_loss: 0.0018, loss: 0.0070, grad_norm: 3.6621 +2022-03-10 23:31:58,225 - davarocr - INFO - Epoch [8][540/541] lr: 2.962e-05, eta: 1:08:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0053, loss: 0.0080, grad_norm: 3.7526 +2022-03-10 23:32:12,829 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:32:12,830 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:32:12,830 - davarocr - INFO - Epoch(val) [8][541] LOC: {'precision': 0.9215339233038348, 'recall': 0.9364508393285371, 'f1-score': 0.9289325007433838}, PER: {'precision': 0.9759188846641318, 'recall': 0.9523809523809523, 'f1-score': 0.9640062597809076}, MISC: {'precision': 0.8202898550724638, 'recall': 0.8062678062678063, 'f1-score': 0.8132183908045977}, ORG: {'precision': 0.9014510278113664, 'recall': 0.8976520168573149, 'f1-score': 0.8995475113122172}, all: {'precision': 0.9184618123553498, 'recall': 0.9134206798866855, 'f1-score': 0.9159343098091434}, hmean: 0.9159 +2022-03-10 23:32:16,228 - davarocr - INFO - Epoch [9][5/541] lr: 2.860e-05, eta: 1:09:08, time: 0.677, data_time: 0.488, memory: 5192, start_loss: 0.0039, end_loss: 0.0016, loss: 0.0055, grad_norm: 3.6287 +2022-03-10 23:32:17,113 - davarocr - INFO - Epoch [9][10/541] lr: 2.863e-05, eta: 1:09:07, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0029, loss: 0.0044, grad_norm: 3.6062 +2022-03-10 23:32:17,992 - davarocr - INFO - Epoch [9][15/541] lr: 2.866e-05, eta: 1:09:06, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0041, loss: 0.0051, grad_norm: 3.6526 +2022-03-10 23:32:18,867 - davarocr - INFO - Epoch [9][20/541] lr: 2.870e-05, eta: 1:09:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0039, loss: 0.0043, grad_norm: 3.6079 +2022-03-10 23:32:19,754 - davarocr - INFO - Epoch [9][25/541] lr: 2.873e-05, eta: 1:09:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0025, loss: 0.0053, grad_norm: 3.7486 +2022-03-10 23:32:20,640 - davarocr - INFO - Epoch [9][30/541] lr: 2.876e-05, eta: 1:09:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0029, loss: 0.0044, grad_norm: 3.6314 +2022-03-10 23:32:21,538 - davarocr - INFO - Epoch [9][35/541] lr: 2.880e-05, eta: 1:09:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0024, loss: 0.0063, grad_norm: 3.7351 +2022-03-10 23:32:22,430 - davarocr - INFO - Epoch [9][40/541] lr: 2.883e-05, eta: 1:09:01, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0033, loss: 0.0069, grad_norm: 3.6667 +2022-03-10 23:32:23,321 - davarocr - INFO - Epoch [9][45/541] lr: 2.886e-05, eta: 1:08:59, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0072, end_loss: 0.0069, loss: 0.0141, grad_norm: 3.6451 +2022-03-10 23:32:24,201 - davarocr - INFO - Epoch [9][50/541] lr: 2.889e-05, eta: 1:08:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0048, end_loss: 0.0042, loss: 0.0090, grad_norm: 3.7977 +2022-03-10 23:32:25,092 - davarocr - INFO - Epoch [9][55/541] lr: 2.893e-05, eta: 1:08:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0030, loss: 0.0049, grad_norm: 3.6433 +2022-03-10 23:32:25,959 - davarocr - INFO - Epoch [9][60/541] lr: 2.896e-05, eta: 1:08:56, time: 0.173, data_time: 0.005, memory: 5192, start_loss: 0.0015, end_loss: 0.0027, loss: 0.0042, grad_norm: 3.6998 +2022-03-10 23:32:26,841 - davarocr - INFO - Epoch [9][65/541] lr: 2.899e-05, eta: 1:08:55, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0022, end_loss: 0.0030, loss: 0.0051, grad_norm: 3.8388 +2022-03-10 23:32:27,734 - davarocr - INFO - Epoch [9][70/541] lr: 2.903e-05, eta: 1:08:54, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0031, end_loss: 0.0018, loss: 0.0049, grad_norm: 3.7059 +2022-03-10 23:32:28,613 - davarocr - INFO - Epoch [9][75/541] lr: 2.906e-05, eta: 1:08:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0062, loss: 0.0093, grad_norm: 3.8793 +2022-03-10 23:32:29,500 - davarocr - INFO - Epoch [9][80/541] lr: 2.909e-05, eta: 1:08:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0014, loss: 0.0036, grad_norm: 3.6629 +2022-03-10 23:32:30,379 - davarocr - INFO - Epoch [9][85/541] lr: 2.913e-05, eta: 1:08:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0043, loss: 0.0077, grad_norm: 3.7120 +2022-03-10 23:32:31,261 - davarocr - INFO - Epoch [9][90/541] lr: 2.916e-05, eta: 1:08:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0023, loss: 0.0040, grad_norm: 3.6820 +2022-03-10 23:32:32,151 - davarocr - INFO - Epoch [9][95/541] lr: 2.919e-05, eta: 1:08:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0013, loss: 0.0024, grad_norm: 3.6704 +2022-03-10 23:32:33,040 - davarocr - INFO - Epoch [9][100/541] lr: 2.923e-05, eta: 1:08:48, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0013, loss: 0.0029, grad_norm: 3.6780 +2022-03-10 23:32:33,923 - davarocr - INFO - Epoch [9][105/541] lr: 2.926e-05, eta: 1:08:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 3.6432 +2022-03-10 23:32:34,802 - davarocr - INFO - Epoch [9][110/541] lr: 2.929e-05, eta: 1:08:46, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0031, loss: 0.0057, grad_norm: 3.6886 +2022-03-10 23:32:35,683 - davarocr - INFO - Epoch [9][115/541] lr: 2.932e-05, eta: 1:08:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 3.6888 +2022-03-10 23:32:36,562 - davarocr - INFO - Epoch [9][120/541] lr: 2.936e-05, eta: 1:08:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0007, loss: 0.0021, grad_norm: 3.6848 +2022-03-10 23:32:37,443 - davarocr - INFO - Epoch [9][125/541] lr: 2.939e-05, eta: 1:08:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0034, loss: 0.0064, grad_norm: 3.7553 +2022-03-10 23:32:38,324 - davarocr - INFO - Epoch [9][130/541] lr: 2.942e-05, eta: 1:08:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 3.6964 +2022-03-10 23:32:39,207 - davarocr - INFO - Epoch [9][135/541] lr: 2.946e-05, eta: 1:08:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0011, loss: 0.0026, grad_norm: 3.7231 +2022-03-10 23:32:40,093 - davarocr - INFO - Epoch [9][140/541] lr: 2.949e-05, eta: 1:08:39, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0035, end_loss: 0.0078, loss: 0.0113, grad_norm: 3.9654 +2022-03-10 23:32:40,979 - davarocr - INFO - Epoch [9][145/541] lr: 2.952e-05, eta: 1:08:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0085, end_loss: 0.0060, loss: 0.0145, grad_norm: 3.8141 +2022-03-10 23:32:41,878 - davarocr - INFO - Epoch [9][150/541] lr: 2.956e-05, eta: 1:08:37, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0034, end_loss: 0.0019, loss: 0.0053, grad_norm: 3.9154 +2022-03-10 23:32:42,799 - davarocr - INFO - Epoch [9][155/541] lr: 2.959e-05, eta: 1:08:36, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0027, loss: 0.0048, grad_norm: 3.7087 +2022-03-10 23:32:43,743 - davarocr - INFO - Epoch [9][160/541] lr: 2.962e-05, eta: 1:08:36, time: 0.190, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0022, loss: 0.0032, grad_norm: 3.7244 +2022-03-10 23:32:44,626 - davarocr - INFO - Epoch [9][165/541] lr: 2.965e-05, eta: 1:08:35, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0039, end_loss: 0.0053, loss: 0.0092, grad_norm: 3.9488 +2022-03-10 23:32:45,506 - davarocr - INFO - Epoch [9][170/541] lr: 2.969e-05, eta: 1:08:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0014, loss: 0.0055, grad_norm: 3.7034 +2022-03-10 23:32:46,427 - davarocr - INFO - Epoch [9][175/541] lr: 2.972e-05, eta: 1:08:33, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0050, loss: 0.0065, grad_norm: 3.7143 +2022-03-10 23:32:47,340 - davarocr - INFO - Epoch [9][180/541] lr: 2.975e-05, eta: 1:08:32, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0024, loss: 0.0065, grad_norm: 3.8830 +2022-03-10 23:32:48,248 - davarocr - INFO - Epoch [9][185/541] lr: 2.979e-05, eta: 1:08:31, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0026, loss: 0.0046, grad_norm: 3.7407 +2022-03-10 23:32:49,146 - davarocr - INFO - Epoch [9][190/541] lr: 2.982e-05, eta: 1:08:30, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0019, loss: 0.0037, grad_norm: 3.7712 +2022-03-10 23:32:50,049 - davarocr - INFO - Epoch [9][195/541] lr: 2.985e-05, eta: 1:08:29, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0040, end_loss: 0.0068, loss: 0.0108, grad_norm: 3.9001 +2022-03-10 23:32:50,952 - davarocr - INFO - Epoch [9][200/541] lr: 2.989e-05, eta: 1:08:28, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0039, loss: 0.0056, grad_norm: 3.9405 +2022-03-10 23:32:51,854 - davarocr - INFO - Epoch [9][205/541] lr: 2.992e-05, eta: 1:08:27, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0027, loss: 0.0045, grad_norm: 3.6421 +2022-03-10 23:32:52,763 - davarocr - INFO - Epoch [9][210/541] lr: 2.995e-05, eta: 1:08:26, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0011, loss: 0.0031, grad_norm: 3.6612 +2022-03-10 23:32:53,670 - davarocr - INFO - Epoch [9][215/541] lr: 2.998e-05, eta: 1:08:25, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0020, loss: 0.0054, grad_norm: 3.6464 +2022-03-10 23:32:54,554 - davarocr - INFO - Epoch [9][220/541] lr: 3.002e-05, eta: 1:08:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0018, loss: 0.0051, grad_norm: 3.6817 +2022-03-10 23:32:55,452 - davarocr - INFO - Epoch [9][225/541] lr: 3.005e-05, eta: 1:08:23, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0018, loss: 0.0054, grad_norm: 3.7007 +2022-03-10 23:32:56,374 - davarocr - INFO - Epoch [9][230/541] lr: 3.008e-05, eta: 1:08:22, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0018, loss: 0.0031, grad_norm: 3.6589 +2022-03-10 23:32:57,285 - davarocr - INFO - Epoch [9][235/541] lr: 3.012e-05, eta: 1:08:21, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0023, end_loss: 0.0014, loss: 0.0038, grad_norm: 3.7475 +2022-03-10 23:32:58,160 - davarocr - INFO - Epoch [9][240/541] lr: 3.015e-05, eta: 1:08:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0041, loss: 0.0074, grad_norm: 3.7001 +2022-03-10 23:32:59,038 - davarocr - INFO - Epoch [9][245/541] lr: 3.018e-05, eta: 1:08:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0065, loss: 0.0121, grad_norm: 3.8190 +2022-03-10 23:32:59,939 - davarocr - INFO - Epoch [9][250/541] lr: 3.022e-05, eta: 1:08:18, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0048, loss: 0.0089, grad_norm: 3.7734 +2022-03-10 23:33:00,835 - davarocr - INFO - Epoch [9][255/541] lr: 3.025e-05, eta: 1:08:17, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0024, end_loss: 0.0017, loss: 0.0041, grad_norm: 3.6646 +2022-03-10 23:33:01,719 - davarocr - INFO - Epoch [9][260/541] lr: 3.028e-05, eta: 1:08:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0010, loss: 0.0027, grad_norm: 3.6572 +2022-03-10 23:33:02,626 - davarocr - INFO - Epoch [9][265/541] lr: 3.031e-05, eta: 1:08:15, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0010, loss: 0.0031, grad_norm: 3.6276 +2022-03-10 23:33:03,515 - davarocr - INFO - Epoch [9][270/541] lr: 3.035e-05, eta: 1:08:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0039, loss: 0.0047, grad_norm: 3.6907 +2022-03-10 23:33:04,403 - davarocr - INFO - Epoch [9][275/541] lr: 3.038e-05, eta: 1:08:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0048, end_loss: 0.0050, loss: 0.0098, grad_norm: 3.8077 +2022-03-10 23:33:05,287 - davarocr - INFO - Epoch [9][280/541] lr: 3.041e-05, eta: 1:08:12, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0087, end_loss: 0.0058, loss: 0.0146, grad_norm: 3.8109 +2022-03-10 23:33:06,164 - davarocr - INFO - Epoch [9][285/541] lr: 3.045e-05, eta: 1:08:11, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0023, loss: 0.0036, grad_norm: 3.6393 +2022-03-10 23:33:07,050 - davarocr - INFO - Epoch [9][290/541] lr: 3.048e-05, eta: 1:08:10, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0078, end_loss: 0.0081, loss: 0.0160, grad_norm: 3.7629 +2022-03-10 23:33:07,940 - davarocr - INFO - Epoch [9][295/541] lr: 3.051e-05, eta: 1:08:09, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0036, end_loss: 0.0055, loss: 0.0091, grad_norm: 3.7154 +2022-03-10 23:33:08,813 - davarocr - INFO - Epoch [9][300/541] lr: 3.055e-05, eta: 1:08:08, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0016, end_loss: 0.0022, loss: 0.0038, grad_norm: 3.6276 +2022-03-10 23:33:09,738 - davarocr - INFO - Epoch [9][305/541] lr: 3.058e-05, eta: 1:08:07, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0028, loss: 0.0053, grad_norm: 3.6990 +2022-03-10 23:33:10,647 - davarocr - INFO - Epoch [9][310/541] lr: 3.061e-05, eta: 1:08:06, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0033, end_loss: 0.0022, loss: 0.0056, grad_norm: 3.6777 +2022-03-10 23:33:11,551 - davarocr - INFO - Epoch [9][315/541] lr: 3.064e-05, eta: 1:08:05, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0027, end_loss: 0.0039, loss: 0.0066, grad_norm: 3.7308 +2022-03-10 23:33:12,454 - davarocr - INFO - Epoch [9][320/541] lr: 3.068e-05, eta: 1:08:04, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0006, loss: 0.0012, grad_norm: 3.6724 +2022-03-10 23:33:13,384 - davarocr - INFO - Epoch [9][325/541] lr: 3.071e-05, eta: 1:08:03, time: 0.186, data_time: 0.009, memory: 5192, start_loss: 0.0035, end_loss: 0.0042, loss: 0.0077, grad_norm: 3.7634 +2022-03-10 23:33:14,285 - davarocr - INFO - Epoch [9][330/541] lr: 3.074e-05, eta: 1:08:02, time: 0.183, data_time: 0.013, memory: 5192, start_loss: 0.0059, end_loss: 0.0045, loss: 0.0104, grad_norm: 3.7429 +2022-03-10 23:33:15,200 - davarocr - INFO - Epoch [9][335/541] lr: 3.078e-05, eta: 1:08:01, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0031, loss: 0.0051, grad_norm: 3.7001 +2022-03-10 23:33:16,086 - davarocr - INFO - Epoch [9][340/541] lr: 3.081e-05, eta: 1:08:00, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0017, grad_norm: 3.7283 +2022-03-10 23:33:16,980 - davarocr - INFO - Epoch [9][345/541] lr: 3.084e-05, eta: 1:07:59, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0017, loss: 0.0030, grad_norm: 3.7598 +2022-03-10 23:33:17,884 - davarocr - INFO - Epoch [9][350/541] lr: 3.088e-05, eta: 1:07:58, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0017, end_loss: 0.0010, loss: 0.0028, grad_norm: 3.7726 +2022-03-10 23:33:18,778 - davarocr - INFO - Epoch [9][355/541] lr: 3.091e-05, eta: 1:07:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0073, end_loss: 0.0007, loss: 0.0080, grad_norm: 3.8976 +2022-03-10 23:33:19,680 - davarocr - INFO - Epoch [9][360/541] lr: 3.094e-05, eta: 1:07:56, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0042, end_loss: 0.0040, loss: 0.0082, grad_norm: 3.7996 +2022-03-10 23:33:20,578 - davarocr - INFO - Epoch [9][365/541] lr: 3.097e-05, eta: 1:07:55, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0059, end_loss: 0.0049, loss: 0.0109, grad_norm: 3.8202 +2022-03-10 23:33:21,489 - davarocr - INFO - Epoch [9][370/541] lr: 3.101e-05, eta: 1:07:55, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0023, loss: 0.0038, grad_norm: 3.7775 +2022-03-10 23:33:22,399 - davarocr - INFO - Epoch [9][375/541] lr: 3.104e-05, eta: 1:07:54, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0043, loss: 0.0092, grad_norm: 3.8808 +2022-03-10 23:33:23,312 - davarocr - INFO - Epoch [9][380/541] lr: 3.107e-05, eta: 1:07:53, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0009, loss: 0.0037, grad_norm: 3.6980 +2022-03-10 23:33:24,187 - davarocr - INFO - Epoch [9][385/541] lr: 3.111e-05, eta: 1:07:52, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0032, end_loss: 0.0029, loss: 0.0060, grad_norm: 3.7592 +2022-03-10 23:33:25,067 - davarocr - INFO - Epoch [9][390/541] lr: 3.114e-05, eta: 1:07:51, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0017, end_loss: 0.0038, loss: 0.0055, grad_norm: 3.7689 +2022-03-10 23:33:25,956 - davarocr - INFO - Epoch [9][395/541] lr: 3.117e-05, eta: 1:07:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 3.7352 +2022-03-10 23:33:26,838 - davarocr - INFO - Epoch [9][400/541] lr: 3.121e-05, eta: 1:07:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0188, loss: 0.0243, grad_norm: 3.9681 +2022-03-10 23:33:27,722 - davarocr - INFO - Epoch [9][405/541] lr: 3.124e-05, eta: 1:07:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0019, loss: 0.0052, grad_norm: 3.7244 +2022-03-10 23:33:28,610 - davarocr - INFO - Epoch [9][410/541] lr: 3.127e-05, eta: 1:07:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0019, loss: 0.0045, grad_norm: 3.7350 +2022-03-10 23:33:29,489 - davarocr - INFO - Epoch [9][415/541] lr: 3.130e-05, eta: 1:07:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0022, grad_norm: 3.7739 +2022-03-10 23:33:30,369 - davarocr - INFO - Epoch [9][420/541] lr: 3.134e-05, eta: 1:07:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0012, loss: 0.0026, grad_norm: 3.7185 +2022-03-10 23:33:31,250 - davarocr - INFO - Epoch [9][425/541] lr: 3.137e-05, eta: 1:07:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0051, loss: 0.0092, grad_norm: 3.7216 +2022-03-10 23:33:32,145 - davarocr - INFO - Epoch [9][430/541] lr: 3.140e-05, eta: 1:07:42, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0035, loss: 0.0065, grad_norm: 3.9753 +2022-03-10 23:33:33,042 - davarocr - INFO - Epoch [9][435/541] lr: 3.144e-05, eta: 1:07:41, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0097, end_loss: 0.0080, loss: 0.0178, grad_norm: 3.8824 +2022-03-10 23:33:33,931 - davarocr - INFO - Epoch [9][440/541] lr: 3.147e-05, eta: 1:07:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0053, loss: 0.0075, grad_norm: 3.8128 +2022-03-10 23:33:34,830 - davarocr - INFO - Epoch [9][445/541] lr: 3.150e-05, eta: 1:07:39, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0028, end_loss: 0.0047, loss: 0.0075, grad_norm: 3.7525 +2022-03-10 23:33:35,741 - davarocr - INFO - Epoch [9][450/541] lr: 3.154e-05, eta: 1:07:38, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0090, end_loss: 0.0086, loss: 0.0176, grad_norm: 3.9739 +2022-03-10 23:33:36,640 - davarocr - INFO - Epoch [9][455/541] lr: 3.157e-05, eta: 1:07:37, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0050, end_loss: 0.0062, loss: 0.0111, grad_norm: 3.9518 +2022-03-10 23:33:37,542 - davarocr - INFO - Epoch [9][460/541] lr: 3.160e-05, eta: 1:07:37, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0043, end_loss: 0.0068, loss: 0.0112, grad_norm: 3.9733 +2022-03-10 23:33:38,444 - davarocr - INFO - Epoch [9][465/541] lr: 3.163e-05, eta: 1:07:36, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0049, loss: 0.0080, grad_norm: 3.8927 +2022-03-10 23:33:39,366 - davarocr - INFO - Epoch [9][470/541] lr: 3.167e-05, eta: 1:07:35, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0060, end_loss: 0.0053, loss: 0.0113, grad_norm: 3.9030 +2022-03-10 23:33:40,262 - davarocr - INFO - Epoch [9][475/541] lr: 3.170e-05, eta: 1:07:34, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0071, end_loss: 0.0022, loss: 0.0092, grad_norm: 3.8458 +2022-03-10 23:33:41,135 - davarocr - INFO - Epoch [9][480/541] lr: 3.173e-05, eta: 1:07:33, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0057, end_loss: 0.0028, loss: 0.0085, grad_norm: 4.0992 +2022-03-10 23:33:42,037 - davarocr - INFO - Epoch [9][485/541] lr: 3.177e-05, eta: 1:07:32, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0050, end_loss: 0.0032, loss: 0.0083, grad_norm: 3.8603 +2022-03-10 23:33:42,920 - davarocr - INFO - Epoch [9][490/541] lr: 3.180e-05, eta: 1:07:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0019, loss: 0.0035, grad_norm: 3.9077 +2022-03-10 23:33:43,802 - davarocr - INFO - Epoch [9][495/541] lr: 3.183e-05, eta: 1:07:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0018, loss: 0.0034, grad_norm: 3.8877 +2022-03-10 23:33:44,697 - davarocr - INFO - Epoch [9][500/541] lr: 3.187e-05, eta: 1:07:29, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0078, end_loss: 0.0078, loss: 0.0156, grad_norm: 3.8868 +2022-03-10 23:33:45,579 - davarocr - INFO - Epoch [9][505/541] lr: 3.190e-05, eta: 1:07:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0073, end_loss: 0.0095, loss: 0.0167, grad_norm: 3.8909 +2022-03-10 23:33:46,457 - davarocr - INFO - Epoch [9][510/541] lr: 3.193e-05, eta: 1:07:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0020, loss: 0.0044, grad_norm: 3.8072 +2022-03-10 23:33:47,343 - davarocr - INFO - Epoch [9][515/541] lr: 3.196e-05, eta: 1:07:25, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0064, loss: 0.0101, grad_norm: 3.9090 +2022-03-10 23:33:48,227 - davarocr - INFO - Epoch [9][520/541] lr: 3.200e-05, eta: 1:07:24, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0055, end_loss: 0.0038, loss: 0.0093, grad_norm: 3.9000 +2022-03-10 23:33:49,141 - davarocr - INFO - Epoch [9][525/541] lr: 3.203e-05, eta: 1:07:23, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0026, loss: 0.0037, grad_norm: 3.8323 +2022-03-10 23:33:50,031 - davarocr - INFO - Epoch [9][530/541] lr: 3.206e-05, eta: 1:07:22, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0039, end_loss: 0.0046, loss: 0.0085, grad_norm: 3.8538 +2022-03-10 23:33:50,907 - davarocr - INFO - Epoch [9][535/541] lr: 3.210e-05, eta: 1:07:21, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0059, loss: 0.0107, grad_norm: 3.7730 +2022-03-10 23:33:51,780 - davarocr - INFO - Epoch [9][540/541] lr: 3.213e-05, eta: 1:07:20, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0027, end_loss: 0.0020, loss: 0.0047, grad_norm: 3.7711 +2022-03-10 23:34:05,755 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:34:05,756 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:34:05,756 - davarocr - INFO - Epoch(val) [9][541] LOC: {'precision': 0.9382192610539067, 'recall': 0.9286570743405276, 'f1-score': 0.9334136788189213}, PER: {'precision': 0.9705694177863083, 'recall': 0.9381570810142239, 'f1-score': 0.9540880503144654}, MISC: {'precision': 0.8586466165413534, 'recall': 0.8133903133903134, 'f1-score': 0.8354059985369422}, ORG: {'precision': 0.8566610455311973, 'recall': 0.917519566526189, 'f1-score': 0.8860465116279069}, all: {'precision': 0.9121597737716508, 'recall': 0.9137747875354107, 'f1-score': 0.9129665664249071}, hmean: 0.9130 +2022-03-10 23:34:09,140 - davarocr - INFO - Epoch [10][5/541] lr: 3.106e-05, eta: 1:07:30, time: 0.672, data_time: 0.488, memory: 5192, start_loss: 0.0016, end_loss: 0.0014, loss: 0.0030, grad_norm: 3.7611 +2022-03-10 23:34:10,032 - davarocr - INFO - Epoch [10][10/541] lr: 3.109e-05, eta: 1:07:29, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0019, loss: 0.0041, grad_norm: 3.7957 +2022-03-10 23:34:10,929 - davarocr - INFO - Epoch [10][15/541] lr: 3.112e-05, eta: 1:07:28, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0047, end_loss: 0.0028, loss: 0.0075, grad_norm: 3.8653 +2022-03-10 23:34:11,838 - davarocr - INFO - Epoch [10][20/541] lr: 3.116e-05, eta: 1:07:27, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 3.7731 +2022-03-10 23:34:12,734 - davarocr - INFO - Epoch [10][25/541] lr: 3.119e-05, eta: 1:07:26, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0021, end_loss: 0.0034, loss: 0.0054, grad_norm: 3.8064 +2022-03-10 23:34:13,641 - davarocr - INFO - Epoch [10][30/541] lr: 3.122e-05, eta: 1:07:25, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0048, loss: 0.0068, grad_norm: 3.8641 +2022-03-10 23:34:14,571 - davarocr - INFO - Epoch [10][35/541] lr: 3.125e-05, eta: 1:07:24, time: 0.186, data_time: 0.009, memory: 5192, start_loss: 0.0016, end_loss: 0.0012, loss: 0.0028, grad_norm: 3.8199 +2022-03-10 23:34:15,483 - davarocr - INFO - Epoch [10][40/541] lr: 3.128e-05, eta: 1:07:23, time: 0.185, data_time: 0.010, memory: 5192, start_loss: 0.0022, end_loss: 0.0017, loss: 0.0039, grad_norm: 3.8248 +2022-03-10 23:34:16,393 - davarocr - INFO - Epoch [10][45/541] lr: 3.131e-05, eta: 1:07:22, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0012, grad_norm: 3.7796 +2022-03-10 23:34:17,303 - davarocr - INFO - Epoch [10][50/541] lr: 3.135e-05, eta: 1:07:21, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0031, loss: 0.0043, grad_norm: 3.8175 +2022-03-10 23:34:18,213 - davarocr - INFO - Epoch [10][55/541] lr: 3.138e-05, eta: 1:07:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0023, loss: 0.0026, grad_norm: 3.8348 +2022-03-10 23:34:19,137 - davarocr - INFO - Epoch [10][60/541] lr: 3.141e-05, eta: 1:07:19, time: 0.185, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0021, loss: 0.0056, grad_norm: 3.9636 +2022-03-10 23:34:20,033 - davarocr - INFO - Epoch [10][65/541] lr: 3.144e-05, eta: 1:07:18, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0042, loss: 0.0068, grad_norm: 3.9051 +2022-03-10 23:34:20,942 - davarocr - INFO - Epoch [10][70/541] lr: 3.147e-05, eta: 1:07:17, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0052, end_loss: 0.0057, loss: 0.0108, grad_norm: 3.8847 +2022-03-10 23:34:21,847 - davarocr - INFO - Epoch [10][75/541] lr: 3.151e-05, eta: 1:07:16, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0016, loss: 0.0036, grad_norm: 3.8314 +2022-03-10 23:34:22,755 - davarocr - INFO - Epoch [10][80/541] lr: 3.154e-05, eta: 1:07:16, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0006, grad_norm: 3.8082 +2022-03-10 23:34:23,661 - davarocr - INFO - Epoch [10][85/541] lr: 3.157e-05, eta: 1:07:15, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0062, loss: 0.0096, grad_norm: 3.8582 +2022-03-10 23:34:24,579 - davarocr - INFO - Epoch [10][90/541] lr: 3.160e-05, eta: 1:07:14, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0012, loss: 0.0018, grad_norm: 3.8243 +2022-03-10 23:34:25,479 - davarocr - INFO - Epoch [10][95/541] lr: 3.163e-05, eta: 1:07:13, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0015, grad_norm: 3.8276 +2022-03-10 23:34:26,397 - davarocr - INFO - Epoch [10][100/541] lr: 3.167e-05, eta: 1:07:12, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0008, loss: 0.0023, grad_norm: 3.8667 +2022-03-10 23:34:27,296 - davarocr - INFO - Epoch [10][105/541] lr: 3.170e-05, eta: 1:07:11, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0039, end_loss: 0.0031, loss: 0.0070, grad_norm: 3.9073 +2022-03-10 23:34:28,200 - davarocr - INFO - Epoch [10][110/541] lr: 3.173e-05, eta: 1:07:10, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0021, loss: 0.0041, grad_norm: 3.8543 +2022-03-10 23:34:29,101 - davarocr - INFO - Epoch [10][115/541] lr: 3.176e-05, eta: 1:07:09, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0089, end_loss: 0.0065, loss: 0.0154, grad_norm: 4.2138 +2022-03-10 23:34:30,017 - davarocr - INFO - Epoch [10][120/541] lr: 3.179e-05, eta: 1:07:08, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0010, loss: 0.0034, grad_norm: 3.8359 +2022-03-10 23:34:30,929 - davarocr - INFO - Epoch [10][125/541] lr: 3.182e-05, eta: 1:07:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0068, end_loss: 0.0025, loss: 0.0093, grad_norm: 4.0173 +2022-03-10 23:34:31,835 - davarocr - INFO - Epoch [10][130/541] lr: 3.186e-05, eta: 1:07:06, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0017, loss: 0.0037, grad_norm: 3.8648 +2022-03-10 23:34:32,736 - davarocr - INFO - Epoch [10][135/541] lr: 3.189e-05, eta: 1:07:05, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0015, loss: 0.0040, grad_norm: 3.8903 +2022-03-10 23:34:33,631 - davarocr - INFO - Epoch [10][140/541] lr: 3.192e-05, eta: 1:07:04, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0017, loss: 0.0029, grad_norm: 3.8666 +2022-03-10 23:34:34,531 - davarocr - INFO - Epoch [10][145/541] lr: 3.195e-05, eta: 1:07:03, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0020, loss: 0.0029, grad_norm: 3.8397 +2022-03-10 23:34:35,440 - davarocr - INFO - Epoch [10][150/541] lr: 3.198e-05, eta: 1:07:02, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0035, loss: 0.0057, grad_norm: 3.8831 +2022-03-10 23:34:36,345 - davarocr - INFO - Epoch [10][155/541] lr: 3.202e-05, eta: 1:07:01, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0027, loss: 0.0045, grad_norm: 3.8885 +2022-03-10 23:34:37,248 - davarocr - INFO - Epoch [10][160/541] lr: 3.205e-05, eta: 1:07:00, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0033, loss: 0.0048, grad_norm: 3.8611 +2022-03-10 23:34:38,152 - davarocr - INFO - Epoch [10][165/541] lr: 3.208e-05, eta: 1:06:59, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0008, loss: 0.0026, grad_norm: 3.8888 +2022-03-10 23:34:39,052 - davarocr - INFO - Epoch [10][170/541] lr: 3.211e-05, eta: 1:06:58, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0036, loss: 0.0047, grad_norm: 3.8825 +2022-03-10 23:34:39,949 - davarocr - INFO - Epoch [10][175/541] lr: 3.214e-05, eta: 1:06:58, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0027, loss: 0.0050, grad_norm: 3.9038 +2022-03-10 23:34:40,860 - davarocr - INFO - Epoch [10][180/541] lr: 3.218e-05, eta: 1:06:57, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0014, loss: 0.0028, grad_norm: 3.8779 +2022-03-10 23:34:41,764 - davarocr - INFO - Epoch [10][185/541] lr: 3.221e-05, eta: 1:06:56, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0030, loss: 0.0070, grad_norm: 3.9290 +2022-03-10 23:34:42,670 - davarocr - INFO - Epoch [10][190/541] lr: 3.224e-05, eta: 1:06:55, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0023, loss: 0.0048, grad_norm: 3.9801 +2022-03-10 23:34:43,568 - davarocr - INFO - Epoch [10][195/541] lr: 3.227e-05, eta: 1:06:54, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0024, loss: 0.0034, grad_norm: 3.9108 +2022-03-10 23:34:44,482 - davarocr - INFO - Epoch [10][200/541] lr: 3.230e-05, eta: 1:06:53, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0029, loss: 0.0060, grad_norm: 4.1134 +2022-03-10 23:34:45,393 - davarocr - INFO - Epoch [10][205/541] lr: 3.233e-05, eta: 1:06:52, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0009, loss: 0.0016, grad_norm: 3.8520 +2022-03-10 23:34:46,299 - davarocr - INFO - Epoch [10][210/541] lr: 3.237e-05, eta: 1:06:51, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0014, loss: 0.0027, grad_norm: 3.9383 +2022-03-10 23:34:47,205 - davarocr - INFO - Epoch [10][215/541] lr: 3.240e-05, eta: 1:06:50, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0042, end_loss: 0.0046, loss: 0.0088, grad_norm: 3.9850 +2022-03-10 23:34:48,104 - davarocr - INFO - Epoch [10][220/541] lr: 3.243e-05, eta: 1:06:49, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0010, loss: 0.0037, grad_norm: 3.8715 +2022-03-10 23:34:49,003 - davarocr - INFO - Epoch [10][225/541] lr: 3.246e-05, eta: 1:06:48, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0007, loss: 0.0018, grad_norm: 3.8355 +2022-03-10 23:34:49,900 - davarocr - INFO - Epoch [10][230/541] lr: 3.249e-05, eta: 1:06:47, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0062, loss: 0.0103, grad_norm: 4.0150 +2022-03-10 23:34:50,808 - davarocr - INFO - Epoch [10][235/541] lr: 3.253e-05, eta: 1:06:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0037, loss: 0.0065, grad_norm: 3.8950 +2022-03-10 23:34:51,710 - davarocr - INFO - Epoch [10][240/541] lr: 3.256e-05, eta: 1:06:45, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0020, loss: 0.0040, grad_norm: 3.8415 +2022-03-10 23:34:52,619 - davarocr - INFO - Epoch [10][245/541] lr: 3.259e-05, eta: 1:06:44, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0072, loss: 0.0082, grad_norm: 3.9549 +2022-03-10 23:34:53,523 - davarocr - INFO - Epoch [10][250/541] lr: 3.262e-05, eta: 1:06:43, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 3.8677 +2022-03-10 23:34:54,431 - davarocr - INFO - Epoch [10][255/541] lr: 3.265e-05, eta: 1:06:42, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0044, loss: 0.0073, grad_norm: 3.8602 +2022-03-10 23:34:55,332 - davarocr - INFO - Epoch [10][260/541] lr: 3.269e-05, eta: 1:06:41, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0019, loss: 0.0041, grad_norm: 3.8875 +2022-03-10 23:34:56,236 - davarocr - INFO - Epoch [10][265/541] lr: 3.272e-05, eta: 1:06:40, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0009, loss: 0.0034, grad_norm: 3.9374 +2022-03-10 23:34:57,124 - davarocr - INFO - Epoch [10][270/541] lr: 3.275e-05, eta: 1:06:39, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0014, loss: 0.0034, grad_norm: 3.9191 +2022-03-10 23:34:58,013 - davarocr - INFO - Epoch [10][275/541] lr: 3.278e-05, eta: 1:06:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0013, loss: 0.0023, grad_norm: 3.8929 +2022-03-10 23:34:58,900 - davarocr - INFO - Epoch [10][280/541] lr: 3.281e-05, eta: 1:06:37, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 3.8986 +2022-03-10 23:34:59,784 - davarocr - INFO - Epoch [10][285/541] lr: 3.284e-05, eta: 1:06:36, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0026, end_loss: 0.0038, loss: 0.0063, grad_norm: 3.9250 +2022-03-10 23:35:00,673 - davarocr - INFO - Epoch [10][290/541] lr: 3.288e-05, eta: 1:06:35, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0012, loss: 0.0031, grad_norm: 3.8732 +2022-03-10 23:35:01,559 - davarocr - INFO - Epoch [10][295/541] lr: 3.291e-05, eta: 1:06:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0030, loss: 0.0033, grad_norm: 3.8733 +2022-03-10 23:35:02,449 - davarocr - INFO - Epoch [10][300/541] lr: 3.294e-05, eta: 1:06:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0010, loss: 0.0021, grad_norm: 3.9159 +2022-03-10 23:35:03,338 - davarocr - INFO - Epoch [10][305/541] lr: 3.297e-05, eta: 1:06:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0019, loss: 0.0040, grad_norm: 4.0758 +2022-03-10 23:35:04,216 - davarocr - INFO - Epoch [10][310/541] lr: 3.300e-05, eta: 1:06:31, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0029, end_loss: 0.0016, loss: 0.0044, grad_norm: 4.0336 +2022-03-10 23:35:05,103 - davarocr - INFO - Epoch [10][315/541] lr: 3.304e-05, eta: 1:06:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0054, end_loss: 0.0011, loss: 0.0065, grad_norm: 3.9297 +2022-03-10 23:35:05,986 - davarocr - INFO - Epoch [10][320/541] lr: 3.307e-05, eta: 1:06:29, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0082, end_loss: 0.0074, loss: 0.0155, grad_norm: 4.1730 +2022-03-10 23:35:06,869 - davarocr - INFO - Epoch [10][325/541] lr: 3.310e-05, eta: 1:06:28, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0047, end_loss: 0.0040, loss: 0.0087, grad_norm: 3.9753 +2022-03-10 23:35:07,758 - davarocr - INFO - Epoch [10][330/541] lr: 3.313e-05, eta: 1:06:27, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0019, end_loss: 0.0016, loss: 0.0034, grad_norm: 3.9508 +2022-03-10 23:35:08,636 - davarocr - INFO - Epoch [10][335/541] lr: 3.316e-05, eta: 1:06:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0016, loss: 0.0030, grad_norm: 3.8551 +2022-03-10 23:35:09,513 - davarocr - INFO - Epoch [10][340/541] lr: 3.320e-05, eta: 1:06:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0071, loss: 0.0107, grad_norm: 3.9686 +2022-03-10 23:35:10,393 - davarocr - INFO - Epoch [10][345/541] lr: 3.323e-05, eta: 1:06:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0053, end_loss: 0.0085, loss: 0.0138, grad_norm: 4.3964 +2022-03-10 23:35:11,272 - davarocr - INFO - Epoch [10][350/541] lr: 3.326e-05, eta: 1:06:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0037, end_loss: 0.0033, loss: 0.0070, grad_norm: 3.3699 +2022-03-10 23:35:12,156 - davarocr - INFO - Epoch [10][355/541] lr: 3.329e-05, eta: 1:06:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0074, end_loss: 0.0090, loss: 0.0164, grad_norm: 3.3781 +2022-03-10 23:35:13,042 - davarocr - INFO - Epoch [10][360/541] lr: 3.332e-05, eta: 1:06:21, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0039, loss: 0.0056, grad_norm: 3.2619 +2022-03-10 23:35:13,934 - davarocr - INFO - Epoch [10][365/541] lr: 3.335e-05, eta: 1:06:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0031, loss: 0.0064, grad_norm: 3.3198 +2022-03-10 23:35:14,813 - davarocr - INFO - Epoch [10][370/541] lr: 3.339e-05, eta: 1:06:19, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0050, end_loss: 0.0044, loss: 0.0094, grad_norm: 3.6491 +2022-03-10 23:35:15,708 - davarocr - INFO - Epoch [10][375/541] lr: 3.342e-05, eta: 1:06:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0057, loss: 0.0076, grad_norm: 3.3435 +2022-03-10 23:35:16,596 - davarocr - INFO - Epoch [10][380/541] lr: 3.345e-05, eta: 1:06:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0031, loss: 0.0056, grad_norm: 3.2931 +2022-03-10 23:35:17,485 - davarocr - INFO - Epoch [10][385/541] lr: 3.348e-05, eta: 1:06:16, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0031, loss: 0.0054, grad_norm: 3.3262 +2022-03-10 23:35:18,375 - davarocr - INFO - Epoch [10][390/541] lr: 3.351e-05, eta: 1:06:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0012, loss: 0.0052, grad_norm: 3.4548 +2022-03-10 23:35:19,256 - davarocr - INFO - Epoch [10][395/541] lr: 3.355e-05, eta: 1:06:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0114, end_loss: 0.0045, loss: 0.0159, grad_norm: 3.4210 +2022-03-10 23:35:20,141 - davarocr - INFO - Epoch [10][400/541] lr: 3.358e-05, eta: 1:06:13, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0019, end_loss: 0.0024, loss: 0.0043, grad_norm: 3.3063 +2022-03-10 23:35:21,024 - davarocr - INFO - Epoch [10][405/541] lr: 3.361e-05, eta: 1:06:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0067, loss: 0.0117, grad_norm: 3.4902 +2022-03-10 23:35:21,910 - davarocr - INFO - Epoch [10][410/541] lr: 3.364e-05, eta: 1:06:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0047, loss: 0.0085, grad_norm: 3.3268 +2022-03-10 23:35:22,786 - davarocr - INFO - Epoch [10][415/541] lr: 3.367e-05, eta: 1:06:10, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0040, loss: 0.0060, grad_norm: 3.2836 +2022-03-10 23:35:23,664 - davarocr - INFO - Epoch [10][420/541] lr: 3.371e-05, eta: 1:06:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0034, loss: 0.0055, grad_norm: 3.2946 +2022-03-10 23:35:24,563 - davarocr - INFO - Epoch [10][425/541] lr: 3.374e-05, eta: 1:06:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0054, end_loss: 0.0044, loss: 0.0098, grad_norm: 3.3770 +2022-03-10 23:35:25,447 - davarocr - INFO - Epoch [10][430/541] lr: 3.377e-05, eta: 1:06:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0047, loss: 0.0067, grad_norm: 3.3778 +2022-03-10 23:35:26,328 - davarocr - INFO - Epoch [10][435/541] lr: 3.380e-05, eta: 1:06:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0048, end_loss: 0.0050, loss: 0.0097, grad_norm: 3.4584 +2022-03-10 23:35:27,215 - davarocr - INFO - Epoch [10][440/541] lr: 3.383e-05, eta: 1:06:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0016, loss: 0.0037, grad_norm: 3.2913 +2022-03-10 23:35:28,103 - davarocr - INFO - Epoch [10][445/541] lr: 3.386e-05, eta: 1:06:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0012, loss: 0.0027, grad_norm: 3.3939 +2022-03-10 23:35:28,983 - davarocr - INFO - Epoch [10][450/541] lr: 3.390e-05, eta: 1:06:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0042, loss: 0.0055, grad_norm: 3.3083 +2022-03-10 23:35:29,867 - davarocr - INFO - Epoch [10][455/541] lr: 3.393e-05, eta: 1:06:01, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0018, loss: 0.0034, grad_norm: 3.3764 +2022-03-10 23:35:30,766 - davarocr - INFO - Epoch [10][460/541] lr: 3.396e-05, eta: 1:06:01, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0028, loss: 0.0033, grad_norm: 3.3403 +2022-03-10 23:35:31,641 - davarocr - INFO - Epoch [10][465/541] lr: 3.399e-05, eta: 1:05:59, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0012, end_loss: 0.0043, loss: 0.0055, grad_norm: 3.5495 +2022-03-10 23:35:32,527 - davarocr - INFO - Epoch [10][470/541] lr: 3.402e-05, eta: 1:05:58, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0047, end_loss: 0.0039, loss: 0.0086, grad_norm: 3.4052 +2022-03-10 23:35:33,418 - davarocr - INFO - Epoch [10][475/541] lr: 3.406e-05, eta: 1:05:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0087, end_loss: 0.0042, loss: 0.0129, grad_norm: 3.3863 +2022-03-10 23:35:34,333 - davarocr - INFO - Epoch [10][480/541] lr: 3.409e-05, eta: 1:05:57, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0014, end_loss: 0.0027, loss: 0.0041, grad_norm: 3.3684 +2022-03-10 23:35:35,210 - davarocr - INFO - Epoch [10][485/541] lr: 3.412e-05, eta: 1:05:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0037, end_loss: 0.0032, loss: 0.0068, grad_norm: 3.3752 +2022-03-10 23:35:36,087 - davarocr - INFO - Epoch [10][490/541] lr: 3.415e-05, eta: 1:05:54, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0022, end_loss: 0.0026, loss: 0.0048, grad_norm: 3.2681 +2022-03-10 23:35:36,977 - davarocr - INFO - Epoch [10][495/541] lr: 3.418e-05, eta: 1:05:53, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0052, end_loss: 0.0060, loss: 0.0111, grad_norm: 3.3863 +2022-03-10 23:35:37,872 - davarocr - INFO - Epoch [10][500/541] lr: 3.422e-05, eta: 1:05:52, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0015, loss: 0.0021, grad_norm: 3.2962 +2022-03-10 23:35:38,759 - davarocr - INFO - Epoch [10][505/541] lr: 3.425e-05, eta: 1:05:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0058, loss: 0.0068, grad_norm: 3.4630 +2022-03-10 23:35:39,642 - davarocr - INFO - Epoch [10][510/541] lr: 3.428e-05, eta: 1:05:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0043, end_loss: 0.0052, loss: 0.0095, grad_norm: 3.3877 +2022-03-10 23:35:40,536 - davarocr - INFO - Epoch [10][515/541] lr: 3.431e-05, eta: 1:05:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0051, end_loss: 0.0043, loss: 0.0093, grad_norm: 3.3958 +2022-03-10 23:35:41,426 - davarocr - INFO - Epoch [10][520/541] lr: 3.434e-05, eta: 1:05:48, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0055, loss: 0.0069, grad_norm: 3.4098 +2022-03-10 23:35:42,316 - davarocr - INFO - Epoch [10][525/541] lr: 3.437e-05, eta: 1:05:47, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0063, loss: 0.0073, grad_norm: 3.4157 +2022-03-10 23:35:43,196 - davarocr - INFO - Epoch [10][530/541] lr: 3.441e-05, eta: 1:05:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0043, end_loss: 0.0033, loss: 0.0076, grad_norm: 3.4920 +2022-03-10 23:35:44,075 - davarocr - INFO - Epoch [10][535/541] lr: 3.444e-05, eta: 1:05:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0087, loss: 0.0129, grad_norm: 3.5436 +2022-03-10 23:35:44,951 - davarocr - INFO - Epoch [10][540/541] lr: 3.447e-05, eta: 1:05:44, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0065, end_loss: 0.0056, loss: 0.0120, grad_norm: 3.4370 +2022-03-10 23:35:58,736 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:35:58,737 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:35:58,737 - davarocr - INFO - Epoch(val) [10][541] LOC: {'precision': 0.945712523133868, 'recall': 0.9190647482014388, 'f1-score': 0.9321982365460626}, PER: {'precision': 0.9706632653061225, 'recall': 0.9412492269635127, 'f1-score': 0.9557299843014129}, MISC: {'precision': 0.7936085219707057, 'recall': 0.8490028490028491, 'f1-score': 0.8203716448726773}, ORG: {'precision': 0.88459250446163, 'recall': 0.8952438290186635, 'f1-score': 0.8898862956313583}, all: {'precision': 0.9140722291407223, 'recall': 0.9097025495750708, 'f1-score': 0.9118821545833703}, hmean: 0.9119 +2022-03-10 23:36:02,107 - davarocr - INFO - Epoch [11][5/541] lr: 3.333e-05, eta: 1:05:52, time: 0.673, data_time: 0.489, memory: 5192, start_loss: 0.0031, end_loss: 0.0011, loss: 0.0041, grad_norm: 3.3578 +2022-03-10 23:36:02,996 - davarocr - INFO - Epoch [11][10/541] lr: 3.333e-05, eta: 1:05:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0026, loss: 0.0067, grad_norm: 3.3875 +2022-03-10 23:36:03,880 - davarocr - INFO - Epoch [11][15/541] lr: 3.333e-05, eta: 1:05:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0009, loss: 0.0024, grad_norm: 3.3225 +2022-03-10 23:36:04,772 - davarocr - INFO - Epoch [11][20/541] lr: 3.333e-05, eta: 1:05:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0036, loss: 0.0060, grad_norm: 3.4684 +2022-03-10 23:36:05,665 - davarocr - INFO - Epoch [11][25/541] lr: 3.333e-05, eta: 1:05:48, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0056, end_loss: 0.0042, loss: 0.0099, grad_norm: 3.6306 +2022-03-10 23:36:06,652 - davarocr - INFO - Epoch [11][30/541] lr: 3.333e-05, eta: 1:05:48, time: 0.197, data_time: 0.024, memory: 5192, start_loss: 0.0023, end_loss: 0.0048, loss: 0.0072, grad_norm: 3.3764 +2022-03-10 23:36:07,533 - davarocr - INFO - Epoch [11][35/541] lr: 3.333e-05, eta: 1:05:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0049, loss: 0.0085, grad_norm: 3.4466 +2022-03-10 23:36:08,405 - davarocr - INFO - Epoch [11][40/541] lr: 3.333e-05, eta: 1:05:46, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0035, loss: 0.0054, grad_norm: 3.6109 +2022-03-10 23:36:09,301 - davarocr - INFO - Epoch [11][45/541] lr: 3.333e-05, eta: 1:05:45, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0022, end_loss: 0.0020, loss: 0.0043, grad_norm: 3.3971 +2022-03-10 23:36:10,186 - davarocr - INFO - Epoch [11][50/541] lr: 3.333e-05, eta: 1:05:43, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0034, end_loss: 0.0076, loss: 0.0110, grad_norm: 4.5351 +2022-03-10 23:36:11,075 - davarocr - INFO - Epoch [11][55/541] lr: 3.333e-05, eta: 1:05:42, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0078, loss: 0.0101, grad_norm: 1.6382 +2022-03-10 23:36:11,955 - davarocr - INFO - Epoch [11][60/541] lr: 3.333e-05, eta: 1:05:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0036, end_loss: 0.0079, loss: 0.0116, grad_norm: 2.0370 +2022-03-10 23:36:12,840 - davarocr - INFO - Epoch [11][65/541] lr: 3.333e-05, eta: 1:05:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0064, end_loss: 0.0059, loss: 0.0123, grad_norm: 2.2303 +2022-03-10 23:36:13,723 - davarocr - INFO - Epoch [11][70/541] lr: 3.333e-05, eta: 1:05:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0029, loss: 0.0050, grad_norm: 1.7424 +2022-03-10 23:36:14,605 - davarocr - INFO - Epoch [11][75/541] lr: 3.333e-05, eta: 1:05:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0019, loss: 0.0034, grad_norm: 1.6332 +2022-03-10 23:36:15,493 - davarocr - INFO - Epoch [11][80/541] lr: 3.333e-05, eta: 1:05:37, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0028, loss: 0.0050, grad_norm: 1.6514 +2022-03-10 23:36:16,382 - davarocr - INFO - Epoch [11][85/541] lr: 3.333e-05, eta: 1:05:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0021, loss: 0.0075, grad_norm: 1.7522 +2022-03-10 23:36:17,265 - davarocr - INFO - Epoch [11][90/541] lr: 3.333e-05, eta: 1:05:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0055, loss: 0.0091, grad_norm: 1.9254 +2022-03-10 23:36:18,143 - davarocr - INFO - Epoch [11][95/541] lr: 3.333e-05, eta: 1:05:34, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0022, loss: 0.0030, grad_norm: 1.6113 +2022-03-10 23:36:19,031 - davarocr - INFO - Epoch [11][100/541] lr: 3.333e-05, eta: 1:05:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.6044 +2022-03-10 23:36:19,917 - davarocr - INFO - Epoch [11][105/541] lr: 3.333e-05, eta: 1:05:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0020, loss: 0.0033, grad_norm: 1.6892 +2022-03-10 23:36:20,797 - davarocr - INFO - Epoch [11][110/541] lr: 3.333e-05, eta: 1:05:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0034, end_loss: 0.0025, loss: 0.0059, grad_norm: 2.1901 +2022-03-10 23:36:21,673 - davarocr - INFO - Epoch [11][115/541] lr: 3.333e-05, eta: 1:05:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0047, end_loss: 0.0024, loss: 0.0071, grad_norm: 1.9375 +2022-03-10 23:36:22,572 - davarocr - INFO - Epoch [11][120/541] lr: 3.333e-05, eta: 1:05:29, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0006, loss: 0.0023, grad_norm: 1.6901 +2022-03-10 23:36:23,458 - davarocr - INFO - Epoch [11][125/541] lr: 3.333e-05, eta: 1:05:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0073, loss: 0.0100, grad_norm: 1.7957 +2022-03-10 23:36:24,345 - davarocr - INFO - Epoch [11][130/541] lr: 3.333e-05, eta: 1:05:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0026, loss: 0.0080, grad_norm: 1.9560 +2022-03-10 23:36:25,240 - davarocr - INFO - Epoch [11][135/541] lr: 3.333e-05, eta: 1:05:26, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0061, loss: 0.0101, grad_norm: 1.7670 +2022-03-10 23:36:26,119 - davarocr - INFO - Epoch [11][140/541] lr: 3.333e-05, eta: 1:05:25, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0067, end_loss: 0.0051, loss: 0.0119, grad_norm: 1.9508 +2022-03-10 23:36:27,002 - davarocr - INFO - Epoch [11][145/541] lr: 3.333e-05, eta: 1:05:24, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0027, loss: 0.0040, grad_norm: 1.7435 +2022-03-10 23:36:27,886 - davarocr - INFO - Epoch [11][150/541] lr: 3.333e-05, eta: 1:05:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0038, loss: 0.0061, grad_norm: 1.7946 +2022-03-10 23:36:28,772 - davarocr - INFO - Epoch [11][155/541] lr: 3.333e-05, eta: 1:05:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0032, loss: 0.0040, grad_norm: 1.7243 +2022-03-10 23:36:29,651 - davarocr - INFO - Epoch [11][160/541] lr: 3.333e-05, eta: 1:05:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0026, end_loss: 0.0019, loss: 0.0045, grad_norm: 1.9244 +2022-03-10 23:36:30,528 - davarocr - INFO - Epoch [11][165/541] lr: 3.333e-05, eta: 1:05:20, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0027, end_loss: 0.0018, loss: 0.0045, grad_norm: 1.7560 +2022-03-10 23:36:31,410 - davarocr - INFO - Epoch [11][170/541] lr: 3.333e-05, eta: 1:05:19, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0036, loss: 0.0050, grad_norm: 1.8038 +2022-03-10 23:36:32,297 - davarocr - INFO - Epoch [11][175/541] lr: 3.333e-05, eta: 1:05:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.7112 +2022-03-10 23:36:33,172 - davarocr - INFO - Epoch [11][180/541] lr: 3.333e-05, eta: 1:05:17, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0020, loss: 0.0042, grad_norm: 1.7432 +2022-03-10 23:36:34,052 - davarocr - INFO - Epoch [11][185/541] lr: 3.333e-05, eta: 1:05:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0029, loss: 0.0048, grad_norm: 1.8398 +2022-03-10 23:36:34,930 - davarocr - INFO - Epoch [11][190/541] lr: 3.333e-05, eta: 1:05:15, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0015, loss: 0.0018, grad_norm: 1.7323 +2022-03-10 23:36:35,816 - davarocr - INFO - Epoch [11][195/541] lr: 3.333e-05, eta: 1:05:14, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0018, loss: 0.0035, grad_norm: 1.7662 +2022-03-10 23:36:36,697 - davarocr - INFO - Epoch [11][200/541] lr: 3.333e-05, eta: 1:05:13, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0038, loss: 0.0054, grad_norm: 2.1590 +2022-03-10 23:36:37,580 - davarocr - INFO - Epoch [11][205/541] lr: 3.333e-05, eta: 1:05:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0051, loss: 0.0082, grad_norm: 1.9856 +2022-03-10 23:36:38,467 - davarocr - INFO - Epoch [11][210/541] lr: 3.333e-05, eta: 1:05:11, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0022, loss: 0.0038, grad_norm: 1.7956 +2022-03-10 23:36:39,354 - davarocr - INFO - Epoch [11][215/541] lr: 3.333e-05, eta: 1:05:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0035, loss: 0.0062, grad_norm: 1.8384 +2022-03-10 23:36:40,240 - davarocr - INFO - Epoch [11][220/541] lr: 3.333e-05, eta: 1:05:09, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0032, loss: 0.0055, grad_norm: 2.1832 +2022-03-10 23:36:41,122 - davarocr - INFO - Epoch [11][225/541] lr: 3.333e-05, eta: 1:05:08, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0022, end_loss: 0.0036, loss: 0.0058, grad_norm: 1.8705 +2022-03-10 23:36:42,000 - davarocr - INFO - Epoch [11][230/541] lr: 3.333e-05, eta: 1:05:07, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0027, grad_norm: 1.8308 +2022-03-10 23:36:42,895 - davarocr - INFO - Epoch [11][235/541] lr: 3.333e-05, eta: 1:05:06, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0038, loss: 0.0059, grad_norm: 1.8858 +2022-03-10 23:36:43,777 - davarocr - INFO - Epoch [11][240/541] lr: 3.333e-05, eta: 1:05:05, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0029, end_loss: 0.0018, loss: 0.0047, grad_norm: 1.8840 +2022-03-10 23:36:44,658 - davarocr - INFO - Epoch [11][245/541] lr: 3.333e-05, eta: 1:05:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.8017 +2022-03-10 23:36:45,543 - davarocr - INFO - Epoch [11][250/541] lr: 3.333e-05, eta: 1:05:03, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0035, end_loss: 0.0096, loss: 0.0131, grad_norm: 2.7377 +2022-03-10 23:36:46,436 - davarocr - INFO - Epoch [11][255/541] lr: 3.333e-05, eta: 1:05:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0049, loss: 0.0078, grad_norm: 1.9625 +2022-03-10 23:36:47,309 - davarocr - INFO - Epoch [11][260/541] lr: 3.333e-05, eta: 1:05:00, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0044, loss: 0.0113, grad_norm: 2.2103 +2022-03-10 23:36:48,190 - davarocr - INFO - Epoch [11][265/541] lr: 3.333e-05, eta: 1:04:59, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.8173 +2022-03-10 23:36:49,071 - davarocr - INFO - Epoch [11][270/541] lr: 3.333e-05, eta: 1:04:58, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0046, end_loss: 0.0058, loss: 0.0104, grad_norm: 2.1439 +2022-03-10 23:36:49,958 - davarocr - INFO - Epoch [11][275/541] lr: 3.333e-05, eta: 1:04:57, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0059, end_loss: 0.0043, loss: 0.0102, grad_norm: 2.1109 +2022-03-10 23:36:50,839 - davarocr - INFO - Epoch [11][280/541] lr: 3.333e-05, eta: 1:04:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0043, end_loss: 0.0030, loss: 0.0073, grad_norm: 2.1774 +2022-03-10 23:36:51,725 - davarocr - INFO - Epoch [11][285/541] lr: 3.333e-05, eta: 1:04:55, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0023, end_loss: 0.0022, loss: 0.0045, grad_norm: 2.0770 +2022-03-10 23:36:52,611 - davarocr - INFO - Epoch [11][290/541] lr: 3.333e-05, eta: 1:04:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0065, end_loss: 0.0044, loss: 0.0109, grad_norm: 2.0255 +2022-03-10 23:36:53,493 - davarocr - INFO - Epoch [11][295/541] lr: 3.333e-05, eta: 1:04:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0052, loss: 0.0105, grad_norm: 2.0403 +2022-03-10 23:36:54,392 - davarocr - INFO - Epoch [11][300/541] lr: 3.333e-05, eta: 1:04:52, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0019, loss: 0.0041, grad_norm: 1.8632 +2022-03-10 23:36:55,276 - davarocr - INFO - Epoch [11][305/541] lr: 3.333e-05, eta: 1:04:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0054, loss: 0.0084, grad_norm: 2.1774 +2022-03-10 23:36:56,172 - davarocr - INFO - Epoch [11][310/541] lr: 3.333e-05, eta: 1:04:50, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0022, loss: 0.0040, grad_norm: 1.9387 +2022-03-10 23:36:57,062 - davarocr - INFO - Epoch [11][315/541] lr: 3.333e-05, eta: 1:04:49, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0005, loss: 0.0041, grad_norm: 1.9689 +2022-03-10 23:36:57,947 - davarocr - INFO - Epoch [11][320/541] lr: 3.333e-05, eta: 1:04:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0021, loss: 0.0027, grad_norm: 1.9004 +2022-03-10 23:36:58,832 - davarocr - INFO - Epoch [11][325/541] lr: 3.333e-05, eta: 1:04:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0021, loss: 0.0045, grad_norm: 2.0357 +2022-03-10 23:36:59,719 - davarocr - INFO - Epoch [11][330/541] lr: 3.333e-05, eta: 1:04:46, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0014, end_loss: 0.0003, loss: 0.0017, grad_norm: 1.8884 +2022-03-10 23:37:00,601 - davarocr - INFO - Epoch [11][335/541] lr: 3.333e-05, eta: 1:04:45, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0030, end_loss: 0.0048, loss: 0.0078, grad_norm: 2.1299 +2022-03-10 23:37:01,487 - davarocr - INFO - Epoch [11][340/541] lr: 3.333e-05, eta: 1:04:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.9860 +2022-03-10 23:37:02,371 - davarocr - INFO - Epoch [11][345/541] lr: 3.333e-05, eta: 1:04:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0056, loss: 0.0091, grad_norm: 2.2497 +2022-03-10 23:37:03,246 - davarocr - INFO - Epoch [11][350/541] lr: 3.333e-05, eta: 1:04:42, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0014, loss: 0.0040, grad_norm: 2.1688 +2022-03-10 23:37:04,126 - davarocr - INFO - Epoch [11][355/541] lr: 3.333e-05, eta: 1:04:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0018, loss: 0.0043, grad_norm: 2.1699 +2022-03-10 23:37:05,014 - davarocr - INFO - Epoch [11][360/541] lr: 3.333e-05, eta: 1:04:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0041, loss: 0.0079, grad_norm: 2.1595 +2022-03-10 23:37:05,898 - davarocr - INFO - Epoch [11][365/541] lr: 3.333e-05, eta: 1:04:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0028, loss: 0.0039, grad_norm: 2.0717 +2022-03-10 23:37:06,775 - davarocr - INFO - Epoch [11][370/541] lr: 3.333e-05, eta: 1:04:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0048, end_loss: 0.0030, loss: 0.0079, grad_norm: 2.1807 +2022-03-10 23:37:07,659 - davarocr - INFO - Epoch [11][375/541] lr: 3.333e-05, eta: 1:04:37, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0035, loss: 0.0057, grad_norm: 2.1021 +2022-03-10 23:37:08,535 - davarocr - INFO - Epoch [11][380/541] lr: 3.333e-05, eta: 1:04:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0031, loss: 0.0050, grad_norm: 2.0717 +2022-03-10 23:37:09,429 - davarocr - INFO - Epoch [11][385/541] lr: 3.333e-05, eta: 1:04:35, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0013, loss: 0.0022, grad_norm: 2.0374 +2022-03-10 23:37:10,308 - davarocr - INFO - Epoch [11][390/541] lr: 3.333e-05, eta: 1:04:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0019, loss: 0.0030, grad_norm: 2.0242 +2022-03-10 23:37:11,192 - davarocr - INFO - Epoch [11][395/541] lr: 3.333e-05, eta: 1:04:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0037, loss: 0.0044, grad_norm: 2.5384 +2022-03-10 23:37:12,073 - davarocr - INFO - Epoch [11][400/541] lr: 3.333e-05, eta: 1:04:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0011, loss: 0.0028, grad_norm: 2.0083 +2022-03-10 23:37:12,954 - davarocr - INFO - Epoch [11][405/541] lr: 3.333e-05, eta: 1:04:31, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0007, loss: 0.0020, grad_norm: 2.0673 +2022-03-10 23:37:13,840 - davarocr - INFO - Epoch [11][410/541] lr: 3.333e-05, eta: 1:04:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0026, loss: 0.0067, grad_norm: 2.1176 +2022-03-10 23:37:14,728 - davarocr - INFO - Epoch [11][415/541] lr: 3.333e-05, eta: 1:04:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0055, loss: 0.0066, grad_norm: 2.2908 +2022-03-10 23:37:15,611 - davarocr - INFO - Epoch [11][420/541] lr: 3.333e-05, eta: 1:04:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0022, loss: 0.0025, grad_norm: 2.0273 +2022-03-10 23:37:16,491 - davarocr - INFO - Epoch [11][425/541] lr: 3.333e-05, eta: 1:04:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0026, loss: 0.0035, grad_norm: 2.0517 +2022-03-10 23:37:17,366 - davarocr - INFO - Epoch [11][430/541] lr: 3.333e-05, eta: 1:04:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0061, end_loss: 0.0077, loss: 0.0139, grad_norm: 2.6850 +2022-03-10 23:37:18,254 - davarocr - INFO - Epoch [11][435/541] lr: 3.333e-05, eta: 1:04:25, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0050, end_loss: 0.0039, loss: 0.0088, grad_norm: 2.2038 +2022-03-10 23:37:19,134 - davarocr - INFO - Epoch [11][440/541] lr: 3.333e-05, eta: 1:04:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0025, loss: 0.0035, grad_norm: 2.0477 +2022-03-10 23:37:20,017 - davarocr - INFO - Epoch [11][445/541] lr: 3.333e-05, eta: 1:04:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0015, loss: 0.0032, grad_norm: 2.0519 +2022-03-10 23:37:20,901 - davarocr - INFO - Epoch [11][450/541] lr: 3.333e-05, eta: 1:04:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0022, grad_norm: 2.0495 +2022-03-10 23:37:21,796 - davarocr - INFO - Epoch [11][455/541] lr: 3.333e-05, eta: 1:04:21, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0038, loss: 0.0041, grad_norm: 2.0410 +2022-03-10 23:37:22,676 - davarocr - INFO - Epoch [11][460/541] lr: 3.333e-05, eta: 1:04:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0060, end_loss: 0.0040, loss: 0.0100, grad_norm: 2.1359 +2022-03-10 23:37:23,589 - davarocr - INFO - Epoch [11][465/541] lr: 3.333e-05, eta: 1:04:19, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0057, end_loss: 0.0026, loss: 0.0083, grad_norm: 2.2161 +2022-03-10 23:37:24,475 - davarocr - INFO - Epoch [11][470/541] lr: 3.333e-05, eta: 1:04:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0048, loss: 0.0081, grad_norm: 2.2486 +2022-03-10 23:37:25,361 - davarocr - INFO - Epoch [11][475/541] lr: 3.333e-05, eta: 1:04:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0065, loss: 0.0111, grad_norm: 2.1048 +2022-03-10 23:37:26,233 - davarocr - INFO - Epoch [11][480/541] lr: 3.333e-05, eta: 1:04:16, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0033, loss: 0.0054, grad_norm: 2.2828 +2022-03-10 23:37:27,120 - davarocr - INFO - Epoch [11][485/541] lr: 3.333e-05, eta: 1:04:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0039, loss: 0.0055, grad_norm: 2.1245 +2022-03-10 23:37:28,002 - davarocr - INFO - Epoch [11][490/541] lr: 3.333e-05, eta: 1:04:14, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0024, end_loss: 0.0019, loss: 0.0043, grad_norm: 2.1015 +2022-03-10 23:37:28,889 - davarocr - INFO - Epoch [11][495/541] lr: 3.333e-05, eta: 1:04:13, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0038, end_loss: 0.0020, loss: 0.0058, grad_norm: 2.1116 +2022-03-10 23:37:29,767 - davarocr - INFO - Epoch [11][500/541] lr: 3.333e-05, eta: 1:04:12, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0038, end_loss: 0.0042, loss: 0.0080, grad_norm: 2.1797 +2022-03-10 23:37:30,644 - davarocr - INFO - Epoch [11][505/541] lr: 3.333e-05, eta: 1:04:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0006, loss: 0.0035, grad_norm: 2.1107 +2022-03-10 23:37:31,526 - davarocr - INFO - Epoch [11][510/541] lr: 3.333e-05, eta: 1:04:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0017, loss: 0.0033, grad_norm: 2.1401 +2022-03-10 23:37:32,417 - davarocr - INFO - Epoch [11][515/541] lr: 3.333e-05, eta: 1:04:09, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0018, loss: 0.0048, grad_norm: 2.4478 +2022-03-10 23:37:33,323 - davarocr - INFO - Epoch [11][520/541] lr: 3.333e-05, eta: 1:04:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0041, loss: 0.0078, grad_norm: 2.1575 +2022-03-10 23:37:34,201 - davarocr - INFO - Epoch [11][525/541] lr: 3.333e-05, eta: 1:04:07, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0027, end_loss: 0.0028, loss: 0.0055, grad_norm: 2.7811 +2022-03-10 23:37:35,088 - davarocr - INFO - Epoch [11][530/541] lr: 3.333e-05, eta: 1:04:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0032, loss: 0.0070, grad_norm: 2.3082 +2022-03-10 23:37:35,986 - davarocr - INFO - Epoch [11][535/541] lr: 3.333e-05, eta: 1:04:05, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0070, end_loss: 0.0044, loss: 0.0115, grad_norm: 2.8391 +2022-03-10 23:37:36,856 - davarocr - INFO - Epoch [11][540/541] lr: 3.333e-05, eta: 1:04:04, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0034, loss: 0.0059, grad_norm: 2.3091 +2022-03-10 23:37:50,839 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:37:50,840 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:37:50,840 - davarocr - INFO - Epoch(val) [11][541] LOC: {'precision': 0.9105263157894737, 'recall': 0.9334532374100719, 'f1-score': 0.9218472468916518}, PER: {'precision': 0.9583333333333334, 'recall': 0.9529993815708101, 'f1-score': 0.9556589147286821}, MISC: {'precision': 0.8449275362318841, 'recall': 0.8304843304843305, 'f1-score': 0.8376436781609196}, ORG: {'precision': 0.9031657355679702, 'recall': 0.8759783263094522, 'f1-score': 0.8893643031784841}, all: {'precision': 0.9140416444207154, 'recall': 0.9093484419263456, 'f1-score': 0.9116890032839267}, hmean: 0.9117 +2022-03-10 23:37:54,219 - davarocr - INFO - Epoch [12][5/541] lr: 3.226e-05, eta: 1:04:11, time: 0.675, data_time: 0.488, memory: 5192, start_loss: 0.0005, end_loss: 0.0010, loss: 0.0015, grad_norm: 2.2066 +2022-03-10 23:37:55,098 - davarocr - INFO - Epoch [12][10/541] lr: 3.226e-05, eta: 1:04:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0058, end_loss: 0.0112, loss: 0.0171, grad_norm: 2.2616 +2022-03-10 23:37:55,979 - davarocr - INFO - Epoch [12][15/541] lr: 3.226e-05, eta: 1:04:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0095, end_loss: 0.0041, loss: 0.0136, grad_norm: 2.9391 +2022-03-10 23:37:56,856 - davarocr - INFO - Epoch [12][20/541] lr: 3.226e-05, eta: 1:04:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0008, loss: 0.0038, grad_norm: 2.0319 +2022-03-10 23:37:57,754 - davarocr - INFO - Epoch [12][25/541] lr: 3.226e-05, eta: 1:04:07, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0013, loss: 0.0025, grad_norm: 2.0047 +2022-03-10 23:37:58,645 - davarocr - INFO - Epoch [12][30/541] lr: 3.226e-05, eta: 1:04:06, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0063, loss: 0.0110, grad_norm: 2.1831 +2022-03-10 23:37:59,531 - davarocr - INFO - Epoch [12][35/541] lr: 3.226e-05, eta: 1:04:05, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0030, loss: 0.0043, grad_norm: 2.3846 +2022-03-10 23:38:00,420 - davarocr - INFO - Epoch [12][40/541] lr: 3.226e-05, eta: 1:04:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0018, loss: 0.0021, grad_norm: 1.9783 +2022-03-10 23:38:01,314 - davarocr - INFO - Epoch [12][45/541] lr: 3.226e-05, eta: 1:04:03, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0053, loss: 0.0079, grad_norm: 2.3309 +2022-03-10 23:38:02,225 - davarocr - INFO - Epoch [12][50/541] lr: 3.226e-05, eta: 1:04:02, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0019, loss: 0.0029, grad_norm: 2.0800 +2022-03-10 23:38:03,108 - davarocr - INFO - Epoch [12][55/541] lr: 3.226e-05, eta: 1:04:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 2.0472 +2022-03-10 23:38:04,005 - davarocr - INFO - Epoch [12][60/541] lr: 3.226e-05, eta: 1:04:00, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0036, loss: 0.0055, grad_norm: 2.0807 +2022-03-10 23:38:04,895 - davarocr - INFO - Epoch [12][65/541] lr: 3.226e-05, eta: 1:03:59, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0026, loss: 0.0039, grad_norm: 2.0549 +2022-03-10 23:38:05,785 - davarocr - INFO - Epoch [12][70/541] lr: 3.226e-05, eta: 1:03:58, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0028, loss: 0.0050, grad_norm: 2.3241 +2022-03-10 23:38:06,665 - davarocr - INFO - Epoch [12][75/541] lr: 3.226e-05, eta: 1:03:57, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0006, loss: 0.0019, grad_norm: 2.1306 +2022-03-10 23:38:07,561 - davarocr - INFO - Epoch [12][80/541] lr: 3.226e-05, eta: 1:03:56, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 2.0587 +2022-03-10 23:38:08,455 - davarocr - INFO - Epoch [12][85/541] lr: 3.226e-05, eta: 1:03:55, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0024, loss: 0.0059, grad_norm: 2.3274 +2022-03-10 23:38:09,359 - davarocr - INFO - Epoch [12][90/541] lr: 3.226e-05, eta: 1:03:54, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 2.1137 +2022-03-10 23:38:10,272 - davarocr - INFO - Epoch [12][95/541] lr: 3.226e-05, eta: 1:03:53, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 2.1101 +2022-03-10 23:38:11,182 - davarocr - INFO - Epoch [12][100/541] lr: 3.226e-05, eta: 1:03:52, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0002, loss: 0.0028, grad_norm: 2.0646 +2022-03-10 23:38:12,075 - davarocr - INFO - Epoch [12][105/541] lr: 3.226e-05, eta: 1:03:51, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0067, end_loss: 0.0025, loss: 0.0092, grad_norm: 2.4877 +2022-03-10 23:38:12,961 - davarocr - INFO - Epoch [12][110/541] lr: 3.226e-05, eta: 1:03:50, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0042, end_loss: 0.0045, loss: 0.0087, grad_norm: 2.2796 +2022-03-10 23:38:13,843 - davarocr - INFO - Epoch [12][115/541] lr: 3.226e-05, eta: 1:03:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0039, loss: 0.0069, grad_norm: 2.7406 +2022-03-10 23:38:14,732 - davarocr - INFO - Epoch [12][120/541] lr: 3.226e-05, eta: 1:03:48, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0014, loss: 0.0034, grad_norm: 2.1867 +2022-03-10 23:38:15,633 - davarocr - INFO - Epoch [12][125/541] lr: 3.226e-05, eta: 1:03:47, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0017, loss: 0.0067, grad_norm: 2.3093 +2022-03-10 23:38:16,525 - davarocr - INFO - Epoch [12][130/541] lr: 3.226e-05, eta: 1:03:46, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0043, loss: 0.0090, grad_norm: 2.2724 +2022-03-10 23:38:17,422 - davarocr - INFO - Epoch [12][135/541] lr: 3.226e-05, eta: 1:03:45, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0030, end_loss: 0.0050, loss: 0.0080, grad_norm: 2.6163 +2022-03-10 23:38:18,314 - davarocr - INFO - Epoch [12][140/541] lr: 3.226e-05, eta: 1:03:44, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0009, loss: 0.0047, grad_norm: 2.5018 +2022-03-10 23:38:19,205 - davarocr - INFO - Epoch [12][145/541] lr: 3.226e-05, eta: 1:03:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0051, end_loss: 0.0068, loss: 0.0120, grad_norm: 2.3164 +2022-03-10 23:38:20,092 - davarocr - INFO - Epoch [12][150/541] lr: 3.226e-05, eta: 1:03:42, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0028, end_loss: 0.0105, loss: 0.0133, grad_norm: 2.2528 +2022-03-10 23:38:20,977 - davarocr - INFO - Epoch [12][155/541] lr: 3.226e-05, eta: 1:03:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0069, end_loss: 0.0083, loss: 0.0152, grad_norm: 2.5859 +2022-03-10 23:38:21,876 - davarocr - INFO - Epoch [12][160/541] lr: 3.226e-05, eta: 1:03:40, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0034, loss: 0.0057, grad_norm: 2.2172 +2022-03-10 23:38:22,785 - davarocr - INFO - Epoch [12][165/541] lr: 3.226e-05, eta: 1:03:39, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0059, loss: 0.0075, grad_norm: 2.4639 +2022-03-10 23:38:23,684 - davarocr - INFO - Epoch [12][170/541] lr: 3.226e-05, eta: 1:03:38, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0070, loss: 0.0095, grad_norm: 2.6961 +2022-03-10 23:38:24,606 - davarocr - INFO - Epoch [12][175/541] lr: 3.226e-05, eta: 1:03:38, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0064, end_loss: 0.0066, loss: 0.0130, grad_norm: 2.4869 +2022-03-10 23:38:25,517 - davarocr - INFO - Epoch [12][180/541] lr: 3.226e-05, eta: 1:03:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0021, loss: 0.0036, grad_norm: 2.2268 +2022-03-10 23:38:26,429 - davarocr - INFO - Epoch [12][185/541] lr: 3.226e-05, eta: 1:03:36, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0023, loss: 0.0043, grad_norm: 2.2851 +2022-03-10 23:38:27,337 - davarocr - INFO - Epoch [12][190/541] lr: 3.226e-05, eta: 1:03:35, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0015, loss: 0.0031, grad_norm: 2.3907 +2022-03-10 23:38:28,249 - davarocr - INFO - Epoch [12][195/541] lr: 3.226e-05, eta: 1:03:34, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0025, grad_norm: 2.4122 +2022-03-10 23:38:29,160 - davarocr - INFO - Epoch [12][200/541] lr: 3.226e-05, eta: 1:03:33, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0044, end_loss: 0.0027, loss: 0.0071, grad_norm: 2.3841 +2022-03-10 23:38:30,073 - davarocr - INFO - Epoch [12][205/541] lr: 3.226e-05, eta: 1:03:32, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0031, loss: 0.0044, grad_norm: 2.2998 +2022-03-10 23:38:30,982 - davarocr - INFO - Epoch [12][210/541] lr: 3.226e-05, eta: 1:03:31, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 2.4387 +2022-03-10 23:38:31,894 - davarocr - INFO - Epoch [12][215/541] lr: 3.226e-05, eta: 1:03:30, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0040, loss: 0.0062, grad_norm: 2.3603 +2022-03-10 23:38:32,800 - davarocr - INFO - Epoch [12][220/541] lr: 3.226e-05, eta: 1:03:29, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0003, loss: 0.0025, grad_norm: 2.3145 +2022-03-10 23:38:33,707 - davarocr - INFO - Epoch [12][225/541] lr: 3.226e-05, eta: 1:03:28, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0057, loss: 0.0084, grad_norm: 2.8532 +2022-03-10 23:38:34,614 - davarocr - INFO - Epoch [12][230/541] lr: 3.226e-05, eta: 1:03:27, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0007, loss: 0.0024, grad_norm: 2.3048 +2022-03-10 23:38:35,518 - davarocr - INFO - Epoch [12][235/541] lr: 3.226e-05, eta: 1:03:27, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0032, loss: 0.0059, grad_norm: 2.5992 +2022-03-10 23:38:36,429 - davarocr - INFO - Epoch [12][240/541] lr: 3.226e-05, eta: 1:03:26, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0022, loss: 0.0039, grad_norm: 2.3356 +2022-03-10 23:38:37,340 - davarocr - INFO - Epoch [12][245/541] lr: 3.226e-05, eta: 1:03:25, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0020, loss: 0.0042, grad_norm: 2.5366 +2022-03-10 23:38:38,250 - davarocr - INFO - Epoch [12][250/541] lr: 3.226e-05, eta: 1:03:24, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0067, end_loss: 0.0068, loss: 0.0135, grad_norm: 2.4116 +2022-03-10 23:38:39,150 - davarocr - INFO - Epoch [12][255/541] lr: 3.226e-05, eta: 1:03:23, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 2.4828 +2022-03-10 23:38:40,062 - davarocr - INFO - Epoch [12][260/541] lr: 3.226e-05, eta: 1:03:22, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0068, end_loss: 0.0071, loss: 0.0139, grad_norm: 2.5805 +2022-03-10 23:38:40,964 - davarocr - INFO - Epoch [12][265/541] lr: 3.226e-05, eta: 1:03:21, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0008, loss: 0.0015, grad_norm: 2.2915 +2022-03-10 23:38:41,874 - davarocr - INFO - Epoch [12][270/541] lr: 3.226e-05, eta: 1:03:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 2.2880 +2022-03-10 23:38:42,800 - davarocr - INFO - Epoch [12][275/541] lr: 3.226e-05, eta: 1:03:19, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0017, loss: 0.0021, grad_norm: 2.3695 +2022-03-10 23:38:43,710 - davarocr - INFO - Epoch [12][280/541] lr: 3.226e-05, eta: 1:03:18, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0040, loss: 0.0061, grad_norm: 2.5083 +2022-03-10 23:38:44,616 - davarocr - INFO - Epoch [12][285/541] lr: 3.226e-05, eta: 1:03:17, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0016, loss: 0.0026, grad_norm: 2.3367 +2022-03-10 23:38:45,532 - davarocr - INFO - Epoch [12][290/541] lr: 3.226e-05, eta: 1:03:16, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0053, loss: 0.0112, grad_norm: 2.3396 +2022-03-10 23:38:46,448 - davarocr - INFO - Epoch [12][295/541] lr: 3.226e-05, eta: 1:03:16, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.2845 +2022-03-10 23:38:47,364 - davarocr - INFO - Epoch [12][300/541] lr: 3.226e-05, eta: 1:03:15, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0020, loss: 0.0032, grad_norm: 2.4155 +2022-03-10 23:38:48,281 - davarocr - INFO - Epoch [12][305/541] lr: 3.226e-05, eta: 1:03:14, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0036, loss: 0.0056, grad_norm: 2.3537 +2022-03-10 23:38:49,186 - davarocr - INFO - Epoch [12][310/541] lr: 3.226e-05, eta: 1:03:13, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0038, loss: 0.0067, grad_norm: 2.6897 +2022-03-10 23:38:50,100 - davarocr - INFO - Epoch [12][315/541] lr: 3.226e-05, eta: 1:03:12, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0013, loss: 0.0025, grad_norm: 2.4072 +2022-03-10 23:38:51,005 - davarocr - INFO - Epoch [12][320/541] lr: 3.226e-05, eta: 1:03:11, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0025, loss: 0.0050, grad_norm: 2.4842 +2022-03-10 23:38:51,926 - davarocr - INFO - Epoch [12][325/541] lr: 3.226e-05, eta: 1:03:10, time: 0.185, data_time: 0.006, memory: 5192, start_loss: 0.0047, end_loss: 0.0042, loss: 0.0089, grad_norm: 2.4789 +2022-03-10 23:38:52,833 - davarocr - INFO - Epoch [12][330/541] lr: 3.226e-05, eta: 1:03:09, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0028, loss: 0.0051, grad_norm: 2.5026 +2022-03-10 23:38:53,735 - davarocr - INFO - Epoch [12][335/541] lr: 3.226e-05, eta: 1:03:08, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0028, loss: 0.0038, grad_norm: 2.4103 +2022-03-10 23:38:54,637 - davarocr - INFO - Epoch [12][340/541] lr: 3.226e-05, eta: 1:03:07, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0012, loss: 0.0027, grad_norm: 2.3787 +2022-03-10 23:38:55,544 - davarocr - INFO - Epoch [12][345/541] lr: 3.226e-05, eta: 1:03:06, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0017, grad_norm: 2.3668 +2022-03-10 23:38:56,454 - davarocr - INFO - Epoch [12][350/541] lr: 3.226e-05, eta: 1:03:05, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0022, loss: 0.0047, grad_norm: 2.3720 +2022-03-10 23:38:57,361 - davarocr - INFO - Epoch [12][355/541] lr: 3.226e-05, eta: 1:03:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0027, loss: 0.0062, grad_norm: 2.5128 +2022-03-10 23:38:58,264 - davarocr - INFO - Epoch [12][360/541] lr: 3.226e-05, eta: 1:03:04, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0021, loss: 0.0038, grad_norm: 2.5834 +2022-03-10 23:38:59,174 - davarocr - INFO - Epoch [12][365/541] lr: 3.226e-05, eta: 1:03:03, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0006, loss: 0.0016, grad_norm: 2.3472 +2022-03-10 23:39:00,083 - davarocr - INFO - Epoch [12][370/541] lr: 3.226e-05, eta: 1:03:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0045, loss: 0.0067, grad_norm: 2.4505 +2022-03-10 23:39:00,986 - davarocr - INFO - Epoch [12][375/541] lr: 3.226e-05, eta: 1:03:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0051, loss: 0.0068, grad_norm: 2.5823 +2022-03-10 23:39:01,888 - davarocr - INFO - Epoch [12][380/541] lr: 3.226e-05, eta: 1:03:00, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0037, loss: 0.0044, grad_norm: 2.4814 +2022-03-10 23:39:02,798 - davarocr - INFO - Epoch [12][385/541] lr: 3.226e-05, eta: 1:02:59, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0017, loss: 0.0039, grad_norm: 2.4484 +2022-03-10 23:39:03,710 - davarocr - INFO - Epoch [12][390/541] lr: 3.226e-05, eta: 1:02:58, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0011, loss: 0.0021, grad_norm: 2.3853 +2022-03-10 23:39:04,619 - davarocr - INFO - Epoch [12][395/541] lr: 3.226e-05, eta: 1:02:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0028, loss: 0.0036, grad_norm: 2.7065 +2022-03-10 23:39:05,525 - davarocr - INFO - Epoch [12][400/541] lr: 3.226e-05, eta: 1:02:56, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0029, loss: 0.0051, grad_norm: 2.6372 +2022-03-10 23:39:06,437 - davarocr - INFO - Epoch [12][405/541] lr: 3.226e-05, eta: 1:02:55, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0034, loss: 0.0041, grad_norm: 2.5060 +2022-03-10 23:39:07,350 - davarocr - INFO - Epoch [12][410/541] lr: 3.226e-05, eta: 1:02:54, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0032, loss: 0.0046, grad_norm: 2.5368 +2022-03-10 23:39:08,261 - davarocr - INFO - Epoch [12][415/541] lr: 3.226e-05, eta: 1:02:53, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0082, end_loss: 0.0040, loss: 0.0122, grad_norm: 2.5720 +2022-03-10 23:39:09,163 - davarocr - INFO - Epoch [12][420/541] lr: 3.226e-05, eta: 1:02:52, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0070, end_loss: 0.0065, loss: 0.0135, grad_norm: 2.5688 +2022-03-10 23:39:10,073 - davarocr - INFO - Epoch [12][425/541] lr: 3.226e-05, eta: 1:02:51, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0012, loss: 0.0029, grad_norm: 2.4321 +2022-03-10 23:39:10,972 - davarocr - INFO - Epoch [12][430/541] lr: 3.226e-05, eta: 1:02:51, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0004, loss: 0.0022, grad_norm: 2.4223 +2022-03-10 23:39:11,874 - davarocr - INFO - Epoch [12][435/541] lr: 3.226e-05, eta: 1:02:50, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0010, loss: 0.0024, grad_norm: 2.4504 +2022-03-10 23:39:12,781 - davarocr - INFO - Epoch [12][440/541] lr: 3.226e-05, eta: 1:02:49, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0027, loss: 0.0041, grad_norm: 2.4304 +2022-03-10 23:39:13,694 - davarocr - INFO - Epoch [12][445/541] lr: 3.226e-05, eta: 1:02:48, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0033, end_loss: 0.0075, loss: 0.0107, grad_norm: 2.6289 +2022-03-10 23:39:14,603 - davarocr - INFO - Epoch [12][450/541] lr: 3.226e-05, eta: 1:02:47, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0031, loss: 0.0049, grad_norm: 2.5426 +2022-03-10 23:39:15,511 - davarocr - INFO - Epoch [12][455/541] lr: 3.226e-05, eta: 1:02:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0029, loss: 0.0044, grad_norm: 2.5177 +2022-03-10 23:39:16,437 - davarocr - INFO - Epoch [12][460/541] lr: 3.226e-05, eta: 1:02:45, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0021, loss: 0.0047, grad_norm: 2.4586 +2022-03-10 23:39:17,346 - davarocr - INFO - Epoch [12][465/541] lr: 3.226e-05, eta: 1:02:44, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0007, loss: 0.0022, grad_norm: 2.4252 +2022-03-10 23:39:18,254 - davarocr - INFO - Epoch [12][470/541] lr: 3.226e-05, eta: 1:02:43, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0033, loss: 0.0054, grad_norm: 2.5745 +2022-03-10 23:39:19,173 - davarocr - INFO - Epoch [12][475/541] lr: 3.226e-05, eta: 1:02:42, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 2.4292 +2022-03-10 23:39:20,081 - davarocr - INFO - Epoch [12][480/541] lr: 3.226e-05, eta: 1:02:41, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0022, loss: 0.0047, grad_norm: 2.5274 +2022-03-10 23:39:20,991 - davarocr - INFO - Epoch [12][485/541] lr: 3.226e-05, eta: 1:02:40, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0030, loss: 0.0047, grad_norm: 2.7556 +2022-03-10 23:39:21,895 - davarocr - INFO - Epoch [12][490/541] lr: 3.226e-05, eta: 1:02:40, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0062, loss: 0.0086, grad_norm: 2.7301 +2022-03-10 23:39:22,806 - davarocr - INFO - Epoch [12][495/541] lr: 3.226e-05, eta: 1:02:39, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0007, loss: 0.0014, grad_norm: 2.5869 +2022-03-10 23:39:23,719 - davarocr - INFO - Epoch [12][500/541] lr: 3.226e-05, eta: 1:02:38, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0010, loss: 0.0018, grad_norm: 2.5347 +2022-03-10 23:39:24,630 - davarocr - INFO - Epoch [12][505/541] lr: 3.226e-05, eta: 1:02:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0013, loss: 0.0026, grad_norm: 2.6403 +2022-03-10 23:39:25,536 - davarocr - INFO - Epoch [12][510/541] lr: 3.226e-05, eta: 1:02:36, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0039, loss: 0.0052, grad_norm: 2.6743 +2022-03-10 23:39:26,442 - davarocr - INFO - Epoch [12][515/541] lr: 3.226e-05, eta: 1:02:35, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0008, loss: 0.0018, grad_norm: 2.5820 +2022-03-10 23:39:27,340 - davarocr - INFO - Epoch [12][520/541] lr: 3.226e-05, eta: 1:02:34, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0042, end_loss: 0.0059, loss: 0.0101, grad_norm: 2.8502 +2022-03-10 23:39:28,238 - davarocr - INFO - Epoch [12][525/541] lr: 3.226e-05, eta: 1:02:33, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0053, loss: 0.0058, grad_norm: 2.5826 +2022-03-10 23:39:29,140 - davarocr - INFO - Epoch [12][530/541] lr: 3.226e-05, eta: 1:02:32, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0011, grad_norm: 2.5522 +2022-03-10 23:39:30,048 - davarocr - INFO - Epoch [12][535/541] lr: 3.226e-05, eta: 1:02:31, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 2.5542 +2022-03-10 23:39:30,965 - davarocr - INFO - Epoch [12][540/541] lr: 3.226e-05, eta: 1:02:30, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0014, loss: 0.0029, grad_norm: 2.6585 +2022-03-10 23:39:45,629 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:39:45,630 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:39:45,630 - davarocr - INFO - Epoch(val) [12][541] LOC: {'precision': 0.9337386018237082, 'recall': 0.920863309352518, 'f1-score': 0.9272562632055539}, PER: {'precision': 0.9539312039312039, 'recall': 0.9604205318491033, 'f1-score': 0.9571648690292757}, MISC: {'precision': 0.8013698630136986, 'recall': 0.8333333333333334, 'f1-score': 0.8170391061452514}, ORG: {'precision': 0.8854415274463007, 'recall': 0.893437688139675, 'f1-score': 0.8894216362001798}, all: {'precision': 0.9082584962141222, 'recall': 0.9132436260623229, 'f1-score': 0.9107442394279156}, hmean: 0.9107 +2022-03-10 23:39:49,010 - davarocr - INFO - Epoch [13][5/541] lr: 3.125e-05, eta: 1:02:36, time: 0.674, data_time: 0.495, memory: 5192, start_loss: 0.0012, end_loss: 0.0026, loss: 0.0038, grad_norm: 2.9451 +2022-03-10 23:39:49,929 - davarocr - INFO - Epoch [13][10/541] lr: 3.125e-05, eta: 1:02:35, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0020, loss: 0.0022, grad_norm: 2.6072 +2022-03-10 23:39:50,825 - davarocr - INFO - Epoch [13][15/541] lr: 3.125e-05, eta: 1:02:34, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0007, loss: 0.0024, grad_norm: 2.6168 +2022-03-10 23:39:51,703 - davarocr - INFO - Epoch [13][20/541] lr: 3.125e-05, eta: 1:02:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0033, loss: 0.0068, grad_norm: 3.1712 +2022-03-10 23:39:52,592 - davarocr - INFO - Epoch [13][25/541] lr: 3.125e-05, eta: 1:02:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.5602 +2022-03-10 23:39:53,481 - davarocr - INFO - Epoch [13][30/541] lr: 3.125e-05, eta: 1:02:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.5429 +2022-03-10 23:39:54,372 - davarocr - INFO - Epoch [13][35/541] lr: 3.125e-05, eta: 1:02:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.5488 +2022-03-10 23:39:55,261 - davarocr - INFO - Epoch [13][40/541] lr: 3.125e-05, eta: 1:02:29, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0030, loss: 0.0036, grad_norm: 1.5738 +2022-03-10 23:39:56,140 - davarocr - INFO - Epoch [13][45/541] lr: 3.125e-05, eta: 1:02:28, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5407 +2022-03-10 23:39:57,022 - davarocr - INFO - Epoch [13][50/541] lr: 3.125e-05, eta: 1:02:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.5434 +2022-03-10 23:39:57,904 - davarocr - INFO - Epoch [13][55/541] lr: 3.125e-05, eta: 1:02:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0032, loss: 0.0035, grad_norm: 1.5883 +2022-03-10 23:39:58,798 - davarocr - INFO - Epoch [13][60/541] lr: 3.125e-05, eta: 1:02:25, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5409 +2022-03-10 23:39:59,682 - davarocr - INFO - Epoch [13][65/541] lr: 3.125e-05, eta: 1:02:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.6117 +2022-03-10 23:40:00,571 - davarocr - INFO - Epoch [13][70/541] lr: 3.125e-05, eta: 1:02:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0074, loss: 0.0079, grad_norm: 1.8342 +2022-03-10 23:40:01,453 - davarocr - INFO - Epoch [13][75/541] lr: 3.125e-05, eta: 1:02:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0002, loss: 0.0014, grad_norm: 1.8056 +2022-03-10 23:40:02,342 - davarocr - INFO - Epoch [13][80/541] lr: 3.125e-05, eta: 1:02:21, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0037, loss: 0.0055, grad_norm: 1.5967 +2022-03-10 23:40:03,225 - davarocr - INFO - Epoch [13][85/541] lr: 3.125e-05, eta: 1:02:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.5332 +2022-03-10 23:40:04,115 - davarocr - INFO - Epoch [13][90/541] lr: 3.125e-05, eta: 1:02:19, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0012, loss: 0.0017, grad_norm: 1.6236 +2022-03-10 23:40:04,991 - davarocr - INFO - Epoch [13][95/541] lr: 3.125e-05, eta: 1:02:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0037, loss: 0.0074, grad_norm: 1.5441 +2022-03-10 23:40:05,881 - davarocr - INFO - Epoch [13][100/541] lr: 3.125e-05, eta: 1:02:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0026, loss: 0.0055, grad_norm: 1.6194 +2022-03-10 23:40:06,759 - davarocr - INFO - Epoch [13][105/541] lr: 3.125e-05, eta: 1:02:16, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0030, end_loss: 0.0018, loss: 0.0049, grad_norm: 2.0157 +2022-03-10 23:40:07,653 - davarocr - INFO - Epoch [13][110/541] lr: 3.125e-05, eta: 1:02:15, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.5841 +2022-03-10 23:40:08,544 - davarocr - INFO - Epoch [13][115/541] lr: 3.125e-05, eta: 1:02:14, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0014, loss: 0.0026, grad_norm: 1.5943 +2022-03-10 23:40:09,427 - davarocr - INFO - Epoch [13][120/541] lr: 3.125e-05, eta: 1:02:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0037, end_loss: 0.0012, loss: 0.0049, grad_norm: 1.8033 +2022-03-10 23:40:10,314 - davarocr - INFO - Epoch [13][125/541] lr: 3.125e-05, eta: 1:02:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0018, loss: 0.0075, grad_norm: 1.8361 +2022-03-10 23:40:11,197 - davarocr - INFO - Epoch [13][130/541] lr: 3.125e-05, eta: 1:02:11, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.6210 +2022-03-10 23:40:12,069 - davarocr - INFO - Epoch [13][135/541] lr: 3.125e-05, eta: 1:02:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0032, loss: 0.0057, grad_norm: 2.0990 +2022-03-10 23:40:12,962 - davarocr - INFO - Epoch [13][140/541] lr: 3.125e-05, eta: 1:02:09, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.6070 +2022-03-10 23:40:13,847 - davarocr - INFO - Epoch [13][145/541] lr: 3.125e-05, eta: 1:02:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.6093 +2022-03-10 23:40:14,725 - davarocr - INFO - Epoch [13][150/541] lr: 3.125e-05, eta: 1:02:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0014, grad_norm: 1.6455 +2022-03-10 23:40:15,605 - davarocr - INFO - Epoch [13][155/541] lr: 3.125e-05, eta: 1:02:06, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0084, loss: 0.0103, grad_norm: 2.0194 +2022-03-10 23:40:16,491 - davarocr - INFO - Epoch [13][160/541] lr: 3.125e-05, eta: 1:02:05, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0058, loss: 0.0073, grad_norm: 1.7750 +2022-03-10 23:40:17,373 - davarocr - INFO - Epoch [13][165/541] lr: 3.125e-05, eta: 1:02:04, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.6777 +2022-03-10 23:40:18,259 - davarocr - INFO - Epoch [13][170/541] lr: 3.125e-05, eta: 1:02:03, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0036, loss: 0.0048, grad_norm: 1.9241 +2022-03-10 23:40:19,138 - davarocr - INFO - Epoch [13][175/541] lr: 3.125e-05, eta: 1:02:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0023, loss: 0.0027, grad_norm: 1.7560 +2022-03-10 23:40:20,019 - davarocr - INFO - Epoch [13][180/541] lr: 3.125e-05, eta: 1:02:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0015, loss: 0.0031, grad_norm: 1.7217 +2022-03-10 23:40:20,903 - davarocr - INFO - Epoch [13][185/541] lr: 3.125e-05, eta: 1:02:00, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.7012 +2022-03-10 23:40:21,783 - davarocr - INFO - Epoch [13][190/541] lr: 3.125e-05, eta: 1:01:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0034, loss: 0.0042, grad_norm: 1.8225 +2022-03-10 23:40:22,671 - davarocr - INFO - Epoch [13][195/541] lr: 3.125e-05, eta: 1:01:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0046, loss: 0.0068, grad_norm: 1.7972 +2022-03-10 23:40:23,567 - davarocr - INFO - Epoch [13][200/541] lr: 3.125e-05, eta: 1:01:57, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6813 +2022-03-10 23:40:24,442 - davarocr - INFO - Epoch [13][205/541] lr: 3.125e-05, eta: 1:01:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0071, end_loss: 0.0029, loss: 0.0100, grad_norm: 1.8500 +2022-03-10 23:40:25,327 - davarocr - INFO - Epoch [13][210/541] lr: 3.125e-05, eta: 1:01:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.8291 +2022-03-10 23:40:26,217 - davarocr - INFO - Epoch [13][215/541] lr: 3.125e-05, eta: 1:01:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0027, loss: 0.0035, grad_norm: 1.8574 +2022-03-10 23:40:27,100 - davarocr - INFO - Epoch [13][220/541] lr: 3.125e-05, eta: 1:01:53, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0028, loss: 0.0040, grad_norm: 1.7732 +2022-03-10 23:40:27,970 - davarocr - INFO - Epoch [13][225/541] lr: 3.125e-05, eta: 1:01:52, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0007, loss: 0.0017, grad_norm: 1.8131 +2022-03-10 23:40:28,845 - davarocr - INFO - Epoch [13][230/541] lr: 3.125e-05, eta: 1:01:51, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.7022 +2022-03-10 23:40:29,730 - davarocr - INFO - Epoch [13][235/541] lr: 3.125e-05, eta: 1:01:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0011, loss: 0.0021, grad_norm: 1.7752 +2022-03-10 23:40:30,625 - davarocr - INFO - Epoch [13][240/541] lr: 3.125e-05, eta: 1:01:49, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0003, loss: 0.0018, grad_norm: 1.8006 +2022-03-10 23:40:31,502 - davarocr - INFO - Epoch [13][245/541] lr: 3.125e-05, eta: 1:01:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.7310 +2022-03-10 23:40:32,379 - davarocr - INFO - Epoch [13][250/541] lr: 3.125e-05, eta: 1:01:47, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0029, loss: 0.0034, grad_norm: 1.9461 +2022-03-10 23:40:33,280 - davarocr - INFO - Epoch [13][255/541] lr: 3.125e-05, eta: 1:01:46, time: 0.181, data_time: 0.012, memory: 5192, start_loss: 0.0006, end_loss: 0.0009, loss: 0.0014, grad_norm: 2.3690 +2022-03-10 23:40:34,166 - davarocr - INFO - Epoch [13][260/541] lr: 3.125e-05, eta: 1:01:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0039, loss: 0.0048, grad_norm: 2.0471 +2022-03-10 23:40:35,049 - davarocr - INFO - Epoch [13][265/541] lr: 3.125e-05, eta: 1:01:44, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0014, end_loss: 0.0015, loss: 0.0030, grad_norm: 1.9855 +2022-03-10 23:40:35,930 - davarocr - INFO - Epoch [13][270/541] lr: 3.125e-05, eta: 1:01:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.7994 +2022-03-10 23:40:36,839 - davarocr - INFO - Epoch [13][275/541] lr: 3.125e-05, eta: 1:01:42, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0069, end_loss: 0.0099, loss: 0.0168, grad_norm: 2.0103 +2022-03-10 23:40:37,727 - davarocr - INFO - Epoch [13][280/541] lr: 3.125e-05, eta: 1:01:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0004, loss: 0.0023, grad_norm: 1.7705 +2022-03-10 23:40:38,607 - davarocr - INFO - Epoch [13][285/541] lr: 3.125e-05, eta: 1:01:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.7653 +2022-03-10 23:40:39,492 - davarocr - INFO - Epoch [13][290/541] lr: 3.125e-05, eta: 1:01:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0074, loss: 0.0091, grad_norm: 2.1032 +2022-03-10 23:40:40,374 - davarocr - INFO - Epoch [13][295/541] lr: 3.125e-05, eta: 1:01:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0014, loss: 0.0034, grad_norm: 1.8723 +2022-03-10 23:40:41,261 - davarocr - INFO - Epoch [13][300/541] lr: 3.125e-05, eta: 1:01:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0028, loss: 0.0056, grad_norm: 1.9430 +2022-03-10 23:40:42,150 - davarocr - INFO - Epoch [13][305/541] lr: 3.125e-05, eta: 1:01:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0090, end_loss: 0.0088, loss: 0.0178, grad_norm: 2.1629 +2022-03-10 23:40:43,039 - davarocr - INFO - Epoch [13][310/541] lr: 3.125e-05, eta: 1:01:35, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0036, loss: 0.0051, grad_norm: 1.8134 +2022-03-10 23:40:43,924 - davarocr - INFO - Epoch [13][315/541] lr: 3.125e-05, eta: 1:01:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0026, loss: 0.0052, grad_norm: 3.2368 +2022-03-10 23:40:44,806 - davarocr - INFO - Epoch [13][320/541] lr: 3.125e-05, eta: 1:01:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0027, loss: 0.0031, grad_norm: 1.1204 +2022-03-10 23:40:45,689 - davarocr - INFO - Epoch [13][325/541] lr: 3.125e-05, eta: 1:01:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0017, loss: 0.0031, grad_norm: 1.3017 +2022-03-10 23:40:46,570 - davarocr - INFO - Epoch [13][330/541] lr: 3.125e-05, eta: 1:01:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.0899 +2022-03-10 23:40:47,448 - davarocr - INFO - Epoch [13][335/541] lr: 3.125e-05, eta: 1:01:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0007, loss: 0.0023, grad_norm: 1.0936 +2022-03-10 23:40:48,331 - davarocr - INFO - Epoch [13][340/541] lr: 3.125e-05, eta: 1:01:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0022, loss: 0.0031, grad_norm: 1.4871 +2022-03-10 23:40:49,213 - davarocr - INFO - Epoch [13][345/541] lr: 3.125e-05, eta: 1:01:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0038, loss: 0.0076, grad_norm: 1.8469 +2022-03-10 23:40:50,111 - davarocr - INFO - Epoch [13][350/541] lr: 3.125e-05, eta: 1:01:27, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0035, loss: 0.0064, grad_norm: 1.5961 +2022-03-10 23:40:50,990 - davarocr - INFO - Epoch [13][355/541] lr: 3.125e-05, eta: 1:01:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0011, grad_norm: 1.1644 +2022-03-10 23:40:51,870 - davarocr - INFO - Epoch [13][360/541] lr: 3.125e-05, eta: 1:01:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0073, end_loss: 0.0086, loss: 0.0159, grad_norm: 1.6920 +2022-03-10 23:40:52,750 - davarocr - INFO - Epoch [13][365/541] lr: 3.125e-05, eta: 1:01:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0023, loss: 0.0029, grad_norm: 1.2509 +2022-03-10 23:40:53,629 - davarocr - INFO - Epoch [13][370/541] lr: 3.125e-05, eta: 1:01:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.1946 +2022-03-10 23:40:54,513 - davarocr - INFO - Epoch [13][375/541] lr: 3.125e-05, eta: 1:01:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0019, loss: 0.0035, grad_norm: 1.2504 +2022-03-10 23:40:55,403 - davarocr - INFO - Epoch [13][380/541] lr: 3.125e-05, eta: 1:01:21, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0028, end_loss: 0.0030, loss: 0.0058, grad_norm: 1.1933 +2022-03-10 23:40:56,293 - davarocr - INFO - Epoch [13][385/541] lr: 3.125e-05, eta: 1:01:20, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0045, end_loss: 0.0026, loss: 0.0070, grad_norm: 1.3877 +2022-03-10 23:40:57,183 - davarocr - INFO - Epoch [13][390/541] lr: 3.125e-05, eta: 1:01:19, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.1747 +2022-03-10 23:40:58,069 - davarocr - INFO - Epoch [13][395/541] lr: 3.125e-05, eta: 1:01:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0017, loss: 0.0026, grad_norm: 1.2470 +2022-03-10 23:40:58,956 - davarocr - INFO - Epoch [13][400/541] lr: 3.125e-05, eta: 1:01:18, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.2048 +2022-03-10 23:40:59,857 - davarocr - INFO - Epoch [13][405/541] lr: 3.125e-05, eta: 1:01:17, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.1982 +2022-03-10 23:41:00,738 - davarocr - INFO - Epoch [13][410/541] lr: 3.125e-05, eta: 1:01:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0081, end_loss: 0.0055, loss: 0.0136, grad_norm: 1.3421 +2022-03-10 23:41:01,622 - davarocr - INFO - Epoch [13][415/541] lr: 3.125e-05, eta: 1:01:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.6789 +2022-03-10 23:41:02,500 - davarocr - INFO - Epoch [13][420/541] lr: 3.125e-05, eta: 1:01:14, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0024, loss: 0.0044, grad_norm: 1.3354 +2022-03-10 23:41:03,382 - davarocr - INFO - Epoch [13][425/541] lr: 3.125e-05, eta: 1:01:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0042, end_loss: 0.0051, loss: 0.0093, grad_norm: 1.4778 +2022-03-10 23:41:04,259 - davarocr - INFO - Epoch [13][430/541] lr: 3.125e-05, eta: 1:01:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0032, loss: 0.0047, grad_norm: 1.8774 +2022-03-10 23:41:05,141 - davarocr - INFO - Epoch [13][435/541] lr: 3.125e-05, eta: 1:01:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0036, loss: 0.0052, grad_norm: 1.4330 +2022-03-10 23:41:06,027 - davarocr - INFO - Epoch [13][440/541] lr: 3.125e-05, eta: 1:01:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0017, loss: 0.0050, grad_norm: 1.4447 +2022-03-10 23:41:06,913 - davarocr - INFO - Epoch [13][445/541] lr: 3.125e-05, eta: 1:01:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0034, loss: 0.0052, grad_norm: 1.3390 +2022-03-10 23:41:07,790 - davarocr - INFO - Epoch [13][450/541] lr: 3.125e-05, eta: 1:01:08, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0014, loss: 0.0043, grad_norm: 1.4332 +2022-03-10 23:41:08,678 - davarocr - INFO - Epoch [13][455/541] lr: 3.125e-05, eta: 1:01:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0006, loss: 0.0022, grad_norm: 1.2973 +2022-03-10 23:41:09,565 - davarocr - INFO - Epoch [13][460/541] lr: 3.125e-05, eta: 1:01:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0007, loss: 0.0017, grad_norm: 1.3189 +2022-03-10 23:41:10,443 - davarocr - INFO - Epoch [13][465/541] lr: 3.125e-05, eta: 1:01:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0011, loss: 0.0016, grad_norm: 1.3701 +2022-03-10 23:41:11,330 - davarocr - INFO - Epoch [13][470/541] lr: 3.125e-05, eta: 1:01:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0021, loss: 0.0039, grad_norm: 1.3090 +2022-03-10 23:41:12,211 - davarocr - INFO - Epoch [13][475/541] lr: 3.125e-05, eta: 1:01:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0023, loss: 0.0029, grad_norm: 1.3820 +2022-03-10 23:41:13,103 - davarocr - INFO - Epoch [13][480/541] lr: 3.125e-05, eta: 1:01:02, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2681 +2022-03-10 23:41:13,978 - davarocr - INFO - Epoch [13][485/541] lr: 3.125e-05, eta: 1:01:01, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0025, grad_norm: 1.3291 +2022-03-10 23:41:14,864 - davarocr - INFO - Epoch [13][490/541] lr: 3.125e-05, eta: 1:01:00, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0054, loss: 0.0058, grad_norm: 1.4176 +2022-03-10 23:41:15,745 - davarocr - INFO - Epoch [13][495/541] lr: 3.125e-05, eta: 1:00:59, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0015, loss: 0.0029, grad_norm: 1.3965 +2022-03-10 23:41:16,623 - davarocr - INFO - Epoch [13][500/541] lr: 3.125e-05, eta: 1:00:58, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0016, loss: 0.0017, grad_norm: 1.3315 +2022-03-10 23:41:17,507 - davarocr - INFO - Epoch [13][505/541] lr: 3.125e-05, eta: 1:00:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0064, end_loss: 0.0021, loss: 0.0085, grad_norm: 1.4884 +2022-03-10 23:41:18,387 - davarocr - INFO - Epoch [13][510/541] lr: 3.125e-05, eta: 1:00:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0021, loss: 0.0035, grad_norm: 1.5684 +2022-03-10 23:41:19,265 - davarocr - INFO - Epoch [13][515/541] lr: 3.125e-05, eta: 1:00:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0035, loss: 0.0089, grad_norm: 2.0941 +2022-03-10 23:41:20,149 - davarocr - INFO - Epoch [13][520/541] lr: 3.125e-05, eta: 1:00:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0032, loss: 0.0058, grad_norm: 1.7569 +2022-03-10 23:41:21,030 - davarocr - INFO - Epoch [13][525/541] lr: 3.125e-05, eta: 1:00:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0013, grad_norm: 1.4050 +2022-03-10 23:41:21,910 - davarocr - INFO - Epoch [13][530/541] lr: 3.125e-05, eta: 1:00:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0023, loss: 0.0036, grad_norm: 1.8554 +2022-03-10 23:41:22,795 - davarocr - INFO - Epoch [13][535/541] lr: 3.125e-05, eta: 1:00:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0029, loss: 0.0070, grad_norm: 1.7528 +2022-03-10 23:41:23,674 - davarocr - INFO - Epoch [13][540/541] lr: 3.125e-05, eta: 1:00:50, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.4046 +2022-03-10 23:41:37,591 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:41:37,592 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:41:37,592 - davarocr - INFO - Epoch(val) [13][541] LOC: {'precision': 0.9585194639438417, 'recall': 0.9004796163069544, 'f1-score': 0.9285935085007728}, PER: {'precision': 0.9565217391304348, 'recall': 0.9523809523809523, 'f1-score': 0.9544468546637744}, MISC: {'precision': 0.8681672025723473, 'recall': 0.7692307692307693, 'f1-score': 0.8157099697885195}, ORG: {'precision': 0.853429203539823, 'recall': 0.9289584587597832, 'f1-score': 0.8895935428077255}, all: {'precision': 0.9140360263955769, 'recall': 0.9074008498583569, 'f1-score': 0.9107063527321191}, hmean: 0.9107 +2022-03-10 23:41:40,980 - davarocr - INFO - Epoch [14][5/541] lr: 3.030e-05, eta: 1:00:55, time: 0.677, data_time: 0.485, memory: 5192, start_loss: 0.0026, end_loss: 0.0030, loss: 0.0056, grad_norm: 1.4457 +2022-03-10 23:41:41,869 - davarocr - INFO - Epoch [14][10/541] lr: 3.030e-05, eta: 1:00:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0015, loss: 0.0018, grad_norm: 1.5642 +2022-03-10 23:41:42,748 - davarocr - INFO - Epoch [14][15/541] lr: 3.030e-05, eta: 1:00:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0039, end_loss: 0.0050, loss: 0.0089, grad_norm: 2.0838 +2022-03-10 23:41:43,646 - davarocr - INFO - Epoch [14][20/541] lr: 3.030e-05, eta: 1:00:52, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0024, loss: 0.0031, grad_norm: 1.7754 +2022-03-10 23:41:44,546 - davarocr - INFO - Epoch [14][25/541] lr: 3.030e-05, eta: 1:00:51, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0014, loss: 0.0045, grad_norm: 1.6242 +2022-03-10 23:41:45,432 - davarocr - INFO - Epoch [14][30/541] lr: 3.030e-05, eta: 1:00:50, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0024, loss: 0.0036, grad_norm: 1.5693 +2022-03-10 23:41:46,318 - davarocr - INFO - Epoch [14][35/541] lr: 3.030e-05, eta: 1:00:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0004, loss: 0.0014, grad_norm: 1.5379 +2022-03-10 23:41:47,205 - davarocr - INFO - Epoch [14][40/541] lr: 3.030e-05, eta: 1:00:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0004, loss: 0.0030, grad_norm: 1.5303 +2022-03-10 23:41:48,094 - davarocr - INFO - Epoch [14][45/541] lr: 3.030e-05, eta: 1:00:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0005, loss: 0.0024, grad_norm: 1.5120 +2022-03-10 23:41:48,971 - davarocr - INFO - Epoch [14][50/541] lr: 3.030e-05, eta: 1:00:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0070, loss: 0.0078, grad_norm: 2.8495 +2022-03-10 23:41:49,860 - davarocr - INFO - Epoch [14][55/541] lr: 3.030e-05, eta: 1:00:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0009, grad_norm: 0.9412 +2022-03-10 23:41:50,743 - davarocr - INFO - Epoch [14][60/541] lr: 3.030e-05, eta: 1:00:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 0.9582 +2022-03-10 23:41:51,627 - davarocr - INFO - Epoch [14][65/541] lr: 3.030e-05, eta: 1:00:43, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.9074 +2022-03-10 23:41:52,515 - davarocr - INFO - Epoch [14][70/541] lr: 3.030e-05, eta: 1:00:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 0.9646 +2022-03-10 23:41:53,395 - davarocr - INFO - Epoch [14][75/541] lr: 3.030e-05, eta: 1:00:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0036, loss: 0.0038, grad_norm: 1.1956 +2022-03-10 23:41:54,277 - davarocr - INFO - Epoch [14][80/541] lr: 3.030e-05, eta: 1:00:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0021, loss: 0.0034, grad_norm: 1.4025 +2022-03-10 23:41:55,172 - davarocr - INFO - Epoch [14][85/541] lr: 3.030e-05, eta: 1:00:39, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0016, loss: 0.0031, grad_norm: 1.4029 +2022-03-10 23:41:56,044 - davarocr - INFO - Epoch [14][90/541] lr: 3.030e-05, eta: 1:00:38, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0006 +2022-03-10 23:41:56,924 - davarocr - INFO - Epoch [14][95/541] lr: 3.030e-05, eta: 1:00:37, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0018, loss: 0.0051, grad_norm: 1.7690 +2022-03-10 23:41:57,805 - davarocr - INFO - Epoch [14][100/541] lr: 3.030e-05, eta: 1:00:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0029, loss: 0.0048, grad_norm: 1.3505 +2022-03-10 23:41:58,699 - davarocr - INFO - Epoch [14][105/541] lr: 3.030e-05, eta: 1:00:35, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0013, loss: 0.0031, grad_norm: 1.2595 +2022-03-10 23:41:59,583 - davarocr - INFO - Epoch [14][110/541] lr: 3.030e-05, eta: 1:00:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0023, loss: 0.0049, grad_norm: 1.9573 +2022-03-10 23:42:00,468 - davarocr - INFO - Epoch [14][115/541] lr: 3.030e-05, eta: 1:00:33, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0041, loss: 0.0054, grad_norm: 1.4164 +2022-03-10 23:42:01,348 - davarocr - INFO - Epoch [14][120/541] lr: 3.030e-05, eta: 1:00:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0022, loss: 0.0032, grad_norm: 1.2088 +2022-03-10 23:42:02,244 - davarocr - INFO - Epoch [14][125/541] lr: 3.030e-05, eta: 1:00:31, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0028, loss: 0.0062, grad_norm: 1.2720 +2022-03-10 23:42:03,136 - davarocr - INFO - Epoch [14][130/541] lr: 3.030e-05, eta: 1:00:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0010, loss: 0.0030, grad_norm: 1.2855 +2022-03-10 23:42:04,020 - davarocr - INFO - Epoch [14][135/541] lr: 3.030e-05, eta: 1:00:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.1786 +2022-03-10 23:42:04,899 - davarocr - INFO - Epoch [14][140/541] lr: 3.030e-05, eta: 1:00:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0049, loss: 0.0055, grad_norm: 1.5758 +2022-03-10 23:42:05,777 - davarocr - INFO - Epoch [14][145/541] lr: 3.030e-05, eta: 1:00:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0024, loss: 0.0048, grad_norm: 1.3734 +2022-03-10 23:42:06,659 - davarocr - INFO - Epoch [14][150/541] lr: 3.030e-05, eta: 1:00:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0012, loss: 0.0015, grad_norm: 1.1460 +2022-03-10 23:42:07,560 - davarocr - INFO - Epoch [14][155/541] lr: 3.030e-05, eta: 1:00:25, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.1347 +2022-03-10 23:42:08,447 - davarocr - INFO - Epoch [14][160/541] lr: 3.030e-05, eta: 1:00:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0038, loss: 0.0053, grad_norm: 1.5410 +2022-03-10 23:42:09,327 - davarocr - INFO - Epoch [14][165/541] lr: 3.030e-05, eta: 1:00:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.1491 +2022-03-10 23:42:10,211 - davarocr - INFO - Epoch [14][170/541] lr: 3.030e-05, eta: 1:00:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0039, loss: 0.0081, grad_norm: 1.4606 +2022-03-10 23:42:11,099 - davarocr - INFO - Epoch [14][175/541] lr: 3.030e-05, eta: 1:00:21, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0022, loss: 0.0044, grad_norm: 1.2530 +2022-03-10 23:42:11,979 - davarocr - INFO - Epoch [14][180/541] lr: 3.030e-05, eta: 1:00:20, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.1433 +2022-03-10 23:42:12,853 - davarocr - INFO - Epoch [14][185/541] lr: 3.030e-05, eta: 1:00:19, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0027, grad_norm: 1.4196 +2022-03-10 23:42:13,733 - davarocr - INFO - Epoch [14][190/541] lr: 3.030e-05, eta: 1:00:18, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0019, loss: 0.0021, grad_norm: 1.2604 +2022-03-10 23:42:14,623 - davarocr - INFO - Epoch [14][195/541] lr: 3.030e-05, eta: 1:00:17, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0015, loss: 0.0026, grad_norm: 1.2559 +2022-03-10 23:42:15,505 - davarocr - INFO - Epoch [14][200/541] lr: 3.030e-05, eta: 1:00:16, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.3266 +2022-03-10 23:42:16,383 - davarocr - INFO - Epoch [14][205/541] lr: 3.030e-05, eta: 1:00:15, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0016, loss: 0.0017, grad_norm: 1.1971 +2022-03-10 23:42:17,262 - davarocr - INFO - Epoch [14][210/541] lr: 3.030e-05, eta: 1:00:14, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0016, end_loss: 0.0024, loss: 0.0040, grad_norm: 1.3326 +2022-03-10 23:42:18,143 - davarocr - INFO - Epoch [14][215/541] lr: 3.030e-05, eta: 1:00:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.1863 +2022-03-10 23:42:19,034 - davarocr - INFO - Epoch [14][220/541] lr: 3.030e-05, eta: 1:00:12, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0053, end_loss: 0.0050, loss: 0.0103, grad_norm: 1.8457 +2022-03-10 23:42:19,935 - davarocr - INFO - Epoch [14][225/541] lr: 3.030e-05, eta: 1:00:11, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.2879 +2022-03-10 23:42:20,818 - davarocr - INFO - Epoch [14][230/541] lr: 3.030e-05, eta: 1:00:10, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0039, end_loss: 0.0017, loss: 0.0056, grad_norm: 1.5399 +2022-03-10 23:42:21,703 - davarocr - INFO - Epoch [14][235/541] lr: 3.030e-05, eta: 1:00:09, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0031, end_loss: 0.0028, loss: 0.0058, grad_norm: 1.7189 +2022-03-10 23:42:22,588 - davarocr - INFO - Epoch [14][240/541] lr: 3.030e-05, eta: 1:00:08, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.3456 +2022-03-10 23:42:23,468 - davarocr - INFO - Epoch [14][245/541] lr: 3.030e-05, eta: 1:00:07, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0025, grad_norm: 1.4197 +2022-03-10 23:42:24,348 - davarocr - INFO - Epoch [14][250/541] lr: 3.030e-05, eta: 1:00:06, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2464 +2022-03-10 23:42:25,229 - davarocr - INFO - Epoch [14][255/541] lr: 3.030e-05, eta: 1:00:05, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0012, loss: 0.0018, grad_norm: 1.4075 +2022-03-10 23:42:26,114 - davarocr - INFO - Epoch [14][260/541] lr: 3.030e-05, eta: 1:00:04, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.2710 +2022-03-10 23:42:27,006 - davarocr - INFO - Epoch [14][265/541] lr: 3.030e-05, eta: 1:00:04, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0036, end_loss: 0.0052, loss: 0.0087, grad_norm: 1.6880 +2022-03-10 23:42:27,890 - davarocr - INFO - Epoch [14][270/541] lr: 3.030e-05, eta: 1:00:03, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.2672 +2022-03-10 23:42:28,778 - davarocr - INFO - Epoch [14][275/541] lr: 3.030e-05, eta: 1:00:02, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0007, loss: 0.0020, grad_norm: 1.3109 +2022-03-10 23:42:29,655 - davarocr - INFO - Epoch [14][280/541] lr: 3.030e-05, eta: 1:00:01, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0034, loss: 0.0059, grad_norm: 2.3894 +2022-03-10 23:42:30,539 - davarocr - INFO - Epoch [14][285/541] lr: 3.030e-05, eta: 1:00:00, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.2384 +2022-03-10 23:42:31,430 - davarocr - INFO - Epoch [14][290/541] lr: 3.030e-05, eta: 0:59:59, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.3077 +2022-03-10 23:42:32,316 - davarocr - INFO - Epoch [14][295/541] lr: 3.030e-05, eta: 0:59:58, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0026, end_loss: 0.0003, loss: 0.0029, grad_norm: 1.6094 +2022-03-10 23:42:33,206 - davarocr - INFO - Epoch [14][300/541] lr: 3.030e-05, eta: 0:59:57, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0032, end_loss: 0.0060, loss: 0.0091, grad_norm: 1.7596 +2022-03-10 23:42:34,091 - davarocr - INFO - Epoch [14][305/541] lr: 3.030e-05, eta: 0:59:56, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0013, loss: 0.0032, grad_norm: 2.1008 +2022-03-10 23:42:34,974 - davarocr - INFO - Epoch [14][310/541] lr: 3.030e-05, eta: 0:59:55, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0024, loss: 0.0042, grad_norm: 1.4713 +2022-03-10 23:42:35,881 - davarocr - INFO - Epoch [14][315/541] lr: 3.030e-05, eta: 0:59:54, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0011, end_loss: 0.0025, loss: 0.0036, grad_norm: 1.6476 +2022-03-10 23:42:36,761 - davarocr - INFO - Epoch [14][320/541] lr: 3.030e-05, eta: 0:59:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.3443 +2022-03-10 23:42:37,667 - davarocr - INFO - Epoch [14][325/541] lr: 3.030e-05, eta: 0:59:52, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0076, loss: 0.0090, grad_norm: 1.5739 +2022-03-10 23:42:38,575 - davarocr - INFO - Epoch [14][330/541] lr: 3.030e-05, eta: 0:59:51, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0043, end_loss: 0.0056, loss: 0.0100, grad_norm: 1.5502 +2022-03-10 23:42:39,453 - davarocr - INFO - Epoch [14][335/541] lr: 3.030e-05, eta: 0:59:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.3042 +2022-03-10 23:42:40,338 - davarocr - INFO - Epoch [14][340/541] lr: 3.030e-05, eta: 0:59:49, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.3914 +2022-03-10 23:42:41,220 - davarocr - INFO - Epoch [14][345/541] lr: 3.030e-05, eta: 0:59:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.3034 +2022-03-10 23:42:42,108 - davarocr - INFO - Epoch [14][350/541] lr: 3.030e-05, eta: 0:59:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.3591 +2022-03-10 23:42:42,990 - davarocr - INFO - Epoch [14][355/541] lr: 3.030e-05, eta: 0:59:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2818 +2022-03-10 23:42:43,861 - davarocr - INFO - Epoch [14][360/541] lr: 3.030e-05, eta: 0:59:45, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.4852 +2022-03-10 23:42:44,749 - davarocr - INFO - Epoch [14][365/541] lr: 3.030e-05, eta: 0:59:44, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0034, end_loss: 0.0027, loss: 0.0061, grad_norm: 1.4572 +2022-03-10 23:42:45,632 - davarocr - INFO - Epoch [14][370/541] lr: 3.030e-05, eta: 0:59:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0043, loss: 0.0054, grad_norm: 1.8570 +2022-03-10 23:42:46,515 - davarocr - INFO - Epoch [14][375/541] lr: 3.030e-05, eta: 0:59:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0011, grad_norm: 1.3598 +2022-03-10 23:42:47,393 - davarocr - INFO - Epoch [14][380/541] lr: 3.030e-05, eta: 0:59:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0044, loss: 0.0050, grad_norm: 1.5365 +2022-03-10 23:42:48,279 - davarocr - INFO - Epoch [14][385/541] lr: 3.030e-05, eta: 0:59:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0023, loss: 0.0033, grad_norm: 1.3506 +2022-03-10 23:42:49,174 - davarocr - INFO - Epoch [14][390/541] lr: 3.030e-05, eta: 0:59:39, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0029, end_loss: 0.0023, loss: 0.0052, grad_norm: 1.4142 +2022-03-10 23:42:50,061 - davarocr - INFO - Epoch [14][395/541] lr: 3.030e-05, eta: 0:59:38, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0016, loss: 0.0029, grad_norm: 1.4730 +2022-03-10 23:42:50,941 - davarocr - INFO - Epoch [14][400/541] lr: 3.030e-05, eta: 0:59:37, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3172 +2022-03-10 23:42:51,827 - davarocr - INFO - Epoch [14][405/541] lr: 3.030e-05, eta: 0:59:36, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0008, loss: 0.0016, grad_norm: 1.3581 +2022-03-10 23:42:52,705 - davarocr - INFO - Epoch [14][410/541] lr: 3.030e-05, eta: 0:59:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0043, end_loss: 0.0006, loss: 0.0049, grad_norm: 2.9662 +2022-03-10 23:42:53,591 - davarocr - INFO - Epoch [14][415/541] lr: 3.030e-05, eta: 0:59:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0040, end_loss: 0.0043, loss: 0.0083, grad_norm: 1.5401 +2022-03-10 23:42:54,469 - davarocr - INFO - Epoch [14][420/541] lr: 3.030e-05, eta: 0:59:33, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0015, loss: 0.0024, grad_norm: 1.1471 +2022-03-10 23:42:55,354 - davarocr - INFO - Epoch [14][425/541] lr: 3.030e-05, eta: 0:59:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.0646 +2022-03-10 23:42:56,240 - davarocr - INFO - Epoch [14][430/541] lr: 3.030e-05, eta: 0:59:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0038, end_loss: 0.0036, loss: 0.0074, grad_norm: 1.3016 +2022-03-10 23:42:57,120 - davarocr - INFO - Epoch [14][435/541] lr: 3.030e-05, eta: 0:59:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.0028 +2022-03-10 23:42:58,003 - davarocr - INFO - Epoch [14][440/541] lr: 3.030e-05, eta: 0:59:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 0.9760 +2022-03-10 23:42:58,881 - davarocr - INFO - Epoch [14][445/541] lr: 3.030e-05, eta: 0:59:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0015, loss: 0.0023, grad_norm: 1.3740 +2022-03-10 23:42:59,764 - davarocr - INFO - Epoch [14][450/541] lr: 3.030e-05, eta: 0:59:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0015, grad_norm: 1.1033 +2022-03-10 23:43:00,651 - davarocr - INFO - Epoch [14][455/541] lr: 3.030e-05, eta: 0:59:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.0824 +2022-03-10 23:43:01,534 - davarocr - INFO - Epoch [14][460/541] lr: 3.030e-05, eta: 0:59:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0007, loss: 0.0017, grad_norm: 1.0957 +2022-03-10 23:43:02,424 - davarocr - INFO - Epoch [14][465/541] lr: 3.030e-05, eta: 0:59:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0035, loss: 0.0056, grad_norm: 1.4090 +2022-03-10 23:43:03,321 - davarocr - INFO - Epoch [14][470/541] lr: 3.030e-05, eta: 0:59:23, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0043, loss: 0.0055, grad_norm: 1.5726 +2022-03-10 23:43:04,207 - davarocr - INFO - Epoch [14][475/541] lr: 3.030e-05, eta: 0:59:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0033, end_loss: 0.0031, loss: 0.0064, grad_norm: 1.6907 +2022-03-10 23:43:05,091 - davarocr - INFO - Epoch [14][480/541] lr: 3.030e-05, eta: 0:59:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0019, loss: 0.0030, grad_norm: 1.8970 +2022-03-10 23:43:05,973 - davarocr - INFO - Epoch [14][485/541] lr: 3.030e-05, eta: 0:59:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0085, end_loss: 0.0059, loss: 0.0144, grad_norm: 1.5351 +2022-03-10 23:43:06,851 - davarocr - INFO - Epoch [14][490/541] lr: 3.030e-05, eta: 0:59:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0019, loss: 0.0044, grad_norm: 1.3146 +2022-03-10 23:43:07,746 - davarocr - INFO - Epoch [14][495/541] lr: 3.030e-05, eta: 0:59:18, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0044, end_loss: 0.0097, loss: 0.0141, grad_norm: 1.6415 +2022-03-10 23:43:08,629 - davarocr - INFO - Epoch [14][500/541] lr: 3.030e-05, eta: 0:59:17, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0079, end_loss: 0.0048, loss: 0.0127, grad_norm: 1.6451 +2022-03-10 23:43:09,506 - davarocr - INFO - Epoch [14][505/541] lr: 3.030e-05, eta: 0:59:16, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0055, end_loss: 0.0057, loss: 0.0111, grad_norm: 1.3679 +2022-03-10 23:43:10,385 - davarocr - INFO - Epoch [14][510/541] lr: 3.030e-05, eta: 0:59:15, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0039, end_loss: 0.0051, loss: 0.0090, grad_norm: 1.6088 +2022-03-10 23:43:11,269 - davarocr - INFO - Epoch [14][515/541] lr: 3.030e-05, eta: 0:59:14, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0021, grad_norm: 1.2507 +2022-03-10 23:43:12,143 - davarocr - INFO - Epoch [14][520/541] lr: 3.030e-05, eta: 0:59:13, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0015, loss: 0.0028, grad_norm: 1.2591 +2022-03-10 23:43:13,095 - davarocr - INFO - Epoch [14][525/541] lr: 3.030e-05, eta: 0:59:13, time: 0.191, data_time: 0.024, memory: 5192, start_loss: 0.0021, end_loss: 0.0031, loss: 0.0052, grad_norm: 1.4123 +2022-03-10 23:43:13,981 - davarocr - INFO - Epoch [14][530/541] lr: 3.030e-05, eta: 0:59:12, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0015, loss: 0.0019, grad_norm: 1.2506 +2022-03-10 23:43:14,858 - davarocr - INFO - Epoch [14][535/541] lr: 3.030e-05, eta: 0:59:11, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0060, loss: 0.0071, grad_norm: 1.3090 +2022-03-10 23:43:15,731 - davarocr - INFO - Epoch [14][540/541] lr: 3.030e-05, eta: 0:59:10, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0019, loss: 0.0025, grad_norm: 1.3580 +2022-03-10 23:43:29,711 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:43:29,713 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:43:29,713 - davarocr - INFO - Epoch(val) [14][541] LOC: {'precision': 0.927710843373494, 'recall': 0.9232613908872902, 'f1-score': 0.9254807692307693}, PER: {'precision': 0.9722580645161291, 'recall': 0.9319727891156463, 'f1-score': 0.9516892958635934}, MISC: {'precision': 0.8387573964497042, 'recall': 0.8076923076923077, 'f1-score': 0.8229317851959362}, ORG: {'precision': 0.8886241810601548, 'recall': 0.8982540638169777, 'f1-score': 0.8934131736526946}, all: {'precision': 0.9175202156334232, 'recall': 0.9040368271954674, 'f1-score': 0.910728618567734}, hmean: 0.9107 +2022-03-10 23:43:33,072 - davarocr - INFO - Epoch [15][5/541] lr: 2.941e-05, eta: 0:59:14, time: 0.671, data_time: 0.486, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0016, grad_norm: 1.2405 +2022-03-10 23:43:33,963 - davarocr - INFO - Epoch [15][10/541] lr: 2.941e-05, eta: 0:59:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0052, loss: 0.0069, grad_norm: 1.9093 +2022-03-10 23:43:34,848 - davarocr - INFO - Epoch [15][15/541] lr: 2.941e-05, eta: 0:59:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.2748 +2022-03-10 23:43:35,741 - davarocr - INFO - Epoch [15][20/541] lr: 2.941e-05, eta: 0:59:11, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.2766 +2022-03-10 23:43:36,639 - davarocr - INFO - Epoch [15][25/541] lr: 2.941e-05, eta: 0:59:10, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0057, loss: 0.0069, grad_norm: 1.6161 +2022-03-10 23:43:37,521 - davarocr - INFO - Epoch [15][30/541] lr: 2.941e-05, eta: 0:59:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.4463 +2022-03-10 23:43:38,426 - davarocr - INFO - Epoch [15][35/541] lr: 2.941e-05, eta: 0:59:08, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0010, loss: 0.0039, grad_norm: 1.5006 +2022-03-10 23:43:39,300 - davarocr - INFO - Epoch [15][40/541] lr: 2.941e-05, eta: 0:59:07, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0029, loss: 0.0035, grad_norm: 1.4422 +2022-03-10 23:43:40,187 - davarocr - INFO - Epoch [15][45/541] lr: 2.941e-05, eta: 0:59:06, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0036, end_loss: 0.0036, loss: 0.0072, grad_norm: 1.7213 +2022-03-10 23:43:41,079 - davarocr - INFO - Epoch [15][50/541] lr: 2.941e-05, eta: 0:59:06, time: 0.178, data_time: 0.011, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 1.5572 +2022-03-10 23:43:41,959 - davarocr - INFO - Epoch [15][55/541] lr: 2.941e-05, eta: 0:59:05, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0027, loss: 0.0039, grad_norm: 1.8759 +2022-03-10 23:43:42,839 - davarocr - INFO - Epoch [15][60/541] lr: 2.941e-05, eta: 0:59:04, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0016, loss: 0.0021, grad_norm: 1.4037 +2022-03-10 23:43:43,718 - davarocr - INFO - Epoch [15][65/541] lr: 2.941e-05, eta: 0:59:03, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0013, grad_norm: 1.4049 +2022-03-10 23:43:44,599 - davarocr - INFO - Epoch [15][70/541] lr: 2.941e-05, eta: 0:59:02, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0034, end_loss: 0.0040, loss: 0.0074, grad_norm: 1.5688 +2022-03-10 23:43:45,482 - davarocr - INFO - Epoch [15][75/541] lr: 2.941e-05, eta: 0:59:01, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0017, end_loss: 0.0031, loss: 0.0048, grad_norm: 1.5161 +2022-03-10 23:43:46,356 - davarocr - INFO - Epoch [15][80/541] lr: 2.941e-05, eta: 0:59:00, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0016, loss: 0.0027, grad_norm: 1.6230 +2022-03-10 23:43:47,235 - davarocr - INFO - Epoch [15][85/541] lr: 2.941e-05, eta: 0:58:59, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0023, end_loss: 0.0006, loss: 0.0028, grad_norm: 1.4337 +2022-03-10 23:43:48,117 - davarocr - INFO - Epoch [15][90/541] lr: 2.941e-05, eta: 0:58:58, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.3986 +2022-03-10 23:43:48,995 - davarocr - INFO - Epoch [15][95/541] lr: 2.941e-05, eta: 0:58:57, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0023, end_loss: 0.0004, loss: 0.0027, grad_norm: 1.5804 +2022-03-10 23:43:49,870 - davarocr - INFO - Epoch [15][100/541] lr: 2.941e-05, eta: 0:58:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0002, loss: 0.0015, grad_norm: 1.4058 +2022-03-10 23:43:50,754 - davarocr - INFO - Epoch [15][105/541] lr: 2.941e-05, eta: 0:58:55, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0014, loss: 0.0039, grad_norm: 1.6093 +2022-03-10 23:43:51,633 - davarocr - INFO - Epoch [15][110/541] lr: 2.941e-05, eta: 0:58:54, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0041, loss: 0.0055, grad_norm: 1.5618 +2022-03-10 23:43:52,520 - davarocr - INFO - Epoch [15][115/541] lr: 2.941e-05, eta: 0:58:53, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0032, loss: 0.0054, grad_norm: 1.5362 +2022-03-10 23:43:53,399 - davarocr - INFO - Epoch [15][120/541] lr: 2.941e-05, eta: 0:58:52, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0011, loss: 0.0016, grad_norm: 1.4464 +2022-03-10 23:43:54,284 - davarocr - INFO - Epoch [15][125/541] lr: 2.941e-05, eta: 0:58:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0017, loss: 0.0020, grad_norm: 1.4671 +2022-03-10 23:43:55,165 - davarocr - INFO - Epoch [15][130/541] lr: 2.941e-05, eta: 0:58:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0039, loss: 0.0046, grad_norm: 1.4322 +2022-03-10 23:43:56,046 - davarocr - INFO - Epoch [15][135/541] lr: 2.941e-05, eta: 0:58:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0012, loss: 0.0014, grad_norm: 1.4635 +2022-03-10 23:43:56,936 - davarocr - INFO - Epoch [15][140/541] lr: 2.941e-05, eta: 0:58:48, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0034, loss: 0.0084, grad_norm: 1.5259 +2022-03-10 23:43:57,822 - davarocr - INFO - Epoch [15][145/541] lr: 2.941e-05, eta: 0:58:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.4076 +2022-03-10 23:43:58,707 - davarocr - INFO - Epoch [15][150/541] lr: 2.941e-05, eta: 0:58:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0019, loss: 0.0023, grad_norm: 1.4288 +2022-03-10 23:43:59,590 - davarocr - INFO - Epoch [15][155/541] lr: 2.941e-05, eta: 0:58:45, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0030, loss: 0.0039, grad_norm: 1.5737 +2022-03-10 23:44:00,471 - davarocr - INFO - Epoch [15][160/541] lr: 2.941e-05, eta: 0:58:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4089 +2022-03-10 23:44:01,365 - davarocr - INFO - Epoch [15][165/541] lr: 2.941e-05, eta: 0:58:43, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0015, loss: 0.0033, grad_norm: 1.5644 +2022-03-10 23:44:02,244 - davarocr - INFO - Epoch [15][170/541] lr: 2.941e-05, eta: 0:58:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0044, loss: 0.0062, grad_norm: 1.4116 +2022-03-10 23:44:03,128 - davarocr - INFO - Epoch [15][175/541] lr: 2.941e-05, eta: 0:58:41, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0026, loss: 0.0048, grad_norm: 1.4152 +2022-03-10 23:44:04,020 - davarocr - INFO - Epoch [15][180/541] lr: 2.941e-05, eta: 0:58:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0008, loss: 0.0018, grad_norm: 1.4084 +2022-03-10 23:44:04,905 - davarocr - INFO - Epoch [15][185/541] lr: 2.941e-05, eta: 0:58:39, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.3925 +2022-03-10 23:44:05,782 - davarocr - INFO - Epoch [15][190/541] lr: 2.941e-05, eta: 0:58:38, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0003, loss: 0.0038, grad_norm: 1.4052 +2022-03-10 23:44:06,658 - davarocr - INFO - Epoch [15][195/541] lr: 2.941e-05, eta: 0:58:37, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0012, loss: 0.0016, grad_norm: 1.4429 +2022-03-10 23:44:07,548 - davarocr - INFO - Epoch [15][200/541] lr: 2.941e-05, eta: 0:58:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.5040 +2022-03-10 23:44:08,433 - davarocr - INFO - Epoch [15][205/541] lr: 2.941e-05, eta: 0:58:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.4346 +2022-03-10 23:44:09,312 - davarocr - INFO - Epoch [15][210/541] lr: 2.941e-05, eta: 0:58:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.4784 +2022-03-10 23:44:10,190 - davarocr - INFO - Epoch [15][215/541] lr: 2.941e-05, eta: 0:58:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0012, loss: 0.0024, grad_norm: 1.5366 +2022-03-10 23:44:11,081 - davarocr - INFO - Epoch [15][220/541] lr: 2.941e-05, eta: 0:58:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0054, loss: 0.0071, grad_norm: 1.5187 +2022-03-10 23:44:11,962 - davarocr - INFO - Epoch [15][225/541] lr: 2.941e-05, eta: 0:58:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0013, loss: 0.0037, grad_norm: 1.4374 +2022-03-10 23:44:12,847 - davarocr - INFO - Epoch [15][230/541] lr: 2.941e-05, eta: 0:58:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3954 +2022-03-10 23:44:13,733 - davarocr - INFO - Epoch [15][235/541] lr: 2.941e-05, eta: 0:58:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0027, end_loss: 0.0005, loss: 0.0032, grad_norm: 1.7924 +2022-03-10 23:44:14,635 - davarocr - INFO - Epoch [15][240/541] lr: 2.941e-05, eta: 0:58:28, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0028, loss: 0.0040, grad_norm: 1.5338 +2022-03-10 23:44:15,509 - davarocr - INFO - Epoch [15][245/541] lr: 2.941e-05, eta: 0:58:27, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0016, loss: 0.0045, grad_norm: 2.0703 +2022-03-10 23:44:16,394 - davarocr - INFO - Epoch [15][250/541] lr: 2.941e-05, eta: 0:58:26, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0049, loss: 0.0085, grad_norm: 1.6911 +2022-03-10 23:44:17,289 - davarocr - INFO - Epoch [15][255/541] lr: 2.941e-05, eta: 0:58:25, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0008, end_loss: 0.0012, loss: 0.0019, grad_norm: 1.5775 +2022-03-10 23:44:18,166 - davarocr - INFO - Epoch [15][260/541] lr: 2.941e-05, eta: 0:58:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.5029 +2022-03-10 23:44:19,052 - davarocr - INFO - Epoch [15][265/541] lr: 2.941e-05, eta: 0:58:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.4708 +2022-03-10 23:44:19,938 - davarocr - INFO - Epoch [15][270/541] lr: 2.941e-05, eta: 0:58:22, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0005, loss: 0.0020, grad_norm: 1.5914 +2022-03-10 23:44:20,832 - davarocr - INFO - Epoch [15][275/541] lr: 2.941e-05, eta: 0:58:21, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0006, loss: 0.0014, grad_norm: 1.4764 +2022-03-10 23:44:21,707 - davarocr - INFO - Epoch [15][280/541] lr: 2.941e-05, eta: 0:58:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0028, loss: 0.0053, grad_norm: 1.5515 +2022-03-10 23:44:22,594 - davarocr - INFO - Epoch [15][285/541] lr: 2.941e-05, eta: 0:58:19, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.4971 +2022-03-10 23:44:23,483 - davarocr - INFO - Epoch [15][290/541] lr: 2.941e-05, eta: 0:58:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.4672 +2022-03-10 23:44:24,363 - davarocr - INFO - Epoch [15][295/541] lr: 2.941e-05, eta: 0:58:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0050, loss: 0.0118, grad_norm: 2.0723 +2022-03-10 23:44:25,248 - davarocr - INFO - Epoch [15][300/541] lr: 2.941e-05, eta: 0:58:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0003, loss: 0.0018, grad_norm: 1.5006 +2022-03-10 23:44:26,130 - davarocr - INFO - Epoch [15][305/541] lr: 2.941e-05, eta: 0:58:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0045, loss: 0.0049, grad_norm: 1.5207 +2022-03-10 23:44:27,007 - davarocr - INFO - Epoch [15][310/541] lr: 2.941e-05, eta: 0:58:14, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0008, loss: 0.0011, grad_norm: 1.4932 +2022-03-10 23:44:27,898 - davarocr - INFO - Epoch [15][315/541] lr: 2.941e-05, eta: 0:58:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0069, loss: 0.0086, grad_norm: 1.5835 +2022-03-10 23:44:28,776 - davarocr - INFO - Epoch [15][320/541] lr: 2.941e-05, eta: 0:58:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0013, loss: 0.0026, grad_norm: 1.5966 +2022-03-10 23:44:29,663 - davarocr - INFO - Epoch [15][325/541] lr: 2.941e-05, eta: 0:58:11, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.4865 +2022-03-10 23:44:30,552 - davarocr - INFO - Epoch [15][330/541] lr: 2.941e-05, eta: 0:58:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.5082 +2022-03-10 23:44:31,429 - davarocr - INFO - Epoch [15][335/541] lr: 2.941e-05, eta: 0:58:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0040, loss: 0.0057, grad_norm: 1.7669 +2022-03-10 23:44:32,321 - davarocr - INFO - Epoch [15][340/541] lr: 2.941e-05, eta: 0:58:09, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0058, loss: 0.0080, grad_norm: 2.1129 +2022-03-10 23:44:33,200 - davarocr - INFO - Epoch [15][345/541] lr: 2.941e-05, eta: 0:58:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.5398 +2022-03-10 23:44:34,070 - davarocr - INFO - Epoch [15][350/541] lr: 2.941e-05, eta: 0:58:07, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.5299 +2022-03-10 23:44:34,954 - davarocr - INFO - Epoch [15][355/541] lr: 2.941e-05, eta: 0:58:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0023, loss: 0.0043, grad_norm: 2.0075 +2022-03-10 23:44:35,837 - davarocr - INFO - Epoch [15][360/541] lr: 2.941e-05, eta: 0:58:05, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0020, loss: 0.0046, grad_norm: 1.9275 +2022-03-10 23:44:36,719 - davarocr - INFO - Epoch [15][365/541] lr: 2.941e-05, eta: 0:58:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0023, loss: 0.0045, grad_norm: 1.7037 +2022-03-10 23:44:37,601 - davarocr - INFO - Epoch [15][370/541] lr: 2.941e-05, eta: 0:58:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0035, loss: 0.0047, grad_norm: 1.8512 +2022-03-10 23:44:38,482 - davarocr - INFO - Epoch [15][375/541] lr: 2.941e-05, eta: 0:58:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0025, loss: 0.0047, grad_norm: 1.7083 +2022-03-10 23:44:39,366 - davarocr - INFO - Epoch [15][380/541] lr: 2.941e-05, eta: 0:58:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.6295 +2022-03-10 23:44:40,253 - davarocr - INFO - Epoch [15][385/541] lr: 2.941e-05, eta: 0:58:00, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0049, loss: 0.0089, grad_norm: 1.9929 +2022-03-10 23:44:41,137 - davarocr - INFO - Epoch [15][390/541] lr: 2.941e-05, eta: 0:57:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0002, loss: 0.0014, grad_norm: 1.5957 +2022-03-10 23:44:42,019 - davarocr - INFO - Epoch [15][395/541] lr: 2.941e-05, eta: 0:57:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0021, loss: 0.0022, grad_norm: 1.5963 +2022-03-10 23:44:42,908 - davarocr - INFO - Epoch [15][400/541] lr: 2.941e-05, eta: 0:57:57, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0008, loss: 0.0047, grad_norm: 1.7336 +2022-03-10 23:44:43,789 - davarocr - INFO - Epoch [15][405/541] lr: 2.941e-05, eta: 0:57:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0037, loss: 0.0041, grad_norm: 1.6045 +2022-03-10 23:44:44,673 - davarocr - INFO - Epoch [15][410/541] lr: 2.941e-05, eta: 0:57:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0020, loss: 0.0046, grad_norm: 1.6308 +2022-03-10 23:44:45,550 - davarocr - INFO - Epoch [15][415/541] lr: 2.941e-05, eta: 0:57:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.5847 +2022-03-10 23:44:46,437 - davarocr - INFO - Epoch [15][420/541] lr: 2.941e-05, eta: 0:57:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.5761 +2022-03-10 23:44:47,343 - davarocr - INFO - Epoch [15][425/541] lr: 2.941e-05, eta: 0:57:52, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0009, loss: 0.0028, grad_norm: 1.9544 +2022-03-10 23:44:48,246 - davarocr - INFO - Epoch [15][430/541] lr: 2.941e-05, eta: 0:57:51, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0024, loss: 0.0059, grad_norm: 1.6739 +2022-03-10 23:44:49,123 - davarocr - INFO - Epoch [15][435/541] lr: 2.941e-05, eta: 0:57:50, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.6317 +2022-03-10 23:44:50,007 - davarocr - INFO - Epoch [15][440/541] lr: 2.941e-05, eta: 0:57:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.5803 +2022-03-10 23:44:50,876 - davarocr - INFO - Epoch [15][445/541] lr: 2.941e-05, eta: 0:57:48, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0026, loss: 0.0029, grad_norm: 1.5994 +2022-03-10 23:44:51,760 - davarocr - INFO - Epoch [15][450/541] lr: 2.941e-05, eta: 0:57:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5813 +2022-03-10 23:44:52,644 - davarocr - INFO - Epoch [15][455/541] lr: 2.941e-05, eta: 0:57:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0024, loss: 0.0049, grad_norm: 1.8770 +2022-03-10 23:44:53,526 - davarocr - INFO - Epoch [15][460/541] lr: 2.941e-05, eta: 0:57:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0025, loss: 0.0026, grad_norm: 1.6286 +2022-03-10 23:44:54,403 - davarocr - INFO - Epoch [15][465/541] lr: 2.941e-05, eta: 0:57:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0034, loss: 0.0043, grad_norm: 1.6585 +2022-03-10 23:44:55,289 - davarocr - INFO - Epoch [15][470/541] lr: 2.941e-05, eta: 0:57:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0025, loss: 0.0037, grad_norm: 1.6797 +2022-03-10 23:44:56,183 - davarocr - INFO - Epoch [15][475/541] lr: 2.941e-05, eta: 0:57:42, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0033, loss: 0.0038, grad_norm: 1.7596 +2022-03-10 23:44:57,065 - davarocr - INFO - Epoch [15][480/541] lr: 2.941e-05, eta: 0:57:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0022, loss: 0.0031, grad_norm: 1.6921 +2022-03-10 23:44:57,954 - davarocr - INFO - Epoch [15][485/541] lr: 2.941e-05, eta: 0:57:40, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.6726 +2022-03-10 23:44:58,842 - davarocr - INFO - Epoch [15][490/541] lr: 2.941e-05, eta: 0:57:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0018, loss: 0.0023, grad_norm: 1.6362 +2022-03-10 23:44:59,721 - davarocr - INFO - Epoch [15][495/541] lr: 2.941e-05, eta: 0:57:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0047, loss: 0.0058, grad_norm: 1.9658 +2022-03-10 23:45:00,597 - davarocr - INFO - Epoch [15][500/541] lr: 2.941e-05, eta: 0:57:37, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0016, grad_norm: 1.6314 +2022-03-10 23:45:01,477 - davarocr - INFO - Epoch [15][505/541] lr: 2.941e-05, eta: 0:57:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0017, grad_norm: 1.6605 +2022-03-10 23:45:02,363 - davarocr - INFO - Epoch [15][510/541] lr: 2.941e-05, eta: 0:57:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0007, loss: 0.0026, grad_norm: 1.6905 +2022-03-10 23:45:03,247 - davarocr - INFO - Epoch [15][515/541] lr: 2.941e-05, eta: 0:57:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0013, loss: 0.0048, grad_norm: 1.7365 +2022-03-10 23:45:04,124 - davarocr - INFO - Epoch [15][520/541] lr: 2.941e-05, eta: 0:57:33, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0011, grad_norm: 1.6864 +2022-03-10 23:45:05,012 - davarocr - INFO - Epoch [15][525/541] lr: 2.941e-05, eta: 0:57:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.6602 +2022-03-10 23:45:05,894 - davarocr - INFO - Epoch [15][530/541] lr: 2.941e-05, eta: 0:57:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0057, end_loss: 0.0034, loss: 0.0092, grad_norm: 2.1883 +2022-03-10 23:45:06,769 - davarocr - INFO - Epoch [15][535/541] lr: 2.941e-05, eta: 0:57:30, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0016, loss: 0.0026, grad_norm: 1.8304 +2022-03-10 23:45:07,655 - davarocr - INFO - Epoch [15][540/541] lr: 2.941e-05, eta: 0:57:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0042, end_loss: 0.0033, loss: 0.0075, grad_norm: 1.9395 +2022-03-10 23:45:21,508 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:45:21,509 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:45:21,509 - davarocr - INFO - Epoch(val) [15][541] LOC: {'precision': 0.9479876160990712, 'recall': 0.9178657074340527, 'f1-score': 0.9326835211696619}, PER: {'precision': 0.9618511569731082, 'recall': 0.9511440940012369, 'f1-score': 0.9564676616915424}, MISC: {'precision': 0.8404099560761347, 'recall': 0.8176638176638177, 'f1-score': 0.8288808664259927}, ORG: {'precision': 0.8853130485664131, 'recall': 0.9108970499698976, 'f1-score': 0.8979228486646884}, all: {'precision': 0.9197288619336426, 'recall': 0.9128895184135978, 'f1-score': 0.9162964279367336}, hmean: 0.9163 +2022-03-10 23:45:24,868 - davarocr - INFO - Epoch [16][5/541] lr: 2.857e-05, eta: 0:57:34, time: 0.670, data_time: 0.496, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.6559 +2022-03-10 23:45:25,744 - davarocr - INFO - Epoch [16][10/541] lr: 2.857e-05, eta: 0:57:33, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0022, loss: 0.0034, grad_norm: 1.7224 +2022-03-10 23:45:26,622 - davarocr - INFO - Epoch [16][15/541] lr: 2.857e-05, eta: 0:57:32, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0021, grad_norm: 1.7429 +2022-03-10 23:45:27,497 - davarocr - INFO - Epoch [16][20/541] lr: 2.857e-05, eta: 0:57:31, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0015, loss: 0.0036, grad_norm: 2.0893 +2022-03-10 23:45:28,382 - davarocr - INFO - Epoch [16][25/541] lr: 2.857e-05, eta: 0:57:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6564 +2022-03-10 23:45:29,272 - davarocr - INFO - Epoch [16][30/541] lr: 2.857e-05, eta: 0:57:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0041, loss: 0.0062, grad_norm: 1.8044 +2022-03-10 23:45:30,158 - davarocr - INFO - Epoch [16][35/541] lr: 2.857e-05, eta: 0:57:28, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.6825 +2022-03-10 23:45:31,042 - davarocr - INFO - Epoch [16][40/541] lr: 2.857e-05, eta: 0:57:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0026, loss: 0.0036, grad_norm: 1.8196 +2022-03-10 23:45:31,918 - davarocr - INFO - Epoch [16][45/541] lr: 2.857e-05, eta: 0:57:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0013, loss: 0.0024, grad_norm: 1.6919 +2022-03-10 23:45:32,823 - davarocr - INFO - Epoch [16][50/541] lr: 2.857e-05, eta: 0:57:25, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.6803 +2022-03-10 23:45:33,701 - davarocr - INFO - Epoch [16][55/541] lr: 2.857e-05, eta: 0:57:24, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0006, loss: 0.0021, grad_norm: 2.0095 +2022-03-10 23:45:34,586 - davarocr - INFO - Epoch [16][60/541] lr: 2.857e-05, eta: 0:57:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0032, loss: 0.0051, grad_norm: 1.8914 +2022-03-10 23:45:35,480 - davarocr - INFO - Epoch [16][65/541] lr: 2.857e-05, eta: 0:57:22, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0004, loss: 0.0021, grad_norm: 1.7295 +2022-03-10 23:45:36,359 - davarocr - INFO - Epoch [16][70/541] lr: 2.857e-05, eta: 0:57:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.7078 +2022-03-10 23:45:37,241 - davarocr - INFO - Epoch [16][75/541] lr: 2.857e-05, eta: 0:57:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0001, loss: 0.0018, grad_norm: 1.7257 +2022-03-10 23:45:38,125 - davarocr - INFO - Epoch [16][80/541] lr: 2.857e-05, eta: 0:57:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.6995 +2022-03-10 23:45:39,011 - davarocr - INFO - Epoch [16][85/541] lr: 2.857e-05, eta: 0:57:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 1.9437 +2022-03-10 23:45:39,881 - davarocr - INFO - Epoch [16][90/541] lr: 2.857e-05, eta: 0:57:17, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0001, loss: 0.0019, grad_norm: 1.8898 +2022-03-10 23:45:40,766 - davarocr - INFO - Epoch [16][95/541] lr: 2.857e-05, eta: 0:57:16, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.7483 +2022-03-10 23:45:41,652 - davarocr - INFO - Epoch [16][100/541] lr: 2.857e-05, eta: 0:57:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7159 +2022-03-10 23:45:42,531 - davarocr - INFO - Epoch [16][105/541] lr: 2.857e-05, eta: 0:57:14, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0014, loss: 0.0025, grad_norm: 1.8895 +2022-03-10 23:45:43,419 - davarocr - INFO - Epoch [16][110/541] lr: 2.857e-05, eta: 0:57:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0016, loss: 0.0031, grad_norm: 1.8305 +2022-03-10 23:45:44,308 - davarocr - INFO - Epoch [16][115/541] lr: 2.857e-05, eta: 0:57:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0030, loss: 0.0055, grad_norm: 1.8128 +2022-03-10 23:45:45,198 - davarocr - INFO - Epoch [16][120/541] lr: 2.857e-05, eta: 0:57:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.8576 +2022-03-10 23:45:46,075 - davarocr - INFO - Epoch [16][125/541] lr: 2.857e-05, eta: 0:57:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0008, loss: 0.0021, grad_norm: 1.8526 +2022-03-10 23:45:46,965 - davarocr - INFO - Epoch [16][130/541] lr: 2.857e-05, eta: 0:57:09, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0001, loss: 0.0012, grad_norm: 1.7184 +2022-03-10 23:45:47,849 - davarocr - INFO - Epoch [16][135/541] lr: 2.857e-05, eta: 0:57:08, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.7173 +2022-03-10 23:45:48,727 - davarocr - INFO - Epoch [16][140/541] lr: 2.857e-05, eta: 0:57:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0004, loss: 0.0014, grad_norm: 1.7579 +2022-03-10 23:45:49,606 - davarocr - INFO - Epoch [16][145/541] lr: 2.857e-05, eta: 0:57:06, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.7362 +2022-03-10 23:45:50,503 - davarocr - INFO - Epoch [16][150/541] lr: 2.857e-05, eta: 0:57:05, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0006, loss: 0.0013, grad_norm: 1.7700 +2022-03-10 23:45:51,385 - davarocr - INFO - Epoch [16][155/541] lr: 2.857e-05, eta: 0:57:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.8016 +2022-03-10 23:45:52,275 - davarocr - INFO - Epoch [16][160/541] lr: 2.857e-05, eta: 0:57:03, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0028, loss: 0.0041, grad_norm: 1.8157 +2022-03-10 23:45:53,159 - davarocr - INFO - Epoch [16][165/541] lr: 2.857e-05, eta: 0:57:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.7767 +2022-03-10 23:45:54,051 - davarocr - INFO - Epoch [16][170/541] lr: 2.857e-05, eta: 0:57:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0026, loss: 0.0027, grad_norm: 1.7719 +2022-03-10 23:45:54,933 - davarocr - INFO - Epoch [16][175/541] lr: 2.857e-05, eta: 0:57:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7209 +2022-03-10 23:45:55,813 - davarocr - INFO - Epoch [16][180/541] lr: 2.857e-05, eta: 0:56:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0002, loss: 0.0020, grad_norm: 1.7683 +2022-03-10 23:45:56,699 - davarocr - INFO - Epoch [16][185/541] lr: 2.857e-05, eta: 0:56:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0035, loss: 0.0055, grad_norm: 2.0485 +2022-03-10 23:45:57,572 - davarocr - INFO - Epoch [16][190/541] lr: 2.857e-05, eta: 0:56:57, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.7708 +2022-03-10 23:45:58,442 - davarocr - INFO - Epoch [16][195/541] lr: 2.857e-05, eta: 0:56:56, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 1.8075 +2022-03-10 23:45:59,324 - davarocr - INFO - Epoch [16][200/541] lr: 2.857e-05, eta: 0:56:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0008, loss: 0.0014, grad_norm: 1.8194 +2022-03-10 23:46:00,218 - davarocr - INFO - Epoch [16][205/541] lr: 2.857e-05, eta: 0:56:55, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0011, grad_norm: 1.8025 +2022-03-10 23:46:01,103 - davarocr - INFO - Epoch [16][210/541] lr: 2.857e-05, eta: 0:56:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.9878 +2022-03-10 23:46:01,989 - davarocr - INFO - Epoch [16][215/541] lr: 2.857e-05, eta: 0:56:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0027, loss: 0.0034, grad_norm: 1.9235 +2022-03-10 23:46:02,871 - davarocr - INFO - Epoch [16][220/541] lr: 2.857e-05, eta: 0:56:52, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0015, grad_norm: 1.8504 +2022-03-10 23:46:03,763 - davarocr - INFO - Epoch [16][225/541] lr: 2.857e-05, eta: 0:56:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0019, loss: 0.0033, grad_norm: 1.8704 +2022-03-10 23:46:04,656 - davarocr - INFO - Epoch [16][230/541] lr: 2.857e-05, eta: 0:56:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0021, loss: 0.0038, grad_norm: 1.8316 +2022-03-10 23:46:05,541 - davarocr - INFO - Epoch [16][235/541] lr: 2.857e-05, eta: 0:56:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7912 +2022-03-10 23:46:06,426 - davarocr - INFO - Epoch [16][240/541] lr: 2.857e-05, eta: 0:56:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.8227 +2022-03-10 23:46:07,314 - davarocr - INFO - Epoch [16][245/541] lr: 2.857e-05, eta: 0:56:47, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0019, end_loss: 0.0003, loss: 0.0022, grad_norm: 1.8540 +2022-03-10 23:46:08,193 - davarocr - INFO - Epoch [16][250/541] lr: 2.857e-05, eta: 0:56:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0017, loss: 0.0029, grad_norm: 1.8850 +2022-03-10 23:46:09,078 - davarocr - INFO - Epoch [16][255/541] lr: 2.857e-05, eta: 0:56:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.7975 +2022-03-10 23:46:09,951 - davarocr - INFO - Epoch [16][260/541] lr: 2.857e-05, eta: 0:56:44, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.8838 +2022-03-10 23:46:10,842 - davarocr - INFO - Epoch [16][265/541] lr: 2.857e-05, eta: 0:56:43, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0026, loss: 0.0041, grad_norm: 1.9000 +2022-03-10 23:46:11,716 - davarocr - INFO - Epoch [16][270/541] lr: 2.857e-05, eta: 0:56:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0026, loss: 0.0029, grad_norm: 1.8198 +2022-03-10 23:46:12,595 - davarocr - INFO - Epoch [16][275/541] lr: 2.857e-05, eta: 0:56:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.8155 +2022-03-10 23:46:13,472 - davarocr - INFO - Epoch [16][280/541] lr: 2.857e-05, eta: 0:56:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 2.2053 +2022-03-10 23:46:14,353 - davarocr - INFO - Epoch [16][285/541] lr: 2.857e-05, eta: 0:56:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0016, loss: 0.0022, grad_norm: 1.8698 +2022-03-10 23:46:15,234 - davarocr - INFO - Epoch [16][290/541] lr: 2.857e-05, eta: 0:56:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0009, loss: 0.0040, grad_norm: 2.0742 +2022-03-10 23:46:16,124 - davarocr - INFO - Epoch [16][295/541] lr: 2.857e-05, eta: 0:56:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0027, loss: 0.0047, grad_norm: 1.8317 +2022-03-10 23:46:17,022 - davarocr - INFO - Epoch [16][300/541] lr: 2.857e-05, eta: 0:56:36, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0014, loss: 0.0030, grad_norm: 2.1511 +2022-03-10 23:46:17,915 - davarocr - INFO - Epoch [16][305/541] lr: 2.857e-05, eta: 0:56:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.9265 +2022-03-10 23:46:18,800 - davarocr - INFO - Epoch [16][310/541] lr: 2.857e-05, eta: 0:56:34, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 1.8274 +2022-03-10 23:46:19,685 - davarocr - INFO - Epoch [16][315/541] lr: 2.857e-05, eta: 0:56:33, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0017, loss: 0.0021, grad_norm: 1.8432 +2022-03-10 23:46:20,581 - davarocr - INFO - Epoch [16][320/541] lr: 2.857e-05, eta: 0:56:32, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.8940 +2022-03-10 23:46:21,474 - davarocr - INFO - Epoch [16][325/541] lr: 2.857e-05, eta: 0:56:31, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0053, loss: 0.0071, grad_norm: 2.0808 +2022-03-10 23:46:22,361 - davarocr - INFO - Epoch [16][330/541] lr: 2.857e-05, eta: 0:56:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0006, loss: 0.0031, grad_norm: 1.8702 +2022-03-10 23:46:23,263 - davarocr - INFO - Epoch [16][335/541] lr: 2.857e-05, eta: 0:56:29, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.8320 +2022-03-10 23:46:24,162 - davarocr - INFO - Epoch [16][340/541] lr: 2.857e-05, eta: 0:56:28, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.8098 +2022-03-10 23:46:25,071 - davarocr - INFO - Epoch [16][345/541] lr: 2.857e-05, eta: 0:56:28, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8095 +2022-03-10 23:46:25,973 - davarocr - INFO - Epoch [16][350/541] lr: 2.857e-05, eta: 0:56:27, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0008, loss: 0.0015, grad_norm: 1.8619 +2022-03-10 23:46:26,877 - davarocr - INFO - Epoch [16][355/541] lr: 2.857e-05, eta: 0:56:26, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.8133 +2022-03-10 23:46:27,782 - davarocr - INFO - Epoch [16][360/541] lr: 2.857e-05, eta: 0:56:25, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.8136 +2022-03-10 23:46:28,684 - davarocr - INFO - Epoch [16][365/541] lr: 2.857e-05, eta: 0:56:24, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0013, loss: 0.0017, grad_norm: 1.8816 +2022-03-10 23:46:29,582 - davarocr - INFO - Epoch [16][370/541] lr: 2.857e-05, eta: 0:56:23, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.8459 +2022-03-10 23:46:30,491 - davarocr - INFO - Epoch [16][375/541] lr: 2.857e-05, eta: 0:56:22, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0034, loss: 0.0036, grad_norm: 1.8233 +2022-03-10 23:46:31,406 - davarocr - INFO - Epoch [16][380/541] lr: 2.857e-05, eta: 0:56:21, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0010, loss: 0.0029, grad_norm: 1.9086 +2022-03-10 23:46:32,317 - davarocr - INFO - Epoch [16][385/541] lr: 2.857e-05, eta: 0:56:20, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0016, loss: 0.0021, grad_norm: 2.0346 +2022-03-10 23:46:33,239 - davarocr - INFO - Epoch [16][390/541] lr: 2.857e-05, eta: 0:56:19, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8453 +2022-03-10 23:46:34,146 - davarocr - INFO - Epoch [16][395/541] lr: 2.857e-05, eta: 0:56:18, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0036, loss: 0.0060, grad_norm: 1.9179 +2022-03-10 23:46:35,048 - davarocr - INFO - Epoch [16][400/541] lr: 2.857e-05, eta: 0:56:17, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0018, end_loss: 0.0022, loss: 0.0040, grad_norm: 2.3221 +2022-03-10 23:46:35,950 - davarocr - INFO - Epoch [16][405/541] lr: 2.857e-05, eta: 0:56:16, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.9757 +2022-03-10 23:46:36,857 - davarocr - INFO - Epoch [16][410/541] lr: 2.857e-05, eta: 0:56:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.9016 +2022-03-10 23:46:37,790 - davarocr - INFO - Epoch [16][415/541] lr: 2.857e-05, eta: 0:56:15, time: 0.186, data_time: 0.011, memory: 5192, start_loss: 0.0021, end_loss: 0.0022, loss: 0.0043, grad_norm: 2.3876 +2022-03-10 23:46:38,687 - davarocr - INFO - Epoch [16][420/541] lr: 2.857e-05, eta: 0:56:14, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0010, loss: 0.0020, grad_norm: 1.9318 +2022-03-10 23:46:39,589 - davarocr - INFO - Epoch [16][425/541] lr: 2.857e-05, eta: 0:56:13, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0006, loss: 0.0016, grad_norm: 1.8737 +2022-03-10 23:46:40,491 - davarocr - INFO - Epoch [16][430/541] lr: 2.857e-05, eta: 0:56:12, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0001, loss: 0.0041, grad_norm: 1.9166 +2022-03-10 23:46:41,398 - davarocr - INFO - Epoch [16][435/541] lr: 2.857e-05, eta: 0:56:11, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0010, loss: 0.0033, grad_norm: 2.0304 +2022-03-10 23:46:42,307 - davarocr - INFO - Epoch [16][440/541] lr: 2.857e-05, eta: 0:56:10, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8627 +2022-03-10 23:46:43,208 - davarocr - INFO - Epoch [16][445/541] lr: 2.857e-05, eta: 0:56:09, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.8804 +2022-03-10 23:46:44,116 - davarocr - INFO - Epoch [16][450/541] lr: 2.857e-05, eta: 0:56:08, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0002, loss: 0.0013, grad_norm: 1.9012 +2022-03-10 23:46:45,029 - davarocr - INFO - Epoch [16][455/541] lr: 2.857e-05, eta: 0:56:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8611 +2022-03-10 23:46:45,938 - davarocr - INFO - Epoch [16][460/541] lr: 2.857e-05, eta: 0:56:06, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.8672 +2022-03-10 23:46:46,841 - davarocr - INFO - Epoch [16][465/541] lr: 2.857e-05, eta: 0:56:05, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 1.8672 +2022-03-10 23:46:47,741 - davarocr - INFO - Epoch [16][470/541] lr: 2.857e-05, eta: 0:56:04, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.8945 +2022-03-10 23:46:48,658 - davarocr - INFO - Epoch [16][475/541] lr: 2.857e-05, eta: 0:56:04, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.8532 +2022-03-10 23:46:49,569 - davarocr - INFO - Epoch [16][480/541] lr: 2.857e-05, eta: 0:56:03, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.8672 +2022-03-10 23:46:50,465 - davarocr - INFO - Epoch [16][485/541] lr: 2.857e-05, eta: 0:56:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0010, loss: 0.0021, grad_norm: 1.9261 +2022-03-10 23:46:51,350 - davarocr - INFO - Epoch [16][490/541] lr: 2.857e-05, eta: 0:56:01, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.9147 +2022-03-10 23:46:52,241 - davarocr - INFO - Epoch [16][495/541] lr: 2.857e-05, eta: 0:56:00, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8594 +2022-03-10 23:46:53,117 - davarocr - INFO - Epoch [16][500/541] lr: 2.857e-05, eta: 0:55:59, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.9310 +2022-03-10 23:46:53,998 - davarocr - INFO - Epoch [16][505/541] lr: 2.857e-05, eta: 0:55:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.8585 +2022-03-10 23:46:54,894 - davarocr - INFO - Epoch [16][510/541] lr: 2.857e-05, eta: 0:55:57, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.9282 +2022-03-10 23:46:55,781 - davarocr - INFO - Epoch [16][515/541] lr: 2.857e-05, eta: 0:55:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0023, loss: 0.0032, grad_norm: 2.0317 +2022-03-10 23:46:56,666 - davarocr - INFO - Epoch [16][520/541] lr: 2.857e-05, eta: 0:55:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0013, grad_norm: 2.0330 +2022-03-10 23:46:57,542 - davarocr - INFO - Epoch [16][525/541] lr: 2.857e-05, eta: 0:55:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0007, loss: 0.0058, grad_norm: 1.9762 +2022-03-10 23:46:58,425 - davarocr - INFO - Epoch [16][530/541] lr: 2.857e-05, eta: 0:55:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0025, loss: 0.0040, grad_norm: 1.9996 +2022-03-10 23:46:59,307 - davarocr - INFO - Epoch [16][535/541] lr: 2.857e-05, eta: 0:55:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.9310 +2022-03-10 23:47:00,185 - davarocr - INFO - Epoch [16][540/541] lr: 2.857e-05, eta: 0:55:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.9225 +2022-03-10 23:47:14,276 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:47:14,277 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:47:14,277 - davarocr - INFO - Epoch(val) [16][541] LOC: {'precision': 0.9487021013597033, 'recall': 0.920263788968825, 'f1-score': 0.9342665855143031}, PER: {'precision': 0.9566563467492261, 'recall': 0.9554730983302412, 'f1-score': 0.9560643564356436}, MISC: {'precision': 0.8472834067547724, 'recall': 0.8219373219373219, 'f1-score': 0.8344179320318149}, ORG: {'precision': 0.8859494415049971, 'recall': 0.9072847682119205, 'f1-score': 0.8964901844140393}, all: {'precision': 0.9196794300979519, 'recall': 0.9143059490084986, 'f1-score': 0.9169848175441713}, hmean: 0.9170 +2022-03-10 23:47:17,696 - davarocr - INFO - Epoch [17][5/541] lr: 2.778e-05, eta: 0:55:55, time: 0.679, data_time: 0.485, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.8831 +2022-03-10 23:47:18,596 - davarocr - INFO - Epoch [17][10/541] lr: 2.778e-05, eta: 0:55:54, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.9129 +2022-03-10 23:47:19,497 - davarocr - INFO - Epoch [17][15/541] lr: 2.778e-05, eta: 0:55:53, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.8899 +2022-03-10 23:47:20,399 - davarocr - INFO - Epoch [17][20/541] lr: 2.778e-05, eta: 0:55:52, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.9361 +2022-03-10 23:47:21,310 - davarocr - INFO - Epoch [17][25/541] lr: 2.778e-05, eta: 0:55:51, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0027, end_loss: 0.0008, loss: 0.0036, grad_norm: 2.1053 +2022-03-10 23:47:22,228 - davarocr - INFO - Epoch [17][30/541] lr: 2.778e-05, eta: 0:55:50, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.8972 +2022-03-10 23:47:23,149 - davarocr - INFO - Epoch [17][35/541] lr: 2.778e-05, eta: 0:55:49, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0023, loss: 0.0031, grad_norm: 1.9548 +2022-03-10 23:47:24,042 - davarocr - INFO - Epoch [17][40/541] lr: 2.778e-05, eta: 0:55:48, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0029, end_loss: 0.0005, loss: 0.0034, grad_norm: 2.0126 +2022-03-10 23:47:24,932 - davarocr - INFO - Epoch [17][45/541] lr: 2.778e-05, eta: 0:55:47, time: 0.178, data_time: 0.011, memory: 5192, start_loss: 0.0012, end_loss: 0.0010, loss: 0.0022, grad_norm: 2.0985 +2022-03-10 23:47:25,819 - davarocr - INFO - Epoch [17][50/541] lr: 2.778e-05, eta: 0:55:46, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0016, end_loss: 0.0023, loss: 0.0039, grad_norm: 2.0105 +2022-03-10 23:47:26,710 - davarocr - INFO - Epoch [17][55/541] lr: 2.778e-05, eta: 0:55:46, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0022, grad_norm: 1.9364 +2022-03-10 23:47:27,598 - davarocr - INFO - Epoch [17][60/541] lr: 2.778e-05, eta: 0:55:45, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0010, end_loss: 0.0007, loss: 0.0017, grad_norm: 2.0219 +2022-03-10 23:47:28,485 - davarocr - INFO - Epoch [17][65/541] lr: 2.778e-05, eta: 0:55:44, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9059 +2022-03-10 23:47:29,381 - davarocr - INFO - Epoch [17][70/541] lr: 2.778e-05, eta: 0:55:43, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0013, loss: 0.0018, grad_norm: 1.9315 +2022-03-10 23:47:30,266 - davarocr - INFO - Epoch [17][75/541] lr: 2.778e-05, eta: 0:55:42, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0017, loss: 0.0020, grad_norm: 2.0058 +2022-03-10 23:47:31,157 - davarocr - INFO - Epoch [17][80/541] lr: 2.778e-05, eta: 0:55:41, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.8973 +2022-03-10 23:47:32,051 - davarocr - INFO - Epoch [17][85/541] lr: 2.778e-05, eta: 0:55:40, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.9214 +2022-03-10 23:47:32,941 - davarocr - INFO - Epoch [17][90/541] lr: 2.778e-05, eta: 0:55:39, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8934 +2022-03-10 23:47:33,827 - davarocr - INFO - Epoch [17][95/541] lr: 2.778e-05, eta: 0:55:38, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0002, loss: 0.0017, grad_norm: 2.0230 +2022-03-10 23:47:34,715 - davarocr - INFO - Epoch [17][100/541] lr: 2.778e-05, eta: 0:55:37, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0029, loss: 0.0029, grad_norm: 2.0491 +2022-03-10 23:47:35,615 - davarocr - INFO - Epoch [17][105/541] lr: 2.778e-05, eta: 0:55:36, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.9268 +2022-03-10 23:47:36,494 - davarocr - INFO - Epoch [17][110/541] lr: 2.778e-05, eta: 0:55:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9023 +2022-03-10 23:47:37,374 - davarocr - INFO - Epoch [17][115/541] lr: 2.778e-05, eta: 0:55:34, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 2.0468 +2022-03-10 23:47:38,251 - davarocr - INFO - Epoch [17][120/541] lr: 2.778e-05, eta: 0:55:33, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9029 +2022-03-10 23:47:39,147 - davarocr - INFO - Epoch [17][125/541] lr: 2.778e-05, eta: 0:55:32, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.9063 +2022-03-10 23:47:40,033 - davarocr - INFO - Epoch [17][130/541] lr: 2.778e-05, eta: 0:55:31, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.9508 +2022-03-10 23:47:40,918 - davarocr - INFO - Epoch [17][135/541] lr: 2.778e-05, eta: 0:55:30, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.9061 +2022-03-10 23:47:41,821 - davarocr - INFO - Epoch [17][140/541] lr: 2.778e-05, eta: 0:55:29, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.8948 +2022-03-10 23:47:42,709 - davarocr - INFO - Epoch [17][145/541] lr: 2.778e-05, eta: 0:55:28, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8962 +2022-03-10 23:47:43,598 - davarocr - INFO - Epoch [17][150/541] lr: 2.778e-05, eta: 0:55:27, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0020, loss: 0.0031, grad_norm: 1.9354 +2022-03-10 23:47:44,480 - davarocr - INFO - Epoch [17][155/541] lr: 2.778e-05, eta: 0:55:26, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 2.1837 +2022-03-10 23:47:45,384 - davarocr - INFO - Epoch [17][160/541] lr: 2.778e-05, eta: 0:55:25, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9183 +2022-03-10 23:47:46,279 - davarocr - INFO - Epoch [17][165/541] lr: 2.778e-05, eta: 0:55:24, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9267 +2022-03-10 23:47:47,207 - davarocr - INFO - Epoch [17][170/541] lr: 2.778e-05, eta: 0:55:24, time: 0.185, data_time: 0.016, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9183 +2022-03-10 23:47:48,092 - davarocr - INFO - Epoch [17][175/541] lr: 2.778e-05, eta: 0:55:23, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0016, grad_norm: 2.0135 +2022-03-10 23:47:48,989 - davarocr - INFO - Epoch [17][180/541] lr: 2.778e-05, eta: 0:55:22, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0019, loss: 0.0037, grad_norm: 2.1166 +2022-03-10 23:47:49,876 - davarocr - INFO - Epoch [17][185/541] lr: 2.778e-05, eta: 0:55:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.9466 +2022-03-10 23:47:50,758 - davarocr - INFO - Epoch [17][190/541] lr: 2.778e-05, eta: 0:55:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.9377 +2022-03-10 23:47:51,646 - davarocr - INFO - Epoch [17][195/541] lr: 2.778e-05, eta: 0:55:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0042, loss: 0.0069, grad_norm: 2.2753 +2022-03-10 23:47:52,530 - davarocr - INFO - Epoch [17][200/541] lr: 2.778e-05, eta: 0:55:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0004, loss: 0.0015, grad_norm: 2.3644 +2022-03-10 23:47:53,422 - davarocr - INFO - Epoch [17][205/541] lr: 2.778e-05, eta: 0:55:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0048, loss: 0.0071, grad_norm: 2.0229 +2022-03-10 23:47:54,309 - davarocr - INFO - Epoch [17][210/541] lr: 2.778e-05, eta: 0:55:16, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.9955 +2022-03-10 23:47:55,199 - davarocr - INFO - Epoch [17][215/541] lr: 2.778e-05, eta: 0:55:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0022, loss: 0.0035, grad_norm: 2.0608 +2022-03-10 23:47:56,090 - davarocr - INFO - Epoch [17][220/541] lr: 2.778e-05, eta: 0:55:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0011, loss: 0.0024, grad_norm: 2.0191 +2022-03-10 23:47:56,981 - davarocr - INFO - Epoch [17][225/541] lr: 2.778e-05, eta: 0:55:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9550 +2022-03-10 23:47:57,867 - davarocr - INFO - Epoch [17][230/541] lr: 2.778e-05, eta: 0:55:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0002, loss: 0.0018, grad_norm: 2.0280 +2022-03-10 23:47:58,759 - davarocr - INFO - Epoch [17][235/541] lr: 2.778e-05, eta: 0:55:11, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0018, loss: 0.0027, grad_norm: 2.1152 +2022-03-10 23:47:59,647 - davarocr - INFO - Epoch [17][240/541] lr: 2.778e-05, eta: 0:55:10, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9447 +2022-03-10 23:48:00,541 - davarocr - INFO - Epoch [17][245/541] lr: 2.778e-05, eta: 0:55:09, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0041, end_loss: 0.0019, loss: 0.0060, grad_norm: 2.0994 +2022-03-10 23:48:01,420 - davarocr - INFO - Epoch [17][250/541] lr: 2.778e-05, eta: 0:55:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0029, loss: 0.0031, grad_norm: 2.0750 +2022-03-10 23:48:02,299 - davarocr - INFO - Epoch [17][255/541] lr: 2.778e-05, eta: 0:55:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9385 +2022-03-10 23:48:03,185 - davarocr - INFO - Epoch [17][260/541] lr: 2.778e-05, eta: 0:55:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.9876 +2022-03-10 23:48:04,064 - davarocr - INFO - Epoch [17][265/541] lr: 2.778e-05, eta: 0:55:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0016, loss: 0.0017, grad_norm: 1.9763 +2022-03-10 23:48:04,950 - davarocr - INFO - Epoch [17][270/541] lr: 2.778e-05, eta: 0:55:04, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 2.0081 +2022-03-10 23:48:05,849 - davarocr - INFO - Epoch [17][275/541] lr: 2.778e-05, eta: 0:55:03, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0016, loss: 0.0030, grad_norm: 1.9612 +2022-03-10 23:48:06,742 - davarocr - INFO - Epoch [17][280/541] lr: 2.778e-05, eta: 0:55:02, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.9383 +2022-03-10 23:48:07,627 - davarocr - INFO - Epoch [17][285/541] lr: 2.778e-05, eta: 0:55:01, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.9619 +2022-03-10 23:48:08,536 - davarocr - INFO - Epoch [17][290/541] lr: 2.778e-05, eta: 0:55:01, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9366 +2022-03-10 23:48:09,448 - davarocr - INFO - Epoch [17][295/541] lr: 2.778e-05, eta: 0:55:00, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0015, loss: 0.0022, grad_norm: 2.0592 +2022-03-10 23:48:10,353 - davarocr - INFO - Epoch [17][300/541] lr: 2.778e-05, eta: 0:54:59, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0042, loss: 0.0047, grad_norm: 2.0397 +2022-03-10 23:48:11,261 - davarocr - INFO - Epoch [17][305/541] lr: 2.778e-05, eta: 0:54:58, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 1.9757 +2022-03-10 23:48:12,173 - davarocr - INFO - Epoch [17][310/541] lr: 2.778e-05, eta: 0:54:57, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9381 +2022-03-10 23:48:13,074 - davarocr - INFO - Epoch [17][315/541] lr: 2.778e-05, eta: 0:54:56, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9428 +2022-03-10 23:48:13,984 - davarocr - INFO - Epoch [17][320/541] lr: 2.778e-05, eta: 0:54:55, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9353 +2022-03-10 23:48:14,890 - davarocr - INFO - Epoch [17][325/541] lr: 2.778e-05, eta: 0:54:54, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.9654 +2022-03-10 23:48:15,795 - davarocr - INFO - Epoch [17][330/541] lr: 2.778e-05, eta: 0:54:53, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0013, end_loss: 0.0019, loss: 0.0031, grad_norm: 1.9563 +2022-03-10 23:48:16,715 - davarocr - INFO - Epoch [17][335/541] lr: 2.778e-05, eta: 0:54:52, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0009, loss: 0.0016, grad_norm: 2.0016 +2022-03-10 23:48:17,633 - davarocr - INFO - Epoch [17][340/541] lr: 2.778e-05, eta: 0:54:51, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0022, loss: 0.0024, grad_norm: 1.9855 +2022-03-10 23:48:18,531 - davarocr - INFO - Epoch [17][345/541] lr: 2.778e-05, eta: 0:54:50, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9445 +2022-03-10 23:48:19,416 - davarocr - INFO - Epoch [17][350/541] lr: 2.778e-05, eta: 0:54:49, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0026, loss: 0.0027, grad_norm: 1.9862 +2022-03-10 23:48:20,302 - davarocr - INFO - Epoch [17][355/541] lr: 2.778e-05, eta: 0:54:48, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0002, loss: 0.0031, grad_norm: 2.0103 +2022-03-10 23:48:21,187 - davarocr - INFO - Epoch [17][360/541] lr: 2.778e-05, eta: 0:54:48, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0029, end_loss: 0.0011, loss: 0.0040, grad_norm: 1.9925 +2022-03-10 23:48:22,067 - davarocr - INFO - Epoch [17][365/541] lr: 2.778e-05, eta: 0:54:47, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0018, loss: 0.0028, grad_norm: 2.0029 +2022-03-10 23:48:22,957 - davarocr - INFO - Epoch [17][370/541] lr: 2.778e-05, eta: 0:54:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.9540 +2022-03-10 23:48:23,844 - davarocr - INFO - Epoch [17][375/541] lr: 2.778e-05, eta: 0:54:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0003, loss: 0.0021, grad_norm: 2.2050 +2022-03-10 23:48:24,744 - davarocr - INFO - Epoch [17][380/541] lr: 2.778e-05, eta: 0:54:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0022, loss: 0.0051, grad_norm: 2.2860 +2022-03-10 23:48:25,635 - davarocr - INFO - Epoch [17][385/541] lr: 2.778e-05, eta: 0:54:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9814 +2022-03-10 23:48:26,534 - davarocr - INFO - Epoch [17][390/541] lr: 2.778e-05, eta: 0:54:42, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0015, loss: 0.0024, grad_norm: 2.3183 +2022-03-10 23:48:27,421 - davarocr - INFO - Epoch [17][395/541] lr: 2.778e-05, eta: 0:54:41, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0037, loss: 0.0068, grad_norm: 2.1186 +2022-03-10 23:48:28,305 - davarocr - INFO - Epoch [17][400/541] lr: 2.778e-05, eta: 0:54:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0071 +2022-03-10 23:48:29,195 - davarocr - INFO - Epoch [17][405/541] lr: 2.778e-05, eta: 0:54:39, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0052 +2022-03-10 23:48:30,084 - davarocr - INFO - Epoch [17][410/541] lr: 2.778e-05, eta: 0:54:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 2.0276 +2022-03-10 23:48:30,967 - davarocr - INFO - Epoch [17][415/541] lr: 2.778e-05, eta: 0:54:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0025, loss: 0.0026, grad_norm: 2.1074 +2022-03-10 23:48:31,848 - davarocr - INFO - Epoch [17][420/541] lr: 2.778e-05, eta: 0:54:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0011, loss: 0.0023, grad_norm: 2.0575 +2022-03-10 23:48:32,748 - davarocr - INFO - Epoch [17][425/541] lr: 2.778e-05, eta: 0:54:35, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0014, end_loss: 0.0020, loss: 0.0034, grad_norm: 2.0527 +2022-03-10 23:48:33,625 - davarocr - INFO - Epoch [17][430/541] lr: 2.778e-05, eta: 0:54:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0069 +2022-03-10 23:48:34,508 - davarocr - INFO - Epoch [17][435/541] lr: 2.778e-05, eta: 0:54:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0033, loss: 0.0058, grad_norm: 2.1992 +2022-03-10 23:48:35,404 - davarocr - INFO - Epoch [17][440/541] lr: 2.778e-05, eta: 0:54:32, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 2.0243 +2022-03-10 23:48:36,315 - davarocr - INFO - Epoch [17][445/541] lr: 2.778e-05, eta: 0:54:31, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0016, end_loss: 0.0007, loss: 0.0023, grad_norm: 2.3009 +2022-03-10 23:48:37,198 - davarocr - INFO - Epoch [17][450/541] lr: 2.778e-05, eta: 0:54:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0206 +2022-03-10 23:48:38,080 - davarocr - INFO - Epoch [17][455/541] lr: 2.778e-05, eta: 0:54:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0009, loss: 0.0023, grad_norm: 2.2362 +2022-03-10 23:48:38,961 - davarocr - INFO - Epoch [17][460/541] lr: 2.778e-05, eta: 0:54:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0016, loss: 0.0032, grad_norm: 2.2562 +2022-03-10 23:48:39,835 - davarocr - INFO - Epoch [17][465/541] lr: 2.778e-05, eta: 0:54:27, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0021, loss: 0.0030, grad_norm: 2.1215 +2022-03-10 23:48:40,716 - davarocr - INFO - Epoch [17][470/541] lr: 2.778e-05, eta: 0:54:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0397 +2022-03-10 23:48:41,609 - davarocr - INFO - Epoch [17][475/541] lr: 2.778e-05, eta: 0:54:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0380 +2022-03-10 23:48:42,484 - davarocr - INFO - Epoch [17][480/541] lr: 2.778e-05, eta: 0:54:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0022, loss: 0.0032, grad_norm: 2.1527 +2022-03-10 23:48:43,366 - davarocr - INFO - Epoch [17][485/541] lr: 2.778e-05, eta: 0:54:24, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 2.0884 +2022-03-10 23:48:44,243 - davarocr - INFO - Epoch [17][490/541] lr: 2.778e-05, eta: 0:54:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0045, end_loss: 0.0020, loss: 0.0065, grad_norm: 2.1501 +2022-03-10 23:48:45,126 - davarocr - INFO - Epoch [17][495/541] lr: 2.778e-05, eta: 0:54:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0017, grad_norm: 2.0408 +2022-03-10 23:48:46,005 - davarocr - INFO - Epoch [17][500/541] lr: 2.778e-05, eta: 0:54:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.0608 +2022-03-10 23:48:46,888 - davarocr - INFO - Epoch [17][505/541] lr: 2.778e-05, eta: 0:54:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0034, loss: 0.0044, grad_norm: 2.5200 +2022-03-10 23:48:47,774 - davarocr - INFO - Epoch [17][510/541] lr: 2.778e-05, eta: 0:54:19, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0811 +2022-03-10 23:48:48,651 - davarocr - INFO - Epoch [17][515/541] lr: 2.778e-05, eta: 0:54:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0008, grad_norm: 2.0907 +2022-03-10 23:48:49,543 - davarocr - INFO - Epoch [17][520/541] lr: 2.778e-05, eta: 0:54:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0025, loss: 0.0039, grad_norm: 2.2032 +2022-03-10 23:48:50,430 - davarocr - INFO - Epoch [17][525/541] lr: 2.778e-05, eta: 0:54:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 2.0986 +2022-03-10 23:48:51,314 - davarocr - INFO - Epoch [17][530/541] lr: 2.778e-05, eta: 0:54:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0006, loss: 0.0020, grad_norm: 2.0975 +2022-03-10 23:48:52,194 - davarocr - INFO - Epoch [17][535/541] lr: 2.778e-05, eta: 0:54:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 2.1059 +2022-03-10 23:48:53,074 - davarocr - INFO - Epoch [17][540/541] lr: 2.778e-05, eta: 0:54:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0011, loss: 0.0025, grad_norm: 2.1143 +2022-03-10 23:49:06,954 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:49:06,955 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:49:06,955 - davarocr - INFO - Epoch(val) [17][541] LOC: {'precision': 0.929510155316607, 'recall': 0.9328537170263789, 'f1-score': 0.9311789347695991}, PER: {'precision': 0.9532882606023356, 'recall': 0.9591836734693877, 'f1-score': 0.9562268803945745}, MISC: {'precision': 0.8190743338008415, 'recall': 0.8319088319088319, 'f1-score': 0.8254416961130742}, ORG: {'precision': 0.8991494532199271, 'recall': 0.8910295003010235, 'f1-score': 0.8950710613849411}, all: {'precision': 0.9136042402826855, 'recall': 0.9155453257790368, 'f1-score': 0.9145737530951538}, hmean: 0.9146 +2022-03-10 23:49:10,346 - davarocr - INFO - Epoch [18][5/541] lr: 2.703e-05, eta: 0:54:16, time: 0.677, data_time: 0.497, memory: 5192, start_loss: 0.0020, end_loss: 0.0020, loss: 0.0040, grad_norm: 2.0899 +2022-03-10 23:49:11,250 - davarocr - INFO - Epoch [18][10/541] lr: 2.703e-05, eta: 0:54:15, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0857 +2022-03-10 23:49:12,159 - davarocr - INFO - Epoch [18][15/541] lr: 2.703e-05, eta: 0:54:14, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0851 +2022-03-10 23:49:13,068 - davarocr - INFO - Epoch [18][20/541] lr: 2.703e-05, eta: 0:54:14, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 2.1069 +2022-03-10 23:49:13,978 - davarocr - INFO - Epoch [18][25/541] lr: 2.703e-05, eta: 0:54:13, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.0852 +2022-03-10 23:49:14,887 - davarocr - INFO - Epoch [18][30/541] lr: 2.703e-05, eta: 0:54:12, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 2.0869 +2022-03-10 23:49:15,786 - davarocr - INFO - Epoch [18][35/541] lr: 2.703e-05, eta: 0:54:11, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 2.1182 +2022-03-10 23:49:16,694 - davarocr - INFO - Epoch [18][40/541] lr: 2.703e-05, eta: 0:54:10, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 2.0854 +2022-03-10 23:49:17,603 - davarocr - INFO - Epoch [18][45/541] lr: 2.703e-05, eta: 0:54:09, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0842 +2022-03-10 23:49:18,505 - davarocr - INFO - Epoch [18][50/541] lr: 2.703e-05, eta: 0:54:08, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0832 +2022-03-10 23:49:19,407 - davarocr - INFO - Epoch [18][55/541] lr: 2.703e-05, eta: 0:54:07, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 2.0931 +2022-03-10 23:49:20,325 - davarocr - INFO - Epoch [18][60/541] lr: 2.703e-05, eta: 0:54:06, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 2.0847 +2022-03-10 23:49:21,235 - davarocr - INFO - Epoch [18][65/541] lr: 2.703e-05, eta: 0:54:05, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0799 +2022-03-10 23:49:22,141 - davarocr - INFO - Epoch [18][70/541] lr: 2.703e-05, eta: 0:54:04, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 2.0818 +2022-03-10 23:49:23,056 - davarocr - INFO - Epoch [18][75/541] lr: 2.703e-05, eta: 0:54:03, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.0922 +2022-03-10 23:49:23,969 - davarocr - INFO - Epoch [18][80/541] lr: 2.703e-05, eta: 0:54:02, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0027, loss: 0.0046, grad_norm: 2.0925 +2022-03-10 23:49:24,880 - davarocr - INFO - Epoch [18][85/541] lr: 2.703e-05, eta: 0:54:02, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0734 +2022-03-10 23:49:25,781 - davarocr - INFO - Epoch [18][90/541] lr: 2.703e-05, eta: 0:54:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.0733 +2022-03-10 23:49:26,689 - davarocr - INFO - Epoch [18][95/541] lr: 2.703e-05, eta: 0:54:00, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0731 +2022-03-10 23:49:27,596 - davarocr - INFO - Epoch [18][100/541] lr: 2.703e-05, eta: 0:53:59, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 2.0873 +2022-03-10 23:49:28,502 - davarocr - INFO - Epoch [18][105/541] lr: 2.703e-05, eta: 0:53:58, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0001, loss: 0.0026, grad_norm: 2.0970 +2022-03-10 23:49:29,412 - davarocr - INFO - Epoch [18][110/541] lr: 2.703e-05, eta: 0:53:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0913 +2022-03-10 23:49:30,312 - davarocr - INFO - Epoch [18][115/541] lr: 2.703e-05, eta: 0:53:56, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0674 +2022-03-10 23:49:31,208 - davarocr - INFO - Epoch [18][120/541] lr: 2.703e-05, eta: 0:53:55, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0023, loss: 0.0023, grad_norm: 2.0709 +2022-03-10 23:49:32,080 - davarocr - INFO - Epoch [18][125/541] lr: 2.703e-05, eta: 0:53:54, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0006, loss: 0.0019, grad_norm: 2.2125 +2022-03-10 23:49:32,976 - davarocr - INFO - Epoch [18][130/541] lr: 2.703e-05, eta: 0:53:53, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0745 +2022-03-10 23:49:33,864 - davarocr - INFO - Epoch [18][135/541] lr: 2.703e-05, eta: 0:53:52, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0032, loss: 0.0037, grad_norm: 2.4432 +2022-03-10 23:49:34,739 - davarocr - INFO - Epoch [18][140/541] lr: 2.703e-05, eta: 0:53:51, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 2.1660 +2022-03-10 23:49:35,619 - davarocr - INFO - Epoch [18][145/541] lr: 2.703e-05, eta: 0:53:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 2.1595 +2022-03-10 23:49:36,514 - davarocr - INFO - Epoch [18][150/541] lr: 2.703e-05, eta: 0:53:49, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 2.0805 +2022-03-10 23:49:37,396 - davarocr - INFO - Epoch [18][155/541] lr: 2.703e-05, eta: 0:53:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0008, loss: 0.0032, grad_norm: 2.4542 +2022-03-10 23:49:38,283 - davarocr - INFO - Epoch [18][160/541] lr: 2.703e-05, eta: 0:53:47, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0026, end_loss: 0.0028, loss: 0.0054, grad_norm: 2.2691 +2022-03-10 23:49:39,176 - davarocr - INFO - Epoch [18][165/541] lr: 2.703e-05, eta: 0:53:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0029, loss: 0.0030, grad_norm: 2.1550 +2022-03-10 23:49:40,048 - davarocr - INFO - Epoch [18][170/541] lr: 2.703e-05, eta: 0:53:45, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0011, grad_norm: 2.1250 +2022-03-10 23:49:40,936 - davarocr - INFO - Epoch [18][175/541] lr: 2.703e-05, eta: 0:53:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0010, grad_norm: 2.1194 +2022-03-10 23:49:41,809 - davarocr - INFO - Epoch [18][180/541] lr: 2.703e-05, eta: 0:53:43, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0007, loss: 0.0030, grad_norm: 2.2093 +2022-03-10 23:49:42,694 - davarocr - INFO - Epoch [18][185/541] lr: 2.703e-05, eta: 0:53:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0015, loss: 0.0017, grad_norm: 2.1585 +2022-03-10 23:49:43,582 - davarocr - INFO - Epoch [18][190/541] lr: 2.703e-05, eta: 0:53:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0013, grad_norm: 2.1786 +2022-03-10 23:49:44,462 - davarocr - INFO - Epoch [18][195/541] lr: 2.703e-05, eta: 0:53:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0061, loss: 0.0076, grad_norm: 2.8800 +2022-03-10 23:49:45,347 - davarocr - INFO - Epoch [18][200/541] lr: 2.703e-05, eta: 0:53:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0019, loss: 0.0020, grad_norm: 1.5273 +2022-03-10 23:49:46,237 - davarocr - INFO - Epoch [18][205/541] lr: 2.703e-05, eta: 0:53:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.5986 +2022-03-10 23:49:47,124 - davarocr - INFO - Epoch [18][210/541] lr: 2.703e-05, eta: 0:53:38, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.5310 +2022-03-10 23:49:48,022 - davarocr - INFO - Epoch [18][215/541] lr: 2.703e-05, eta: 0:53:37, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0013, loss: 0.0021, grad_norm: 1.5675 +2022-03-10 23:49:48,904 - davarocr - INFO - Epoch [18][220/541] lr: 2.703e-05, eta: 0:53:36, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.5326 +2022-03-10 23:49:49,791 - davarocr - INFO - Epoch [18][225/541] lr: 2.703e-05, eta: 0:53:35, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 1.6375 +2022-03-10 23:49:50,668 - davarocr - INFO - Epoch [18][230/541] lr: 2.703e-05, eta: 0:53:34, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.5462 +2022-03-10 23:49:51,561 - davarocr - INFO - Epoch [18][235/541] lr: 2.703e-05, eta: 0:53:33, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0028, end_loss: 0.0025, loss: 0.0053, grad_norm: 1.5726 +2022-03-10 23:49:52,444 - davarocr - INFO - Epoch [18][240/541] lr: 2.703e-05, eta: 0:53:32, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0020, grad_norm: 1.8820 +2022-03-10 23:49:53,322 - davarocr - INFO - Epoch [18][245/541] lr: 2.703e-05, eta: 0:53:31, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0006, loss: 0.0014, grad_norm: 1.5918 +2022-03-10 23:49:54,198 - davarocr - INFO - Epoch [18][250/541] lr: 2.703e-05, eta: 0:53:30, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.5659 +2022-03-10 23:49:55,070 - davarocr - INFO - Epoch [18][255/541] lr: 2.703e-05, eta: 0:53:29, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.5797 +2022-03-10 23:49:55,950 - davarocr - INFO - Epoch [18][260/541] lr: 2.703e-05, eta: 0:53:28, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0005, loss: 0.0016, grad_norm: 1.6061 +2022-03-10 23:49:56,838 - davarocr - INFO - Epoch [18][265/541] lr: 2.703e-05, eta: 0:53:27, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.5500 +2022-03-10 23:49:57,735 - davarocr - INFO - Epoch [18][270/541] lr: 2.703e-05, eta: 0:53:26, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.6406 +2022-03-10 23:49:58,610 - davarocr - INFO - Epoch [18][275/541] lr: 2.703e-05, eta: 0:53:25, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0096, end_loss: 0.0066, loss: 0.0162, grad_norm: 2.0590 +2022-03-10 23:49:59,500 - davarocr - INFO - Epoch [18][280/541] lr: 2.703e-05, eta: 0:53:24, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0049, loss: 0.0098, grad_norm: 1.7480 +2022-03-10 23:50:00,395 - davarocr - INFO - Epoch [18][285/541] lr: 2.703e-05, eta: 0:53:23, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0025, loss: 0.0039, grad_norm: 1.6630 +2022-03-10 23:50:01,271 - davarocr - INFO - Epoch [18][290/541] lr: 2.703e-05, eta: 0:53:22, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.5611 +2022-03-10 23:50:02,152 - davarocr - INFO - Epoch [18][295/541] lr: 2.703e-05, eta: 0:53:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0011, grad_norm: 1.5766 +2022-03-10 23:50:03,030 - davarocr - INFO - Epoch [18][300/541] lr: 2.703e-05, eta: 0:53:20, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0023, end_loss: 0.0004, loss: 0.0028, grad_norm: 1.7025 +2022-03-10 23:50:03,916 - davarocr - INFO - Epoch [18][305/541] lr: 2.703e-05, eta: 0:53:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5541 +2022-03-10 23:50:04,798 - davarocr - INFO - Epoch [18][310/541] lr: 2.703e-05, eta: 0:53:18, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0033, loss: 0.0044, grad_norm: 1.9282 +2022-03-10 23:50:05,676 - davarocr - INFO - Epoch [18][315/541] lr: 2.703e-05, eta: 0:53:17, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0012, loss: 0.0017, grad_norm: 1.6239 +2022-03-10 23:50:06,562 - davarocr - INFO - Epoch [18][320/541] lr: 2.703e-05, eta: 0:53:16, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.6270 +2022-03-10 23:50:07,443 - davarocr - INFO - Epoch [18][325/541] lr: 2.703e-05, eta: 0:53:15, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.7821 +2022-03-10 23:50:08,325 - davarocr - INFO - Epoch [18][330/541] lr: 2.703e-05, eta: 0:53:14, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0016, loss: 0.0033, grad_norm: 1.8764 +2022-03-10 23:50:09,204 - davarocr - INFO - Epoch [18][335/541] lr: 2.703e-05, eta: 0:53:14, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.6414 +2022-03-10 23:50:10,089 - davarocr - INFO - Epoch [18][340/541] lr: 2.703e-05, eta: 0:53:13, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0024, loss: 0.0031, grad_norm: 1.8082 +2022-03-10 23:50:10,972 - davarocr - INFO - Epoch [18][345/541] lr: 2.703e-05, eta: 0:53:12, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.5890 +2022-03-10 23:50:11,854 - davarocr - INFO - Epoch [18][350/541] lr: 2.703e-05, eta: 0:53:11, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0003, loss: 0.0014, grad_norm: 1.7282 +2022-03-10 23:50:12,739 - davarocr - INFO - Epoch [18][355/541] lr: 2.703e-05, eta: 0:53:10, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.5809 +2022-03-10 23:50:13,623 - davarocr - INFO - Epoch [18][360/541] lr: 2.703e-05, eta: 0:53:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0021, loss: 0.0039, grad_norm: 1.6299 +2022-03-10 23:50:14,510 - davarocr - INFO - Epoch [18][365/541] lr: 2.703e-05, eta: 0:53:08, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0016, grad_norm: 1.6009 +2022-03-10 23:50:15,389 - davarocr - INFO - Epoch [18][370/541] lr: 2.703e-05, eta: 0:53:07, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0002, loss: 0.0021, grad_norm: 1.7978 +2022-03-10 23:50:16,279 - davarocr - INFO - Epoch [18][375/541] lr: 2.703e-05, eta: 0:53:06, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.7623 +2022-03-10 23:50:17,160 - davarocr - INFO - Epoch [18][380/541] lr: 2.703e-05, eta: 0:53:05, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.6178 +2022-03-10 23:50:18,040 - davarocr - INFO - Epoch [18][385/541] lr: 2.703e-05, eta: 0:53:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0032, end_loss: 0.0000, loss: 0.0032, grad_norm: 1.9757 +2022-03-10 23:50:18,917 - davarocr - INFO - Epoch [18][390/541] lr: 2.703e-05, eta: 0:53:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.6397 +2022-03-10 23:50:19,800 - davarocr - INFO - Epoch [18][395/541] lr: 2.703e-05, eta: 0:53:02, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0044, end_loss: 0.0003, loss: 0.0047, grad_norm: 1.8266 +2022-03-10 23:50:20,674 - davarocr - INFO - Epoch [18][400/541] lr: 2.703e-05, eta: 0:53:01, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.6296 +2022-03-10 23:50:21,549 - davarocr - INFO - Epoch [18][405/541] lr: 2.703e-05, eta: 0:53:00, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.6865 +2022-03-10 23:50:22,436 - davarocr - INFO - Epoch [18][410/541] lr: 2.703e-05, eta: 0:52:59, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0016, loss: 0.0030, grad_norm: 1.7434 +2022-03-10 23:50:23,318 - davarocr - INFO - Epoch [18][415/541] lr: 2.703e-05, eta: 0:52:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0027, loss: 0.0032, grad_norm: 1.6778 +2022-03-10 23:50:24,202 - davarocr - INFO - Epoch [18][420/541] lr: 2.703e-05, eta: 0:52:57, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6822 +2022-03-10 23:50:25,080 - davarocr - INFO - Epoch [18][425/541] lr: 2.703e-05, eta: 0:52:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.6623 +2022-03-10 23:50:25,958 - davarocr - INFO - Epoch [18][430/541] lr: 2.703e-05, eta: 0:52:55, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6244 +2022-03-10 23:50:26,849 - davarocr - INFO - Epoch [18][435/541] lr: 2.703e-05, eta: 0:52:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0029, loss: 0.0039, grad_norm: 1.7272 +2022-03-10 23:50:27,725 - davarocr - INFO - Epoch [18][440/541] lr: 2.703e-05, eta: 0:52:53, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.6299 +2022-03-10 23:50:28,604 - davarocr - INFO - Epoch [18][445/541] lr: 2.703e-05, eta: 0:52:52, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.7154 +2022-03-10 23:50:29,481 - davarocr - INFO - Epoch [18][450/541] lr: 2.703e-05, eta: 0:52:51, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6311 +2022-03-10 23:50:30,359 - davarocr - INFO - Epoch [18][455/541] lr: 2.703e-05, eta: 0:52:50, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.6431 +2022-03-10 23:50:31,250 - davarocr - INFO - Epoch [18][460/541] lr: 2.703e-05, eta: 0:52:49, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6372 +2022-03-10 23:50:32,132 - davarocr - INFO - Epoch [18][465/541] lr: 2.703e-05, eta: 0:52:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.6617 +2022-03-10 23:50:33,014 - davarocr - INFO - Epoch [18][470/541] lr: 2.703e-05, eta: 0:52:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.8251 +2022-03-10 23:50:33,899 - davarocr - INFO - Epoch [18][475/541] lr: 2.703e-05, eta: 0:52:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6573 +2022-03-10 23:50:34,795 - davarocr - INFO - Epoch [18][480/541] lr: 2.703e-05, eta: 0:52:46, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0005, loss: 0.0023, grad_norm: 1.7154 +2022-03-10 23:50:35,672 - davarocr - INFO - Epoch [18][485/541] lr: 2.703e-05, eta: 0:52:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.6890 +2022-03-10 23:50:36,569 - davarocr - INFO - Epoch [18][490/541] lr: 2.703e-05, eta: 0:52:44, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0048, loss: 0.0075, grad_norm: 1.7447 +2022-03-10 23:50:37,449 - davarocr - INFO - Epoch [18][495/541] lr: 2.703e-05, eta: 0:52:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0022, loss: 0.0058, grad_norm: 2.1988 +2022-03-10 23:50:38,330 - davarocr - INFO - Epoch [18][500/541] lr: 2.703e-05, eta: 0:52:42, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0026, end_loss: 0.0014, loss: 0.0040, grad_norm: 1.9804 +2022-03-10 23:50:39,217 - davarocr - INFO - Epoch [18][505/541] lr: 2.703e-05, eta: 0:52:41, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0017, loss: 0.0027, grad_norm: 1.8140 +2022-03-10 23:50:40,097 - davarocr - INFO - Epoch [18][510/541] lr: 2.703e-05, eta: 0:52:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0040, loss: 0.0057, grad_norm: 2.1720 +2022-03-10 23:50:40,979 - davarocr - INFO - Epoch [18][515/541] lr: 2.703e-05, eta: 0:52:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.7210 +2022-03-10 23:50:41,858 - davarocr - INFO - Epoch [18][520/541] lr: 2.703e-05, eta: 0:52:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.7581 +2022-03-10 23:50:42,744 - davarocr - INFO - Epoch [18][525/541] lr: 2.703e-05, eta: 0:52:37, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0043, end_loss: 0.0035, loss: 0.0078, grad_norm: 1.8631 +2022-03-10 23:50:43,628 - davarocr - INFO - Epoch [18][530/541] lr: 2.703e-05, eta: 0:52:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0017, loss: 0.0041, grad_norm: 1.9047 +2022-03-10 23:50:44,518 - davarocr - INFO - Epoch [18][535/541] lr: 2.703e-05, eta: 0:52:35, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0043, loss: 0.0052, grad_norm: 1.9416 +2022-03-10 23:50:45,395 - davarocr - INFO - Epoch [18][540/541] lr: 2.703e-05, eta: 0:52:34, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0022, loss: 0.0027, grad_norm: 1.8684 +2022-03-10 23:50:59,549 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:50:59,550 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:50:59,550 - davarocr - INFO - Epoch(val) [18][541] LOC: {'precision': 0.9510532837670385, 'recall': 0.920263788968825, 'f1-score': 0.9354052407068861}, PER: {'precision': 0.9531731361675909, 'recall': 0.9567099567099567, 'f1-score': 0.9549382716049383}, MISC: {'precision': 0.8576051779935275, 'recall': 0.7549857549857549, 'f1-score': 0.803030303030303}, ORG: {'precision': 0.8790887850467289, 'recall': 0.9060806742925949, 'f1-score': 0.8923806700266825}, all: {'precision': 0.9191665169750315, 'recall': 0.9059844192634561, 'f1-score': 0.9125278644672314}, hmean: 0.9125 +2022-03-10 23:51:02,945 - davarocr - INFO - Epoch [19][5/541] lr: 2.632e-05, eta: 0:52:37, time: 0.678, data_time: 0.493, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0014, grad_norm: 1.7502 +2022-03-10 23:51:03,868 - davarocr - INFO - Epoch [19][10/541] lr: 2.632e-05, eta: 0:52:36, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7081 +2022-03-10 23:51:04,750 - davarocr - INFO - Epoch [19][15/541] lr: 2.632e-05, eta: 0:52:35, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7118 +2022-03-10 23:51:05,638 - davarocr - INFO - Epoch [19][20/541] lr: 2.632e-05, eta: 0:52:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0003, loss: 0.0022, grad_norm: 1.7484 +2022-03-10 23:51:06,540 - davarocr - INFO - Epoch [19][25/541] lr: 2.632e-05, eta: 0:52:33, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7082 +2022-03-10 23:51:07,425 - davarocr - INFO - Epoch [19][30/541] lr: 2.632e-05, eta: 0:52:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.7172 +2022-03-10 23:51:08,311 - davarocr - INFO - Epoch [19][35/541] lr: 2.632e-05, eta: 0:52:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0018, loss: 0.0038, grad_norm: 1.8216 +2022-03-10 23:51:09,193 - davarocr - INFO - Epoch [19][40/541] lr: 2.632e-05, eta: 0:52:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.8402 +2022-03-10 23:51:10,075 - davarocr - INFO - Epoch [19][45/541] lr: 2.632e-05, eta: 0:52:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0024, grad_norm: 1.9325 +2022-03-10 23:51:10,961 - davarocr - INFO - Epoch [19][50/541] lr: 2.632e-05, eta: 0:52:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 1.8587 +2022-03-10 23:51:11,847 - davarocr - INFO - Epoch [19][55/541] lr: 2.632e-05, eta: 0:52:28, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7183 +2022-03-10 23:51:12,737 - davarocr - INFO - Epoch [19][60/541] lr: 2.632e-05, eta: 0:52:27, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.7265 +2022-03-10 23:51:13,621 - davarocr - INFO - Epoch [19][65/541] lr: 2.632e-05, eta: 0:52:26, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0018, end_loss: 0.0039, loss: 0.0058, grad_norm: 2.0452 +2022-03-10 23:51:14,502 - davarocr - INFO - Epoch [19][70/541] lr: 2.632e-05, eta: 0:52:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.7383 +2022-03-10 23:51:15,390 - davarocr - INFO - Epoch [19][75/541] lr: 2.632e-05, eta: 0:52:24, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.7353 +2022-03-10 23:51:16,267 - davarocr - INFO - Epoch [19][80/541] lr: 2.632e-05, eta: 0:52:23, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.7866 +2022-03-10 23:51:17,171 - davarocr - INFO - Epoch [19][85/541] lr: 2.632e-05, eta: 0:52:22, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.7544 +2022-03-10 23:51:18,057 - davarocr - INFO - Epoch [19][90/541] lr: 2.632e-05, eta: 0:52:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7405 +2022-03-10 23:51:18,934 - davarocr - INFO - Epoch [19][95/541] lr: 2.632e-05, eta: 0:52:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7320 +2022-03-10 23:51:19,820 - davarocr - INFO - Epoch [19][100/541] lr: 2.632e-05, eta: 0:52:19, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0010, loss: 0.0024, grad_norm: 1.7442 +2022-03-10 23:51:20,711 - davarocr - INFO - Epoch [19][105/541] lr: 2.632e-05, eta: 0:52:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7305 +2022-03-10 23:51:21,592 - davarocr - INFO - Epoch [19][110/541] lr: 2.632e-05, eta: 0:52:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.7462 +2022-03-10 23:51:22,469 - davarocr - INFO - Epoch [19][115/541] lr: 2.632e-05, eta: 0:52:16, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0039, end_loss: 0.0001, loss: 0.0041, grad_norm: 2.3841 +2022-03-10 23:51:23,361 - davarocr - INFO - Epoch [19][120/541] lr: 2.632e-05, eta: 0:52:15, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0056, loss: 0.0093, grad_norm: 2.2263 +2022-03-10 23:51:24,241 - davarocr - INFO - Epoch [19][125/541] lr: 2.632e-05, eta: 0:52:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8414 +2022-03-10 23:51:25,117 - davarocr - INFO - Epoch [19][130/541] lr: 2.632e-05, eta: 0:52:13, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0006, loss: 0.0017, grad_norm: 1.8935 +2022-03-10 23:51:26,002 - davarocr - INFO - Epoch [19][135/541] lr: 2.632e-05, eta: 0:52:12, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0022, loss: 0.0027, grad_norm: 1.8693 +2022-03-10 23:51:26,883 - davarocr - INFO - Epoch [19][140/541] lr: 2.632e-05, eta: 0:52:11, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0043, loss: 0.0059, grad_norm: 2.1476 +2022-03-10 23:51:27,764 - davarocr - INFO - Epoch [19][145/541] lr: 2.632e-05, eta: 0:52:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8417 +2022-03-10 23:51:28,647 - davarocr - INFO - Epoch [19][150/541] lr: 2.632e-05, eta: 0:52:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0004, loss: 0.0020, grad_norm: 1.8894 +2022-03-10 23:51:29,528 - davarocr - INFO - Epoch [19][155/541] lr: 2.632e-05, eta: 0:52:08, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0033, loss: 0.0067, grad_norm: 2.1966 +2022-03-10 23:51:30,416 - davarocr - INFO - Epoch [19][160/541] lr: 2.632e-05, eta: 0:52:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.8577 +2022-03-10 23:51:31,310 - davarocr - INFO - Epoch [19][165/541] lr: 2.632e-05, eta: 0:52:06, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0035, loss: 0.0048, grad_norm: 2.0706 +2022-03-10 23:51:32,192 - davarocr - INFO - Epoch [19][170/541] lr: 2.632e-05, eta: 0:52:05, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0034, loss: 0.0056, grad_norm: 2.0911 +2022-03-10 23:51:33,073 - davarocr - INFO - Epoch [19][175/541] lr: 2.632e-05, eta: 0:52:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0083, end_loss: 0.0060, loss: 0.0143, grad_norm: 1.9401 +2022-03-10 23:51:33,952 - davarocr - INFO - Epoch [19][180/541] lr: 2.632e-05, eta: 0:52:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0014, loss: 0.0023, grad_norm: 1.9295 +2022-03-10 23:51:34,827 - davarocr - INFO - Epoch [19][185/541] lr: 2.632e-05, eta: 0:52:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0032, loss: 0.0044, grad_norm: 1.9932 +2022-03-10 23:51:35,702 - davarocr - INFO - Epoch [19][190/541] lr: 2.632e-05, eta: 0:52:02, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0045, loss: 0.0067, grad_norm: 2.0334 +2022-03-10 23:51:36,586 - davarocr - INFO - Epoch [19][195/541] lr: 2.632e-05, eta: 0:52:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0027, loss: 0.0032, grad_norm: 1.8920 +2022-03-10 23:51:37,479 - davarocr - INFO - Epoch [19][200/541] lr: 2.632e-05, eta: 0:52:00, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0026, loss: 0.0030, grad_norm: 1.8954 +2022-03-10 23:51:38,361 - davarocr - INFO - Epoch [19][205/541] lr: 2.632e-05, eta: 0:51:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0019, loss: 0.0021, grad_norm: 1.8653 +2022-03-10 23:51:39,251 - davarocr - INFO - Epoch [19][210/541] lr: 2.632e-05, eta: 0:51:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0027, loss: 0.0042, grad_norm: 2.0357 +2022-03-10 23:51:40,141 - davarocr - INFO - Epoch [19][215/541] lr: 2.632e-05, eta: 0:51:57, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0018, loss: 0.0026, grad_norm: 1.9994 +2022-03-10 23:51:41,025 - davarocr - INFO - Epoch [19][220/541] lr: 2.632e-05, eta: 0:51:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0022, loss: 0.0028, grad_norm: 2.3704 +2022-03-10 23:51:41,911 - davarocr - INFO - Epoch [19][225/541] lr: 2.632e-05, eta: 0:51:55, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9121 +2022-03-10 23:51:42,788 - davarocr - INFO - Epoch [19][230/541] lr: 2.632e-05, eta: 0:51:54, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.9656 +2022-03-10 23:51:43,668 - davarocr - INFO - Epoch [19][235/541] lr: 2.632e-05, eta: 0:51:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 2.0230 +2022-03-10 23:51:44,547 - davarocr - INFO - Epoch [19][240/541] lr: 2.632e-05, eta: 0:51:52, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0039, loss: 0.0044, grad_norm: 2.2373 +2022-03-10 23:51:45,435 - davarocr - INFO - Epoch [19][245/541] lr: 2.632e-05, eta: 0:51:51, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0038, end_loss: 0.0058, loss: 0.0095, grad_norm: 2.3846 +2022-03-10 23:51:46,318 - davarocr - INFO - Epoch [19][250/541] lr: 2.632e-05, eta: 0:51:50, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0017, loss: 0.0030, grad_norm: 1.9771 +2022-03-10 23:51:47,210 - davarocr - INFO - Epoch [19][255/541] lr: 2.632e-05, eta: 0:51:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0013, loss: 0.0019, grad_norm: 2.0567 +2022-03-10 23:51:48,090 - davarocr - INFO - Epoch [19][260/541] lr: 2.632e-05, eta: 0:51:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.9408 +2022-03-10 23:51:48,972 - davarocr - INFO - Epoch [19][265/541] lr: 2.632e-05, eta: 0:51:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 1.9563 +2022-03-10 23:51:49,843 - davarocr - INFO - Epoch [19][270/541] lr: 2.632e-05, eta: 0:51:46, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0017, end_loss: 0.0002, loss: 0.0018, grad_norm: 1.9287 +2022-03-10 23:51:50,725 - davarocr - INFO - Epoch [19][275/541] lr: 2.632e-05, eta: 0:51:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9345 +2022-03-10 23:51:51,596 - davarocr - INFO - Epoch [19][280/541] lr: 2.632e-05, eta: 0:51:44, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9280 +2022-03-10 23:51:52,477 - davarocr - INFO - Epoch [19][285/541] lr: 2.632e-05, eta: 0:51:43, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0013, loss: 0.0019, grad_norm: 1.9554 +2022-03-10 23:51:53,369 - davarocr - INFO - Epoch [19][290/541] lr: 2.632e-05, eta: 0:51:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0015, loss: 0.0024, grad_norm: 2.0061 +2022-03-10 23:51:54,255 - davarocr - INFO - Epoch [19][295/541] lr: 2.632e-05, eta: 0:51:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9379 +2022-03-10 23:51:55,149 - davarocr - INFO - Epoch [19][300/541] lr: 2.632e-05, eta: 0:51:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0017, loss: 0.0027, grad_norm: 2.0754 +2022-03-10 23:51:56,029 - davarocr - INFO - Epoch [19][305/541] lr: 2.632e-05, eta: 0:51:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0002, loss: 0.0021, grad_norm: 1.9890 +2022-03-10 23:51:56,923 - davarocr - INFO - Epoch [19][310/541] lr: 2.632e-05, eta: 0:51:39, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0019, loss: 0.0044, grad_norm: 1.9584 +2022-03-10 23:51:57,806 - davarocr - INFO - Epoch [19][315/541] lr: 2.632e-05, eta: 0:51:38, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0013, loss: 0.0021, grad_norm: 1.9544 +2022-03-10 23:51:58,700 - davarocr - INFO - Epoch [19][320/541] lr: 2.632e-05, eta: 0:51:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0009, loss: 0.0016, grad_norm: 1.9602 +2022-03-10 23:51:59,580 - davarocr - INFO - Epoch [19][325/541] lr: 2.632e-05, eta: 0:51:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0030, loss: 0.0038, grad_norm: 2.1019 +2022-03-10 23:52:00,454 - davarocr - INFO - Epoch [19][330/541] lr: 2.632e-05, eta: 0:51:35, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0017, loss: 0.0037, grad_norm: 2.5439 +2022-03-10 23:52:01,345 - davarocr - INFO - Epoch [19][335/541] lr: 2.632e-05, eta: 0:51:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.9505 +2022-03-10 23:52:02,223 - davarocr - INFO - Epoch [19][340/541] lr: 2.632e-05, eta: 0:51:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9470 +2022-03-10 23:52:03,107 - davarocr - INFO - Epoch [19][345/541] lr: 2.632e-05, eta: 0:51:32, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.9533 +2022-03-10 23:52:03,991 - davarocr - INFO - Epoch [19][350/541] lr: 2.632e-05, eta: 0:51:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.9514 +2022-03-10 23:52:04,876 - davarocr - INFO - Epoch [19][355/541] lr: 2.632e-05, eta: 0:51:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0014, loss: 0.0031, grad_norm: 2.1679 +2022-03-10 23:52:05,766 - davarocr - INFO - Epoch [19][360/541] lr: 2.632e-05, eta: 0:51:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.9937 +2022-03-10 23:52:06,646 - davarocr - INFO - Epoch [19][365/541] lr: 2.632e-05, eta: 0:51:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0045, loss: 0.0085, grad_norm: 2.2611 +2022-03-10 23:52:07,525 - davarocr - INFO - Epoch [19][370/541] lr: 2.632e-05, eta: 0:51:27, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0024, end_loss: 0.0014, loss: 0.0038, grad_norm: 2.3753 +2022-03-10 23:52:08,406 - davarocr - INFO - Epoch [19][375/541] lr: 2.632e-05, eta: 0:51:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0019, loss: 0.0059, grad_norm: 2.1959 +2022-03-10 23:52:09,287 - davarocr - INFO - Epoch [19][380/541] lr: 2.632e-05, eta: 0:51:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0053, loss: 0.0057, grad_norm: 2.6996 +2022-03-10 23:52:10,178 - davarocr - INFO - Epoch [19][385/541] lr: 2.632e-05, eta: 0:51:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0011, grad_norm: 2.0636 +2022-03-10 23:52:11,069 - davarocr - INFO - Epoch [19][390/541] lr: 2.632e-05, eta: 0:51:23, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0034, end_loss: 0.0041, loss: 0.0075, grad_norm: 2.2048 +2022-03-10 23:52:11,960 - davarocr - INFO - Epoch [19][395/541] lr: 2.632e-05, eta: 0:51:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 2.0524 +2022-03-10 23:52:12,850 - davarocr - INFO - Epoch [19][400/541] lr: 2.632e-05, eta: 0:51:21, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0011, grad_norm: 2.0467 +2022-03-10 23:52:13,729 - davarocr - INFO - Epoch [19][405/541] lr: 2.632e-05, eta: 0:51:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 2.0398 +2022-03-10 23:52:14,611 - davarocr - INFO - Epoch [19][410/541] lr: 2.632e-05, eta: 0:51:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 2.0437 +2022-03-10 23:52:15,496 - davarocr - INFO - Epoch [19][415/541] lr: 2.632e-05, eta: 0:51:18, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0197 +2022-03-10 23:52:16,382 - davarocr - INFO - Epoch [19][420/541] lr: 2.632e-05, eta: 0:51:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0016, grad_norm: 2.0737 +2022-03-10 23:52:17,271 - davarocr - INFO - Epoch [19][425/541] lr: 2.632e-05, eta: 0:51:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0042, loss: 0.0082, grad_norm: 2.2078 +2022-03-10 23:52:18,146 - davarocr - INFO - Epoch [19][430/541] lr: 2.632e-05, eta: 0:51:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0017, loss: 0.0032, grad_norm: 2.1047 +2022-03-10 23:52:19,027 - davarocr - INFO - Epoch [19][435/541] lr: 2.632e-05, eta: 0:51:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 2.0546 +2022-03-10 23:52:19,910 - davarocr - INFO - Epoch [19][440/541] lr: 2.632e-05, eta: 0:51:14, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0025, loss: 0.0042, grad_norm: 2.2101 +2022-03-10 23:52:20,789 - davarocr - INFO - Epoch [19][445/541] lr: 2.632e-05, eta: 0:51:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0023, loss: 0.0031, grad_norm: 2.6043 +2022-03-10 23:52:21,662 - davarocr - INFO - Epoch [19][450/541] lr: 2.632e-05, eta: 0:51:12, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 2.2200 +2022-03-10 23:52:22,555 - davarocr - INFO - Epoch [19][455/541] lr: 2.632e-05, eta: 0:51:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0014, loss: 0.0016, grad_norm: 2.1005 +2022-03-10 23:52:23,437 - davarocr - INFO - Epoch [19][460/541] lr: 2.632e-05, eta: 0:51:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0031, loss: 0.0047, grad_norm: 2.1096 +2022-03-10 23:52:24,329 - davarocr - INFO - Epoch [19][465/541] lr: 2.632e-05, eta: 0:51:09, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0032, loss: 0.0041, grad_norm: 2.1483 +2022-03-10 23:52:25,223 - davarocr - INFO - Epoch [19][470/541] lr: 2.632e-05, eta: 0:51:08, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0018, grad_norm: 2.0782 +2022-03-10 23:52:26,103 - davarocr - INFO - Epoch [19][475/541] lr: 2.632e-05, eta: 0:51:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0011, grad_norm: 2.0870 +2022-03-10 23:52:26,986 - davarocr - INFO - Epoch [19][480/541] lr: 2.632e-05, eta: 0:51:06, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0034, loss: 0.0060, grad_norm: 2.5093 +2022-03-10 23:52:27,880 - davarocr - INFO - Epoch [19][485/541] lr: 2.632e-05, eta: 0:51:05, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0024, loss: 0.0045, grad_norm: 2.1743 +2022-03-10 23:52:28,761 - davarocr - INFO - Epoch [19][490/541] lr: 2.632e-05, eta: 0:51:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 2.0798 +2022-03-10 23:52:29,650 - davarocr - INFO - Epoch [19][495/541] lr: 2.632e-05, eta: 0:51:03, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0024, loss: 0.0037, grad_norm: 2.1590 +2022-03-10 23:52:30,535 - davarocr - INFO - Epoch [19][500/541] lr: 2.632e-05, eta: 0:51:02, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0010, grad_norm: 2.1311 +2022-03-10 23:52:31,418 - davarocr - INFO - Epoch [19][505/541] lr: 2.632e-05, eta: 0:51:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.0791 +2022-03-10 23:52:32,297 - davarocr - INFO - Epoch [19][510/541] lr: 2.632e-05, eta: 0:51:00, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0012, loss: 0.0014, grad_norm: 2.1265 +2022-03-10 23:52:33,187 - davarocr - INFO - Epoch [19][515/541] lr: 2.632e-05, eta: 0:50:59, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 2.1521 +2022-03-10 23:52:34,076 - davarocr - INFO - Epoch [19][520/541] lr: 2.632e-05, eta: 0:50:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0004, grad_norm: 2.0764 +2022-03-10 23:52:34,961 - davarocr - INFO - Epoch [19][525/541] lr: 2.632e-05, eta: 0:50:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0020, loss: 0.0026, grad_norm: 2.1633 +2022-03-10 23:52:35,846 - davarocr - INFO - Epoch [19][530/541] lr: 2.632e-05, eta: 0:50:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0651 +2022-03-10 23:52:36,722 - davarocr - INFO - Epoch [19][535/541] lr: 2.632e-05, eta: 0:50:56, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0010, loss: 0.0019, grad_norm: 2.2242 +2022-03-10 23:52:37,606 - davarocr - INFO - Epoch [19][540/541] lr: 2.632e-05, eta: 0:50:55, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0746 +2022-03-10 23:52:51,453 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:52:51,454 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:52:51,454 - davarocr - INFO - Epoch(val) [19][541] LOC: {'precision': 0.9288277511961722, 'recall': 0.9310551558752997, 'f1-score': 0.929940119760479}, PER: {'precision': 0.9486866218692731, 'recall': 0.9604205318491033, 'f1-score': 0.9545175169022742}, MISC: {'precision': 0.8343108504398827, 'recall': 0.8105413105413105, 'f1-score': 0.8222543352601156}, ORG: {'precision': 0.9117647058823529, 'recall': 0.8958458759783263, 'f1-score': 0.9037351958700274}, all: {'precision': 0.9181931353370087, 'recall': 0.914128895184136, 'f1-score': 0.9161565078520096}, hmean: 0.9162 +2022-03-10 23:52:54,799 - davarocr - INFO - Epoch [20][5/541] lr: 2.564e-05, eta: 0:50:57, time: 0.668, data_time: 0.489, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0731 +2022-03-10 23:52:55,673 - davarocr - INFO - Epoch [20][10/541] lr: 2.564e-05, eta: 0:50:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0002, loss: 0.0018, grad_norm: 2.6449 +2022-03-10 23:52:56,559 - davarocr - INFO - Epoch [20][15/541] lr: 2.564e-05, eta: 0:50:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0011, loss: 0.0024, grad_norm: 1.9749 +2022-03-10 23:52:57,440 - davarocr - INFO - Epoch [20][20/541] lr: 2.564e-05, eta: 0:50:54, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0080, loss: 0.0096, grad_norm: 2.6263 +2022-03-10 23:52:58,327 - davarocr - INFO - Epoch [20][25/541] lr: 2.564e-05, eta: 0:50:53, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0043, loss: 0.0059, grad_norm: 1.5280 +2022-03-10 23:52:59,214 - davarocr - INFO - Epoch [20][30/541] lr: 2.564e-05, eta: 0:50:52, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0025, loss: 0.0029, grad_norm: 1.5578 +2022-03-10 23:53:00,102 - davarocr - INFO - Epoch [20][35/541] lr: 2.564e-05, eta: 0:50:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.5132 +2022-03-10 23:53:01,006 - davarocr - INFO - Epoch [20][40/541] lr: 2.564e-05, eta: 0:50:51, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.5663 +2022-03-10 23:53:01,882 - davarocr - INFO - Epoch [20][45/541] lr: 2.564e-05, eta: 0:50:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0015, loss: 0.0038, grad_norm: 1.8744 +2022-03-10 23:53:02,788 - davarocr - INFO - Epoch [20][50/541] lr: 2.564e-05, eta: 0:50:49, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0015, loss: 0.0039, grad_norm: 1.5664 +2022-03-10 23:53:03,670 - davarocr - INFO - Epoch [20][55/541] lr: 2.564e-05, eta: 0:50:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.5588 +2022-03-10 23:53:04,565 - davarocr - INFO - Epoch [20][60/541] lr: 2.564e-05, eta: 0:50:47, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0014, loss: 0.0039, grad_norm: 1.6894 +2022-03-10 23:53:05,449 - davarocr - INFO - Epoch [20][65/541] lr: 2.564e-05, eta: 0:50:46, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0007, loss: 0.0033, grad_norm: 1.7840 +2022-03-10 23:53:06,328 - davarocr - INFO - Epoch [20][70/541] lr: 2.564e-05, eta: 0:50:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0005, loss: 0.0022, grad_norm: 1.6881 +2022-03-10 23:53:07,208 - davarocr - INFO - Epoch [20][75/541] lr: 2.564e-05, eta: 0:50:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.5498 +2022-03-10 23:53:08,093 - davarocr - INFO - Epoch [20][80/541] lr: 2.564e-05, eta: 0:50:43, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5406 +2022-03-10 23:53:08,984 - davarocr - INFO - Epoch [20][85/541] lr: 2.564e-05, eta: 0:50:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5406 +2022-03-10 23:53:09,871 - davarocr - INFO - Epoch [20][90/541] lr: 2.564e-05, eta: 0:50:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.6168 +2022-03-10 23:53:10,760 - davarocr - INFO - Epoch [20][95/541] lr: 2.564e-05, eta: 0:50:40, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0054, loss: 0.0065, grad_norm: 1.8871 +2022-03-10 23:53:11,638 - davarocr - INFO - Epoch [20][100/541] lr: 2.564e-05, eta: 0:50:39, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.5535 +2022-03-10 23:53:12,521 - davarocr - INFO - Epoch [20][105/541] lr: 2.564e-05, eta: 0:50:38, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.5661 +2022-03-10 23:53:13,401 - davarocr - INFO - Epoch [20][110/541] lr: 2.564e-05, eta: 0:50:37, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0003, loss: 0.0024, grad_norm: 1.5631 +2022-03-10 23:53:14,279 - davarocr - INFO - Epoch [20][115/541] lr: 2.564e-05, eta: 0:50:36, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0019, loss: 0.0032, grad_norm: 1.6119 +2022-03-10 23:53:15,174 - davarocr - INFO - Epoch [20][120/541] lr: 2.564e-05, eta: 0:50:35, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.8127 +2022-03-10 23:53:16,067 - davarocr - INFO - Epoch [20][125/541] lr: 2.564e-05, eta: 0:50:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.5679 +2022-03-10 23:53:16,945 - davarocr - INFO - Epoch [20][130/541] lr: 2.564e-05, eta: 0:50:33, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5656 +2022-03-10 23:53:17,843 - davarocr - INFO - Epoch [20][135/541] lr: 2.564e-05, eta: 0:50:32, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5707 +2022-03-10 23:53:18,725 - davarocr - INFO - Epoch [20][140/541] lr: 2.564e-05, eta: 0:50:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0008, loss: 0.0019, grad_norm: 1.6685 +2022-03-10 23:53:19,609 - davarocr - INFO - Epoch [20][145/541] lr: 2.564e-05, eta: 0:50:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0028, end_loss: 0.0009, loss: 0.0038, grad_norm: 1.7250 +2022-03-10 23:53:20,486 - davarocr - INFO - Epoch [20][150/541] lr: 2.564e-05, eta: 0:50:30, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5671 +2022-03-10 23:53:21,370 - davarocr - INFO - Epoch [20][155/541] lr: 2.564e-05, eta: 0:50:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.6250 +2022-03-10 23:53:22,251 - davarocr - INFO - Epoch [20][160/541] lr: 2.564e-05, eta: 0:50:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5708 +2022-03-10 23:53:23,147 - davarocr - INFO - Epoch [20][165/541] lr: 2.564e-05, eta: 0:50:27, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0005, loss: 0.0020, grad_norm: 1.5987 +2022-03-10 23:53:24,088 - davarocr - INFO - Epoch [20][170/541] lr: 2.564e-05, eta: 0:50:26, time: 0.188, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0028, loss: 0.0062, grad_norm: 2.3036 +2022-03-10 23:53:24,975 - davarocr - INFO - Epoch [20][175/541] lr: 2.564e-05, eta: 0:50:25, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0017, loss: 0.0024, grad_norm: 1.7024 +2022-03-10 23:53:25,850 - davarocr - INFO - Epoch [20][180/541] lr: 2.564e-05, eta: 0:50:24, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0015, loss: 0.0025, grad_norm: 1.8465 +2022-03-10 23:53:26,734 - davarocr - INFO - Epoch [20][185/541] lr: 2.564e-05, eta: 0:50:23, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0005, loss: 0.0034, grad_norm: 1.6771 +2022-03-10 23:53:27,617 - davarocr - INFO - Epoch [20][190/541] lr: 2.564e-05, eta: 0:50:22, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0023, loss: 0.0041, grad_norm: 1.7065 +2022-03-10 23:53:28,495 - davarocr - INFO - Epoch [20][195/541] lr: 2.564e-05, eta: 0:50:21, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0044, loss: 0.0059, grad_norm: 1.7317 +2022-03-10 23:53:29,369 - davarocr - INFO - Epoch [20][200/541] lr: 2.564e-05, eta: 0:50:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0029, loss: 0.0041, grad_norm: 1.7869 +2022-03-10 23:53:30,248 - davarocr - INFO - Epoch [20][205/541] lr: 2.564e-05, eta: 0:50:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0022, loss: 0.0053, grad_norm: 1.8683 +2022-03-10 23:53:31,129 - davarocr - INFO - Epoch [20][210/541] lr: 2.564e-05, eta: 0:50:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0022, loss: 0.0037, grad_norm: 1.7361 +2022-03-10 23:53:32,012 - davarocr - INFO - Epoch [20][215/541] lr: 2.564e-05, eta: 0:50:17, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0013, loss: 0.0024, grad_norm: 1.7284 +2022-03-10 23:53:32,895 - davarocr - INFO - Epoch [20][220/541] lr: 2.564e-05, eta: 0:50:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0006, loss: 0.0024, grad_norm: 1.9805 +2022-03-10 23:53:33,775 - davarocr - INFO - Epoch [20][225/541] lr: 2.564e-05, eta: 0:50:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0005, loss: 0.0015, grad_norm: 1.7805 +2022-03-10 23:53:34,658 - davarocr - INFO - Epoch [20][230/541] lr: 2.564e-05, eta: 0:50:14, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.6929 +2022-03-10 23:53:35,546 - davarocr - INFO - Epoch [20][235/541] lr: 2.564e-05, eta: 0:50:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.6819 +2022-03-10 23:53:36,436 - davarocr - INFO - Epoch [20][240/541] lr: 2.564e-05, eta: 0:50:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0001, loss: 0.0021, grad_norm: 1.8483 +2022-03-10 23:53:37,317 - davarocr - INFO - Epoch [20][245/541] lr: 2.564e-05, eta: 0:50:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0017, loss: 0.0022, grad_norm: 1.7786 +2022-03-10 23:53:38,199 - davarocr - INFO - Epoch [20][250/541] lr: 2.564e-05, eta: 0:50:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0020, loss: 0.0036, grad_norm: 2.0779 +2022-03-10 23:53:39,079 - davarocr - INFO - Epoch [20][255/541] lr: 2.564e-05, eta: 0:50:10, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0025, loss: 0.0041, grad_norm: 1.9032 +2022-03-10 23:53:39,964 - davarocr - INFO - Epoch [20][260/541] lr: 2.564e-05, eta: 0:50:09, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.8595 +2022-03-10 23:53:40,850 - davarocr - INFO - Epoch [20][265/541] lr: 2.564e-05, eta: 0:50:08, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0040, loss: 0.0043, grad_norm: 2.1490 +2022-03-10 23:53:41,732 - davarocr - INFO - Epoch [20][270/541] lr: 2.564e-05, eta: 0:50:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0108, loss: 0.0166, grad_norm: 2.1444 +2022-03-10 23:53:42,614 - davarocr - INFO - Epoch [20][275/541] lr: 2.564e-05, eta: 0:50:06, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.8039 +2022-03-10 23:53:43,498 - davarocr - INFO - Epoch [20][280/541] lr: 2.564e-05, eta: 0:50:05, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.7837 +2022-03-10 23:53:44,380 - davarocr - INFO - Epoch [20][285/541] lr: 2.564e-05, eta: 0:50:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0030, loss: 0.0053, grad_norm: 2.0216 +2022-03-10 23:53:45,261 - davarocr - INFO - Epoch [20][290/541] lr: 2.564e-05, eta: 0:50:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.8187 +2022-03-10 23:53:46,191 - davarocr - INFO - Epoch [20][295/541] lr: 2.564e-05, eta: 0:50:02, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0055, end_loss: 0.0005, loss: 0.0060, grad_norm: 1.8644 +2022-03-10 23:53:47,120 - davarocr - INFO - Epoch [20][300/541] lr: 2.564e-05, eta: 0:50:01, time: 0.186, data_time: 0.011, memory: 5192, start_loss: 0.0005, end_loss: 0.0013, loss: 0.0018, grad_norm: 1.8161 +2022-03-10 23:53:48,048 - davarocr - INFO - Epoch [20][305/541] lr: 2.564e-05, eta: 0:50:00, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0023, loss: 0.0048, grad_norm: 1.9758 +2022-03-10 23:53:48,988 - davarocr - INFO - Epoch [20][310/541] lr: 2.564e-05, eta: 0:49:59, time: 0.188, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7640 +2022-03-10 23:53:49,915 - davarocr - INFO - Epoch [20][315/541] lr: 2.564e-05, eta: 0:49:58, time: 0.187, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0008, loss: 0.0014, grad_norm: 1.8150 +2022-03-10 23:53:50,799 - davarocr - INFO - Epoch [20][320/541] lr: 2.564e-05, eta: 0:49:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0046, loss: 0.0065, grad_norm: 1.8737 +2022-03-10 23:53:51,688 - davarocr - INFO - Epoch [20][325/541] lr: 2.564e-05, eta: 0:49:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7677 +2022-03-10 23:53:52,573 - davarocr - INFO - Epoch [20][330/541] lr: 2.564e-05, eta: 0:49:56, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.7863 +2022-03-10 23:53:53,454 - davarocr - INFO - Epoch [20][335/541] lr: 2.564e-05, eta: 0:49:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7946 +2022-03-10 23:53:54,345 - davarocr - INFO - Epoch [20][340/541] lr: 2.564e-05, eta: 0:49:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0039, loss: 0.0079, grad_norm: 2.0251 +2022-03-10 23:53:55,227 - davarocr - INFO - Epoch [20][345/541] lr: 2.564e-05, eta: 0:49:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.8035 +2022-03-10 23:53:56,107 - davarocr - INFO - Epoch [20][350/541] lr: 2.564e-05, eta: 0:49:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7816 +2022-03-10 23:53:56,981 - davarocr - INFO - Epoch [20][355/541] lr: 2.564e-05, eta: 0:49:51, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7776 +2022-03-10 23:53:57,882 - davarocr - INFO - Epoch [20][360/541] lr: 2.564e-05, eta: 0:49:50, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.8023 +2022-03-10 23:53:58,772 - davarocr - INFO - Epoch [20][365/541] lr: 2.564e-05, eta: 0:49:49, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0018, loss: 0.0040, grad_norm: 2.0578 +2022-03-10 23:53:59,659 - davarocr - INFO - Epoch [20][370/541] lr: 2.564e-05, eta: 0:49:48, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0030, loss: 0.0040, grad_norm: 1.8390 +2022-03-10 23:54:00,538 - davarocr - INFO - Epoch [20][375/541] lr: 2.564e-05, eta: 0:49:47, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.7832 +2022-03-10 23:54:01,433 - davarocr - INFO - Epoch [20][380/541] lr: 2.564e-05, eta: 0:49:46, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0045, loss: 0.0047, grad_norm: 2.5671 +2022-03-10 23:54:02,308 - davarocr - INFO - Epoch [20][385/541] lr: 2.564e-05, eta: 0:49:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0018, loss: 0.0021, grad_norm: 1.6921 +2022-03-10 23:54:03,193 - davarocr - INFO - Epoch [20][390/541] lr: 2.564e-05, eta: 0:49:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0016, loss: 0.0018, grad_norm: 1.7108 +2022-03-10 23:54:04,065 - davarocr - INFO - Epoch [20][395/541] lr: 2.564e-05, eta: 0:49:43, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6694 +2022-03-10 23:54:04,947 - davarocr - INFO - Epoch [20][400/541] lr: 2.564e-05, eta: 0:49:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6657 +2022-03-10 23:54:05,843 - davarocr - INFO - Epoch [20][405/541] lr: 2.564e-05, eta: 0:49:41, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0031, loss: 0.0045, grad_norm: 1.8025 +2022-03-10 23:54:06,728 - davarocr - INFO - Epoch [20][410/541] lr: 2.564e-05, eta: 0:49:40, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.6987 +2022-03-10 23:54:07,616 - davarocr - INFO - Epoch [20][415/541] lr: 2.564e-05, eta: 0:49:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0012, grad_norm: 1.9030 +2022-03-10 23:54:08,502 - davarocr - INFO - Epoch [20][420/541] lr: 2.564e-05, eta: 0:49:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.9183 +2022-03-10 23:54:09,381 - davarocr - INFO - Epoch [20][425/541] lr: 2.564e-05, eta: 0:49:38, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0030, end_loss: 0.0031, loss: 0.0061, grad_norm: 1.9702 +2022-03-10 23:54:10,255 - davarocr - INFO - Epoch [20][430/541] lr: 2.564e-05, eta: 0:49:37, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0048, end_loss: 0.0007, loss: 0.0055, grad_norm: 1.8755 +2022-03-10 23:54:11,144 - davarocr - INFO - Epoch [20][435/541] lr: 2.564e-05, eta: 0:49:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.8026 +2022-03-10 23:54:12,023 - davarocr - INFO - Epoch [20][440/541] lr: 2.564e-05, eta: 0:49:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0003, loss: 0.0038, grad_norm: 1.9094 +2022-03-10 23:54:12,902 - davarocr - INFO - Epoch [20][445/541] lr: 2.564e-05, eta: 0:49:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0039, loss: 0.0045, grad_norm: 1.8728 +2022-03-10 23:54:13,788 - davarocr - INFO - Epoch [20][450/541] lr: 2.564e-05, eta: 0:49:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.7754 +2022-03-10 23:54:14,667 - davarocr - INFO - Epoch [20][455/541] lr: 2.564e-05, eta: 0:49:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.7236 +2022-03-10 23:54:15,543 - davarocr - INFO - Epoch [20][460/541] lr: 2.564e-05, eta: 0:49:31, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0028, end_loss: 0.0012, loss: 0.0039, grad_norm: 1.8785 +2022-03-10 23:54:16,417 - davarocr - INFO - Epoch [20][465/541] lr: 2.564e-05, eta: 0:49:30, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.7294 +2022-03-10 23:54:17,302 - davarocr - INFO - Epoch [20][470/541] lr: 2.564e-05, eta: 0:49:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.7164 +2022-03-10 23:54:18,184 - davarocr - INFO - Epoch [20][475/541] lr: 2.564e-05, eta: 0:49:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0011, grad_norm: 1.7299 +2022-03-10 23:54:19,070 - davarocr - INFO - Epoch [20][480/541] lr: 2.564e-05, eta: 0:49:27, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0013, loss: 0.0033, grad_norm: 1.8733 +2022-03-10 23:54:19,956 - davarocr - INFO - Epoch [20][485/541] lr: 2.564e-05, eta: 0:49:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0033, loss: 0.0035, grad_norm: 1.8160 +2022-03-10 23:54:20,824 - davarocr - INFO - Epoch [20][490/541] lr: 2.564e-05, eta: 0:49:25, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.7271 +2022-03-10 23:54:21,721 - davarocr - INFO - Epoch [20][495/541] lr: 2.564e-05, eta: 0:49:24, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.8154 +2022-03-10 23:54:22,609 - davarocr - INFO - Epoch [20][500/541] lr: 2.564e-05, eta: 0:49:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.7063 +2022-03-10 23:54:23,489 - davarocr - INFO - Epoch [20][505/541] lr: 2.564e-05, eta: 0:49:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.7527 +2022-03-10 23:54:24,365 - davarocr - INFO - Epoch [20][510/541] lr: 2.564e-05, eta: 0:49:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.8301 +2022-03-10 23:54:25,251 - davarocr - INFO - Epoch [20][515/541] lr: 2.564e-05, eta: 0:49:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0023, loss: 0.0028, grad_norm: 1.8213 +2022-03-10 23:54:26,155 - davarocr - INFO - Epoch [20][520/541] lr: 2.564e-05, eta: 0:49:19, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0020, loss: 0.0030, grad_norm: 1.7737 +2022-03-10 23:54:27,034 - davarocr - INFO - Epoch [20][525/541] lr: 2.564e-05, eta: 0:49:18, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7071 +2022-03-10 23:54:27,913 - davarocr - INFO - Epoch [20][530/541] lr: 2.564e-05, eta: 0:49:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0024, loss: 0.0039, grad_norm: 1.7244 +2022-03-10 23:54:28,792 - davarocr - INFO - Epoch [20][535/541] lr: 2.564e-05, eta: 0:49:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0034, loss: 0.0048, grad_norm: 1.8993 +2022-03-10 23:54:29,680 - davarocr - INFO - Epoch [20][540/541] lr: 2.564e-05, eta: 0:49:16, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.7224 +2022-03-10 23:54:43,453 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-10 23:54:43,454 - davarocr - INFO - current_metric 0.9180211386446399 is much better than previous best_metric 0.91748351452504, saving best model ! +2022-03-10 23:54:43,454 - davarocr - INFO - Saving checkpoint at epoch_20.pth +2022-03-10 23:54:45,241 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:54:45,241 - davarocr - INFO - Epoch(val) [20][541] LOC: {'precision': 0.9280575539568345, 'recall': 0.9280575539568345, 'f1-score': 0.9280575539568345}, PER: {'precision': 0.9625935162094763, 'recall': 0.9548546691403834, 'f1-score': 0.9587084756286867}, MISC: {'precision': 0.8466076696165191, 'recall': 0.8176638176638177, 'f1-score': 0.8318840579710145}, ORG: {'precision': 0.9042745334136063, 'recall': 0.9042745334136063, 'f1-score': 0.9042745334136063}, all: {'precision': 0.9210479415433969, 'recall': 0.9150141643059491, 'f1-score': 0.9180211386446399}, hmean: 0.9180 +2022-03-10 23:54:48,405 - davarocr - INFO - Epoch [21][5/541] lr: 2.500e-05, eta: 0:49:18, time: 0.628, data_time: 0.459, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7147 +2022-03-10 23:54:49,284 - davarocr - INFO - Epoch [21][10/541] lr: 2.500e-05, eta: 0:49:17, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0021, loss: 0.0028, grad_norm: 1.7556 +2022-03-10 23:54:50,159 - davarocr - INFO - Epoch [21][15/541] lr: 2.500e-05, eta: 0:49:16, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7303 +2022-03-10 23:54:51,045 - davarocr - INFO - Epoch [21][20/541] lr: 2.500e-05, eta: 0:49:15, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7136 +2022-03-10 23:54:51,919 - davarocr - INFO - Epoch [21][25/541] lr: 2.500e-05, eta: 0:49:14, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.8325 +2022-03-10 23:54:52,805 - davarocr - INFO - Epoch [21][30/541] lr: 2.500e-05, eta: 0:49:13, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0019, loss: 0.0028, grad_norm: 1.9703 +2022-03-10 23:54:53,679 - davarocr - INFO - Epoch [21][35/541] lr: 2.500e-05, eta: 0:49:12, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.7504 +2022-03-10 23:54:54,568 - davarocr - INFO - Epoch [21][40/541] lr: 2.500e-05, eta: 0:49:11, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0022, loss: 0.0027, grad_norm: 1.7948 +2022-03-10 23:54:55,447 - davarocr - INFO - Epoch [21][45/541] lr: 2.500e-05, eta: 0:49:10, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.7435 +2022-03-10 23:54:56,317 - davarocr - INFO - Epoch [21][50/541] lr: 2.500e-05, eta: 0:49:09, time: 0.174, data_time: 0.010, memory: 5192, start_loss: 0.0065, end_loss: 0.0011, loss: 0.0075, grad_norm: 2.6173 +2022-03-10 23:54:57,194 - davarocr - INFO - Epoch [21][55/541] lr: 2.500e-05, eta: 0:49:08, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2037 +2022-03-10 23:54:58,086 - davarocr - INFO - Epoch [21][60/541] lr: 2.500e-05, eta: 0:49:07, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.2098 +2022-03-10 23:54:58,964 - davarocr - INFO - Epoch [21][65/541] lr: 2.500e-05, eta: 0:49:06, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0022, end_loss: 0.0018, loss: 0.0040, grad_norm: 1.4892 +2022-03-10 23:54:59,853 - davarocr - INFO - Epoch [21][70/541] lr: 2.500e-05, eta: 0:49:05, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0045, end_loss: 0.0055, loss: 0.0099, grad_norm: 1.6725 +2022-03-10 23:55:00,744 - davarocr - INFO - Epoch [21][75/541] lr: 2.500e-05, eta: 0:49:04, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.2507 +2022-03-10 23:55:01,635 - davarocr - INFO - Epoch [21][80/541] lr: 2.500e-05, eta: 0:49:03, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0011, loss: 0.0014, grad_norm: 1.3425 +2022-03-10 23:55:02,515 - davarocr - INFO - Epoch [21][85/541] lr: 2.500e-05, eta: 0:49:02, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.2134 +2022-03-10 23:55:03,403 - davarocr - INFO - Epoch [21][90/541] lr: 2.500e-05, eta: 0:49:01, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.3284 +2022-03-10 23:55:04,288 - davarocr - INFO - Epoch [21][95/541] lr: 2.500e-05, eta: 0:49:00, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.2226 +2022-03-10 23:55:05,177 - davarocr - INFO - Epoch [21][100/541] lr: 2.500e-05, eta: 0:48:59, time: 0.178, data_time: 0.012, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.3007 +2022-03-10 23:55:06,055 - davarocr - INFO - Epoch [21][105/541] lr: 2.500e-05, eta: 0:48:58, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0014, end_loss: 0.0043, loss: 0.0057, grad_norm: 1.9366 +2022-03-10 23:55:06,940 - davarocr - INFO - Epoch [21][110/541] lr: 2.500e-05, eta: 0:48:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2977 +2022-03-10 23:55:07,820 - davarocr - INFO - Epoch [21][115/541] lr: 2.500e-05, eta: 0:48:57, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.3109 +2022-03-10 23:55:08,708 - davarocr - INFO - Epoch [21][120/541] lr: 2.500e-05, eta: 0:48:56, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0010, end_loss: 0.0020, loss: 0.0030, grad_norm: 1.4427 +2022-03-10 23:55:09,594 - davarocr - INFO - Epoch [21][125/541] lr: 2.500e-05, eta: 0:48:55, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.4321 +2022-03-10 23:55:10,470 - davarocr - INFO - Epoch [21][130/541] lr: 2.500e-05, eta: 0:48:54, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.3161 +2022-03-10 23:55:11,355 - davarocr - INFO - Epoch [21][135/541] lr: 2.500e-05, eta: 0:48:53, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3062 +2022-03-10 23:55:12,236 - davarocr - INFO - Epoch [21][140/541] lr: 2.500e-05, eta: 0:48:52, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3059 +2022-03-10 23:55:13,121 - davarocr - INFO - Epoch [21][145/541] lr: 2.500e-05, eta: 0:48:51, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.3168 +2022-03-10 23:55:14,001 - davarocr - INFO - Epoch [21][150/541] lr: 2.500e-05, eta: 0:48:50, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.5016 +2022-03-10 23:55:14,889 - davarocr - INFO - Epoch [21][155/541] lr: 2.500e-05, eta: 0:48:49, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3113 +2022-03-10 23:55:15,758 - davarocr - INFO - Epoch [21][160/541] lr: 2.500e-05, eta: 0:48:48, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0017, loss: 0.0019, grad_norm: 1.5145 +2022-03-10 23:55:16,638 - davarocr - INFO - Epoch [21][165/541] lr: 2.500e-05, eta: 0:48:47, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.3116 +2022-03-10 23:55:17,524 - davarocr - INFO - Epoch [21][170/541] lr: 2.500e-05, eta: 0:48:46, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2994 +2022-03-10 23:55:18,409 - davarocr - INFO - Epoch [21][175/541] lr: 2.500e-05, eta: 0:48:45, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0010, end_loss: 0.0016, loss: 0.0026, grad_norm: 1.5912 +2022-03-10 23:55:19,286 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:55:19,286 - davarocr - INFO - Epoch [21][180/541] lr: 2.500e-05, eta: 0:48:44, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2901 +2022-03-10 23:55:20,167 - davarocr - INFO - Epoch [21][185/541] lr: 2.500e-05, eta: 0:48:43, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0037, loss: 0.0037, grad_norm: 1.6818 +2022-03-10 23:55:21,047 - davarocr - INFO - Epoch [21][190/541] lr: 2.500e-05, eta: 0:48:42, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0014, loss: 0.0039, grad_norm: 1.3804 +2022-03-10 23:55:21,937 - davarocr - INFO - Epoch [21][195/541] lr: 2.500e-05, eta: 0:48:41, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0012, grad_norm: 1.3494 +2022-03-10 23:55:22,822 - davarocr - INFO - Epoch [21][200/541] lr: 2.500e-05, eta: 0:48:40, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0014, loss: 0.0018, grad_norm: 1.3078 +2022-03-10 23:55:23,708 - davarocr - INFO - Epoch [21][205/541] lr: 2.500e-05, eta: 0:48:39, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0006, loss: 0.0018, grad_norm: 1.3045 +2022-03-10 23:55:24,589 - davarocr - INFO - Epoch [21][210/541] lr: 2.500e-05, eta: 0:48:38, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2893 +2022-03-10 23:55:25,462 - davarocr - INFO - Epoch [21][215/541] lr: 2.500e-05, eta: 0:48:37, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.3343 +2022-03-10 23:55:26,347 - davarocr - INFO - Epoch [21][220/541] lr: 2.500e-05, eta: 0:48:37, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0031, loss: 0.0051, grad_norm: 1.3093 +2022-03-10 23:55:27,271 - davarocr - INFO - Epoch [21][225/541] lr: 2.500e-05, eta: 0:48:36, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0047, loss: 0.0047, grad_norm: 1.3341 +2022-03-10 23:55:28,223 - davarocr - INFO - Epoch [21][230/541] lr: 2.500e-05, eta: 0:48:35, time: 0.191, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2969 +2022-03-10 23:55:29,168 - davarocr - INFO - Epoch [21][235/541] lr: 2.500e-05, eta: 0:48:34, time: 0.189, data_time: 0.011, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0015, grad_norm: 1.4486 +2022-03-10 23:55:30,091 - davarocr - INFO - Epoch [21][240/541] lr: 2.500e-05, eta: 0:48:33, time: 0.187, data_time: 0.011, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.3139 +2022-03-10 23:55:30,975 - davarocr - INFO - Epoch [21][245/541] lr: 2.500e-05, eta: 0:48:32, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3008 +2022-03-10 23:55:31,855 - davarocr - INFO - Epoch [21][250/541] lr: 2.500e-05, eta: 0:48:31, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0016, end_loss: 0.0016, loss: 0.0032, grad_norm: 1.3567 +2022-03-10 23:55:32,735 - davarocr - INFO - Epoch [21][255/541] lr: 2.500e-05, eta: 0:48:30, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2974 +2022-03-10 23:55:33,619 - davarocr - INFO - Epoch [21][260/541] lr: 2.500e-05, eta: 0:48:29, time: 0.177, data_time: 0.012, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2978 +2022-03-10 23:55:34,510 - davarocr - INFO - Epoch [21][265/541] lr: 2.500e-05, eta: 0:48:28, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3272 +2022-03-10 23:55:35,401 - davarocr - INFO - Epoch [21][270/541] lr: 2.500e-05, eta: 0:48:27, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.3422 +2022-03-10 23:55:36,287 - davarocr - INFO - Epoch [21][275/541] lr: 2.500e-05, eta: 0:48:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0066, loss: 0.0072, grad_norm: 1.4040 +2022-03-10 23:55:37,179 - davarocr - INFO - Epoch [21][280/541] lr: 2.500e-05, eta: 0:48:25, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.3119 +2022-03-10 23:55:38,077 - davarocr - INFO - Epoch [21][285/541] lr: 2.500e-05, eta: 0:48:25, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0018, end_loss: 0.0008, loss: 0.0027, grad_norm: 1.3620 +2022-03-10 23:55:38,989 - davarocr - INFO - Epoch [21][290/541] lr: 2.500e-05, eta: 0:48:24, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.5280 +2022-03-10 23:55:39,933 - davarocr - INFO - Epoch [21][295/541] lr: 2.500e-05, eta: 0:48:23, time: 0.189, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.3428 +2022-03-10 23:55:40,854 - davarocr - INFO - Epoch [21][300/541] lr: 2.500e-05, eta: 0:48:22, time: 0.185, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.6033 +2022-03-10 23:55:41,727 - davarocr - INFO - Epoch [21][305/541] lr: 2.500e-05, eta: 0:48:21, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3350 +2022-03-10 23:55:42,619 - davarocr - INFO - Epoch [21][310/541] lr: 2.500e-05, eta: 0:48:20, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.3619 +2022-03-10 23:55:43,522 - davarocr - INFO - Epoch [21][315/541] lr: 2.500e-05, eta: 0:48:19, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.3470 +2022-03-10 23:55:44,399 - davarocr - INFO - Epoch [21][320/541] lr: 2.500e-05, eta: 0:48:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0021, loss: 0.0032, grad_norm: 1.4328 +2022-03-10 23:55:45,288 - davarocr - INFO - Epoch [21][325/541] lr: 2.500e-05, eta: 0:48:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0031, loss: 0.0047, grad_norm: 1.4568 +2022-03-10 23:55:46,178 - davarocr - INFO - Epoch [21][330/541] lr: 2.500e-05, eta: 0:48:16, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0005, loss: 0.0027, grad_norm: 1.3467 +2022-03-10 23:55:47,063 - davarocr - INFO - Epoch [21][335/541] lr: 2.500e-05, eta: 0:48:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.3520 +2022-03-10 23:55:47,954 - davarocr - INFO - Epoch [21][340/541] lr: 2.500e-05, eta: 0:48:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.3487 +2022-03-10 23:55:48,840 - davarocr - INFO - Epoch [21][345/541] lr: 2.500e-05, eta: 0:48:13, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.3503 +2022-03-10 23:55:49,735 - davarocr - INFO - Epoch [21][350/541] lr: 2.500e-05, eta: 0:48:12, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0019, loss: 0.0038, grad_norm: 1.8490 +2022-03-10 23:55:50,624 - davarocr - INFO - Epoch [21][355/541] lr: 2.500e-05, eta: 0:48:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3802 +2022-03-10 23:55:51,504 - davarocr - INFO - Epoch [21][360/541] lr: 2.500e-05, eta: 0:48:11, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0027, grad_norm: 1.4642 +2022-03-10 23:55:52,401 - davarocr - INFO - Epoch [21][365/541] lr: 2.500e-05, eta: 0:48:10, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0039, loss: 0.0052, grad_norm: 1.4967 +2022-03-10 23:55:53,295 - davarocr - INFO - Epoch [21][370/541] lr: 2.500e-05, eta: 0:48:09, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0034, loss: 0.0067, grad_norm: 1.4954 +2022-03-10 23:55:54,183 - davarocr - INFO - Epoch [21][375/541] lr: 2.500e-05, eta: 0:48:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3536 +2022-03-10 23:55:55,068 - davarocr - INFO - Epoch [21][380/541] lr: 2.500e-05, eta: 0:48:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0006, loss: 0.0017, grad_norm: 1.3739 +2022-03-10 23:55:55,958 - davarocr - INFO - Epoch [21][385/541] lr: 2.500e-05, eta: 0:48:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3588 +2022-03-10 23:55:56,850 - davarocr - INFO - Epoch [21][390/541] lr: 2.500e-05, eta: 0:48:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.3659 +2022-03-10 23:55:57,741 - davarocr - INFO - Epoch [21][395/541] lr: 2.500e-05, eta: 0:48:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.3619 +2022-03-10 23:55:58,626 - davarocr - INFO - Epoch [21][400/541] lr: 2.500e-05, eta: 0:48:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.3627 +2022-03-10 23:55:59,520 - davarocr - INFO - Epoch [21][405/541] lr: 2.500e-05, eta: 0:48:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3842 +2022-03-10 23:56:00,420 - davarocr - INFO - Epoch [21][410/541] lr: 2.500e-05, eta: 0:48:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.4254 +2022-03-10 23:56:01,324 - davarocr - INFO - Epoch [21][415/541] lr: 2.500e-05, eta: 0:48:00, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3723 +2022-03-10 23:56:02,236 - davarocr - INFO - Epoch [21][420/541] lr: 2.500e-05, eta: 0:47:59, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0002, loss: 0.0019, grad_norm: 1.3828 +2022-03-10 23:56:03,126 - davarocr - INFO - Epoch [21][425/541] lr: 2.500e-05, eta: 0:47:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.4300 +2022-03-10 23:56:04,009 - davarocr - INFO - Epoch [21][430/541] lr: 2.500e-05, eta: 0:47:57, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.4388 +2022-03-10 23:56:04,894 - davarocr - INFO - Epoch [21][435/541] lr: 2.500e-05, eta: 0:47:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0037, loss: 0.0071, grad_norm: 1.4189 +2022-03-10 23:56:05,776 - davarocr - INFO - Epoch [21][440/541] lr: 2.500e-05, eta: 0:47:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3730 +2022-03-10 23:56:06,656 - davarocr - INFO - Epoch [21][445/541] lr: 2.500e-05, eta: 0:47:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.3847 +2022-03-10 23:56:07,543 - davarocr - INFO - Epoch [21][450/541] lr: 2.500e-05, eta: 0:47:54, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0023, end_loss: 0.0075, loss: 0.0098, grad_norm: 1.8310 +2022-03-10 23:56:08,427 - davarocr - INFO - Epoch [21][455/541] lr: 2.500e-05, eta: 0:47:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.4314 +2022-03-10 23:56:09,313 - davarocr - INFO - Epoch [21][460/541] lr: 2.500e-05, eta: 0:47:52, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.3690 +2022-03-10 23:56:10,198 - davarocr - INFO - Epoch [21][465/541] lr: 2.500e-05, eta: 0:47:51, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0026, end_loss: 0.0026, loss: 0.0051, grad_norm: 1.5374 +2022-03-10 23:56:11,075 - davarocr - INFO - Epoch [21][470/541] lr: 2.500e-05, eta: 0:47:50, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.4098 +2022-03-10 23:56:11,958 - davarocr - INFO - Epoch [21][475/541] lr: 2.500e-05, eta: 0:47:49, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0024, loss: 0.0034, grad_norm: 1.4154 +2022-03-10 23:56:12,841 - davarocr - INFO - Epoch [21][480/541] lr: 2.500e-05, eta: 0:47:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.5266 +2022-03-10 23:56:13,721 - davarocr - INFO - Epoch [21][485/541] lr: 2.500e-05, eta: 0:47:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.4027 +2022-03-10 23:56:14,601 - davarocr - INFO - Epoch [21][490/541] lr: 2.500e-05, eta: 0:47:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3962 +2022-03-10 23:56:15,484 - davarocr - INFO - Epoch [21][495/541] lr: 2.500e-05, eta: 0:47:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.4615 +2022-03-10 23:56:16,364 - davarocr - INFO - Epoch [21][500/541] lr: 2.500e-05, eta: 0:47:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4120 +2022-03-10 23:56:17,253 - davarocr - INFO - Epoch [21][505/541] lr: 2.500e-05, eta: 0:47:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4612 +2022-03-10 23:56:18,158 - davarocr - INFO - Epoch [21][510/541] lr: 2.500e-05, eta: 0:47:42, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3995 +2022-03-10 23:56:19,038 - davarocr - INFO - Epoch [21][515/541] lr: 2.500e-05, eta: 0:47:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0014, grad_norm: 1.4212 +2022-03-10 23:56:19,930 - davarocr - INFO - Epoch [21][520/541] lr: 2.500e-05, eta: 0:47:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4752 +2022-03-10 23:56:20,807 - davarocr - INFO - Epoch [21][525/541] lr: 2.500e-05, eta: 0:47:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0040, loss: 0.0051, grad_norm: 1.7808 +2022-03-10 23:56:21,688 - davarocr - INFO - Epoch [21][530/541] lr: 2.500e-05, eta: 0:47:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.4361 +2022-03-10 23:56:22,573 - davarocr - INFO - Epoch [21][535/541] lr: 2.500e-05, eta: 0:47:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.4790 +2022-03-10 23:56:23,470 - davarocr - INFO - Epoch [21][540/541] lr: 2.500e-05, eta: 0:47:37, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.4266 +2022-03-10 23:56:37,415 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-10 23:56:37,416 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:56:37,417 - davarocr - INFO - Epoch(val) [21][541] LOC: {'precision': 0.954915466499687, 'recall': 0.9142685851318945, 'f1-score': 0.9341500765696784}, PER: {'precision': 0.9534028203556101, 'recall': 0.9616573902288188, 'f1-score': 0.9575123152709359}, MISC: {'precision': 0.8376811594202899, 'recall': 0.8233618233618234, 'f1-score': 0.8304597701149427}, ORG: {'precision': 0.8840665873959572, 'recall': 0.8952438290186635, 'f1-score': 0.8896201017050553}, all: {'precision': 0.91875, 'recall': 0.9109419263456091, 'f1-score': 0.9148293029871977}, hmean: 0.9148 +2022-03-10 23:56:40,770 - davarocr - INFO - Epoch [22][5/541] lr: 2.439e-05, eta: 0:47:39, time: 0.670, data_time: 0.489, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.4196 +2022-03-10 23:56:41,672 - davarocr - INFO - Epoch [22][10/541] lr: 2.439e-05, eta: 0:47:38, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.4322 +2022-03-10 23:56:42,570 - davarocr - INFO - Epoch [22][15/541] lr: 2.439e-05, eta: 0:47:37, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.4547 +2022-03-10 23:56:43,461 - davarocr - INFO - Epoch [22][20/541] lr: 2.439e-05, eta: 0:47:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4161 +2022-03-10 23:56:44,345 - davarocr - INFO - Epoch [22][25/541] lr: 2.439e-05, eta: 0:47:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4164 +2022-03-10 23:56:45,225 - davarocr - INFO - Epoch [22][30/541] lr: 2.439e-05, eta: 0:47:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0015, loss: 0.0051, grad_norm: 1.8525 +2022-03-10 23:56:46,095 - davarocr - INFO - Epoch [22][35/541] lr: 2.439e-05, eta: 0:47:33, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4469 +2022-03-10 23:56:46,990 - davarocr - INFO - Epoch [22][40/541] lr: 2.439e-05, eta: 0:47:32, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0017, loss: 0.0029, grad_norm: 1.6019 +2022-03-10 23:56:47,867 - davarocr - INFO - Epoch [22][45/541] lr: 2.439e-05, eta: 0:47:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0009, loss: 0.0034, grad_norm: 1.7063 +2022-03-10 23:56:48,754 - davarocr - INFO - Epoch [22][50/541] lr: 2.439e-05, eta: 0:47:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0007, loss: 0.0022, grad_norm: 1.5219 +2022-03-10 23:56:49,644 - davarocr - INFO - Epoch [22][55/541] lr: 2.439e-05, eta: 0:47:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.4530 +2022-03-10 23:56:50,535 - davarocr - INFO - Epoch [22][60/541] lr: 2.439e-05, eta: 0:47:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0065, loss: 0.0102, grad_norm: 1.6423 +2022-03-10 23:56:51,434 - davarocr - INFO - Epoch [22][65/541] lr: 2.439e-05, eta: 0:47:27, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.4466 +2022-03-10 23:56:52,317 - davarocr - INFO - Epoch [22][70/541] lr: 2.439e-05, eta: 0:47:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.4478 +2022-03-10 23:56:53,202 - davarocr - INFO - Epoch [22][75/541] lr: 2.439e-05, eta: 0:47:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.4480 +2022-03-10 23:56:54,079 - davarocr - INFO - Epoch [22][80/541] lr: 2.439e-05, eta: 0:47:24, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.5196 +2022-03-10 23:56:54,960 - davarocr - INFO - Epoch [22][85/541] lr: 2.439e-05, eta: 0:47:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 1.4936 +2022-03-10 23:56:55,855 - davarocr - INFO - Epoch [22][90/541] lr: 2.439e-05, eta: 0:47:23, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4760 +2022-03-10 23:56:56,737 - davarocr - INFO - Epoch [22][95/541] lr: 2.439e-05, eta: 0:47:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.5010 +2022-03-10 23:56:57,636 - davarocr - INFO - Epoch [22][100/541] lr: 2.439e-05, eta: 0:47:21, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.4619 +2022-03-10 23:56:58,540 - davarocr - INFO - Epoch [22][105/541] lr: 2.439e-05, eta: 0:47:20, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0045, loss: 0.0103, grad_norm: 2.2925 +2022-03-10 23:56:59,426 - davarocr - INFO - Epoch [22][110/541] lr: 2.439e-05, eta: 0:47:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 1.6730 +2022-03-10 23:57:00,315 - davarocr - INFO - Epoch [22][115/541] lr: 2.439e-05, eta: 0:47:18, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.6121 +2022-03-10 23:57:01,198 - davarocr - INFO - Epoch [22][120/541] lr: 2.439e-05, eta: 0:47:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0013, loss: 0.0021, grad_norm: 1.6440 +2022-03-10 23:57:02,083 - davarocr - INFO - Epoch [22][125/541] lr: 2.439e-05, eta: 0:47:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0001, loss: 0.0018, grad_norm: 1.9482 +2022-03-10 23:57:02,968 - davarocr - INFO - Epoch [22][130/541] lr: 2.439e-05, eta: 0:47:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.5966 +2022-03-10 23:57:03,850 - davarocr - INFO - Epoch [22][135/541] lr: 2.439e-05, eta: 0:47:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0033, loss: 0.0070, grad_norm: 1.9714 +2022-03-10 23:57:04,740 - davarocr - INFO - Epoch [22][140/541] lr: 2.439e-05, eta: 0:47:13, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5947 +2022-03-10 23:57:05,630 - davarocr - INFO - Epoch [22][145/541] lr: 2.439e-05, eta: 0:47:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.6325 +2022-03-10 23:57:06,511 - davarocr - INFO - Epoch [22][150/541] lr: 2.439e-05, eta: 0:47:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0019, loss: 0.0031, grad_norm: 1.7001 +2022-03-10 23:57:07,397 - davarocr - INFO - Epoch [22][155/541] lr: 2.439e-05, eta: 0:47:10, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.6171 +2022-03-10 23:57:08,285 - davarocr - INFO - Epoch [22][160/541] lr: 2.439e-05, eta: 0:47:09, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.6899 +2022-03-10 23:57:09,169 - davarocr - INFO - Epoch [22][165/541] lr: 2.439e-05, eta: 0:47:08, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0039, end_loss: 0.0043, loss: 0.0082, grad_norm: 1.7920 +2022-03-10 23:57:10,065 - davarocr - INFO - Epoch [22][170/541] lr: 2.439e-05, eta: 0:47:08, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.7228 +2022-03-10 23:57:10,943 - davarocr - INFO - Epoch [22][175/541] lr: 2.439e-05, eta: 0:47:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6143 +2022-03-10 23:57:11,842 - davarocr - INFO - Epoch [22][180/541] lr: 2.439e-05, eta: 0:47:06, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.6206 +2022-03-10 23:57:12,715 - davarocr - INFO - Epoch [22][185/541] lr: 2.439e-05, eta: 0:47:05, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0012, loss: 0.0029, grad_norm: 1.7460 +2022-03-10 23:57:13,594 - davarocr - INFO - Epoch [22][190/541] lr: 2.439e-05, eta: 0:47:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.6484 +2022-03-10 23:57:14,467 - davarocr - INFO - Epoch [22][195/541] lr: 2.439e-05, eta: 0:47:03, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.6259 +2022-03-10 23:57:15,358 - davarocr - INFO - Epoch [22][200/541] lr: 2.439e-05, eta: 0:47:02, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6217 +2022-03-10 23:57:16,232 - davarocr - INFO - Epoch [22][205/541] lr: 2.439e-05, eta: 0:47:01, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6214 +2022-03-10 23:57:17,106 - davarocr - INFO - Epoch [22][210/541] lr: 2.439e-05, eta: 0:47:00, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.6748 +2022-03-10 23:57:17,992 - davarocr - INFO - Epoch [22][215/541] lr: 2.439e-05, eta: 0:46:59, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6144 +2022-03-10 23:57:18,875 - davarocr - INFO - Epoch [22][220/541] lr: 2.439e-05, eta: 0:46:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.6859 +2022-03-10 23:57:19,756 - davarocr - INFO - Epoch [22][225/541] lr: 2.439e-05, eta: 0:46:57, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6088 +2022-03-10 23:57:20,635 - davarocr - INFO - Epoch [22][230/541] lr: 2.439e-05, eta: 0:46:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0015, loss: 0.0018, grad_norm: 1.6400 +2022-03-10 23:57:21,509 - davarocr - INFO - Epoch [22][235/541] lr: 2.439e-05, eta: 0:46:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.6143 +2022-03-10 23:57:22,386 - davarocr - INFO - Epoch [22][240/541] lr: 2.439e-05, eta: 0:46:54, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.6413 +2022-03-10 23:57:23,274 - davarocr - INFO - Epoch [22][245/541] lr: 2.439e-05, eta: 0:46:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.7007 +2022-03-10 23:57:24,150 - davarocr - INFO - Epoch [22][250/541] lr: 2.439e-05, eta: 0:46:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6088 +2022-03-10 23:57:25,040 - davarocr - INFO - Epoch [22][255/541] lr: 2.439e-05, eta: 0:46:51, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0013, grad_norm: 1.6114 +2022-03-10 23:57:25,915 - davarocr - INFO - Epoch [22][260/541] lr: 2.439e-05, eta: 0:46:50, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.7646 +2022-03-10 23:57:26,796 - davarocr - INFO - Epoch [22][265/541] lr: 2.439e-05, eta: 0:46:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0038, end_loss: 0.0050, loss: 0.0089, grad_norm: 1.8149 +2022-03-10 23:57:27,679 - davarocr - INFO - Epoch [22][270/541] lr: 2.439e-05, eta: 0:46:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0006, loss: 0.0025, grad_norm: 1.6585 +2022-03-10 23:57:28,565 - davarocr - INFO - Epoch [22][275/541] lr: 2.439e-05, eta: 0:46:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0037, loss: 0.0052, grad_norm: 1.8213 +2022-03-10 23:57:29,449 - davarocr - INFO - Epoch [22][280/541] lr: 2.439e-05, eta: 0:46:47, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0020, loss: 0.0027, grad_norm: 1.7278 +2022-03-10 23:57:30,343 - davarocr - INFO - Epoch [22][285/541] lr: 2.439e-05, eta: 0:46:46, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0024, loss: 0.0037, grad_norm: 1.7227 +2022-03-10 23:57:31,252 - davarocr - INFO - Epoch [22][290/541] lr: 2.439e-05, eta: 0:46:45, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 1.6396 +2022-03-10 23:57:32,162 - davarocr - INFO - Epoch [22][295/541] lr: 2.439e-05, eta: 0:46:44, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.7436 +2022-03-10 23:57:33,072 - davarocr - INFO - Epoch [22][300/541] lr: 2.439e-05, eta: 0:46:43, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5704 +2022-03-10 23:57:33,981 - davarocr - INFO - Epoch [22][305/541] lr: 2.439e-05, eta: 0:46:42, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.5765 +2022-03-10 23:57:34,900 - davarocr - INFO - Epoch [22][310/541] lr: 2.439e-05, eta: 0:46:41, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5728 +2022-03-10 23:57:35,804 - davarocr - INFO - Epoch [22][315/541] lr: 2.439e-05, eta: 0:46:40, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5702 +2022-03-10 23:57:36,714 - davarocr - INFO - Epoch [22][320/541] lr: 2.439e-05, eta: 0:46:39, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5782 +2022-03-10 23:57:37,622 - davarocr - INFO - Epoch [22][325/541] lr: 2.439e-05, eta: 0:46:38, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5781 +2022-03-10 23:57:38,527 - davarocr - INFO - Epoch [22][330/541] lr: 2.439e-05, eta: 0:46:37, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0056, loss: 0.0058, grad_norm: 1.6720 +2022-03-10 23:57:39,427 - davarocr - INFO - Epoch [22][335/541] lr: 2.439e-05, eta: 0:46:36, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5812 +2022-03-10 23:57:40,334 - davarocr - INFO - Epoch [22][340/541] lr: 2.439e-05, eta: 0:46:36, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5810 +2022-03-10 23:57:41,263 - davarocr - INFO - Epoch [22][345/541] lr: 2.439e-05, eta: 0:46:35, time: 0.186, data_time: 0.014, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.6507 +2022-03-10 23:57:42,163 - davarocr - INFO - Epoch [22][350/541] lr: 2.439e-05, eta: 0:46:34, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6043 +2022-03-10 23:57:43,075 - davarocr - INFO - Epoch [22][355/541] lr: 2.439e-05, eta: 0:46:33, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0020, loss: 0.0021, grad_norm: 1.8130 +2022-03-10 23:57:43,981 - davarocr - INFO - Epoch [22][360/541] lr: 2.439e-05, eta: 0:46:32, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6191 +2022-03-10 23:57:44,893 - davarocr - INFO - Epoch [22][365/541] lr: 2.439e-05, eta: 0:46:31, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.6823 +2022-03-10 23:57:45,803 - davarocr - INFO - Epoch [22][370/541] lr: 2.439e-05, eta: 0:46:30, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6300 +2022-03-10 23:57:46,731 - davarocr - INFO - Epoch [22][375/541] lr: 2.439e-05, eta: 0:46:29, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0033, end_loss: 0.0048, loss: 0.0081, grad_norm: 1.9663 +2022-03-10 23:57:47,669 - davarocr - INFO - Epoch [22][380/541] lr: 2.439e-05, eta: 0:46:28, time: 0.188, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.6622 +2022-03-10 23:57:48,608 - davarocr - INFO - Epoch [22][385/541] lr: 2.439e-05, eta: 0:46:27, time: 0.188, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.6318 +2022-03-10 23:57:49,556 - davarocr - INFO - Epoch [22][390/541] lr: 2.439e-05, eta: 0:46:27, time: 0.190, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.6555 +2022-03-10 23:57:50,501 - davarocr - INFO - Epoch [22][395/541] lr: 2.439e-05, eta: 0:46:26, time: 0.189, data_time: 0.011, memory: 5192, start_loss: 0.0030, end_loss: 0.0006, loss: 0.0037, grad_norm: 1.9649 +2022-03-10 23:57:51,425 - davarocr - INFO - Epoch [22][400/541] lr: 2.439e-05, eta: 0:46:25, time: 0.185, data_time: 0.011, memory: 5192, start_loss: 0.0004, end_loss: 0.0030, loss: 0.0034, grad_norm: 1.7185 +2022-03-10 23:57:52,326 - davarocr - INFO - Epoch [22][405/541] lr: 2.439e-05, eta: 0:46:24, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.6310 +2022-03-10 23:57:53,212 - davarocr - INFO - Epoch [22][410/541] lr: 2.439e-05, eta: 0:46:23, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.6294 +2022-03-10 23:57:54,100 - davarocr - INFO - Epoch [22][415/541] lr: 2.439e-05, eta: 0:46:22, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0059, loss: 0.0069, grad_norm: 1.8740 +2022-03-10 23:57:54,992 - davarocr - INFO - Epoch [22][420/541] lr: 2.439e-05, eta: 0:46:21, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0050, end_loss: 0.0013, loss: 0.0063, grad_norm: 2.0556 +2022-03-10 23:57:55,869 - davarocr - INFO - Epoch [22][425/541] lr: 2.439e-05, eta: 0:46:20, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6736 +2022-03-10 23:57:56,747 - davarocr - INFO - Epoch [22][430/541] lr: 2.439e-05, eta: 0:46:19, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0034, end_loss: 0.0093, loss: 0.0127, grad_norm: 1.8915 +2022-03-10 23:57:57,653 - davarocr - INFO - Epoch [22][435/541] lr: 2.439e-05, eta: 0:46:18, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0033, end_loss: 0.0051, loss: 0.0084, grad_norm: 1.8632 +2022-03-10 23:57:58,534 - davarocr - INFO - Epoch [22][440/541] lr: 2.439e-05, eta: 0:46:17, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0028, end_loss: 0.0049, loss: 0.0077, grad_norm: 1.8929 +2022-03-10 23:57:59,414 - davarocr - INFO - Epoch [22][445/541] lr: 2.439e-05, eta: 0:46:16, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0006, loss: 0.0012, grad_norm: 1.7414 +2022-03-10 23:58:00,288 - davarocr - INFO - Epoch [22][450/541] lr: 2.439e-05, eta: 0:46:15, time: 0.175, data_time: 0.011, memory: 5192, start_loss: 0.0036, end_loss: 0.0001, loss: 0.0037, grad_norm: 1.7291 +2022-03-10 23:58:01,165 - davarocr - INFO - Epoch [22][455/541] lr: 2.439e-05, eta: 0:46:14, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0011, grad_norm: 1.7189 +2022-03-10 23:58:02,039 - davarocr - INFO - Epoch [22][460/541] lr: 2.439e-05, eta: 0:46:14, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0017, grad_norm: 1.7084 +2022-03-10 23:58:02,917 - davarocr - INFO - Epoch [22][465/541] lr: 2.439e-05, eta: 0:46:13, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.7205 +2022-03-10 23:58:03,803 - davarocr - INFO - Epoch [22][470/541] lr: 2.439e-05, eta: 0:46:12, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.7089 +2022-03-10 23:58:04,689 - davarocr - INFO - Epoch [22][475/541] lr: 2.439e-05, eta: 0:46:11, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.7917 +2022-03-10 23:58:05,565 - davarocr - INFO - Epoch [22][480/541] lr: 2.439e-05, eta: 0:46:10, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0029, loss: 0.0035, grad_norm: 1.8185 +2022-03-10 23:58:06,450 - davarocr - INFO - Epoch [22][485/541] lr: 2.439e-05, eta: 0:46:09, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.7040 +2022-03-10 23:58:07,332 - davarocr - INFO - Epoch [22][490/541] lr: 2.439e-05, eta: 0:46:08, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0018, end_loss: 0.0007, loss: 0.0025, grad_norm: 1.7381 +2022-03-10 23:58:08,220 - davarocr - INFO - Epoch [22][495/541] lr: 2.439e-05, eta: 0:46:07, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6899 +2022-03-10 23:58:09,090 - davarocr - INFO - Epoch [22][500/541] lr: 2.439e-05, eta: 0:46:06, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6905 +2022-03-10 23:58:09,960 - davarocr - INFO - Epoch [22][505/541] lr: 2.439e-05, eta: 0:46:05, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6905 +2022-03-10 23:58:10,851 - davarocr - INFO - Epoch [22][510/541] lr: 2.439e-05, eta: 0:46:04, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 2.0062 +2022-03-10 23:58:11,731 - davarocr - INFO - Epoch [22][515/541] lr: 2.439e-05, eta: 0:46:03, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0029, end_loss: 0.0001, loss: 0.0030, grad_norm: 1.8208 +2022-03-10 23:58:12,617 - davarocr - INFO - Epoch [22][520/541] lr: 2.439e-05, eta: 0:46:02, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.8120 +2022-03-10 23:58:13,501 - davarocr - INFO - Epoch [22][525/541] lr: 2.439e-05, eta: 0:46:01, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0033, end_loss: 0.0032, loss: 0.0066, grad_norm: 1.9646 +2022-03-10 23:58:14,379 - davarocr - INFO - Epoch [22][530/541] lr: 2.439e-05, eta: 0:46:00, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.7825 +2022-03-10 23:58:15,266 - davarocr - INFO - Epoch [22][535/541] lr: 2.439e-05, eta: 0:45:59, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.7947 +2022-03-10 23:58:16,143 - davarocr - INFO - Epoch [22][540/541] lr: 2.439e-05, eta: 0:45:58, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0016, end_loss: 0.0042, loss: 0.0057, grad_norm: 1.7524 +2022-03-10 23:58:30,484 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-10 23:58:30,485 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:58:30,485 - davarocr - INFO - Epoch(val) [22][541] LOC: {'precision': 0.9388619854721549, 'recall': 0.9298561151079137, 'f1-score': 0.9343373493975904}, PER: {'precision': 0.9515931372549019, 'recall': 0.9604205318491033, 'f1-score': 0.9559864573714989}, MISC: {'precision': 0.8297258297258298, 'recall': 0.8190883190883191, 'f1-score': 0.8243727598566309}, ORG: {'precision': 0.8913301662707839, 'recall': 0.9036724864539434, 'f1-score': 0.8974588938714498}, all: {'precision': 0.9150326797385621, 'recall': 0.9171388101983002, 'f1-score': 0.916084534441595}, hmean: 0.9161 +2022-03-10 23:58:34,037 - davarocr - INFO - Epoch [23][5/541] lr: 2.381e-05, eta: 0:46:00, time: 0.709, data_time: 0.509, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.7281 +2022-03-10 23:58:34,930 - davarocr - INFO - Epoch [23][10/541] lr: 2.381e-05, eta: 0:45:59, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7350 +2022-03-10 23:58:35,810 - davarocr - INFO - Epoch [23][15/541] lr: 2.381e-05, eta: 0:45:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7258 +2022-03-10 23:58:36,687 - davarocr - INFO - Epoch [23][20/541] lr: 2.381e-05, eta: 0:45:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7257 +2022-03-10 23:58:37,580 - davarocr - INFO - Epoch [23][25/541] lr: 2.381e-05, eta: 0:45:57, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.7235 +2022-03-10 23:58:38,471 - davarocr - INFO - Epoch [23][30/541] lr: 2.381e-05, eta: 0:45:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0018, loss: 0.0031, grad_norm: 1.7503 +2022-03-10 23:58:39,352 - davarocr - INFO - Epoch [23][35/541] lr: 2.381e-05, eta: 0:45:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.7343 +2022-03-10 23:58:40,233 - davarocr - INFO - Epoch [23][40/541] lr: 2.381e-05, eta: 0:45:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0028, loss: 0.0028, grad_norm: 1.7304 +2022-03-10 23:58:41,114 - davarocr - INFO - Epoch [23][45/541] lr: 2.381e-05, eta: 0:45:53, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7284 +2022-03-10 23:58:41,988 - davarocr - INFO - Epoch [23][50/541] lr: 2.381e-05, eta: 0:45:52, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7284 +2022-03-10 23:58:42,868 - davarocr - INFO - Epoch [23][55/541] lr: 2.381e-05, eta: 0:45:51, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7334 +2022-03-10 23:58:43,750 - davarocr - INFO - Epoch [23][60/541] lr: 2.381e-05, eta: 0:45:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.7416 +2022-03-10 23:58:44,627 - davarocr - INFO - Epoch [23][65/541] lr: 2.381e-05, eta: 0:45:49, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.7335 +2022-03-10 23:58:45,506 - davarocr - INFO - Epoch [23][70/541] lr: 2.381e-05, eta: 0:45:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7310 +2022-03-10 23:58:46,383 - davarocr - INFO - Epoch [23][75/541] lr: 2.381e-05, eta: 0:45:47, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7324 +2022-03-10 23:58:47,275 - davarocr - INFO - Epoch [23][80/541] lr: 2.381e-05, eta: 0:45:46, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.7319 +2022-03-10 23:58:48,169 - davarocr - INFO - Epoch [23][85/541] lr: 2.381e-05, eta: 0:45:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7390 +2022-03-10 23:58:49,055 - davarocr - INFO - Epoch [23][90/541] lr: 2.381e-05, eta: 0:45:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.7672 +2022-03-10 23:58:49,938 - davarocr - INFO - Epoch [23][95/541] lr: 2.381e-05, eta: 0:45:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.7436 +2022-03-10 23:58:50,814 - davarocr - INFO - Epoch [23][100/541] lr: 2.381e-05, eta: 0:45:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.8192 +2022-03-10 23:58:51,693 - davarocr - INFO - Epoch [23][105/541] lr: 2.381e-05, eta: 0:45:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.7281 +2022-03-10 23:58:52,583 - davarocr - INFO - Epoch [23][110/541] lr: 2.381e-05, eta: 0:45:40, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.7131 +2022-03-10 23:58:53,466 - davarocr - INFO - Epoch [23][115/541] lr: 2.381e-05, eta: 0:45:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0018, loss: 0.0039, grad_norm: 1.9826 +2022-03-10 23:58:54,350 - davarocr - INFO - Epoch [23][120/541] lr: 2.381e-05, eta: 0:45:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0014, loss: 0.0027, grad_norm: 2.2950 +2022-03-10 23:58:55,237 - davarocr - INFO - Epoch [23][125/541] lr: 2.381e-05, eta: 0:45:38, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.7679 +2022-03-10 23:58:56,121 - davarocr - INFO - Epoch [23][130/541] lr: 2.381e-05, eta: 0:45:37, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.7703 +2022-03-10 23:58:57,003 - davarocr - INFO - Epoch [23][135/541] lr: 2.381e-05, eta: 0:45:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0006, loss: 0.0022, grad_norm: 1.8755 +2022-03-10 23:58:57,884 - davarocr - INFO - Epoch [23][140/541] lr: 2.381e-05, eta: 0:45:35, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0005, loss: 0.0040, grad_norm: 1.8064 +2022-03-10 23:58:58,765 - davarocr - INFO - Epoch [23][145/541] lr: 2.381e-05, eta: 0:45:34, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0032, end_loss: 0.0028, loss: 0.0060, grad_norm: 2.6125 +2022-03-10 23:58:59,646 - davarocr - INFO - Epoch [23][150/541] lr: 2.381e-05, eta: 0:45:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0001, loss: 0.0016, grad_norm: 1.7908 +2022-03-10 23:59:00,530 - davarocr - INFO - Epoch [23][155/541] lr: 2.381e-05, eta: 0:45:32, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.7861 +2022-03-10 23:59:01,416 - davarocr - INFO - Epoch [23][160/541] lr: 2.381e-05, eta: 0:45:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.8322 +2022-03-10 23:59:02,296 - davarocr - INFO - Epoch [23][165/541] lr: 2.381e-05, eta: 0:45:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0022, loss: 0.0026, grad_norm: 1.8943 +2022-03-10 23:59:03,186 - davarocr - INFO - Epoch [23][170/541] lr: 2.381e-05, eta: 0:45:29, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7975 +2022-03-10 23:59:04,069 - davarocr - INFO - Epoch [23][175/541] lr: 2.381e-05, eta: 0:45:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0014, loss: 0.0020, grad_norm: 2.0238 +2022-03-10 23:59:04,953 - davarocr - INFO - Epoch [23][180/541] lr: 2.381e-05, eta: 0:45:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0015, loss: 0.0021, grad_norm: 1.9028 +2022-03-10 23:59:05,838 - davarocr - INFO - Epoch [23][185/541] lr: 2.381e-05, eta: 0:45:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0022, loss: 0.0036, grad_norm: 1.9035 +2022-03-10 23:59:06,728 - davarocr - INFO - Epoch [23][190/541] lr: 2.381e-05, eta: 0:45:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0009, loss: 0.0016, grad_norm: 2.0049 +2022-03-10 23:59:07,618 - davarocr - INFO - Epoch [23][195/541] lr: 2.381e-05, eta: 0:45:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.8723 +2022-03-10 23:59:08,501 - davarocr - INFO - Epoch [23][200/541] lr: 2.381e-05, eta: 0:45:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.8325 +2022-03-10 23:59:09,378 - davarocr - INFO - Epoch [23][205/541] lr: 2.381e-05, eta: 0:45:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0018, loss: 0.0053, grad_norm: 2.2372 +2022-03-10 23:59:10,263 - davarocr - INFO - Epoch [23][210/541] lr: 2.381e-05, eta: 0:45:22, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.8587 +2022-03-10 23:59:11,148 - davarocr - INFO - Epoch [23][215/541] lr: 2.381e-05, eta: 0:45:21, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0043, loss: 0.0051, grad_norm: 2.1073 +2022-03-10 23:59:12,028 - davarocr - INFO - Epoch [23][220/541] lr: 2.381e-05, eta: 0:45:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.8709 +2022-03-10 23:59:12,906 - davarocr - INFO - Epoch [23][225/541] lr: 2.381e-05, eta: 0:45:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8684 +2022-03-10 23:59:13,787 - davarocr - INFO - Epoch [23][230/541] lr: 2.381e-05, eta: 0:45:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0004, loss: 0.0014, grad_norm: 2.0552 +2022-03-10 23:59:14,668 - davarocr - INFO - Epoch [23][235/541] lr: 2.381e-05, eta: 0:45:17, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0014, loss: 0.0023, grad_norm: 1.9095 +2022-03-10 23:59:15,551 - davarocr - INFO - Epoch [23][240/541] lr: 2.381e-05, eta: 0:45:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 1.8702 +2022-03-10 23:59:16,439 - davarocr - INFO - Epoch [23][245/541] lr: 2.381e-05, eta: 0:45:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0011, loss: 0.0046, grad_norm: 2.1880 +2022-03-10 23:59:17,329 - davarocr - INFO - Epoch [23][250/541] lr: 2.381e-05, eta: 0:45:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0001, loss: 0.0014, grad_norm: 1.8871 +2022-03-10 23:59:18,213 - davarocr - INFO - Epoch [23][255/541] lr: 2.381e-05, eta: 0:45:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0026, loss: 0.0036, grad_norm: 2.0146 +2022-03-10 23:59:19,090 - davarocr - INFO - Epoch [23][260/541] lr: 2.381e-05, eta: 0:45:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.9103 +2022-03-10 23:59:19,969 - davarocr - INFO - Epoch [23][265/541] lr: 2.381e-05, eta: 0:45:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.9344 +2022-03-10 23:59:20,847 - davarocr - INFO - Epoch [23][270/541] lr: 2.381e-05, eta: 0:45:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.8729 +2022-03-10 23:59:21,731 - davarocr - INFO - Epoch [23][275/541] lr: 2.381e-05, eta: 0:45:09, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0015, loss: 0.0036, grad_norm: 2.2539 +2022-03-10 23:59:22,632 - davarocr - INFO - Epoch [23][280/541] lr: 2.381e-05, eta: 0:45:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.9274 +2022-03-10 23:59:23,513 - davarocr - INFO - Epoch [23][285/541] lr: 2.381e-05, eta: 0:45:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0016, loss: 0.0034, grad_norm: 1.9678 +2022-03-10 23:59:24,399 - davarocr - INFO - Epoch [23][290/541] lr: 2.381e-05, eta: 0:45:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0032, loss: 0.0039, grad_norm: 2.0830 +2022-03-10 23:59:25,288 - davarocr - INFO - Epoch [23][295/541] lr: 2.381e-05, eta: 0:45:06, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9121 +2022-03-10 23:59:26,164 - davarocr - INFO - Epoch [23][300/541] lr: 2.381e-05, eta: 0:45:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9298 +2022-03-10 23:59:27,057 - davarocr - INFO - Epoch [23][305/541] lr: 2.381e-05, eta: 0:45:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.9249 +2022-03-10 23:59:27,935 - davarocr - INFO - Epoch [23][310/541] lr: 2.381e-05, eta: 0:45:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9172 +2022-03-10 23:59:28,822 - davarocr - INFO - Epoch [23][315/541] lr: 2.381e-05, eta: 0:45:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0034, loss: 0.0038, grad_norm: 2.0389 +2022-03-10 23:59:29,693 - davarocr - INFO - Epoch [23][320/541] lr: 2.381e-05, eta: 0:45:01, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0038, loss: 0.0054, grad_norm: 2.1061 +2022-03-10 23:59:30,573 - davarocr - INFO - Epoch [23][325/541] lr: 2.381e-05, eta: 0:45:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.9174 +2022-03-10 23:59:31,457 - davarocr - INFO - Epoch [23][330/541] lr: 2.381e-05, eta: 0:44:59, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.9199 +2022-03-10 23:59:32,342 - davarocr - INFO - Epoch [23][335/541] lr: 2.381e-05, eta: 0:44:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0040, loss: 0.0055, grad_norm: 1.9692 +2022-03-10 23:59:33,219 - davarocr - INFO - Epoch [23][340/541] lr: 2.381e-05, eta: 0:44:57, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0048, loss: 0.0056, grad_norm: 1.9806 +2022-03-10 23:59:34,098 - davarocr - INFO - Epoch [23][345/541] lr: 2.381e-05, eta: 0:44:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9005 +2022-03-10 23:59:34,977 - davarocr - INFO - Epoch [23][350/541] lr: 2.381e-05, eta: 0:44:55, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.9025 +2022-03-10 23:59:35,860 - davarocr - INFO - Epoch [23][355/541] lr: 2.381e-05, eta: 0:44:54, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0008, end_loss: 0.0018, loss: 0.0026, grad_norm: 2.1054 +2022-03-10 23:59:36,752 - davarocr - INFO - Epoch [23][360/541] lr: 2.381e-05, eta: 0:44:53, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.9176 +2022-03-10 23:59:37,658 - davarocr - INFO - Epoch [23][365/541] lr: 2.381e-05, eta: 0:44:52, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0010, end_loss: 0.0008, loss: 0.0018, grad_norm: 1.9141 +2022-03-10 23:59:38,561 - davarocr - INFO - Epoch [23][370/541] lr: 2.381e-05, eta: 0:44:51, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0012, end_loss: 0.0004, loss: 0.0016, grad_norm: 1.9139 +2022-03-10 23:59:39,469 - davarocr - INFO - Epoch [23][375/541] lr: 2.381e-05, eta: 0:44:50, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0012, loss: 0.0038, grad_norm: 1.9589 +2022-03-10 23:59:40,371 - davarocr - INFO - Epoch [23][380/541] lr: 2.381e-05, eta: 0:44:50, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0019, loss: 0.0020, grad_norm: 1.9423 +2022-03-10 23:59:41,277 - davarocr - INFO - Epoch [23][385/541] lr: 2.381e-05, eta: 0:44:49, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.8959 +2022-03-10 23:59:42,174 - davarocr - INFO - Epoch [23][390/541] lr: 2.381e-05, eta: 0:44:48, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0054, end_loss: 0.0043, loss: 0.0097, grad_norm: 1.9479 +2022-03-10 23:59:43,079 - davarocr - INFO - Epoch [23][395/541] lr: 2.381e-05, eta: 0:44:47, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0027, loss: 0.0053, grad_norm: 1.9291 +2022-03-10 23:59:43,996 - davarocr - INFO - Epoch [23][400/541] lr: 2.381e-05, eta: 0:44:46, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.8903 +2022-03-10 23:59:44,888 - davarocr - INFO - Epoch [23][405/541] lr: 2.381e-05, eta: 0:44:45, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.9740 +2022-03-10 23:59:45,786 - davarocr - INFO - Epoch [23][410/541] lr: 2.381e-05, eta: 0:44:44, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0013, loss: 0.0033, grad_norm: 1.9080 +2022-03-10 23:59:46,668 - davarocr - INFO - Epoch [23][415/541] lr: 2.381e-05, eta: 0:44:43, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0012, loss: 0.0030, grad_norm: 2.4430 +2022-03-10 23:59:47,551 - davarocr - INFO - Epoch [23][420/541] lr: 2.381e-05, eta: 0:44:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9559 +2022-03-10 23:59:48,423 - davarocr - INFO - Epoch [23][425/541] lr: 2.381e-05, eta: 0:44:41, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.9635 +2022-03-10 23:59:49,302 - davarocr - INFO - Epoch [23][430/541] lr: 2.381e-05, eta: 0:44:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9583 +2022-03-10 23:59:50,187 - davarocr - INFO - Epoch [23][435/541] lr: 2.381e-05, eta: 0:44:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0009, grad_norm: 2.0150 +2022-03-10 23:59:51,074 - davarocr - INFO - Epoch [23][440/541] lr: 2.381e-05, eta: 0:44:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.9615 +2022-03-10 23:59:51,955 - davarocr - INFO - Epoch [23][445/541] lr: 2.381e-05, eta: 0:44:37, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0005, loss: 0.0017, grad_norm: 2.1429 +2022-03-10 23:59:52,840 - davarocr - INFO - Epoch [23][450/541] lr: 2.381e-05, eta: 0:44:36, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0004, loss: 0.0016, grad_norm: 1.9629 +2022-03-10 23:59:53,715 - davarocr - INFO - Epoch [23][455/541] lr: 2.381e-05, eta: 0:44:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0020, loss: 0.0054, grad_norm: 2.1468 +2022-03-10 23:59:54,594 - davarocr - INFO - Epoch [23][460/541] lr: 2.381e-05, eta: 0:44:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0045, loss: 0.0094, grad_norm: 2.3164 +2022-03-10 23:59:55,473 - davarocr - INFO - Epoch [23][465/541] lr: 2.381e-05, eta: 0:44:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0013, loss: 0.0018, grad_norm: 1.9462 +2022-03-10 23:59:56,353 - davarocr - INFO - Epoch [23][470/541] lr: 2.381e-05, eta: 0:44:33, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0014, loss: 0.0033, grad_norm: 2.0634 +2022-03-10 23:59:57,235 - davarocr - INFO - Epoch [23][475/541] lr: 2.381e-05, eta: 0:44:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0042, loss: 0.0072, grad_norm: 2.1097 +2022-03-10 23:59:58,114 - davarocr - INFO - Epoch [23][480/541] lr: 2.381e-05, eta: 0:44:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.9631 +2022-03-10 23:59:58,987 - davarocr - INFO - Epoch [23][485/541] lr: 2.381e-05, eta: 0:44:30, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0004, loss: 0.0015, grad_norm: 2.0201 +2022-03-10 23:59:59,870 - davarocr - INFO - Epoch [23][490/541] lr: 2.381e-05, eta: 0:44:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.9515 +2022-03-11 00:00:00,754 - davarocr - INFO - Epoch [23][495/541] lr: 2.381e-05, eta: 0:44:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0033, loss: 0.0061, grad_norm: 2.0502 +2022-03-11 00:00:01,644 - davarocr - INFO - Epoch [23][500/541] lr: 2.381e-05, eta: 0:44:27, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9445 +2022-03-11 00:00:02,519 - davarocr - INFO - Epoch [23][505/541] lr: 2.381e-05, eta: 0:44:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.9582 +2022-03-11 00:00:03,404 - davarocr - INFO - Epoch [23][510/541] lr: 2.381e-05, eta: 0:44:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 1.9455 +2022-03-11 00:00:04,277 - davarocr - INFO - Epoch [23][515/541] lr: 2.381e-05, eta: 0:44:24, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0014, grad_norm: 2.1537 +2022-03-11 00:00:05,165 - davarocr - INFO - Epoch [23][520/541] lr: 2.381e-05, eta: 0:44:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0018, loss: 0.0032, grad_norm: 1.9985 +2022-03-11 00:00:06,054 - davarocr - INFO - Epoch [23][525/541] lr: 2.381e-05, eta: 0:44:22, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.9562 +2022-03-11 00:00:06,935 - davarocr - INFO - Epoch [23][530/541] lr: 2.381e-05, eta: 0:44:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0021, loss: 0.0031, grad_norm: 2.0401 +2022-03-11 00:00:07,823 - davarocr - INFO - Epoch [23][535/541] lr: 2.381e-05, eta: 0:44:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0021, loss: 0.0051, grad_norm: 2.2197 +2022-03-11 00:00:08,697 - davarocr - INFO - Epoch [23][540/541] lr: 2.381e-05, eta: 0:44:19, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.9887 +2022-03-11 00:00:22,476 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:00:22,477 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:00:22,477 - davarocr - INFO - Epoch(val) [23][541] LOC: {'precision': 0.9390243902439024, 'recall': 0.9232613908872902, 'f1-score': 0.9310761789600968}, PER: {'precision': 0.9618033813400125, 'recall': 0.9499072356215214, 'f1-score': 0.9558182949595521}, MISC: {'precision': 0.8577777777777778, 'recall': 0.8247863247863247, 'f1-score': 0.840958605664488}, ORG: {'precision': 0.8825934579439252, 'recall': 0.909692956050572, 'f1-score': 0.8959383338274532}, all: {'precision': 0.9185633001422475, 'recall': 0.9146600566572238, 'f1-score': 0.9166075230660042}, hmean: 0.9166 +2022-03-11 00:00:25,804 - davarocr - INFO - Epoch [24][5/541] lr: 2.326e-05, eta: 0:44:21, time: 0.664, data_time: 0.490, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.9526 +2022-03-11 00:00:26,689 - davarocr - INFO - Epoch [24][10/541] lr: 2.326e-05, eta: 0:44:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 1.9757 +2022-03-11 00:00:27,568 - davarocr - INFO - Epoch [24][15/541] lr: 2.326e-05, eta: 0:44:19, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.9451 +2022-03-11 00:00:28,442 - davarocr - INFO - Epoch [24][20/541] lr: 2.326e-05, eta: 0:44:18, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0010, loss: 0.0030, grad_norm: 2.0327 +2022-03-11 00:00:29,326 - davarocr - INFO - Epoch [24][25/541] lr: 2.326e-05, eta: 0:44:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9552 +2022-03-11 00:00:30,213 - davarocr - INFO - Epoch [24][30/541] lr: 2.326e-05, eta: 0:44:16, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.9843 +2022-03-11 00:00:31,109 - davarocr - INFO - Epoch [24][35/541] lr: 2.326e-05, eta: 0:44:15, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.9580 +2022-03-11 00:00:31,992 - davarocr - INFO - Epoch [24][40/541] lr: 2.326e-05, eta: 0:44:14, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9512 +2022-03-11 00:00:32,881 - davarocr - INFO - Epoch [24][45/541] lr: 2.326e-05, eta: 0:44:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.9631 +2022-03-11 00:00:33,767 - davarocr - INFO - Epoch [24][50/541] lr: 2.326e-05, eta: 0:44:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9587 +2022-03-11 00:00:34,648 - davarocr - INFO - Epoch [24][55/541] lr: 2.326e-05, eta: 0:44:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9564 +2022-03-11 00:00:35,533 - davarocr - INFO - Epoch [24][60/541] lr: 2.326e-05, eta: 0:44:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9572 +2022-03-11 00:00:36,421 - davarocr - INFO - Epoch [24][65/541] lr: 2.326e-05, eta: 0:44:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9560 +2022-03-11 00:00:37,295 - davarocr - INFO - Epoch [24][70/541] lr: 2.326e-05, eta: 0:44:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0011, grad_norm: 2.0989 +2022-03-11 00:00:38,178 - davarocr - INFO - Epoch [24][75/541] lr: 2.326e-05, eta: 0:44:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.9611 +2022-03-11 00:00:39,054 - davarocr - INFO - Epoch [24][80/541] lr: 2.326e-05, eta: 0:44:07, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9699 +2022-03-11 00:00:39,942 - davarocr - INFO - Epoch [24][85/541] lr: 2.326e-05, eta: 0:44:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0014, loss: 0.0018, grad_norm: 2.1431 +2022-03-11 00:00:40,825 - davarocr - INFO - Epoch [24][90/541] lr: 2.326e-05, eta: 0:44:05, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.9635 +2022-03-11 00:00:41,708 - davarocr - INFO - Epoch [24][95/541] lr: 2.326e-05, eta: 0:44:04, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9648 +2022-03-11 00:00:42,588 - davarocr - INFO - Epoch [24][100/541] lr: 2.326e-05, eta: 0:44:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.9694 +2022-03-11 00:00:43,464 - davarocr - INFO - Epoch [24][105/541] lr: 2.326e-05, eta: 0:44:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9670 +2022-03-11 00:00:44,348 - davarocr - INFO - Epoch [24][110/541] lr: 2.326e-05, eta: 0:44:01, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 1.9894 +2022-03-11 00:00:45,230 - davarocr - INFO - Epoch [24][115/541] lr: 2.326e-05, eta: 0:44:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0014, loss: 0.0028, grad_norm: 2.0475 +2022-03-11 00:00:46,112 - davarocr - INFO - Epoch [24][120/541] lr: 2.326e-05, eta: 0:43:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9526 +2022-03-11 00:00:46,996 - davarocr - INFO - Epoch [24][125/541] lr: 2.326e-05, eta: 0:43:58, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.9871 +2022-03-11 00:00:47,897 - davarocr - INFO - Epoch [24][130/541] lr: 2.326e-05, eta: 0:43:57, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0010, loss: 0.0020, grad_norm: 1.9532 +2022-03-11 00:00:48,777 - davarocr - INFO - Epoch [24][135/541] lr: 2.326e-05, eta: 0:43:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.9546 +2022-03-11 00:00:49,666 - davarocr - INFO - Epoch [24][140/541] lr: 2.326e-05, eta: 0:43:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9534 +2022-03-11 00:00:50,549 - davarocr - INFO - Epoch [24][145/541] lr: 2.326e-05, eta: 0:43:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0018, loss: 0.0048, grad_norm: 2.1528 +2022-03-11 00:00:51,432 - davarocr - INFO - Epoch [24][150/541] lr: 2.326e-05, eta: 0:43:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9652 +2022-03-11 00:00:52,322 - davarocr - INFO - Epoch [24][155/541] lr: 2.326e-05, eta: 0:43:53, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9653 +2022-03-11 00:00:53,210 - davarocr - INFO - Epoch [24][160/541] lr: 2.326e-05, eta: 0:43:52, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9653 +2022-03-11 00:00:54,100 - davarocr - INFO - Epoch [24][165/541] lr: 2.326e-05, eta: 0:43:51, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.9779 +2022-03-11 00:00:54,979 - davarocr - INFO - Epoch [24][170/541] lr: 2.326e-05, eta: 0:43:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0014, grad_norm: 2.0857 +2022-03-11 00:00:55,863 - davarocr - INFO - Epoch [24][175/541] lr: 2.326e-05, eta: 0:43:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9564 +2022-03-11 00:00:56,742 - davarocr - INFO - Epoch [24][180/541] lr: 2.326e-05, eta: 0:43:48, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.9511 +2022-03-11 00:00:57,628 - davarocr - INFO - Epoch [24][185/541] lr: 2.326e-05, eta: 0:43:47, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0012, end_loss: 0.0031, loss: 0.0043, grad_norm: 2.0419 +2022-03-11 00:00:58,504 - davarocr - INFO - Epoch [24][190/541] lr: 2.326e-05, eta: 0:43:46, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9557 +2022-03-11 00:00:59,416 - davarocr - INFO - Epoch [24][195/541] lr: 2.326e-05, eta: 0:43:45, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.9595 +2022-03-11 00:01:00,313 - davarocr - INFO - Epoch [24][200/541] lr: 2.326e-05, eta: 0:43:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9662 +2022-03-11 00:01:01,195 - davarocr - INFO - Epoch [24][205/541] lr: 2.326e-05, eta: 0:43:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.9794 +2022-03-11 00:01:02,071 - davarocr - INFO - Epoch [24][210/541] lr: 2.326e-05, eta: 0:43:42, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9502 +2022-03-11 00:01:02,940 - davarocr - INFO - Epoch [24][215/541] lr: 2.326e-05, eta: 0:43:41, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.9522 +2022-03-11 00:01:03,824 - davarocr - INFO - Epoch [24][220/541] lr: 2.326e-05, eta: 0:43:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0014, loss: 0.0035, grad_norm: 1.9978 +2022-03-11 00:01:04,708 - davarocr - INFO - Epoch [24][225/541] lr: 2.326e-05, eta: 0:43:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0022, loss: 0.0023, grad_norm: 1.9621 +2022-03-11 00:01:05,585 - davarocr - INFO - Epoch [24][230/541] lr: 2.326e-05, eta: 0:43:39, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9516 +2022-03-11 00:01:06,465 - davarocr - INFO - Epoch [24][235/541] lr: 2.326e-05, eta: 0:43:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9514 +2022-03-11 00:01:07,349 - davarocr - INFO - Epoch [24][240/541] lr: 2.326e-05, eta: 0:43:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9547 +2022-03-11 00:01:08,226 - davarocr - INFO - Epoch [24][245/541] lr: 2.326e-05, eta: 0:43:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9542 +2022-03-11 00:01:09,107 - davarocr - INFO - Epoch [24][250/541] lr: 2.326e-05, eta: 0:43:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9534 +2022-03-11 00:01:09,985 - davarocr - INFO - Epoch [24][255/541] lr: 2.326e-05, eta: 0:43:34, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.9849 +2022-03-11 00:01:10,887 - davarocr - INFO - Epoch [24][260/541] lr: 2.326e-05, eta: 0:43:33, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9527 +2022-03-11 00:01:11,797 - davarocr - INFO - Epoch [24][265/541] lr: 2.326e-05, eta: 0:43:32, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0001, loss: 0.0022, grad_norm: 2.4281 +2022-03-11 00:01:12,708 - davarocr - INFO - Epoch [24][270/541] lr: 2.326e-05, eta: 0:43:31, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0044, end_loss: 0.0025, loss: 0.0070, grad_norm: 2.2976 +2022-03-11 00:01:13,618 - davarocr - INFO - Epoch [24][275/541] lr: 2.326e-05, eta: 0:43:30, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0001, loss: 0.0050, grad_norm: 1.9838 +2022-03-11 00:01:14,530 - davarocr - INFO - Epoch [24][280/541] lr: 2.326e-05, eta: 0:43:29, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0055, end_loss: 0.0054, loss: 0.0109, grad_norm: 2.0226 +2022-03-11 00:01:15,442 - davarocr - INFO - Epoch [24][285/541] lr: 2.326e-05, eta: 0:43:28, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.9840 +2022-03-11 00:01:16,365 - davarocr - INFO - Epoch [24][290/541] lr: 2.326e-05, eta: 0:43:27, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0001, loss: 0.0025, grad_norm: 2.5177 +2022-03-11 00:01:17,281 - davarocr - INFO - Epoch [24][295/541] lr: 2.326e-05, eta: 0:43:27, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0041, loss: 0.0077, grad_norm: 2.1413 +2022-03-11 00:01:18,192 - davarocr - INFO - Epoch [24][300/541] lr: 2.326e-05, eta: 0:43:26, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 2.0353 +2022-03-11 00:01:19,101 - davarocr - INFO - Epoch [24][305/541] lr: 2.326e-05, eta: 0:43:25, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0009, loss: 0.0022, grad_norm: 2.0738 +2022-03-11 00:01:20,013 - davarocr - INFO - Epoch [24][310/541] lr: 2.326e-05, eta: 0:43:24, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 2.0575 +2022-03-11 00:01:20,922 - davarocr - INFO - Epoch [24][315/541] lr: 2.326e-05, eta: 0:43:23, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 2.0435 +2022-03-11 00:01:21,834 - davarocr - INFO - Epoch [24][320/541] lr: 2.326e-05, eta: 0:43:22, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0005, loss: 0.0015, grad_norm: 2.0967 +2022-03-11 00:01:22,746 - davarocr - INFO - Epoch [24][325/541] lr: 2.326e-05, eta: 0:43:21, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0021, loss: 0.0036, grad_norm: 2.0439 +2022-03-11 00:01:23,663 - davarocr - INFO - Epoch [24][330/541] lr: 2.326e-05, eta: 0:43:20, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0335 +2022-03-11 00:01:24,585 - davarocr - INFO - Epoch [24][335/541] lr: 2.326e-05, eta: 0:43:19, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0313 +2022-03-11 00:01:25,501 - davarocr - INFO - Epoch [24][340/541] lr: 2.326e-05, eta: 0:43:18, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 2.0404 +2022-03-11 00:01:26,422 - davarocr - INFO - Epoch [24][345/541] lr: 2.326e-05, eta: 0:43:17, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 2.0744 +2022-03-11 00:01:27,335 - davarocr - INFO - Epoch [24][350/541] lr: 2.326e-05, eta: 0:43:17, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0355 +2022-03-11 00:01:28,246 - davarocr - INFO - Epoch [24][355/541] lr: 2.326e-05, eta: 0:43:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.0247 +2022-03-11 00:01:29,147 - davarocr - INFO - Epoch [24][360/541] lr: 2.326e-05, eta: 0:43:15, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0239 +2022-03-11 00:01:30,057 - davarocr - INFO - Epoch [24][365/541] lr: 2.326e-05, eta: 0:43:14, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 2.0523 +2022-03-11 00:01:30,967 - davarocr - INFO - Epoch [24][370/541] lr: 2.326e-05, eta: 0:43:13, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 2.1438 +2022-03-11 00:01:31,877 - davarocr - INFO - Epoch [24][375/541] lr: 2.326e-05, eta: 0:43:12, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 2.0695 +2022-03-11 00:01:32,796 - davarocr - INFO - Epoch [24][380/541] lr: 2.326e-05, eta: 0:43:11, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0581 +2022-03-11 00:01:33,710 - davarocr - INFO - Epoch [24][385/541] lr: 2.326e-05, eta: 0:43:10, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 2.2706 +2022-03-11 00:01:34,622 - davarocr - INFO - Epoch [24][390/541] lr: 2.326e-05, eta: 0:43:09, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 2.1379 +2022-03-11 00:01:35,532 - davarocr - INFO - Epoch [24][395/541] lr: 2.326e-05, eta: 0:43:08, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0014, loss: 0.0024, grad_norm: 2.1115 +2022-03-11 00:01:36,444 - davarocr - INFO - Epoch [24][400/541] lr: 2.326e-05, eta: 0:43:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 2.0487 +2022-03-11 00:01:37,358 - davarocr - INFO - Epoch [24][405/541] lr: 2.326e-05, eta: 0:43:07, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0000, loss: 0.0040, grad_norm: 2.1160 +2022-03-11 00:01:38,267 - davarocr - INFO - Epoch [24][410/541] lr: 2.326e-05, eta: 0:43:06, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0012, grad_norm: 2.0905 +2022-03-11 00:01:39,187 - davarocr - INFO - Epoch [24][415/541] lr: 2.326e-05, eta: 0:43:05, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0406 +2022-03-11 00:01:40,097 - davarocr - INFO - Epoch [24][420/541] lr: 2.326e-05, eta: 0:43:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0386 +2022-03-11 00:01:41,008 - davarocr - INFO - Epoch [24][425/541] lr: 2.326e-05, eta: 0:43:03, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0012, loss: 0.0018, grad_norm: 2.1808 +2022-03-11 00:01:41,916 - davarocr - INFO - Epoch [24][430/541] lr: 2.326e-05, eta: 0:43:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0005, loss: 0.0031, grad_norm: 2.0648 +2022-03-11 00:01:42,821 - davarocr - INFO - Epoch [24][435/541] lr: 2.326e-05, eta: 0:43:01, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0018, grad_norm: 2.1108 +2022-03-11 00:01:43,728 - davarocr - INFO - Epoch [24][440/541] lr: 2.326e-05, eta: 0:43:00, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0037, loss: 0.0053, grad_norm: 2.1318 +2022-03-11 00:01:44,636 - davarocr - INFO - Epoch [24][445/541] lr: 2.326e-05, eta: 0:42:59, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0012, grad_norm: 2.2478 +2022-03-11 00:01:45,548 - davarocr - INFO - Epoch [24][450/541] lr: 2.326e-05, eta: 0:42:58, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0808 +2022-03-11 00:01:46,451 - davarocr - INFO - Epoch [24][455/541] lr: 2.326e-05, eta: 0:42:57, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0010, loss: 0.0020, grad_norm: 2.1819 +2022-03-11 00:01:47,359 - davarocr - INFO - Epoch [24][460/541] lr: 2.326e-05, eta: 0:42:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 2.0951 +2022-03-11 00:01:48,275 - davarocr - INFO - Epoch [24][465/541] lr: 2.326e-05, eta: 0:42:56, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.1027 +2022-03-11 00:01:49,159 - davarocr - INFO - Epoch [24][470/541] lr: 2.326e-05, eta: 0:42:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0002, loss: 0.0016, grad_norm: 2.1021 +2022-03-11 00:01:50,056 - davarocr - INFO - Epoch [24][475/541] lr: 2.326e-05, eta: 0:42:54, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 2.2167 +2022-03-11 00:01:50,931 - davarocr - INFO - Epoch [24][480/541] lr: 2.326e-05, eta: 0:42:53, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 2.1123 +2022-03-11 00:01:51,810 - davarocr - INFO - Epoch [24][485/541] lr: 2.326e-05, eta: 0:42:52, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0823 +2022-03-11 00:01:52,696 - davarocr - INFO - Epoch [24][490/541] lr: 2.326e-05, eta: 0:42:51, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0029, loss: 0.0040, grad_norm: 2.1310 +2022-03-11 00:01:53,577 - davarocr - INFO - Epoch [24][495/541] lr: 2.326e-05, eta: 0:42:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0816 +2022-03-11 00:01:54,458 - davarocr - INFO - Epoch [24][500/541] lr: 2.326e-05, eta: 0:42:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0819 +2022-03-11 00:01:55,332 - davarocr - INFO - Epoch [24][505/541] lr: 2.326e-05, eta: 0:42:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0011, grad_norm: 2.1828 +2022-03-11 00:01:56,222 - davarocr - INFO - Epoch [24][510/541] lr: 2.326e-05, eta: 0:42:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0812 +2022-03-11 00:01:57,100 - davarocr - INFO - Epoch [24][515/541] lr: 2.326e-05, eta: 0:42:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0809 +2022-03-11 00:01:57,989 - davarocr - INFO - Epoch [24][520/541] lr: 2.326e-05, eta: 0:42:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0812 +2022-03-11 00:01:58,871 - davarocr - INFO - Epoch [24][525/541] lr: 2.326e-05, eta: 0:42:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0004, grad_norm: 2.0860 +2022-03-11 00:01:59,769 - davarocr - INFO - Epoch [24][530/541] lr: 2.326e-05, eta: 0:42:43, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0019, loss: 0.0029, grad_norm: 2.2654 +2022-03-11 00:02:00,655 - davarocr - INFO - Epoch [24][535/541] lr: 2.326e-05, eta: 0:42:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0042, loss: 0.0049, grad_norm: 2.1732 +2022-03-11 00:02:01,529 - davarocr - INFO - Epoch [24][540/541] lr: 2.326e-05, eta: 0:42:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.1004 +2022-03-11 00:02:15,523 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:02:15,524 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:02:15,524 - davarocr - INFO - Epoch(val) [24][541] LOC: {'precision': 0.9361702127659575, 'recall': 0.9232613908872902, 'f1-score': 0.9296709930576518}, PER: {'precision': 0.9576587795765878, 'recall': 0.9511440940012369, 'f1-score': 0.9543903195780329}, MISC: {'precision': 0.8454810495626822, 'recall': 0.8262108262108262, 'f1-score': 0.8357348703170029}, ORG: {'precision': 0.8706697459584296, 'recall': 0.9078868151715834, 'f1-score': 0.8888888888888888}, all: {'precision': 0.9112718292467807, 'recall': 0.9146600566572238, 'f1-score': 0.9129627993284439}, hmean: 0.9130 +2022-03-11 00:02:19,015 - davarocr - INFO - Epoch [25][5/541] lr: 2.273e-05, eta: 0:42:43, time: 0.696, data_time: 0.512, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 2.1021 +2022-03-11 00:02:19,902 - davarocr - INFO - Epoch [25][10/541] lr: 2.273e-05, eta: 0:42:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 2.1065 +2022-03-11 00:02:20,791 - davarocr - INFO - Epoch [25][15/541] lr: 2.273e-05, eta: 0:42:41, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 2.1172 +2022-03-11 00:02:21,671 - davarocr - INFO - Epoch [25][20/541] lr: 2.273e-05, eta: 0:42:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 2.0905 +2022-03-11 00:02:22,568 - davarocr - INFO - Epoch [25][25/541] lr: 2.273e-05, eta: 0:42:39, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0027, loss: 0.0028, grad_norm: 2.4458 +2022-03-11 00:02:23,460 - davarocr - INFO - Epoch [25][30/541] lr: 2.273e-05, eta: 0:42:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0022, loss: 0.0023, grad_norm: 2.1205 +2022-03-11 00:02:24,349 - davarocr - INFO - Epoch [25][35/541] lr: 2.273e-05, eta: 0:42:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.1178 +2022-03-11 00:02:25,237 - davarocr - INFO - Epoch [25][40/541] lr: 2.273e-05, eta: 0:42:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0031, loss: 0.0054, grad_norm: 2.3136 +2022-03-11 00:02:26,117 - davarocr - INFO - Epoch [25][45/541] lr: 2.273e-05, eta: 0:42:36, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1481 +2022-03-11 00:02:27,028 - davarocr - INFO - Epoch [25][50/541] lr: 2.273e-05, eta: 0:42:35, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 2.1769 +2022-03-11 00:02:27,922 - davarocr - INFO - Epoch [25][55/541] lr: 2.273e-05, eta: 0:42:34, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0002, loss: 0.0009, grad_norm: 2.1409 +2022-03-11 00:02:28,807 - davarocr - INFO - Epoch [25][60/541] lr: 2.273e-05, eta: 0:42:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0006, loss: 0.0012, grad_norm: 2.1810 +2022-03-11 00:02:29,718 - davarocr - INFO - Epoch [25][65/541] lr: 2.273e-05, eta: 0:42:32, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0023, loss: 0.0024, grad_norm: 2.4580 +2022-03-11 00:02:30,625 - davarocr - INFO - Epoch [25][70/541] lr: 2.273e-05, eta: 0:42:31, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 2.2668 +2022-03-11 00:02:31,533 - davarocr - INFO - Epoch [25][75/541] lr: 2.273e-05, eta: 0:42:30, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0029, loss: 0.0029, grad_norm: 2.4395 +2022-03-11 00:02:32,425 - davarocr - INFO - Epoch [25][80/541] lr: 2.273e-05, eta: 0:42:29, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0015, loss: 0.0028, grad_norm: 2.3634 +2022-03-11 00:02:33,303 - davarocr - INFO - Epoch [25][85/541] lr: 2.273e-05, eta: 0:42:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 2.2205 +2022-03-11 00:02:34,180 - davarocr - INFO - Epoch [25][90/541] lr: 2.273e-05, eta: 0:42:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0002, loss: 0.0030, grad_norm: 2.2349 +2022-03-11 00:02:35,066 - davarocr - INFO - Epoch [25][95/541] lr: 2.273e-05, eta: 0:42:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.2153 +2022-03-11 00:02:35,971 - davarocr - INFO - Epoch [25][100/541] lr: 2.273e-05, eta: 0:42:25, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.2070 +2022-03-11 00:02:36,863 - davarocr - INFO - Epoch [25][105/541] lr: 2.273e-05, eta: 0:42:24, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.2063 +2022-03-11 00:02:37,751 - davarocr - INFO - Epoch [25][110/541] lr: 2.273e-05, eta: 0:42:23, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0007, loss: 0.0018, grad_norm: 2.3194 +2022-03-11 00:02:38,660 - davarocr - INFO - Epoch [25][115/541] lr: 2.273e-05, eta: 0:42:23, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.2119 +2022-03-11 00:02:39,560 - davarocr - INFO - Epoch [25][120/541] lr: 2.273e-05, eta: 0:42:22, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.2012 +2022-03-11 00:02:40,469 - davarocr - INFO - Epoch [25][125/541] lr: 2.273e-05, eta: 0:42:21, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.2014 +2022-03-11 00:02:41,373 - davarocr - INFO - Epoch [25][130/541] lr: 2.273e-05, eta: 0:42:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 2.2303 +2022-03-11 00:02:42,259 - davarocr - INFO - Epoch [25][135/541] lr: 2.273e-05, eta: 0:42:19, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1964 +2022-03-11 00:02:43,146 - davarocr - INFO - Epoch [25][140/541] lr: 2.273e-05, eta: 0:42:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 2.2134 +2022-03-11 00:02:44,028 - davarocr - INFO - Epoch [25][145/541] lr: 2.273e-05, eta: 0:42:17, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0015, loss: 0.0025, grad_norm: 2.2693 +2022-03-11 00:02:44,942 - davarocr - INFO - Epoch [25][150/541] lr: 2.273e-05, eta: 0:42:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 2.1959 +2022-03-11 00:02:45,831 - davarocr - INFO - Epoch [25][155/541] lr: 2.273e-05, eta: 0:42:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 2.2073 +2022-03-11 00:02:46,714 - davarocr - INFO - Epoch [25][160/541] lr: 2.273e-05, eta: 0:42:14, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.1835 +2022-03-11 00:02:47,603 - davarocr - INFO - Epoch [25][165/541] lr: 2.273e-05, eta: 0:42:13, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1835 +2022-03-11 00:02:48,482 - davarocr - INFO - Epoch [25][170/541] lr: 2.273e-05, eta: 0:42:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0011, grad_norm: 2.3047 +2022-03-11 00:02:49,367 - davarocr - INFO - Epoch [25][175/541] lr: 2.273e-05, eta: 0:42:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 2.1930 +2022-03-11 00:02:50,256 - davarocr - INFO - Epoch [25][180/541] lr: 2.273e-05, eta: 0:42:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0004, grad_norm: 2.2083 +2022-03-11 00:02:51,154 - davarocr - INFO - Epoch [25][185/541] lr: 2.273e-05, eta: 0:42:09, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1839 +2022-03-11 00:02:52,029 - davarocr - INFO - Epoch [25][190/541] lr: 2.273e-05, eta: 0:42:09, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0007, loss: 0.0025, grad_norm: 2.6181 +2022-03-11 00:02:52,916 - davarocr - INFO - Epoch [25][195/541] lr: 2.273e-05, eta: 0:42:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0004, grad_norm: 2.1751 +2022-03-11 00:02:53,835 - davarocr - INFO - Epoch [25][200/541] lr: 2.273e-05, eta: 0:42:07, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0015, loss: 0.0027, grad_norm: 2.2135 +2022-03-11 00:02:54,716 - davarocr - INFO - Epoch [25][205/541] lr: 2.273e-05, eta: 0:42:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.1865 +2022-03-11 00:02:55,593 - davarocr - INFO - Epoch [25][210/541] lr: 2.273e-05, eta: 0:42:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1655 +2022-03-11 00:02:56,479 - davarocr - INFO - Epoch [25][215/541] lr: 2.273e-05, eta: 0:42:04, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1651 +2022-03-11 00:02:57,364 - davarocr - INFO - Epoch [25][220/541] lr: 2.273e-05, eta: 0:42:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1651 +2022-03-11 00:02:58,241 - davarocr - INFO - Epoch [25][225/541] lr: 2.273e-05, eta: 0:42:02, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0000, loss: 0.0014, grad_norm: 2.1888 +2022-03-11 00:02:59,127 - davarocr - INFO - Epoch [25][230/541] lr: 2.273e-05, eta: 0:42:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1676 +2022-03-11 00:03:00,015 - davarocr - INFO - Epoch [25][235/541] lr: 2.273e-05, eta: 0:42:00, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1700 +2022-03-11 00:03:00,900 - davarocr - INFO - Epoch [25][240/541] lr: 2.273e-05, eta: 0:41:59, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0002, loss: 0.0016, grad_norm: 2.1758 +2022-03-11 00:03:01,783 - davarocr - INFO - Epoch [25][245/541] lr: 2.273e-05, eta: 0:41:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0002, loss: 0.0019, grad_norm: 2.2542 +2022-03-11 00:03:02,671 - davarocr - INFO - Epoch [25][250/541] lr: 2.273e-05, eta: 0:41:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1872 +2022-03-11 00:03:03,559 - davarocr - INFO - Epoch [25][255/541] lr: 2.273e-05, eta: 0:41:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 2.1894 +2022-03-11 00:03:04,440 - davarocr - INFO - Epoch [25][260/541] lr: 2.273e-05, eta: 0:41:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.2002 +2022-03-11 00:03:05,329 - davarocr - INFO - Epoch [25][265/541] lr: 2.273e-05, eta: 0:41:54, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1857 +2022-03-11 00:03:06,211 - davarocr - INFO - Epoch [25][270/541] lr: 2.273e-05, eta: 0:41:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.1883 +2022-03-11 00:03:07,098 - davarocr - INFO - Epoch [25][275/541] lr: 2.273e-05, eta: 0:41:53, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1833 +2022-03-11 00:03:07,995 - davarocr - INFO - Epoch [25][280/541] lr: 2.273e-05, eta: 0:41:52, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1839 +2022-03-11 00:03:08,879 - davarocr - INFO - Epoch [25][285/541] lr: 2.273e-05, eta: 0:41:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 2.2097 +2022-03-11 00:03:09,758 - davarocr - INFO - Epoch [25][290/541] lr: 2.273e-05, eta: 0:41:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0030, loss: 0.0056, grad_norm: 2.3174 +2022-03-11 00:03:10,642 - davarocr - INFO - Epoch [25][295/541] lr: 2.273e-05, eta: 0:41:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1938 +2022-03-11 00:03:11,523 - davarocr - INFO - Epoch [25][300/541] lr: 2.273e-05, eta: 0:41:48, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0007, grad_norm: 2.1900 +2022-03-11 00:03:12,442 - davarocr - INFO - Epoch [25][305/541] lr: 2.273e-05, eta: 0:41:47, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0043, loss: 0.0066, grad_norm: 2.3539 +2022-03-11 00:03:13,362 - davarocr - INFO - Epoch [25][310/541] lr: 2.273e-05, eta: 0:41:46, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0036, loss: 0.0051, grad_norm: 2.3090 +2022-03-11 00:03:14,271 - davarocr - INFO - Epoch [25][315/541] lr: 2.273e-05, eta: 0:41:45, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.1908 +2022-03-11 00:03:15,174 - davarocr - INFO - Epoch [25][320/541] lr: 2.273e-05, eta: 0:41:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0068, end_loss: 0.0005, loss: 0.0073, grad_norm: 2.3321 +2022-03-11 00:03:16,082 - davarocr - INFO - Epoch [25][325/541] lr: 2.273e-05, eta: 0:41:43, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0020, loss: 0.0028, grad_norm: 2.2375 +2022-03-11 00:03:16,990 - davarocr - INFO - Epoch [25][330/541] lr: 2.273e-05, eta: 0:41:42, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0042, loss: 0.0066, grad_norm: 2.6533 +2022-03-11 00:03:17,890 - davarocr - INFO - Epoch [25][335/541] lr: 2.273e-05, eta: 0:41:42, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 2.2027 +2022-03-11 00:03:18,802 - davarocr - INFO - Epoch [25][340/541] lr: 2.273e-05, eta: 0:41:41, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0018, loss: 0.0030, grad_norm: 2.2436 +2022-03-11 00:03:19,714 - davarocr - INFO - Epoch [25][345/541] lr: 2.273e-05, eta: 0:41:40, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0013, loss: 0.0025, grad_norm: 2.3344 +2022-03-11 00:03:20,624 - davarocr - INFO - Epoch [25][350/541] lr: 2.273e-05, eta: 0:41:39, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0046, loss: 0.0054, grad_norm: 2.2442 +2022-03-11 00:03:21,535 - davarocr - INFO - Epoch [25][355/541] lr: 2.273e-05, eta: 0:41:38, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 2.2113 +2022-03-11 00:03:22,446 - davarocr - INFO - Epoch [25][360/541] lr: 2.273e-05, eta: 0:41:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.2076 +2022-03-11 00:03:23,360 - davarocr - INFO - Epoch [25][365/541] lr: 2.273e-05, eta: 0:41:36, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 2.2171 +2022-03-11 00:03:24,268 - davarocr - INFO - Epoch [25][370/541] lr: 2.273e-05, eta: 0:41:35, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.2057 +2022-03-11 00:03:25,184 - davarocr - INFO - Epoch [25][375/541] lr: 2.273e-05, eta: 0:41:34, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0050, end_loss: 0.0006, loss: 0.0056, grad_norm: 2.2351 +2022-03-11 00:03:26,069 - davarocr - INFO - Epoch [25][380/541] lr: 2.273e-05, eta: 0:41:33, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.1953 +2022-03-11 00:03:26,944 - davarocr - INFO - Epoch [25][385/541] lr: 2.273e-05, eta: 0:41:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0014, loss: 0.0026, grad_norm: 2.1982 +2022-03-11 00:03:27,831 - davarocr - INFO - Epoch [25][390/541] lr: 2.273e-05, eta: 0:41:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0025, loss: 0.0043, grad_norm: 2.4388 +2022-03-11 00:03:28,715 - davarocr - INFO - Epoch [25][395/541] lr: 2.273e-05, eta: 0:41:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0006, loss: 0.0018, grad_norm: 2.3045 +2022-03-11 00:03:29,590 - davarocr - INFO - Epoch [25][400/541] lr: 2.273e-05, eta: 0:41:30, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0040, loss: 0.0051, grad_norm: 2.2016 +2022-03-11 00:03:30,487 - davarocr - INFO - Epoch [25][405/541] lr: 2.273e-05, eta: 0:41:29, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0021, loss: 0.0025, grad_norm: 2.2908 +2022-03-11 00:03:31,368 - davarocr - INFO - Epoch [25][410/541] lr: 2.273e-05, eta: 0:41:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 2.1857 +2022-03-11 00:03:32,300 - davarocr - INFO - Epoch [25][415/541] lr: 2.273e-05, eta: 0:41:27, time: 0.187, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1837 +2022-03-11 00:03:33,228 - davarocr - INFO - Epoch [25][420/541] lr: 2.273e-05, eta: 0:41:26, time: 0.186, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1881 +2022-03-11 00:03:34,138 - davarocr - INFO - Epoch [25][425/541] lr: 2.273e-05, eta: 0:41:25, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0022, loss: 0.0037, grad_norm: 2.2277 +2022-03-11 00:03:35,068 - davarocr - INFO - Epoch [25][430/541] lr: 2.273e-05, eta: 0:41:24, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0014, grad_norm: 2.1865 +2022-03-11 00:03:35,980 - davarocr - INFO - Epoch [25][435/541] lr: 2.273e-05, eta: 0:41:23, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0004, grad_norm: 2.1825 +2022-03-11 00:03:36,886 - davarocr - INFO - Epoch [25][440/541] lr: 2.273e-05, eta: 0:41:22, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 2.2115 +2022-03-11 00:03:37,797 - davarocr - INFO - Epoch [25][445/541] lr: 2.273e-05, eta: 0:41:21, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0007, loss: 0.0024, grad_norm: 2.1981 +2022-03-11 00:03:38,724 - davarocr - INFO - Epoch [25][450/541] lr: 2.273e-05, eta: 0:41:20, time: 0.185, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0009, loss: 0.0012, grad_norm: 2.2307 +2022-03-11 00:03:39,624 - davarocr - INFO - Epoch [25][455/541] lr: 2.273e-05, eta: 0:41:20, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.1873 +2022-03-11 00:03:40,530 - davarocr - INFO - Epoch [25][460/541] lr: 2.273e-05, eta: 0:41:19, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0012, loss: 0.0018, grad_norm: 2.2033 +2022-03-11 00:03:41,450 - davarocr - INFO - Epoch [25][465/541] lr: 2.273e-05, eta: 0:41:18, time: 0.184, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0010, loss: 0.0015, grad_norm: 2.2054 +2022-03-11 00:03:42,362 - davarocr - INFO - Epoch [25][470/541] lr: 2.273e-05, eta: 0:41:17, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1786 +2022-03-11 00:03:43,270 - davarocr - INFO - Epoch [25][475/541] lr: 2.273e-05, eta: 0:41:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0012, grad_norm: 2.1788 +2022-03-11 00:03:44,180 - davarocr - INFO - Epoch [25][480/541] lr: 2.273e-05, eta: 0:41:15, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 2.1965 +2022-03-11 00:03:45,092 - davarocr - INFO - Epoch [25][485/541] lr: 2.273e-05, eta: 0:41:14, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1802 +2022-03-11 00:03:46,001 - davarocr - INFO - Epoch [25][490/541] lr: 2.273e-05, eta: 0:41:13, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0011, grad_norm: 2.8340 +2022-03-11 00:03:46,907 - davarocr - INFO - Epoch [25][495/541] lr: 2.273e-05, eta: 0:41:12, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9278 +2022-03-11 00:03:47,813 - davarocr - INFO - Epoch [25][500/541] lr: 2.273e-05, eta: 0:41:11, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9220 +2022-03-11 00:03:48,730 - davarocr - INFO - Epoch [25][505/541] lr: 2.273e-05, eta: 0:41:10, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9219 +2022-03-11 00:03:49,637 - davarocr - INFO - Epoch [25][510/541] lr: 2.273e-05, eta: 0:41:09, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9217 +2022-03-11 00:03:50,546 - davarocr - INFO - Epoch [25][515/541] lr: 2.273e-05, eta: 0:41:09, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 2.0766 +2022-03-11 00:03:51,448 - davarocr - INFO - Epoch [25][520/541] lr: 2.273e-05, eta: 0:41:08, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0016, loss: 0.0017, grad_norm: 2.0104 +2022-03-11 00:03:52,349 - davarocr - INFO - Epoch [25][525/541] lr: 2.273e-05, eta: 0:41:07, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0044, end_loss: 0.0033, loss: 0.0077, grad_norm: 2.2973 +2022-03-11 00:03:53,253 - davarocr - INFO - Epoch [25][530/541] lr: 2.273e-05, eta: 0:41:06, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0009, loss: 0.0013, grad_norm: 2.0942 +2022-03-11 00:03:54,161 - davarocr - INFO - Epoch [25][535/541] lr: 2.273e-05, eta: 0:41:05, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0006, loss: 0.0052, grad_norm: 2.2349 +2022-03-11 00:03:55,070 - davarocr - INFO - Epoch [25][540/541] lr: 2.273e-05, eta: 0:41:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.9521 +2022-03-11 00:04:08,817 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:04:08,818 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:04:08,818 - davarocr - INFO - Epoch(val) [25][541] LOC: {'precision': 0.9329742669060442, 'recall': 0.934652278177458, 'f1-score': 0.933812518718179}, PER: {'precision': 0.9661558109833972, 'recall': 0.9356833642547928, 'f1-score': 0.9506754633993089}, MISC: {'precision': 0.837410071942446, 'recall': 0.8290598290598291, 'f1-score': 0.8332140300644237}, ORG: {'precision': 0.9026927784577723, 'recall': 0.8880192655027093, 'f1-score': 0.8952959028831563}, all: {'precision': 0.9214876033057852, 'recall': 0.9081090651558074, 'f1-score': 0.9147494203673979}, hmean: 0.9147 +2022-03-11 00:04:12,212 - davarocr - INFO - Epoch [26][5/541] lr: 2.222e-05, eta: 0:41:05, time: 0.677, data_time: 0.493, memory: 5192, start_loss: 0.0014, end_loss: 0.0004, loss: 0.0018, grad_norm: 2.1187 +2022-03-11 00:04:13,086 - davarocr - INFO - Epoch [26][10/541] lr: 2.222e-05, eta: 0:41:04, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0016, loss: 0.0023, grad_norm: 1.9981 +2022-03-11 00:04:13,967 - davarocr - INFO - Epoch [26][15/541] lr: 2.222e-05, eta: 0:41:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0018, loss: 0.0019, grad_norm: 2.1942 +2022-03-11 00:04:14,843 - davarocr - INFO - Epoch [26][20/541] lr: 2.222e-05, eta: 0:41:02, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.9980 +2022-03-11 00:04:15,727 - davarocr - INFO - Epoch [26][25/541] lr: 2.222e-05, eta: 0:41:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 2.0202 +2022-03-11 00:04:16,611 - davarocr - INFO - Epoch [26][30/541] lr: 2.222e-05, eta: 0:41:00, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0009, grad_norm: 1.9680 +2022-03-11 00:04:17,514 - davarocr - INFO - Epoch [26][35/541] lr: 2.222e-05, eta: 0:41:00, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.9749 +2022-03-11 00:04:18,400 - davarocr - INFO - Epoch [26][40/541] lr: 2.222e-05, eta: 0:40:59, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0013, grad_norm: 2.0064 +2022-03-11 00:04:19,272 - davarocr - INFO - Epoch [26][45/541] lr: 2.222e-05, eta: 0:40:58, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.9576 +2022-03-11 00:04:20,150 - davarocr - INFO - Epoch [26][50/541] lr: 2.222e-05, eta: 0:40:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.9554 +2022-03-11 00:04:21,039 - davarocr - INFO - Epoch [26][55/541] lr: 2.222e-05, eta: 0:40:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0013, grad_norm: 1.9729 +2022-03-11 00:04:21,912 - davarocr - INFO - Epoch [26][60/541] lr: 2.222e-05, eta: 0:40:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9492 +2022-03-11 00:04:22,798 - davarocr - INFO - Epoch [26][65/541] lr: 2.222e-05, eta: 0:40:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.9439 +2022-03-11 00:04:23,719 - davarocr - INFO - Epoch [26][70/541] lr: 2.222e-05, eta: 0:40:53, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.9515 +2022-03-11 00:04:24,607 - davarocr - INFO - Epoch [26][75/541] lr: 2.222e-05, eta: 0:40:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.9933 +2022-03-11 00:04:25,489 - davarocr - INFO - Epoch [26][80/541] lr: 2.222e-05, eta: 0:40:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9459 +2022-03-11 00:04:26,377 - davarocr - INFO - Epoch [26][85/541] lr: 2.222e-05, eta: 0:40:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0020, loss: 0.0024, grad_norm: 2.2216 +2022-03-11 00:04:27,260 - davarocr - INFO - Epoch [26][90/541] lr: 2.222e-05, eta: 0:40:49, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0011, loss: 0.0016, grad_norm: 2.2186 +2022-03-11 00:04:28,147 - davarocr - INFO - Epoch [26][95/541] lr: 2.222e-05, eta: 0:40:48, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9703 +2022-03-11 00:04:29,028 - davarocr - INFO - Epoch [26][100/541] lr: 2.222e-05, eta: 0:40:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0031, loss: 0.0054, grad_norm: 2.0711 +2022-03-11 00:04:29,920 - davarocr - INFO - Epoch [26][105/541] lr: 2.222e-05, eta: 0:40:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.9757 +2022-03-11 00:04:30,822 - davarocr - INFO - Epoch [26][110/541] lr: 2.222e-05, eta: 0:40:46, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.9594 +2022-03-11 00:04:31,755 - davarocr - INFO - Epoch [26][115/541] lr: 2.222e-05, eta: 0:40:45, time: 0.187, data_time: 0.014, memory: 5192, start_loss: 0.0008, end_loss: 0.0012, loss: 0.0021, grad_norm: 1.9600 +2022-03-11 00:04:32,648 - davarocr - INFO - Epoch [26][120/541] lr: 2.222e-05, eta: 0:40:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9541 +2022-03-11 00:04:33,531 - davarocr - INFO - Epoch [26][125/541] lr: 2.222e-05, eta: 0:40:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.9638 +2022-03-11 00:04:34,420 - davarocr - INFO - Epoch [26][130/541] lr: 2.222e-05, eta: 0:40:42, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 2.0060 +2022-03-11 00:04:35,302 - davarocr - INFO - Epoch [26][135/541] lr: 2.222e-05, eta: 0:40:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 2.2034 +2022-03-11 00:04:36,183 - davarocr - INFO - Epoch [26][140/541] lr: 2.222e-05, eta: 0:40:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0005, grad_norm: 2.0032 +2022-03-11 00:04:37,064 - davarocr - INFO - Epoch [26][145/541] lr: 2.222e-05, eta: 0:40:39, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9804 +2022-03-11 00:04:37,944 - davarocr - INFO - Epoch [26][150/541] lr: 2.222e-05, eta: 0:40:38, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.9857 +2022-03-11 00:04:38,828 - davarocr - INFO - Epoch [26][155/541] lr: 2.222e-05, eta: 0:40:37, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 2.3841 +2022-03-11 00:04:39,707 - davarocr - INFO - Epoch [26][160/541] lr: 2.222e-05, eta: 0:40:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 2.0299 +2022-03-11 00:04:40,584 - davarocr - INFO - Epoch [26][165/541] lr: 2.222e-05, eta: 0:40:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 2.0102 +2022-03-11 00:04:41,468 - davarocr - INFO - Epoch [26][170/541] lr: 2.222e-05, eta: 0:40:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0090 +2022-03-11 00:04:42,358 - davarocr - INFO - Epoch [26][175/541] lr: 2.222e-05, eta: 0:40:33, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0041, end_loss: 0.0038, loss: 0.0079, grad_norm: 2.3667 +2022-03-11 00:04:43,237 - davarocr - INFO - Epoch [26][180/541] lr: 2.222e-05, eta: 0:40:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 2.0186 +2022-03-11 00:04:44,123 - davarocr - INFO - Epoch [26][185/541] lr: 2.222e-05, eta: 0:40:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0062 +2022-03-11 00:04:45,010 - davarocr - INFO - Epoch [26][190/541] lr: 2.222e-05, eta: 0:40:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0014, loss: 0.0022, grad_norm: 2.1586 +2022-03-11 00:04:45,887 - davarocr - INFO - Epoch [26][195/541] lr: 2.222e-05, eta: 0:40:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0068 +2022-03-11 00:04:46,772 - davarocr - INFO - Epoch [26][200/541] lr: 2.222e-05, eta: 0:40:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0070 +2022-03-11 00:04:47,649 - davarocr - INFO - Epoch [26][205/541] lr: 2.222e-05, eta: 0:40:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0063 +2022-03-11 00:04:48,543 - davarocr - INFO - Epoch [26][210/541] lr: 2.222e-05, eta: 0:40:27, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0061 +2022-03-11 00:04:49,426 - davarocr - INFO - Epoch [26][215/541] lr: 2.222e-05, eta: 0:40:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0001, loss: 0.0012, grad_norm: 2.0563 +2022-03-11 00:04:50,329 - davarocr - INFO - Epoch [26][220/541] lr: 2.222e-05, eta: 0:40:25, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0060 +2022-03-11 00:04:51,212 - davarocr - INFO - Epoch [26][225/541] lr: 2.222e-05, eta: 0:40:24, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0016, loss: 0.0016, grad_norm: 2.4698 +2022-03-11 00:04:52,101 - davarocr - INFO - Epoch [26][230/541] lr: 2.222e-05, eta: 0:40:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0078, end_loss: 0.0024, loss: 0.0103, grad_norm: 2.1584 +2022-03-11 00:04:52,980 - davarocr - INFO - Epoch [26][235/541] lr: 2.222e-05, eta: 0:40:22, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0475 +2022-03-11 00:04:53,868 - davarocr - INFO - Epoch [26][240/541] lr: 2.222e-05, eta: 0:40:21, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 2.0486 +2022-03-11 00:04:54,758 - davarocr - INFO - Epoch [26][245/541] lr: 2.222e-05, eta: 0:40:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 2.0848 +2022-03-11 00:04:55,637 - davarocr - INFO - Epoch [26][250/541] lr: 2.222e-05, eta: 0:40:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0333 +2022-03-11 00:04:56,528 - davarocr - INFO - Epoch [26][255/541] lr: 2.222e-05, eta: 0:40:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0000, loss: 0.0017, grad_norm: 2.0401 +2022-03-11 00:04:57,408 - davarocr - INFO - Epoch [26][260/541] lr: 2.222e-05, eta: 0:40:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0023, end_loss: 0.0000, loss: 0.0023, grad_norm: 2.1509 +2022-03-11 00:04:58,291 - davarocr - INFO - Epoch [26][265/541] lr: 2.222e-05, eta: 0:40:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0293 +2022-03-11 00:04:59,175 - davarocr - INFO - Epoch [26][270/541] lr: 2.222e-05, eta: 0:40:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 2.0643 +2022-03-11 00:05:00,056 - davarocr - INFO - Epoch [26][275/541] lr: 2.222e-05, eta: 0:40:15, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0266 +2022-03-11 00:05:00,944 - davarocr - INFO - Epoch [26][280/541] lr: 2.222e-05, eta: 0:40:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0300 +2022-03-11 00:05:01,837 - davarocr - INFO - Epoch [26][285/541] lr: 2.222e-05, eta: 0:40:13, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0268 +2022-03-11 00:05:02,732 - davarocr - INFO - Epoch [26][290/541] lr: 2.222e-05, eta: 0:40:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0276 +2022-03-11 00:05:03,636 - davarocr - INFO - Epoch [26][295/541] lr: 2.222e-05, eta: 0:40:11, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0256 +2022-03-11 00:05:04,542 - davarocr - INFO - Epoch [26][300/541] lr: 2.222e-05, eta: 0:40:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0261 +2022-03-11 00:05:05,458 - davarocr - INFO - Epoch [26][305/541] lr: 2.222e-05, eta: 0:40:09, time: 0.186, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0259 +2022-03-11 00:05:06,366 - davarocr - INFO - Epoch [26][310/541] lr: 2.222e-05, eta: 0:40:08, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0014, loss: 0.0017, grad_norm: 2.1093 +2022-03-11 00:05:07,257 - davarocr - INFO - Epoch [26][315/541] lr: 2.222e-05, eta: 0:40:07, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 2.0365 +2022-03-11 00:05:08,157 - davarocr - INFO - Epoch [26][320/541] lr: 2.222e-05, eta: 0:40:06, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0018, loss: 0.0035, grad_norm: 2.0451 +2022-03-11 00:05:09,041 - davarocr - INFO - Epoch [26][325/541] lr: 2.222e-05, eta: 0:40:05, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0017, loss: 0.0019, grad_norm: 3.9592 +2022-03-11 00:05:09,933 - davarocr - INFO - Epoch [26][330/541] lr: 2.222e-05, eta: 0:40:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.8809 +2022-03-11 00:05:10,828 - davarocr - INFO - Epoch [26][335/541] lr: 2.222e-05, eta: 0:40:04, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8543 +2022-03-11 00:05:11,712 - davarocr - INFO - Epoch [26][340/541] lr: 2.222e-05, eta: 0:40:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8562 +2022-03-11 00:05:12,625 - davarocr - INFO - Epoch [26][345/541] lr: 2.222e-05, eta: 0:40:02, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0005, loss: 0.0019, grad_norm: 0.8709 +2022-03-11 00:05:13,509 - davarocr - INFO - Epoch [26][350/541] lr: 2.222e-05, eta: 0:40:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8562 +2022-03-11 00:05:14,397 - davarocr - INFO - Epoch [26][355/541] lr: 2.222e-05, eta: 0:40:00, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0005, loss: 0.0017, grad_norm: 0.9614 +2022-03-11 00:05:15,269 - davarocr - INFO - Epoch [26][360/541] lr: 2.222e-05, eta: 0:39:59, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0016, grad_norm: 1.0493 +2022-03-11 00:05:16,162 - davarocr - INFO - Epoch [26][365/541] lr: 2.222e-05, eta: 0:39:58, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.0882 +2022-03-11 00:05:17,056 - davarocr - INFO - Epoch [26][370/541] lr: 2.222e-05, eta: 0:39:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8804 +2022-03-11 00:05:17,933 - davarocr - INFO - Epoch [26][375/541] lr: 2.222e-05, eta: 0:39:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8795 +2022-03-11 00:05:18,807 - davarocr - INFO - Epoch [26][380/541] lr: 2.222e-05, eta: 0:39:55, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0026, grad_norm: 1.3176 +2022-03-11 00:05:19,688 - davarocr - INFO - Epoch [26][385/541] lr: 2.222e-05, eta: 0:39:54, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0026, loss: 0.0027, grad_norm: 1.2066 +2022-03-11 00:05:20,595 - davarocr - INFO - Epoch [26][390/541] lr: 2.222e-05, eta: 0:39:53, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.9913 +2022-03-11 00:05:21,483 - davarocr - INFO - Epoch [26][395/541] lr: 2.222e-05, eta: 0:39:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0026, loss: 0.0029, grad_norm: 1.0607 +2022-03-11 00:05:22,369 - davarocr - INFO - Epoch [26][400/541] lr: 2.222e-05, eta: 0:39:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.0491 +2022-03-11 00:05:23,257 - davarocr - INFO - Epoch [26][405/541] lr: 2.222e-05, eta: 0:39:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0017, loss: 0.0031, grad_norm: 1.1673 +2022-03-11 00:05:24,137 - davarocr - INFO - Epoch [26][410/541] lr: 2.222e-05, eta: 0:39:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0008, loss: 0.0027, grad_norm: 2.2230 +2022-03-11 00:05:25,017 - davarocr - INFO - Epoch [26][415/541] lr: 2.222e-05, eta: 0:39:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.7283 +2022-03-11 00:05:25,901 - davarocr - INFO - Epoch [26][420/541] lr: 2.222e-05, eta: 0:39:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0007, loss: 0.0020, grad_norm: 0.9234 +2022-03-11 00:05:26,787 - davarocr - INFO - Epoch [26][425/541] lr: 2.222e-05, eta: 0:39:47, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0016, end_loss: 0.0005, loss: 0.0022, grad_norm: 1.0068 +2022-03-11 00:05:27,676 - davarocr - INFO - Epoch [26][430/541] lr: 2.222e-05, eta: 0:39:46, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0009, loss: 0.0014, grad_norm: 1.5806 +2022-03-11 00:05:28,559 - davarocr - INFO - Epoch [26][435/541] lr: 2.222e-05, eta: 0:39:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0013, loss: 0.0017, grad_norm: 0.9956 +2022-03-11 00:05:29,449 - davarocr - INFO - Epoch [26][440/541] lr: 2.222e-05, eta: 0:39:44, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0027, loss: 0.0039, grad_norm: 1.1685 +2022-03-11 00:05:30,338 - davarocr - INFO - Epoch [26][445/541] lr: 2.222e-05, eta: 0:39:43, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8686 +2022-03-11 00:05:31,215 - davarocr - INFO - Epoch [26][450/541] lr: 2.222e-05, eta: 0:39:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8678 +2022-03-11 00:05:32,103 - davarocr - INFO - Epoch [26][455/541] lr: 2.222e-05, eta: 0:39:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8679 +2022-03-11 00:05:32,993 - davarocr - INFO - Epoch [26][460/541] lr: 2.222e-05, eta: 0:39:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0013, grad_norm: 0.8869 +2022-03-11 00:05:33,883 - davarocr - INFO - Epoch [26][465/541] lr: 2.222e-05, eta: 0:39:39, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0012, loss: 0.0018, grad_norm: 1.1062 +2022-03-11 00:05:34,773 - davarocr - INFO - Epoch [26][470/541] lr: 2.222e-05, eta: 0:39:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8573 +2022-03-11 00:05:35,679 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:05:35,679 - davarocr - INFO - Epoch [26][475/541] lr: 2.222e-05, eta: 0:39:37, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0018, loss: 0.0044, grad_norm: 0.9075 +2022-03-11 00:05:36,596 - davarocr - INFO - Epoch [26][480/541] lr: 2.222e-05, eta: 0:39:36, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0030, loss: 0.0050, grad_norm: 0.9852 +2022-03-11 00:05:37,545 - davarocr - INFO - Epoch [26][485/541] lr: 2.222e-05, eta: 0:39:36, time: 0.190, data_time: 0.014, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8734 +2022-03-11 00:05:38,447 - davarocr - INFO - Epoch [26][490/541] lr: 2.222e-05, eta: 0:39:35, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.0406 +2022-03-11 00:05:39,334 - davarocr - INFO - Epoch [26][495/541] lr: 2.222e-05, eta: 0:39:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8901 +2022-03-11 00:05:40,224 - davarocr - INFO - Epoch [26][500/541] lr: 2.222e-05, eta: 0:39:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0046, loss: 0.0072, grad_norm: 1.3339 +2022-03-11 00:05:41,106 - davarocr - INFO - Epoch [26][505/541] lr: 2.222e-05, eta: 0:39:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9171 +2022-03-11 00:05:42,018 - davarocr - INFO - Epoch [26][510/541] lr: 2.222e-05, eta: 0:39:31, time: 0.183, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0022, loss: 0.0029, grad_norm: 1.0679 +2022-03-11 00:05:42,925 - davarocr - INFO - Epoch [26][515/541] lr: 2.222e-05, eta: 0:39:30, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 0.9882 +2022-03-11 00:05:43,830 - davarocr - INFO - Epoch [26][520/541] lr: 2.222e-05, eta: 0:39:29, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0021, grad_norm: 0.9411 +2022-03-11 00:05:44,705 - davarocr - INFO - Epoch [26][525/541] lr: 2.222e-05, eta: 0:39:28, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0025, loss: 0.0044, grad_norm: 1.0151 +2022-03-11 00:05:45,588 - davarocr - INFO - Epoch [26][530/541] lr: 2.222e-05, eta: 0:39:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.1727 +2022-03-11 00:05:46,467 - davarocr - INFO - Epoch [26][535/541] lr: 2.222e-05, eta: 0:39:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9193 +2022-03-11 00:05:47,347 - davarocr - INFO - Epoch [26][540/541] lr: 2.222e-05, eta: 0:39:25, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0006, loss: 0.0012, grad_norm: 0.9864 +2022-03-11 00:06:01,235 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:06:01,235 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:06:01,236 - davarocr - INFO - Epoch(val) [26][541] LOC: {'precision': 0.9316546762589928, 'recall': 0.9316546762589928, 'f1-score': 0.9316546762589928}, PER: {'precision': 0.9606003752345216, 'recall': 0.9499072356215214, 'f1-score': 0.9552238805970149}, MISC: {'precision': 0.8623853211009175, 'recall': 0.8034188034188035, 'f1-score': 0.8318584070796462}, ORG: {'precision': 0.9014598540145985, 'recall': 0.8922335942203492, 'f1-score': 0.8968229954614222}, all: {'precision': 0.922911051212938, 'recall': 0.9093484419263456, 'f1-score': 0.9160795505217157}, hmean: 0.9161 +2022-03-11 00:06:04,636 - davarocr - INFO - Epoch [27][5/541] lr: 2.174e-05, eta: 0:39:26, time: 0.678, data_time: 0.489, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9178 +2022-03-11 00:06:05,545 - davarocr - INFO - Epoch [27][10/541] lr: 2.174e-05, eta: 0:39:25, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0012, grad_norm: 0.9193 +2022-03-11 00:06:06,430 - davarocr - INFO - Epoch [27][15/541] lr: 2.174e-05, eta: 0:39:25, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0008, grad_norm: 0.9332 +2022-03-11 00:06:07,307 - davarocr - INFO - Epoch [27][20/541] lr: 2.174e-05, eta: 0:39:24, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0025, end_loss: 0.0001, loss: 0.0026, grad_norm: 1.2415 +2022-03-11 00:06:08,184 - davarocr - INFO - Epoch [27][25/541] lr: 2.174e-05, eta: 0:39:23, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9451 +2022-03-11 00:06:09,069 - davarocr - INFO - Epoch [27][30/541] lr: 2.174e-05, eta: 0:39:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 0.9633 +2022-03-11 00:06:10,331 - davarocr - INFO - Epoch [27][35/541] lr: 2.174e-05, eta: 0:39:21, time: 0.253, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.9472 +2022-03-11 00:06:11,242 - davarocr - INFO - Epoch [27][40/541] lr: 2.174e-05, eta: 0:39:20, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.9503 +2022-03-11 00:06:12,132 - davarocr - INFO - Epoch [27][45/541] lr: 2.174e-05, eta: 0:39:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9463 +2022-03-11 00:06:13,020 - davarocr - INFO - Epoch [27][50/541] lr: 2.174e-05, eta: 0:39:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9414 +2022-03-11 00:06:13,949 - davarocr - INFO - Epoch [27][55/541] lr: 2.174e-05, eta: 0:39:17, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.3109 +2022-03-11 00:06:14,876 - davarocr - INFO - Epoch [27][60/541] lr: 2.174e-05, eta: 0:39:17, time: 0.187, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9506 +2022-03-11 00:06:15,759 - davarocr - INFO - Epoch [27][65/541] lr: 2.174e-05, eta: 0:39:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9508 +2022-03-11 00:06:16,670 - davarocr - INFO - Epoch [27][70/541] lr: 2.174e-05, eta: 0:39:15, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9515 +2022-03-11 00:06:17,602 - davarocr - INFO - Epoch [27][75/541] lr: 2.174e-05, eta: 0:39:14, time: 0.187, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.9850 +2022-03-11 00:06:18,517 - davarocr - INFO - Epoch [27][80/541] lr: 2.174e-05, eta: 0:39:13, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9374 +2022-03-11 00:06:19,423 - davarocr - INFO - Epoch [27][85/541] lr: 2.174e-05, eta: 0:39:12, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.5052 +2022-03-11 00:06:20,310 - davarocr - INFO - Epoch [27][90/541] lr: 2.174e-05, eta: 0:39:11, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9991 +2022-03-11 00:06:21,200 - davarocr - INFO - Epoch [27][95/541] lr: 2.174e-05, eta: 0:39:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9978 +2022-03-11 00:06:22,089 - davarocr - INFO - Epoch [27][100/541] lr: 2.174e-05, eta: 0:39:09, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.2760 +2022-03-11 00:06:22,974 - davarocr - INFO - Epoch [27][105/541] lr: 2.174e-05, eta: 0:39:08, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0002, loss: 0.0014, grad_norm: 1.1319 +2022-03-11 00:06:23,865 - davarocr - INFO - Epoch [27][110/541] lr: 2.174e-05, eta: 0:39:07, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0118 +2022-03-11 00:06:24,745 - davarocr - INFO - Epoch [27][115/541] lr: 2.174e-05, eta: 0:39:06, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0107 +2022-03-11 00:06:25,631 - davarocr - INFO - Epoch [27][120/541] lr: 2.174e-05, eta: 0:39:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.0562 +2022-03-11 00:06:26,513 - davarocr - INFO - Epoch [27][125/541] lr: 2.174e-05, eta: 0:39:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0012, loss: 0.0021, grad_norm: 1.0355 +2022-03-11 00:06:27,395 - davarocr - INFO - Epoch [27][130/541] lr: 2.174e-05, eta: 0:39:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.0311 +2022-03-11 00:06:28,299 - davarocr - INFO - Epoch [27][135/541] lr: 2.174e-05, eta: 0:39:03, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0103 +2022-03-11 00:06:29,210 - davarocr - INFO - Epoch [27][140/541] lr: 2.174e-05, eta: 0:39:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0015, grad_norm: 1.0578 +2022-03-11 00:06:30,109 - davarocr - INFO - Epoch [27][145/541] lr: 2.174e-05, eta: 0:39:01, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0322 +2022-03-11 00:06:30,993 - davarocr - INFO - Epoch [27][150/541] lr: 2.174e-05, eta: 0:39:00, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0067, loss: 0.0067, grad_norm: 1.3213 +2022-03-11 00:06:31,875 - davarocr - INFO - Epoch [27][155/541] lr: 2.174e-05, eta: 0:38:59, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0259 +2022-03-11 00:06:32,777 - davarocr - INFO - Epoch [27][160/541] lr: 2.174e-05, eta: 0:38:58, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.0881 +2022-03-11 00:06:33,689 - davarocr - INFO - Epoch [27][165/541] lr: 2.174e-05, eta: 0:38:57, time: 0.183, data_time: 0.012, memory: 5192, start_loss: 0.0001, end_loss: 0.0021, loss: 0.0022, grad_norm: 1.1376 +2022-03-11 00:06:34,570 - davarocr - INFO - Epoch [27][170/541] lr: 2.174e-05, eta: 0:38:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.0500 +2022-03-11 00:06:35,455 - davarocr - INFO - Epoch [27][175/541] lr: 2.174e-05, eta: 0:38:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0269 +2022-03-11 00:06:36,347 - davarocr - INFO - Epoch [27][180/541] lr: 2.174e-05, eta: 0:38:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0019, loss: 0.0030, grad_norm: 1.2382 +2022-03-11 00:06:37,266 - davarocr - INFO - Epoch [27][185/541] lr: 2.174e-05, eta: 0:38:53, time: 0.188, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.0299 +2022-03-11 00:06:38,176 - davarocr - INFO - Epoch [27][190/541] lr: 2.174e-05, eta: 0:38:52, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0056, end_loss: 0.0045, loss: 0.0102, grad_norm: 1.1426 +2022-03-11 00:06:39,083 - davarocr - INFO - Epoch [27][195/541] lr: 2.174e-05, eta: 0:38:52, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0342 +2022-03-11 00:06:39,970 - davarocr - INFO - Epoch [27][200/541] lr: 2.174e-05, eta: 0:38:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0349 +2022-03-11 00:06:40,854 - davarocr - INFO - Epoch [27][205/541] lr: 2.174e-05, eta: 0:38:50, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0376 +2022-03-11 00:06:41,756 - davarocr - INFO - Epoch [27][210/541] lr: 2.174e-05, eta: 0:38:49, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.0657 +2022-03-11 00:06:42,639 - davarocr - INFO - Epoch [27][215/541] lr: 2.174e-05, eta: 0:38:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0366 +2022-03-11 00:06:43,543 - davarocr - INFO - Epoch [27][220/541] lr: 2.174e-05, eta: 0:38:47, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.1123 +2022-03-11 00:06:44,427 - davarocr - INFO - Epoch [27][225/541] lr: 2.174e-05, eta: 0:38:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0028, loss: 0.0043, grad_norm: 1.4207 +2022-03-11 00:06:45,307 - davarocr - INFO - Epoch [27][230/541] lr: 2.174e-05, eta: 0:38:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0020, loss: 0.0032, grad_norm: 1.1350 +2022-03-11 00:06:46,214 - davarocr - INFO - Epoch [27][235/541] lr: 2.174e-05, eta: 0:38:44, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0619 +2022-03-11 00:06:47,101 - davarocr - INFO - Epoch [27][240/541] lr: 2.174e-05, eta: 0:38:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0016, loss: 0.0024, grad_norm: 1.2522 +2022-03-11 00:06:47,993 - davarocr - INFO - Epoch [27][245/541] lr: 2.174e-05, eta: 0:38:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.0601 +2022-03-11 00:06:48,898 - davarocr - INFO - Epoch [27][250/541] lr: 2.174e-05, eta: 0:38:41, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.0882 +2022-03-11 00:06:49,792 - davarocr - INFO - Epoch [27][255/541] lr: 2.174e-05, eta: 0:38:40, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0602 +2022-03-11 00:06:50,670 - davarocr - INFO - Epoch [27][260/541] lr: 2.174e-05, eta: 0:38:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.0684 +2022-03-11 00:06:51,564 - davarocr - INFO - Epoch [27][265/541] lr: 2.174e-05, eta: 0:38:39, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0006, loss: 0.0019, grad_norm: 1.2896 +2022-03-11 00:06:52,481 - davarocr - INFO - Epoch [27][270/541] lr: 2.174e-05, eta: 0:38:38, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0654 +2022-03-11 00:06:53,396 - davarocr - INFO - Epoch [27][275/541] lr: 2.174e-05, eta: 0:38:37, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.0656 +2022-03-11 00:06:54,276 - davarocr - INFO - Epoch [27][280/541] lr: 2.174e-05, eta: 0:38:36, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.0805 +2022-03-11 00:06:55,166 - davarocr - INFO - Epoch [27][285/541] lr: 2.174e-05, eta: 0:38:35, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.0699 +2022-03-11 00:06:56,059 - davarocr - INFO - Epoch [27][290/541] lr: 2.174e-05, eta: 0:38:34, time: 0.181, data_time: 0.012, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.0742 +2022-03-11 00:06:56,954 - davarocr - INFO - Epoch [27][295/541] lr: 2.174e-05, eta: 0:38:33, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.1857 +2022-03-11 00:06:57,847 - davarocr - INFO - Epoch [27][300/541] lr: 2.174e-05, eta: 0:38:32, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0714 +2022-03-11 00:06:58,733 - davarocr - INFO - Epoch [27][305/541] lr: 2.174e-05, eta: 0:38:31, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0696 +2022-03-11 00:06:59,650 - davarocr - INFO - Epoch [27][310/541] lr: 2.174e-05, eta: 0:38:30, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1277 +2022-03-11 00:07:00,556 - davarocr - INFO - Epoch [27][315/541] lr: 2.174e-05, eta: 0:38:29, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0006, loss: 0.0016, grad_norm: 1.3257 +2022-03-11 00:07:01,468 - davarocr - INFO - Epoch [27][320/541] lr: 2.174e-05, eta: 0:38:28, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0785 +2022-03-11 00:07:02,373 - davarocr - INFO - Epoch [27][325/541] lr: 2.174e-05, eta: 0:38:27, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0822 +2022-03-11 00:07:03,272 - davarocr - INFO - Epoch [27][330/541] lr: 2.174e-05, eta: 0:38:27, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0975 +2022-03-11 00:07:04,153 - davarocr - INFO - Epoch [27][335/541] lr: 2.174e-05, eta: 0:38:26, time: 0.177, data_time: 0.012, memory: 5192, start_loss: 0.0021, end_loss: 0.0000, loss: 0.0021, grad_norm: 1.1090 +2022-03-11 00:07:05,046 - davarocr - INFO - Epoch [27][340/541] lr: 2.174e-05, eta: 0:38:25, time: 0.179, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0858 +2022-03-11 00:07:05,922 - davarocr - INFO - Epoch [27][345/541] lr: 2.174e-05, eta: 0:38:24, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.0865 +2022-03-11 00:07:06,804 - davarocr - INFO - Epoch [27][350/541] lr: 2.174e-05, eta: 0:38:23, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0854 +2022-03-11 00:07:07,692 - davarocr - INFO - Epoch [27][355/541] lr: 2.174e-05, eta: 0:38:22, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.0956 +2022-03-11 00:07:08,580 - davarocr - INFO - Epoch [27][360/541] lr: 2.174e-05, eta: 0:38:21, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0830 +2022-03-11 00:07:09,485 - davarocr - INFO - Epoch [27][365/541] lr: 2.174e-05, eta: 0:38:20, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0847 +2022-03-11 00:07:10,363 - davarocr - INFO - Epoch [27][370/541] lr: 2.174e-05, eta: 0:38:19, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0016, loss: 0.0041, grad_norm: 1.3265 +2022-03-11 00:07:11,240 - davarocr - INFO - Epoch [27][375/541] lr: 2.174e-05, eta: 0:38:18, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0887 +2022-03-11 00:07:12,119 - davarocr - INFO - Epoch [27][380/541] lr: 2.174e-05, eta: 0:38:17, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0013, loss: 0.0013, grad_norm: 1.6904 +2022-03-11 00:07:12,993 - davarocr - INFO - Epoch [27][385/541] lr: 2.174e-05, eta: 0:38:16, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0054, loss: 0.0063, grad_norm: 1.2952 +2022-03-11 00:07:13,883 - davarocr - INFO - Epoch [27][390/541] lr: 2.174e-05, eta: 0:38:15, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.1972 +2022-03-11 00:07:14,790 - davarocr - INFO - Epoch [27][395/541] lr: 2.174e-05, eta: 0:38:14, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0028, grad_norm: 1.3957 +2022-03-11 00:07:15,662 - davarocr - INFO - Epoch [27][400/541] lr: 2.174e-05, eta: 0:38:13, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1553 +2022-03-11 00:07:16,537 - davarocr - INFO - Epoch [27][405/541] lr: 2.174e-05, eta: 0:38:13, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0020, grad_norm: 1.3539 +2022-03-11 00:07:17,418 - davarocr - INFO - Epoch [27][410/541] lr: 2.174e-05, eta: 0:38:12, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0020, end_loss: 0.0071, loss: 0.0091, grad_norm: 1.4732 +2022-03-11 00:07:18,304 - davarocr - INFO - Epoch [27][415/541] lr: 2.174e-05, eta: 0:38:11, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.1953 +2022-03-11 00:07:19,180 - davarocr - INFO - Epoch [27][420/541] lr: 2.174e-05, eta: 0:38:10, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0030, loss: 0.0034, grad_norm: 1.4277 +2022-03-11 00:07:20,062 - davarocr - INFO - Epoch [27][425/541] lr: 2.174e-05, eta: 0:38:09, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0074, loss: 0.0079, grad_norm: 1.5694 +2022-03-11 00:07:20,935 - davarocr - INFO - Epoch [27][430/541] lr: 2.174e-05, eta: 0:38:08, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0014, loss: 0.0033, grad_norm: 1.6676 +2022-03-11 00:07:21,810 - davarocr - INFO - Epoch [27][435/541] lr: 2.174e-05, eta: 0:38:07, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0010, loss: 0.0031, grad_norm: 1.3179 +2022-03-11 00:07:22,700 - davarocr - INFO - Epoch [27][440/541] lr: 2.174e-05, eta: 0:38:06, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0018, loss: 0.0022, grad_norm: 2.0553 +2022-03-11 00:07:23,587 - davarocr - INFO - Epoch [27][445/541] lr: 2.174e-05, eta: 0:38:05, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.3345 +2022-03-11 00:07:24,470 - davarocr - INFO - Epoch [27][450/541] lr: 2.174e-05, eta: 0:38:04, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.3640 +2022-03-11 00:07:25,358 - davarocr - INFO - Epoch [27][455/541] lr: 2.174e-05, eta: 0:38:03, time: 0.178, data_time: 0.012, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.4916 +2022-03-11 00:07:26,256 - davarocr - INFO - Epoch [27][460/541] lr: 2.174e-05, eta: 0:38:02, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0023, end_loss: 0.0007, loss: 0.0030, grad_norm: 1.5378 +2022-03-11 00:07:27,136 - davarocr - INFO - Epoch [27][465/541] lr: 2.174e-05, eta: 0:38:01, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3267 +2022-03-11 00:07:28,020 - davarocr - INFO - Epoch [27][470/541] lr: 2.174e-05, eta: 0:38:00, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0027, grad_norm: 1.3495 +2022-03-11 00:07:28,895 - davarocr - INFO - Epoch [27][475/541] lr: 2.174e-05, eta: 0:37:59, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0027, end_loss: 0.0038, loss: 0.0064, grad_norm: 1.3727 +2022-03-11 00:07:29,769 - davarocr - INFO - Epoch [27][480/541] lr: 2.174e-05, eta: 0:37:58, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0037, end_loss: 0.0002, loss: 0.0039, grad_norm: 2.2070 +2022-03-11 00:07:30,657 - davarocr - INFO - Epoch [27][485/541] lr: 2.174e-05, eta: 0:37:58, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.1982 +2022-03-11 00:07:31,532 - davarocr - INFO - Epoch [27][490/541] lr: 2.174e-05, eta: 0:37:57, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.0937 +2022-03-11 00:07:32,417 - davarocr - INFO - Epoch [27][495/541] lr: 2.174e-05, eta: 0:37:56, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0008, loss: 0.0015, grad_norm: 1.0890 +2022-03-11 00:07:33,336 - davarocr - INFO - Epoch [27][500/541] lr: 2.174e-05, eta: 0:37:55, time: 0.186, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0888 +2022-03-11 00:07:34,227 - davarocr - INFO - Epoch [27][505/541] lr: 2.174e-05, eta: 0:37:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.0880 +2022-03-11 00:07:35,109 - davarocr - INFO - Epoch [27][510/541] lr: 2.174e-05, eta: 0:37:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0862 +2022-03-11 00:07:36,001 - davarocr - INFO - Epoch [27][515/541] lr: 2.174e-05, eta: 0:37:52, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0021, loss: 0.0022, grad_norm: 1.7361 +2022-03-11 00:07:36,888 - davarocr - INFO - Epoch [27][520/541] lr: 2.174e-05, eta: 0:37:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.1054 +2022-03-11 00:07:37,782 - davarocr - INFO - Epoch [27][525/541] lr: 2.174e-05, eta: 0:37:50, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.1828 +2022-03-11 00:07:38,671 - davarocr - INFO - Epoch [27][530/541] lr: 2.174e-05, eta: 0:37:49, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1004 +2022-03-11 00:07:39,553 - davarocr - INFO - Epoch [27][535/541] lr: 2.174e-05, eta: 0:37:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0974 +2022-03-11 00:07:40,439 - davarocr - INFO - Epoch [27][540/541] lr: 2.174e-05, eta: 0:37:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0017, loss: 0.0021, grad_norm: 1.3008 +2022-03-11 00:07:54,220 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:07:54,221 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:07:54,221 - davarocr - INFO - Epoch(val) [27][541] LOC: {'precision': 0.9388379204892966, 'recall': 0.920263788968825, 'f1-score': 0.9294580684226461}, PER: {'precision': 0.9474006116207951, 'recall': 0.9579468150896723, 'f1-score': 0.9526445264452645}, MISC: {'precision': 0.8437956204379562, 'recall': 0.8233618233618234, 'f1-score': 0.8334534967555877}, ORG: {'precision': 0.9157372986369269, 'recall': 0.8898254063816978, 'f1-score': 0.9025954198473283}, all: {'precision': 0.9229664212605495, 'recall': 0.910056657223796, 'f1-score': 0.9164660782740484}, hmean: 0.9165 +2022-03-11 00:07:57,977 - davarocr - INFO - Epoch [28][5/541] lr: 2.128e-05, eta: 0:37:48, time: 0.750, data_time: 0.488, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.1981 +2022-03-11 00:07:58,857 - davarocr - INFO - Epoch [28][10/541] lr: 2.128e-05, eta: 0:37:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1214 +2022-03-11 00:07:59,740 - davarocr - INFO - Epoch [28][15/541] lr: 2.128e-05, eta: 0:37:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0017, loss: 0.0026, grad_norm: 1.3580 +2022-03-11 00:08:00,622 - davarocr - INFO - Epoch [28][20/541] lr: 2.128e-05, eta: 0:37:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1433 +2022-03-11 00:08:01,522 - davarocr - INFO - Epoch [28][25/541] lr: 2.128e-05, eta: 0:37:45, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0036, loss: 0.0037, grad_norm: 1.1859 +2022-03-11 00:08:02,588 - davarocr - INFO - Epoch [28][30/541] lr: 2.128e-05, eta: 0:37:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0072, end_loss: 0.0047, loss: 0.0119, grad_norm: 1.9758 +2022-03-11 00:08:03,471 - davarocr - INFO - Epoch [28][35/541] lr: 2.128e-05, eta: 0:37:43, time: 0.214, data_time: 0.044, memory: 5192, start_loss: 0.0005, end_loss: 0.0015, loss: 0.0020, grad_norm: 1.4647 +2022-03-11 00:08:04,544 - davarocr - INFO - Epoch [28][40/541] lr: 2.128e-05, eta: 0:37:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0018, loss: 0.0030, grad_norm: 1.8595 +2022-03-11 00:08:05,427 - davarocr - INFO - Epoch [28][45/541] lr: 2.128e-05, eta: 0:37:41, time: 0.214, data_time: 0.044, memory: 5192, start_loss: 0.0002, end_loss: 0.0016, loss: 0.0018, grad_norm: 1.2771 +2022-03-11 00:08:06,320 - davarocr - INFO - Epoch [28][50/541] lr: 2.128e-05, eta: 0:37:40, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.2282 +2022-03-11 00:08:07,197 - davarocr - INFO - Epoch [28][55/541] lr: 2.128e-05, eta: 0:37:39, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0008, loss: 0.0016, grad_norm: 1.2999 +2022-03-11 00:08:08,080 - davarocr - INFO - Epoch [28][60/541] lr: 2.128e-05, eta: 0:37:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0037, loss: 0.0070, grad_norm: 1.3383 +2022-03-11 00:08:08,956 - davarocr - INFO - Epoch [28][65/541] lr: 2.128e-05, eta: 0:37:38, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.2027 +2022-03-11 00:08:09,842 - davarocr - INFO - Epoch [28][70/541] lr: 2.128e-05, eta: 0:37:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.3375 +2022-03-11 00:08:10,730 - davarocr - INFO - Epoch [28][75/541] lr: 2.128e-05, eta: 0:37:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2012 +2022-03-11 00:08:11,612 - davarocr - INFO - Epoch [28][80/541] lr: 2.128e-05, eta: 0:37:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2009 +2022-03-11 00:08:12,491 - davarocr - INFO - Epoch [28][85/541] lr: 2.128e-05, eta: 0:37:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2019 +2022-03-11 00:08:13,371 - davarocr - INFO - Epoch [28][90/541] lr: 2.128e-05, eta: 0:37:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.2359 +2022-03-11 00:08:14,253 - davarocr - INFO - Epoch [28][95/541] lr: 2.128e-05, eta: 0:37:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0011, loss: 0.0031, grad_norm: 1.2655 +2022-03-11 00:08:15,139 - davarocr - INFO - Epoch [28][100/541] lr: 2.128e-05, eta: 0:37:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0007, loss: 0.0025, grad_norm: 1.4828 +2022-03-11 00:08:16,029 - davarocr - INFO - Epoch [28][105/541] lr: 2.128e-05, eta: 0:37:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2270 +2022-03-11 00:08:16,902 - davarocr - INFO - Epoch [28][110/541] lr: 2.128e-05, eta: 0:37:29, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2254 +2022-03-11 00:08:17,783 - davarocr - INFO - Epoch [28][115/541] lr: 2.128e-05, eta: 0:37:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.2354 +2022-03-11 00:08:18,666 - davarocr - INFO - Epoch [28][120/541] lr: 2.128e-05, eta: 0:37:27, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2341 +2022-03-11 00:08:19,549 - davarocr - INFO - Epoch [28][125/541] lr: 2.128e-05, eta: 0:37:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2753 +2022-03-11 00:08:20,435 - davarocr - INFO - Epoch [28][130/541] lr: 2.128e-05, eta: 0:37:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0019, loss: 0.0024, grad_norm: 1.3463 +2022-03-11 00:08:21,316 - davarocr - INFO - Epoch [28][135/541] lr: 2.128e-05, eta: 0:37:24, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0019, grad_norm: 1.2695 +2022-03-11 00:08:22,203 - davarocr - INFO - Epoch [28][140/541] lr: 2.128e-05, eta: 0:37:24, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2186 +2022-03-11 00:08:23,101 - davarocr - INFO - Epoch [28][145/541] lr: 2.128e-05, eta: 0:37:23, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2160 +2022-03-11 00:08:23,981 - davarocr - INFO - Epoch [28][150/541] lr: 2.128e-05, eta: 0:37:22, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0043, loss: 0.0051, grad_norm: 1.6016 +2022-03-11 00:08:24,874 - davarocr - INFO - Epoch [28][155/541] lr: 2.128e-05, eta: 0:37:21, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2375 +2022-03-11 00:08:25,786 - davarocr - INFO - Epoch [28][160/541] lr: 2.128e-05, eta: 0:37:20, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0014, loss: 0.0026, grad_norm: 1.3421 +2022-03-11 00:08:26,700 - davarocr - INFO - Epoch [28][165/541] lr: 2.128e-05, eta: 0:37:19, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0037, loss: 0.0046, grad_norm: 1.2705 +2022-03-11 00:08:27,618 - davarocr - INFO - Epoch [28][170/541] lr: 2.128e-05, eta: 0:37:18, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2354 +2022-03-11 00:08:28,502 - davarocr - INFO - Epoch [28][175/541] lr: 2.128e-05, eta: 0:37:17, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2346 +2022-03-11 00:08:29,387 - davarocr - INFO - Epoch [28][180/541] lr: 2.128e-05, eta: 0:37:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0013, loss: 0.0028, grad_norm: 1.7345 +2022-03-11 00:08:30,276 - davarocr - INFO - Epoch [28][185/541] lr: 2.128e-05, eta: 0:37:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.3014 +2022-03-11 00:08:31,166 - davarocr - INFO - Epoch [28][190/541] lr: 2.128e-05, eta: 0:37:14, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0018, loss: 0.0019, grad_norm: 1.7180 +2022-03-11 00:08:32,063 - davarocr - INFO - Epoch [28][195/541] lr: 2.128e-05, eta: 0:37:13, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.4396 +2022-03-11 00:08:32,963 - davarocr - INFO - Epoch [28][200/541] lr: 2.128e-05, eta: 0:37:12, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2918 +2022-03-11 00:08:33,845 - davarocr - INFO - Epoch [28][205/541] lr: 2.128e-05, eta: 0:37:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0025, loss: 0.0026, grad_norm: 1.6571 +2022-03-11 00:08:34,745 - davarocr - INFO - Epoch [28][210/541] lr: 2.128e-05, eta: 0:37:11, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3122 +2022-03-11 00:08:35,626 - davarocr - INFO - Epoch [28][215/541] lr: 2.128e-05, eta: 0:37:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0012, loss: 0.0035, grad_norm: 1.4994 +2022-03-11 00:08:36,505 - davarocr - INFO - Epoch [28][220/541] lr: 2.128e-05, eta: 0:37:09, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3201 +2022-03-11 00:08:37,385 - davarocr - INFO - Epoch [28][225/541] lr: 2.128e-05, eta: 0:37:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0015, loss: 0.0024, grad_norm: 1.5825 +2022-03-11 00:08:38,288 - davarocr - INFO - Epoch [28][230/541] lr: 2.128e-05, eta: 0:37:07, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.3386 +2022-03-11 00:08:39,194 - davarocr - INFO - Epoch [28][235/541] lr: 2.128e-05, eta: 0:37:06, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.3310 +2022-03-11 00:08:40,086 - davarocr - INFO - Epoch [28][240/541] lr: 2.128e-05, eta: 0:37:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3254 +2022-03-11 00:08:41,161 - davarocr - INFO - Epoch [28][245/541] lr: 2.128e-05, eta: 0:37:04, time: 0.215, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0005, loss: 0.0025, grad_norm: 1.4575 +2022-03-11 00:08:42,043 - davarocr - INFO - Epoch [28][250/541] lr: 2.128e-05, eta: 0:37:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3578 +2022-03-11 00:08:42,946 - davarocr - INFO - Epoch [28][255/541] lr: 2.128e-05, eta: 0:37:02, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0003, loss: 0.0018, grad_norm: 2.7460 +2022-03-11 00:08:43,879 - davarocr - INFO - Epoch [28][260/541] lr: 2.128e-05, eta: 0:37:01, time: 0.188, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0024, loss: 0.0024, grad_norm: 0.9221 +2022-03-11 00:08:44,785 - davarocr - INFO - Epoch [28][265/541] lr: 2.128e-05, eta: 0:37:01, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.0259 +2022-03-11 00:08:45,694 - davarocr - INFO - Epoch [28][270/541] lr: 2.128e-05, eta: 0:37:00, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9259 +2022-03-11 00:08:46,604 - davarocr - INFO - Epoch [28][275/541] lr: 2.128e-05, eta: 0:36:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.9682 +2022-03-11 00:08:47,502 - davarocr - INFO - Epoch [28][280/541] lr: 2.128e-05, eta: 0:36:58, time: 0.180, data_time: 0.004, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9218 +2022-03-11 00:08:48,422 - davarocr - INFO - Epoch [28][285/541] lr: 2.128e-05, eta: 0:36:57, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9151 +2022-03-11 00:08:49,306 - davarocr - INFO - Epoch [28][290/541] lr: 2.128e-05, eta: 0:36:56, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0029, loss: 0.0029, grad_norm: 0.9698 +2022-03-11 00:08:50,190 - davarocr - INFO - Epoch [28][295/541] lr: 2.128e-05, eta: 0:36:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9145 +2022-03-11 00:08:51,076 - davarocr - INFO - Epoch [28][300/541] lr: 2.128e-05, eta: 0:36:54, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9140 +2022-03-11 00:08:51,960 - davarocr - INFO - Epoch [28][305/541] lr: 2.128e-05, eta: 0:36:53, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0031, loss: 0.0032, grad_norm: 0.9556 +2022-03-11 00:08:52,840 - davarocr - INFO - Epoch [28][310/541] lr: 2.128e-05, eta: 0:36:52, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.9240 +2022-03-11 00:08:53,717 - davarocr - INFO - Epoch [28][315/541] lr: 2.128e-05, eta: 0:36:51, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9160 +2022-03-11 00:08:54,597 - davarocr - INFO - Epoch [28][320/541] lr: 2.128e-05, eta: 0:36:50, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.0193 +2022-03-11 00:08:55,480 - davarocr - INFO - Epoch [28][325/541] lr: 2.128e-05, eta: 0:36:49, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9068 +2022-03-11 00:08:56,362 - davarocr - INFO - Epoch [28][330/541] lr: 2.128e-05, eta: 0:36:48, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9069 +2022-03-11 00:08:57,236 - davarocr - INFO - Epoch [28][335/541] lr: 2.128e-05, eta: 0:36:48, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.9512 +2022-03-11 00:08:58,125 - davarocr - INFO - Epoch [28][340/541] lr: 2.128e-05, eta: 0:36:47, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.0347 +2022-03-11 00:08:59,005 - davarocr - INFO - Epoch [28][345/541] lr: 2.128e-05, eta: 0:36:46, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9184 +2022-03-11 00:08:59,880 - davarocr - INFO - Epoch [28][350/541] lr: 2.128e-05, eta: 0:36:45, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9180 +2022-03-11 00:09:00,764 - davarocr - INFO - Epoch [28][355/541] lr: 2.128e-05, eta: 0:36:44, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0012, loss: 0.0015, grad_norm: 0.9383 +2022-03-11 00:09:01,644 - davarocr - INFO - Epoch [28][360/541] lr: 2.128e-05, eta: 0:36:43, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 0.9231 +2022-03-11 00:09:02,527 - davarocr - INFO - Epoch [28][365/541] lr: 2.128e-05, eta: 0:36:42, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9274 +2022-03-11 00:09:03,413 - davarocr - INFO - Epoch [28][370/541] lr: 2.128e-05, eta: 0:36:41, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9852 +2022-03-11 00:09:04,294 - davarocr - INFO - Epoch [28][375/541] lr: 2.128e-05, eta: 0:36:40, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9331 +2022-03-11 00:09:05,169 - davarocr - INFO - Epoch [28][380/541] lr: 2.128e-05, eta: 0:36:39, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9318 +2022-03-11 00:09:06,051 - davarocr - INFO - Epoch [28][385/541] lr: 2.128e-05, eta: 0:36:38, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9425 +2022-03-11 00:09:06,939 - davarocr - INFO - Epoch [28][390/541] lr: 2.128e-05, eta: 0:36:37, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 0.9513 +2022-03-11 00:09:07,817 - davarocr - INFO - Epoch [28][395/541] lr: 2.128e-05, eta: 0:36:36, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0004, loss: 0.0015, grad_norm: 1.2080 +2022-03-11 00:09:08,696 - davarocr - INFO - Epoch [28][400/541] lr: 2.128e-05, eta: 0:36:35, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9528 +2022-03-11 00:09:09,578 - davarocr - INFO - Epoch [28][405/541] lr: 2.128e-05, eta: 0:36:34, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.1016 +2022-03-11 00:09:10,452 - davarocr - INFO - Epoch [28][410/541] lr: 2.128e-05, eta: 0:36:33, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 0.9989 +2022-03-11 00:09:11,331 - davarocr - INFO - Epoch [28][415/541] lr: 2.128e-05, eta: 0:36:33, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9596 +2022-03-11 00:09:12,214 - davarocr - INFO - Epoch [28][420/541] lr: 2.128e-05, eta: 0:36:32, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0030, end_loss: 0.0025, loss: 0.0054, grad_norm: 1.4957 +2022-03-11 00:09:13,099 - davarocr - INFO - Epoch [28][425/541] lr: 2.128e-05, eta: 0:36:31, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9909 +2022-03-11 00:09:13,973 - davarocr - INFO - Epoch [28][430/541] lr: 2.128e-05, eta: 0:36:30, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.0052 +2022-03-11 00:09:14,884 - davarocr - INFO - Epoch [28][435/541] lr: 2.128e-05, eta: 0:36:29, time: 0.185, data_time: 0.011, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.2138 +2022-03-11 00:09:15,767 - davarocr - INFO - Epoch [28][440/541] lr: 2.128e-05, eta: 0:36:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.9980 +2022-03-11 00:09:16,660 - davarocr - INFO - Epoch [28][445/541] lr: 2.128e-05, eta: 0:36:27, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.0009 +2022-03-11 00:09:17,534 - davarocr - INFO - Epoch [28][450/541] lr: 2.128e-05, eta: 0:36:26, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0015, grad_norm: 1.0744 +2022-03-11 00:09:18,415 - davarocr - INFO - Epoch [28][455/541] lr: 2.128e-05, eta: 0:36:25, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0018, loss: 0.0018, grad_norm: 1.0093 +2022-03-11 00:09:19,291 - davarocr - INFO - Epoch [28][460/541] lr: 2.128e-05, eta: 0:36:24, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0033, loss: 0.0056, grad_norm: 1.0986 +2022-03-11 00:09:20,168 - davarocr - INFO - Epoch [28][465/541] lr: 2.128e-05, eta: 0:36:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9950 +2022-03-11 00:09:21,059 - davarocr - INFO - Epoch [28][470/541] lr: 2.128e-05, eta: 0:36:22, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9948 +2022-03-11 00:09:21,943 - davarocr - INFO - Epoch [28][475/541] lr: 2.128e-05, eta: 0:36:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0015, loss: 0.0035, grad_norm: 1.1197 +2022-03-11 00:09:22,839 - davarocr - INFO - Epoch [28][480/541] lr: 2.128e-05, eta: 0:36:20, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0050 +2022-03-11 00:09:23,736 - davarocr - INFO - Epoch [28][485/541] lr: 2.128e-05, eta: 0:36:19, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0009, grad_norm: 1.0523 +2022-03-11 00:09:24,625 - davarocr - INFO - Epoch [28][490/541] lr: 2.128e-05, eta: 0:36:19, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0049, end_loss: 0.0022, loss: 0.0072, grad_norm: 1.3751 +2022-03-11 00:09:25,506 - davarocr - INFO - Epoch [28][495/541] lr: 2.128e-05, eta: 0:36:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.0564 +2022-03-11 00:09:26,384 - davarocr - INFO - Epoch [28][500/541] lr: 2.128e-05, eta: 0:36:17, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0206 +2022-03-11 00:09:27,261 - davarocr - INFO - Epoch [28][505/541] lr: 2.128e-05, eta: 0:36:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0010, loss: 0.0025, grad_norm: 1.0235 +2022-03-11 00:09:28,139 - davarocr - INFO - Epoch [28][510/541] lr: 2.128e-05, eta: 0:36:15, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0185 +2022-03-11 00:09:29,012 - davarocr - INFO - Epoch [28][515/541] lr: 2.128e-05, eta: 0:36:14, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0355 +2022-03-11 00:09:29,897 - davarocr - INFO - Epoch [28][520/541] lr: 2.128e-05, eta: 0:36:13, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0172 +2022-03-11 00:09:30,778 - davarocr - INFO - Epoch [28][525/541] lr: 2.128e-05, eta: 0:36:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.0575 +2022-03-11 00:09:31,663 - davarocr - INFO - Epoch [28][530/541] lr: 2.128e-05, eta: 0:36:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0013, loss: 0.0019, grad_norm: 1.0454 +2022-03-11 00:09:32,549 - davarocr - INFO - Epoch [28][535/541] lr: 2.128e-05, eta: 0:36:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0243 +2022-03-11 00:09:33,434 - davarocr - INFO - Epoch [28][540/541] lr: 2.128e-05, eta: 0:36:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 1.0567 +2022-03-11 00:09:47,476 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:09:47,477 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:09:47,477 - davarocr - INFO - Epoch(val) [28][541] LOC: {'precision': 0.9376890502117362, 'recall': 0.9292565947242206, 'f1-score': 0.9334537789822343}, PER: {'precision': 0.9524103831891224, 'recall': 0.9529993815708101, 'f1-score': 0.9527047913446678}, MISC: {'precision': 0.8523878437047757, 'recall': 0.8390313390313391, 'f1-score': 0.845656855707107}, ORG: {'precision': 0.8928785158587672, 'recall': 0.8982540638169777, 'f1-score': 0.8955582232893157}, all: {'precision': 0.9181608379194035, 'recall': 0.9157223796033994, 'f1-score': 0.9169399875897527}, hmean: 0.9169 +2022-03-11 00:09:50,845 - davarocr - INFO - Epoch [29][5/541] lr: 2.083e-05, eta: 0:36:10, time: 0.672, data_time: 0.491, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0879 +2022-03-11 00:09:51,735 - davarocr - INFO - Epoch [29][10/541] lr: 2.083e-05, eta: 0:36:09, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.0377 +2022-03-11 00:09:52,651 - davarocr - INFO - Epoch [29][15/541] lr: 2.083e-05, eta: 0:36:08, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0282 +2022-03-11 00:09:53,579 - davarocr - INFO - Epoch [29][20/541] lr: 2.083e-05, eta: 0:36:07, time: 0.185, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0281 +2022-03-11 00:09:54,483 - davarocr - INFO - Epoch [29][25/541] lr: 2.083e-05, eta: 0:36:06, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0275 +2022-03-11 00:09:55,371 - davarocr - INFO - Epoch [29][30/541] lr: 2.083e-05, eta: 0:36:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0271 +2022-03-11 00:09:56,252 - davarocr - INFO - Epoch [29][35/541] lr: 2.083e-05, eta: 0:36:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.0273 +2022-03-11 00:09:57,142 - davarocr - INFO - Epoch [29][40/541] lr: 2.083e-05, eta: 0:36:03, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2058 +2022-03-11 00:09:58,030 - davarocr - INFO - Epoch [29][45/541] lr: 2.083e-05, eta: 0:36:03, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0290 +2022-03-11 00:09:58,914 - davarocr - INFO - Epoch [29][50/541] lr: 2.083e-05, eta: 0:36:02, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0283 +2022-03-11 00:09:59,810 - davarocr - INFO - Epoch [29][55/541] lr: 2.083e-05, eta: 0:36:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0289 +2022-03-11 00:10:00,708 - davarocr - INFO - Epoch [29][60/541] lr: 2.083e-05, eta: 0:36:00, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0272 +2022-03-11 00:10:01,601 - davarocr - INFO - Epoch [29][65/541] lr: 2.083e-05, eta: 0:35:59, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.1370 +2022-03-11 00:10:02,489 - davarocr - INFO - Epoch [29][70/541] lr: 2.083e-05, eta: 0:35:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.0384 +2022-03-11 00:10:03,376 - davarocr - INFO - Epoch [29][75/541] lr: 2.083e-05, eta: 0:35:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0377 +2022-03-11 00:10:04,254 - davarocr - INFO - Epoch [29][80/541] lr: 2.083e-05, eta: 0:35:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0416 +2022-03-11 00:10:05,137 - davarocr - INFO - Epoch [29][85/541] lr: 2.083e-05, eta: 0:35:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0420 +2022-03-11 00:10:06,018 - davarocr - INFO - Epoch [29][90/541] lr: 2.083e-05, eta: 0:35:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0013, grad_norm: 1.0326 +2022-03-11 00:10:06,904 - davarocr - INFO - Epoch [29][95/541] lr: 2.083e-05, eta: 0:35:53, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0002, loss: 0.0015, grad_norm: 1.2268 +2022-03-11 00:10:07,782 - davarocr - INFO - Epoch [29][100/541] lr: 2.083e-05, eta: 0:35:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0410 +2022-03-11 00:10:08,694 - davarocr - INFO - Epoch [29][105/541] lr: 2.083e-05, eta: 0:35:51, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0415 +2022-03-11 00:10:09,568 - davarocr - INFO - Epoch [29][110/541] lr: 2.083e-05, eta: 0:35:50, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.0411 +2022-03-11 00:10:10,454 - davarocr - INFO - Epoch [29][115/541] lr: 2.083e-05, eta: 0:35:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0026, loss: 0.0046, grad_norm: 1.1090 +2022-03-11 00:10:11,342 - davarocr - INFO - Epoch [29][120/541] lr: 2.083e-05, eta: 0:35:49, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.0325 +2022-03-11 00:10:12,220 - davarocr - INFO - Epoch [29][125/541] lr: 2.083e-05, eta: 0:35:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0317 +2022-03-11 00:10:13,107 - davarocr - INFO - Epoch [29][130/541] lr: 2.083e-05, eta: 0:35:47, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.0448 +2022-03-11 00:10:13,988 - davarocr - INFO - Epoch [29][135/541] lr: 2.083e-05, eta: 0:35:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.0473 +2022-03-11 00:10:14,874 - davarocr - INFO - Epoch [29][140/541] lr: 2.083e-05, eta: 0:35:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.0331 +2022-03-11 00:10:15,767 - davarocr - INFO - Epoch [29][145/541] lr: 2.083e-05, eta: 0:35:44, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0329 +2022-03-11 00:10:16,657 - davarocr - INFO - Epoch [29][150/541] lr: 2.083e-05, eta: 0:35:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0333 +2022-03-11 00:10:17,546 - davarocr - INFO - Epoch [29][155/541] lr: 2.083e-05, eta: 0:35:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0807 +2022-03-11 00:10:18,455 - davarocr - INFO - Epoch [29][160/541] lr: 2.083e-05, eta: 0:35:41, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0625 +2022-03-11 00:10:19,366 - davarocr - INFO - Epoch [29][165/541] lr: 2.083e-05, eta: 0:35:40, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0304 +2022-03-11 00:10:20,277 - davarocr - INFO - Epoch [29][170/541] lr: 2.083e-05, eta: 0:35:39, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0019, loss: 0.0024, grad_norm: 1.3701 +2022-03-11 00:10:21,168 - davarocr - INFO - Epoch [29][175/541] lr: 2.083e-05, eta: 0:35:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.0472 +2022-03-11 00:10:22,053 - davarocr - INFO - Epoch [29][180/541] lr: 2.083e-05, eta: 0:35:37, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0452 +2022-03-11 00:10:22,944 - davarocr - INFO - Epoch [29][185/541] lr: 2.083e-05, eta: 0:35:36, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0415 +2022-03-11 00:10:23,829 - davarocr - INFO - Epoch [29][190/541] lr: 2.083e-05, eta: 0:35:36, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0411 +2022-03-11 00:10:24,718 - davarocr - INFO - Epoch [29][195/541] lr: 2.083e-05, eta: 0:35:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0492 +2022-03-11 00:10:25,606 - davarocr - INFO - Epoch [29][200/541] lr: 2.083e-05, eta: 0:35:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0440 +2022-03-11 00:10:26,503 - davarocr - INFO - Epoch [29][205/541] lr: 2.083e-05, eta: 0:35:33, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0014, end_loss: 0.0013, loss: 0.0026, grad_norm: 1.1825 +2022-03-11 00:10:27,386 - davarocr - INFO - Epoch [29][210/541] lr: 2.083e-05, eta: 0:35:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0648 +2022-03-11 00:10:28,267 - davarocr - INFO - Epoch [29][215/541] lr: 2.083e-05, eta: 0:35:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0031, loss: 0.0036, grad_norm: 1.1294 +2022-03-11 00:10:29,150 - davarocr - INFO - Epoch [29][220/541] lr: 2.083e-05, eta: 0:35:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1117 +2022-03-11 00:10:30,029 - davarocr - INFO - Epoch [29][225/541] lr: 2.083e-05, eta: 0:35:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0730 +2022-03-11 00:10:30,917 - davarocr - INFO - Epoch [29][230/541] lr: 2.083e-05, eta: 0:35:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0554 +2022-03-11 00:10:31,793 - davarocr - INFO - Epoch [29][235/541] lr: 2.083e-05, eta: 0:35:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0053, loss: 0.0055, grad_norm: 1.1720 +2022-03-11 00:10:32,686 - davarocr - INFO - Epoch [29][240/541] lr: 2.083e-05, eta: 0:35:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0530 +2022-03-11 00:10:33,572 - davarocr - INFO - Epoch [29][245/541] lr: 2.083e-05, eta: 0:35:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0534 +2022-03-11 00:10:34,445 - davarocr - INFO - Epoch [29][250/541] lr: 2.083e-05, eta: 0:35:24, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.0528 +2022-03-11 00:10:35,328 - davarocr - INFO - Epoch [29][255/541] lr: 2.083e-05, eta: 0:35:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0524 +2022-03-11 00:10:36,209 - davarocr - INFO - Epoch [29][260/541] lr: 2.083e-05, eta: 0:35:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0522 +2022-03-11 00:10:37,093 - davarocr - INFO - Epoch [29][265/541] lr: 2.083e-05, eta: 0:35:22, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0542 +2022-03-11 00:10:37,981 - davarocr - INFO - Epoch [29][270/541] lr: 2.083e-05, eta: 0:35:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0523 +2022-03-11 00:10:38,859 - davarocr - INFO - Epoch [29][275/541] lr: 2.083e-05, eta: 0:35:20, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.1670 +2022-03-11 00:10:39,735 - davarocr - INFO - Epoch [29][280/541] lr: 2.083e-05, eta: 0:35:19, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0507 +2022-03-11 00:10:40,608 - davarocr - INFO - Epoch [29][285/541] lr: 2.083e-05, eta: 0:35:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0002, loss: 0.0020, grad_norm: 1.1812 +2022-03-11 00:10:41,489 - davarocr - INFO - Epoch [29][290/541] lr: 2.083e-05, eta: 0:35:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0577 +2022-03-11 00:10:42,365 - davarocr - INFO - Epoch [29][295/541] lr: 2.083e-05, eta: 0:35:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0548 +2022-03-11 00:10:43,250 - davarocr - INFO - Epoch [29][300/541] lr: 2.083e-05, eta: 0:35:15, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0665 +2022-03-11 00:10:44,129 - davarocr - INFO - Epoch [29][305/541] lr: 2.083e-05, eta: 0:35:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0536 +2022-03-11 00:10:45,014 - davarocr - INFO - Epoch [29][310/541] lr: 2.083e-05, eta: 0:35:13, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0540 +2022-03-11 00:10:45,880 - davarocr - INFO - Epoch [29][315/541] lr: 2.083e-05, eta: 0:35:12, time: 0.173, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1137 +2022-03-11 00:10:46,760 - davarocr - INFO - Epoch [29][320/541] lr: 2.083e-05, eta: 0:35:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.1575 +2022-03-11 00:10:47,637 - davarocr - INFO - Epoch [29][325/541] lr: 2.083e-05, eta: 0:35:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0046, loss: 0.0059, grad_norm: 1.1448 +2022-03-11 00:10:48,514 - davarocr - INFO - Epoch [29][330/541] lr: 2.083e-05, eta: 0:35:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0041, loss: 0.0064, grad_norm: 1.0763 +2022-03-11 00:10:49,403 - davarocr - INFO - Epoch [29][335/541] lr: 2.083e-05, eta: 0:35:08, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0553 +2022-03-11 00:10:50,287 - davarocr - INFO - Epoch [29][340/541] lr: 2.083e-05, eta: 0:35:08, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0551 +2022-03-11 00:10:51,167 - davarocr - INFO - Epoch [29][345/541] lr: 2.083e-05, eta: 0:35:07, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0020, end_loss: 0.0001, loss: 0.0021, grad_norm: 1.0587 +2022-03-11 00:10:52,054 - davarocr - INFO - Epoch [29][350/541] lr: 2.083e-05, eta: 0:35:06, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.1390 +2022-03-11 00:10:52,927 - davarocr - INFO - Epoch [29][355/541] lr: 2.083e-05, eta: 0:35:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0000, loss: 0.0042, grad_norm: 1.1350 +2022-03-11 00:10:53,817 - davarocr - INFO - Epoch [29][360/541] lr: 2.083e-05, eta: 0:35:04, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0003, loss: 0.0015, grad_norm: 1.0642 +2022-03-11 00:10:54,700 - davarocr - INFO - Epoch [29][365/541] lr: 2.083e-05, eta: 0:35:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0568 +2022-03-11 00:10:55,587 - davarocr - INFO - Epoch [29][370/541] lr: 2.083e-05, eta: 0:35:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0569 +2022-03-11 00:10:56,468 - davarocr - INFO - Epoch [29][375/541] lr: 2.083e-05, eta: 0:35:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.1204 +2022-03-11 00:10:57,348 - davarocr - INFO - Epoch [29][380/541] lr: 2.083e-05, eta: 0:35:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.0813 +2022-03-11 00:10:58,222 - davarocr - INFO - Epoch [29][385/541] lr: 2.083e-05, eta: 0:34:59, time: 0.174, data_time: 0.004, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0492 +2022-03-11 00:10:59,097 - davarocr - INFO - Epoch [29][390/541] lr: 2.083e-05, eta: 0:34:58, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0487 +2022-03-11 00:10:59,983 - davarocr - INFO - Epoch [29][395/541] lr: 2.083e-05, eta: 0:34:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0658 +2022-03-11 00:11:00,859 - davarocr - INFO - Epoch [29][400/541] lr: 2.083e-05, eta: 0:34:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0533 +2022-03-11 00:11:01,740 - davarocr - INFO - Epoch [29][405/541] lr: 2.083e-05, eta: 0:34:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0018, loss: 0.0018, grad_norm: 1.3214 +2022-03-11 00:11:02,628 - davarocr - INFO - Epoch [29][410/541] lr: 2.083e-05, eta: 0:34:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0608 +2022-03-11 00:11:03,536 - davarocr - INFO - Epoch [29][415/541] lr: 2.083e-05, eta: 0:34:54, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0024, loss: 0.0034, grad_norm: 1.3009 +2022-03-11 00:11:04,422 - davarocr - INFO - Epoch [29][420/541] lr: 2.083e-05, eta: 0:34:53, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0603 +2022-03-11 00:11:05,311 - davarocr - INFO - Epoch [29][425/541] lr: 2.083e-05, eta: 0:34:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0019, loss: 0.0021, grad_norm: 1.1749 +2022-03-11 00:11:06,195 - davarocr - INFO - Epoch [29][430/541] lr: 2.083e-05, eta: 0:34:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0854 +2022-03-11 00:11:07,073 - davarocr - INFO - Epoch [29][435/541] lr: 2.083e-05, eta: 0:34:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0721 +2022-03-11 00:11:07,956 - davarocr - INFO - Epoch [29][440/541] lr: 2.083e-05, eta: 0:34:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.1402 +2022-03-11 00:11:08,837 - davarocr - INFO - Epoch [29][445/541] lr: 2.083e-05, eta: 0:34:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0780 +2022-03-11 00:11:09,718 - davarocr - INFO - Epoch [29][450/541] lr: 2.083e-05, eta: 0:34:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0036, loss: 0.0056, grad_norm: 1.9032 +2022-03-11 00:11:10,603 - davarocr - INFO - Epoch [29][455/541] lr: 2.083e-05, eta: 0:34:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0040, loss: 0.0081, grad_norm: 2.0974 +2022-03-11 00:11:11,492 - davarocr - INFO - Epoch [29][460/541] lr: 2.083e-05, eta: 0:34:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0017, loss: 0.0032, grad_norm: 1.2560 +2022-03-11 00:11:12,377 - davarocr - INFO - Epoch [29][465/541] lr: 2.083e-05, eta: 0:34:44, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2671 +2022-03-11 00:11:13,270 - davarocr - INFO - Epoch [29][470/541] lr: 2.083e-05, eta: 0:34:43, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0023, loss: 0.0035, grad_norm: 1.3347 +2022-03-11 00:11:14,154 - davarocr - INFO - Epoch [29][475/541] lr: 2.083e-05, eta: 0:34:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.3024 +2022-03-11 00:11:15,045 - davarocr - INFO - Epoch [29][480/541] lr: 2.083e-05, eta: 0:34:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.3259 +2022-03-11 00:11:15,929 - davarocr - INFO - Epoch [29][485/541] lr: 2.083e-05, eta: 0:34:41, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.2816 +2022-03-11 00:11:16,807 - davarocr - INFO - Epoch [29][490/541] lr: 2.083e-05, eta: 0:34:40, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0039, end_loss: 0.0021, loss: 0.0061, grad_norm: 1.5737 +2022-03-11 00:11:17,694 - davarocr - INFO - Epoch [29][495/541] lr: 2.083e-05, eta: 0:34:39, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2474 +2022-03-11 00:11:18,586 - davarocr - INFO - Epoch [29][500/541] lr: 2.083e-05, eta: 0:34:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.2498 +2022-03-11 00:11:19,475 - davarocr - INFO - Epoch [29][505/541] lr: 2.083e-05, eta: 0:34:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0030, loss: 0.0040, grad_norm: 1.5218 +2022-03-11 00:11:20,358 - davarocr - INFO - Epoch [29][510/541] lr: 2.083e-05, eta: 0:34:36, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.2673 +2022-03-11 00:11:21,251 - davarocr - INFO - Epoch [29][515/541] lr: 2.083e-05, eta: 0:34:35, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.3675 +2022-03-11 00:11:22,138 - davarocr - INFO - Epoch [29][520/541] lr: 2.083e-05, eta: 0:34:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.2770 +2022-03-11 00:11:23,029 - davarocr - INFO - Epoch [29][525/541] lr: 2.083e-05, eta: 0:34:33, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2657 +2022-03-11 00:11:23,912 - davarocr - INFO - Epoch [29][530/541] lr: 2.083e-05, eta: 0:34:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0014, loss: 0.0021, grad_norm: 1.5087 +2022-03-11 00:11:24,787 - davarocr - INFO - Epoch [29][535/541] lr: 2.083e-05, eta: 0:34:31, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.3003 +2022-03-11 00:11:25,661 - davarocr - INFO - Epoch [29][540/541] lr: 2.083e-05, eta: 0:34:30, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.3404 +2022-03-11 00:11:39,501 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:11:39,502 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:11:39,502 - davarocr - INFO - Epoch(val) [29][541] LOC: {'precision': 0.937007874015748, 'recall': 0.9274580335731415, 'f1-score': 0.932208496535101}, PER: {'precision': 0.9618272841051314, 'recall': 0.9505256648113791, 'f1-score': 0.9561430793157076}, MISC: {'precision': 0.7799736495388669, 'recall': 0.8433048433048433, 'f1-score': 0.8104038329911021}, ORG: {'precision': 0.9183291770573566, 'recall': 0.8868151715833835, 'f1-score': 0.9022970903522205}, all: {'precision': 0.9174982181040627, 'recall': 0.9116501416430595, 'f1-score': 0.9145648312611012}, hmean: 0.9146 +2022-03-11 00:11:42,895 - davarocr - INFO - Epoch [30][5/541] lr: 2.041e-05, eta: 0:34:31, time: 0.677, data_time: 0.491, memory: 5192, start_loss: 0.0008, end_loss: 0.0022, loss: 0.0030, grad_norm: 1.4828 +2022-03-11 00:11:43,784 - davarocr - INFO - Epoch [30][10/541] lr: 2.041e-05, eta: 0:34:30, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.2746 +2022-03-11 00:11:44,665 - davarocr - INFO - Epoch [30][15/541] lr: 2.041e-05, eta: 0:34:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.2915 +2022-03-11 00:11:45,553 - davarocr - INFO - Epoch [30][20/541] lr: 2.041e-05, eta: 0:34:28, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2720 +2022-03-11 00:11:46,436 - davarocr - INFO - Epoch [30][25/541] lr: 2.041e-05, eta: 0:34:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2712 +2022-03-11 00:11:47,334 - davarocr - INFO - Epoch [30][30/541] lr: 2.041e-05, eta: 0:34:26, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.2822 +2022-03-11 00:11:48,221 - davarocr - INFO - Epoch [30][35/541] lr: 2.041e-05, eta: 0:34:25, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2724 +2022-03-11 00:11:49,094 - davarocr - INFO - Epoch [30][40/541] lr: 2.041e-05, eta: 0:34:24, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2723 +2022-03-11 00:11:50,005 - davarocr - INFO - Epoch [30][45/541] lr: 2.041e-05, eta: 0:34:23, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.2766 +2022-03-11 00:11:50,889 - davarocr - INFO - Epoch [30][50/541] lr: 2.041e-05, eta: 0:34:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0018, loss: 0.0020, grad_norm: 1.3474 +2022-03-11 00:11:51,773 - davarocr - INFO - Epoch [30][55/541] lr: 2.041e-05, eta: 0:34:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2778 +2022-03-11 00:11:52,678 - davarocr - INFO - Epoch [30][60/541] lr: 2.041e-05, eta: 0:34:21, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.3411 +2022-03-11 00:11:53,571 - davarocr - INFO - Epoch [30][65/541] lr: 2.041e-05, eta: 0:34:20, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 1.3193 +2022-03-11 00:11:54,455 - davarocr - INFO - Epoch [30][70/541] lr: 2.041e-05, eta: 0:34:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2828 +2022-03-11 00:11:55,349 - davarocr - INFO - Epoch [30][75/541] lr: 2.041e-05, eta: 0:34:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0001, loss: 0.0020, grad_norm: 1.4143 +2022-03-11 00:11:56,237 - davarocr - INFO - Epoch [30][80/541] lr: 2.041e-05, eta: 0:34:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2899 +2022-03-11 00:11:57,121 - davarocr - INFO - Epoch [30][85/541] lr: 2.041e-05, eta: 0:34:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0034, loss: 0.0046, grad_norm: 1.5566 +2022-03-11 00:11:57,991 - davarocr - INFO - Epoch [30][90/541] lr: 2.041e-05, eta: 0:34:15, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0013, grad_norm: 1.5012 +2022-03-11 00:11:58,861 - davarocr - INFO - Epoch [30][95/541] lr: 2.041e-05, eta: 0:34:14, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0021, loss: 0.0026, grad_norm: 1.3900 +2022-03-11 00:11:59,738 - davarocr - INFO - Epoch [30][100/541] lr: 2.041e-05, eta: 0:34:13, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.5467 +2022-03-11 00:12:00,625 - davarocr - INFO - Epoch [30][105/541] lr: 2.041e-05, eta: 0:34:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.3286 +2022-03-11 00:12:01,509 - davarocr - INFO - Epoch [30][110/541] lr: 2.041e-05, eta: 0:34:11, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.6171 +2022-03-11 00:12:02,391 - davarocr - INFO - Epoch [30][115/541] lr: 2.041e-05, eta: 0:34:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3453 +2022-03-11 00:12:03,269 - davarocr - INFO - Epoch [30][120/541] lr: 2.041e-05, eta: 0:34:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.3790 +2022-03-11 00:12:04,153 - davarocr - INFO - Epoch [30][125/541] lr: 2.041e-05, eta: 0:34:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3457 +2022-03-11 00:12:05,035 - davarocr - INFO - Epoch [30][130/541] lr: 2.041e-05, eta: 0:34:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0030, loss: 0.0062, grad_norm: 1.5432 +2022-03-11 00:12:05,916 - davarocr - INFO - Epoch [30][135/541] lr: 2.041e-05, eta: 0:34:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0009, grad_norm: 1.4190 +2022-03-11 00:12:06,806 - davarocr - INFO - Epoch [30][140/541] lr: 2.041e-05, eta: 0:34:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.3466 +2022-03-11 00:12:07,693 - davarocr - INFO - Epoch [30][145/541] lr: 2.041e-05, eta: 0:34:05, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.3526 +2022-03-11 00:12:08,574 - davarocr - INFO - Epoch [30][150/541] lr: 2.041e-05, eta: 0:34:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3451 +2022-03-11 00:12:09,459 - davarocr - INFO - Epoch [30][155/541] lr: 2.041e-05, eta: 0:34:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3405 +2022-03-11 00:12:10,352 - davarocr - INFO - Epoch [30][160/541] lr: 2.041e-05, eta: 0:34:02, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0030, end_loss: 0.0000, loss: 0.0030, grad_norm: 1.3469 +2022-03-11 00:12:11,242 - davarocr - INFO - Epoch [30][165/541] lr: 2.041e-05, eta: 0:34:01, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.4260 +2022-03-11 00:12:12,125 - davarocr - INFO - Epoch [30][170/541] lr: 2.041e-05, eta: 0:34:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3403 +2022-03-11 00:12:13,021 - davarocr - INFO - Epoch [30][175/541] lr: 2.041e-05, eta: 0:33:59, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3346 +2022-03-11 00:12:13,898 - davarocr - INFO - Epoch [30][180/541] lr: 2.041e-05, eta: 0:33:58, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3396 +2022-03-11 00:12:14,785 - davarocr - INFO - Epoch [30][185/541] lr: 2.041e-05, eta: 0:33:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.3615 +2022-03-11 00:12:15,673 - davarocr - INFO - Epoch [30][190/541] lr: 2.041e-05, eta: 0:33:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.3750 +2022-03-11 00:12:16,562 - davarocr - INFO - Epoch [30][195/541] lr: 2.041e-05, eta: 0:33:55, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3369 +2022-03-11 00:12:17,443 - davarocr - INFO - Epoch [30][200/541] lr: 2.041e-05, eta: 0:33:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3821 +2022-03-11 00:12:18,320 - davarocr - INFO - Epoch [30][205/541] lr: 2.041e-05, eta: 0:33:54, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.4433 +2022-03-11 00:12:19,200 - davarocr - INFO - Epoch [30][210/541] lr: 2.041e-05, eta: 0:33:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0020, loss: 0.0020, grad_norm: 1.4635 +2022-03-11 00:12:20,079 - davarocr - INFO - Epoch [30][215/541] lr: 2.041e-05, eta: 0:33:52, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0020, end_loss: 0.0000, loss: 0.0020, grad_norm: 1.4301 +2022-03-11 00:12:20,956 - davarocr - INFO - Epoch [30][220/541] lr: 2.041e-05, eta: 0:33:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0020, loss: 0.0032, grad_norm: 1.3481 +2022-03-11 00:12:21,841 - davarocr - INFO - Epoch [30][225/541] lr: 2.041e-05, eta: 0:33:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3349 +2022-03-11 00:12:22,727 - davarocr - INFO - Epoch [30][230/541] lr: 2.041e-05, eta: 0:33:49, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.3542 +2022-03-11 00:12:23,608 - davarocr - INFO - Epoch [30][235/541] lr: 2.041e-05, eta: 0:33:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.4052 +2022-03-11 00:12:24,496 - davarocr - INFO - Epoch [30][240/541] lr: 2.041e-05, eta: 0:33:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.3371 +2022-03-11 00:12:25,385 - davarocr - INFO - Epoch [30][245/541] lr: 2.041e-05, eta: 0:33:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3466 +2022-03-11 00:12:26,277 - davarocr - INFO - Epoch [30][250/541] lr: 2.041e-05, eta: 0:33:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3414 +2022-03-11 00:12:27,160 - davarocr - INFO - Epoch [30][255/541] lr: 2.041e-05, eta: 0:33:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3360 +2022-03-11 00:12:28,046 - davarocr - INFO - Epoch [30][260/541] lr: 2.041e-05, eta: 0:33:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0020, loss: 0.0029, grad_norm: 1.4325 +2022-03-11 00:12:28,922 - davarocr - INFO - Epoch [30][265/541] lr: 2.041e-05, eta: 0:33:42, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3384 +2022-03-11 00:12:29,812 - davarocr - INFO - Epoch [30][270/541] lr: 2.041e-05, eta: 0:33:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0003, loss: 0.0013, grad_norm: 1.5758 +2022-03-11 00:12:30,697 - davarocr - INFO - Epoch [30][275/541] lr: 2.041e-05, eta: 0:33:41, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0010, grad_norm: 1.3900 +2022-03-11 00:12:31,576 - davarocr - INFO - Epoch [30][280/541] lr: 2.041e-05, eta: 0:33:40, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0015, loss: 0.0025, grad_norm: 1.3849 +2022-03-11 00:12:32,464 - davarocr - INFO - Epoch [30][285/541] lr: 2.041e-05, eta: 0:33:39, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3559 +2022-03-11 00:12:33,355 - davarocr - INFO - Epoch [30][290/541] lr: 2.041e-05, eta: 0:33:38, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0021, loss: 0.0027, grad_norm: 1.4135 +2022-03-11 00:12:34,235 - davarocr - INFO - Epoch [30][295/541] lr: 2.041e-05, eta: 0:33:37, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3543 +2022-03-11 00:12:35,122 - davarocr - INFO - Epoch [30][300/541] lr: 2.041e-05, eta: 0:33:36, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3554 +2022-03-11 00:12:36,016 - davarocr - INFO - Epoch [30][305/541] lr: 2.041e-05, eta: 0:33:35, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0002, loss: 0.0014, grad_norm: 1.3851 +2022-03-11 00:12:36,894 - davarocr - INFO - Epoch [30][310/541] lr: 2.041e-05, eta: 0:33:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.3540 +2022-03-11 00:12:37,773 - davarocr - INFO - Epoch [30][315/541] lr: 2.041e-05, eta: 0:33:33, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.4049 +2022-03-11 00:12:38,655 - davarocr - INFO - Epoch [30][320/541] lr: 2.041e-05, eta: 0:33:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0045, loss: 0.0068, grad_norm: 1.8067 +2022-03-11 00:12:39,533 - davarocr - INFO - Epoch [30][325/541] lr: 2.041e-05, eta: 0:33:31, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3911 +2022-03-11 00:12:40,412 - davarocr - INFO - Epoch [30][330/541] lr: 2.041e-05, eta: 0:33:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0012, end_loss: 0.0011, loss: 0.0022, grad_norm: 1.3947 +2022-03-11 00:12:41,294 - davarocr - INFO - Epoch [30][335/541] lr: 2.041e-05, eta: 0:33:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.4002 +2022-03-11 00:12:42,175 - davarocr - INFO - Epoch [30][340/541] lr: 2.041e-05, eta: 0:33:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3885 +2022-03-11 00:12:43,049 - davarocr - INFO - Epoch [30][345/541] lr: 2.041e-05, eta: 0:33:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0018, loss: 0.0019, grad_norm: 1.4988 +2022-03-11 00:12:43,937 - davarocr - INFO - Epoch [30][350/541] lr: 2.041e-05, eta: 0:33:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.4357 +2022-03-11 00:12:44,827 - davarocr - INFO - Epoch [30][355/541] lr: 2.041e-05, eta: 0:33:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3757 +2022-03-11 00:12:45,716 - davarocr - INFO - Epoch [30][360/541] lr: 2.041e-05, eta: 0:33:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3775 +2022-03-11 00:12:46,624 - davarocr - INFO - Epoch [30][365/541] lr: 2.041e-05, eta: 0:33:24, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.3861 +2022-03-11 00:12:47,508 - davarocr - INFO - Epoch [30][370/541] lr: 2.041e-05, eta: 0:33:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0020, loss: 0.0021, grad_norm: 1.6265 +2022-03-11 00:12:48,396 - davarocr - INFO - Epoch [30][375/541] lr: 2.041e-05, eta: 0:33:22, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0011, grad_norm: 1.4357 +2022-03-11 00:12:49,273 - davarocr - INFO - Epoch [30][380/541] lr: 2.041e-05, eta: 0:33:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.4126 +2022-03-11 00:12:50,152 - davarocr - INFO - Epoch [30][385/541] lr: 2.041e-05, eta: 0:33:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.4100 +2022-03-11 00:12:51,040 - davarocr - INFO - Epoch [30][390/541] lr: 2.041e-05, eta: 0:33:19, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0014, grad_norm: 1.4508 +2022-03-11 00:12:51,933 - davarocr - INFO - Epoch [30][395/541] lr: 2.041e-05, eta: 0:33:18, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.4109 +2022-03-11 00:12:52,832 - davarocr - INFO - Epoch [30][400/541] lr: 2.041e-05, eta: 0:33:17, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0020, loss: 0.0039, grad_norm: 1.6097 +2022-03-11 00:12:53,711 - davarocr - INFO - Epoch [30][405/541] lr: 2.041e-05, eta: 0:33:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.4938 +2022-03-11 00:12:54,607 - davarocr - INFO - Epoch [30][410/541] lr: 2.041e-05, eta: 0:33:16, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 1.7245 +2022-03-11 00:12:55,501 - davarocr - INFO - Epoch [30][415/541] lr: 2.041e-05, eta: 0:33:15, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0019, loss: 0.0031, grad_norm: 1.5005 +2022-03-11 00:12:56,395 - davarocr - INFO - Epoch [30][420/541] lr: 2.041e-05, eta: 0:33:14, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0014, grad_norm: 1.5079 +2022-03-11 00:12:57,285 - davarocr - INFO - Epoch [30][425/541] lr: 2.041e-05, eta: 0:33:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.4629 +2022-03-11 00:12:58,170 - davarocr - INFO - Epoch [30][430/541] lr: 2.041e-05, eta: 0:33:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.4431 +2022-03-11 00:12:59,062 - davarocr - INFO - Epoch [30][435/541] lr: 2.041e-05, eta: 0:33:11, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.5554 +2022-03-11 00:12:59,951 - davarocr - INFO - Epoch [30][440/541] lr: 2.041e-05, eta: 0:33:10, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4358 +2022-03-11 00:13:00,851 - davarocr - INFO - Epoch [30][445/541] lr: 2.041e-05, eta: 0:33:09, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0010, loss: 0.0028, grad_norm: 1.4854 +2022-03-11 00:13:01,746 - davarocr - INFO - Epoch [30][450/541] lr: 2.041e-05, eta: 0:33:08, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4928 +2022-03-11 00:13:02,636 - davarocr - INFO - Epoch [30][455/541] lr: 2.041e-05, eta: 0:33:07, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0016, grad_norm: 1.9347 +2022-03-11 00:13:03,519 - davarocr - INFO - Epoch [30][460/541] lr: 2.041e-05, eta: 0:33:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5117 +2022-03-11 00:13:04,402 - davarocr - INFO - Epoch [30][465/541] lr: 2.041e-05, eta: 0:33:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.7076 +2022-03-11 00:13:05,277 - davarocr - INFO - Epoch [30][470/541] lr: 2.041e-05, eta: 0:33:04, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.7424 +2022-03-11 00:13:06,158 - davarocr - INFO - Epoch [30][475/541] lr: 2.041e-05, eta: 0:33:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4986 +2022-03-11 00:13:07,026 - davarocr - INFO - Epoch [30][480/541] lr: 2.041e-05, eta: 0:33:03, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4986 +2022-03-11 00:13:07,916 - davarocr - INFO - Epoch [30][485/541] lr: 2.041e-05, eta: 0:33:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.5125 +2022-03-11 00:13:08,806 - davarocr - INFO - Epoch [30][490/541] lr: 2.041e-05, eta: 0:33:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5043 +2022-03-11 00:13:09,682 - davarocr - INFO - Epoch [30][495/541] lr: 2.041e-05, eta: 0:33:00, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0001, loss: 0.0017, grad_norm: 1.6371 +2022-03-11 00:13:10,568 - davarocr - INFO - Epoch [30][500/541] lr: 2.041e-05, eta: 0:32:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4951 +2022-03-11 00:13:11,447 - davarocr - INFO - Epoch [30][505/541] lr: 2.041e-05, eta: 0:32:58, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5958 +2022-03-11 00:13:12,334 - davarocr - INFO - Epoch [30][510/541] lr: 2.041e-05, eta: 0:32:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.6440 +2022-03-11 00:13:13,229 - davarocr - INFO - Epoch [30][515/541] lr: 2.041e-05, eta: 0:32:56, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0028, end_loss: 0.0027, loss: 0.0055, grad_norm: 1.8229 +2022-03-11 00:13:14,124 - davarocr - INFO - Epoch [30][520/541] lr: 2.041e-05, eta: 0:32:55, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0016, grad_norm: 1.6485 +2022-03-11 00:13:14,999 - davarocr - INFO - Epoch [30][525/541] lr: 2.041e-05, eta: 0:32:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.6450 +2022-03-11 00:13:15,882 - davarocr - INFO - Epoch [30][530/541] lr: 2.041e-05, eta: 0:32:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.5212 +2022-03-11 00:13:16,780 - davarocr - INFO - Epoch [30][535/541] lr: 2.041e-05, eta: 0:32:52, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0016, end_loss: 0.0021, loss: 0.0037, grad_norm: 1.7723 +2022-03-11 00:13:17,665 - davarocr - INFO - Epoch [30][540/541] lr: 2.041e-05, eta: 0:32:51, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.7284 +2022-03-11 00:13:31,623 - davarocr - INFO - Now best checkpoint is epoch_30.pth. Best hmean is 0.9188132883282998 +2022-03-11 00:13:31,623 - davarocr - INFO - current_metric 0.9188132883282998 is much better than previous best_metric 0.9180211386446399, saving best model ! +2022-03-11 00:13:31,624 - davarocr - INFO - Saving checkpoint at epoch_30.pth +2022-03-11 00:13:33,403 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:13:33,404 - davarocr - INFO - Epoch(val) [30][541] LOC: {'precision': 0.9481161210623842, 'recall': 0.920263788968825, 'f1-score': 0.9339823547307575}, PER: {'precision': 0.9537892791127541, 'recall': 0.9573283858998145, 'f1-score': 0.9555555555555556}, MISC: {'precision': 0.8483063328424153, 'recall': 0.8205128205128205, 'f1-score': 0.834178131788559}, ORG: {'precision': 0.8957963291888692, 'recall': 0.9108970499698976, 'f1-score': 0.9032835820895523}, all: {'precision': 0.9219251336898395, 'recall': 0.9157223796033994, 'f1-score': 0.9188132883282998}, hmean: 0.9188 +2022-03-11 00:13:36,617 - davarocr - INFO - Epoch [31][5/541] lr: 2.000e-05, eta: 0:32:52, time: 0.641, data_time: 0.462, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5427 +2022-03-11 00:13:37,532 - davarocr - INFO - Epoch [31][10/541] lr: 2.000e-05, eta: 0:32:51, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.5394 +2022-03-11 00:13:38,431 - davarocr - INFO - Epoch [31][15/541] lr: 2.000e-05, eta: 0:32:50, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.5371 +2022-03-11 00:13:39,319 - davarocr - INFO - Epoch [31][20/541] lr: 2.000e-05, eta: 0:32:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5347 +2022-03-11 00:13:40,199 - davarocr - INFO - Epoch [31][25/541] lr: 2.000e-05, eta: 0:32:48, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5347 +2022-03-11 00:13:41,100 - davarocr - INFO - Epoch [31][30/541] lr: 2.000e-05, eta: 0:32:47, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0000, loss: 0.0025, grad_norm: 1.6168 +2022-03-11 00:13:41,980 - davarocr - INFO - Epoch [31][35/541] lr: 2.000e-05, eta: 0:32:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0021, loss: 0.0021, grad_norm: 1.5732 +2022-03-11 00:13:42,863 - davarocr - INFO - Epoch [31][40/541] lr: 2.000e-05, eta: 0:32:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5219 +2022-03-11 00:13:43,753 - davarocr - INFO - Epoch [31][45/541] lr: 2.000e-05, eta: 0:32:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.7157 +2022-03-11 00:13:44,647 - davarocr - INFO - Epoch [31][50/541] lr: 2.000e-05, eta: 0:32:43, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0017, grad_norm: 1.9110 +2022-03-11 00:13:45,539 - davarocr - INFO - Epoch [31][55/541] lr: 2.000e-05, eta: 0:32:42, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.5327 +2022-03-11 00:13:46,421 - davarocr - INFO - Epoch [31][60/541] lr: 2.000e-05, eta: 0:32:42, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5330 +2022-03-11 00:13:47,294 - davarocr - INFO - Epoch [31][65/541] lr: 2.000e-05, eta: 0:32:41, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0012, loss: 0.0024, grad_norm: 1.5476 +2022-03-11 00:13:48,187 - davarocr - INFO - Epoch [31][70/541] lr: 2.000e-05, eta: 0:32:40, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.5340 +2022-03-11 00:13:49,073 - davarocr - INFO - Epoch [31][75/541] lr: 2.000e-05, eta: 0:32:39, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.6055 +2022-03-11 00:13:49,961 - davarocr - INFO - Epoch [31][80/541] lr: 2.000e-05, eta: 0:32:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5319 +2022-03-11 00:13:50,847 - davarocr - INFO - Epoch [31][85/541] lr: 2.000e-05, eta: 0:32:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0017, loss: 0.0020, grad_norm: 2.2945 +2022-03-11 00:13:51,721 - davarocr - INFO - Epoch [31][90/541] lr: 2.000e-05, eta: 0:32:36, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0018, loss: 0.0036, grad_norm: 1.6249 +2022-03-11 00:13:52,611 - davarocr - INFO - Epoch [31][95/541] lr: 2.000e-05, eta: 0:32:35, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.6448 +2022-03-11 00:13:53,501 - davarocr - INFO - Epoch [31][100/541] lr: 2.000e-05, eta: 0:32:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.6140 +2022-03-11 00:13:54,381 - davarocr - INFO - Epoch [31][105/541] lr: 2.000e-05, eta: 0:32:33, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5683 +2022-03-11 00:13:55,270 - davarocr - INFO - Epoch [31][110/541] lr: 2.000e-05, eta: 0:32:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0022, loss: 0.0035, grad_norm: 1.6061 +2022-03-11 00:13:56,164 - davarocr - INFO - Epoch [31][115/541] lr: 2.000e-05, eta: 0:32:31, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6136 +2022-03-11 00:13:57,049 - davarocr - INFO - Epoch [31][120/541] lr: 2.000e-05, eta: 0:32:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0034, loss: 0.0054, grad_norm: 1.5955 +2022-03-11 00:13:57,931 - davarocr - INFO - Epoch [31][125/541] lr: 2.000e-05, eta: 0:32:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.5721 +2022-03-11 00:13:58,831 - davarocr - INFO - Epoch [31][130/541] lr: 2.000e-05, eta: 0:32:29, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5677 +2022-03-11 00:13:59,697 - davarocr - INFO - Epoch [31][135/541] lr: 2.000e-05, eta: 0:32:28, time: 0.173, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5673 +2022-03-11 00:14:00,587 - davarocr - INFO - Epoch [31][140/541] lr: 2.000e-05, eta: 0:32:27, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.5680 +2022-03-11 00:14:01,472 - davarocr - INFO - Epoch [31][145/541] lr: 2.000e-05, eta: 0:32:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5668 +2022-03-11 00:14:02,355 - davarocr - INFO - Epoch [31][150/541] lr: 2.000e-05, eta: 0:32:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.5787 +2022-03-11 00:14:03,240 - davarocr - INFO - Epoch [31][155/541] lr: 2.000e-05, eta: 0:32:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5682 +2022-03-11 00:14:04,125 - davarocr - INFO - Epoch [31][160/541] lr: 2.000e-05, eta: 0:32:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.7107 +2022-03-11 00:14:05,016 - davarocr - INFO - Epoch [31][165/541] lr: 2.000e-05, eta: 0:32:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5767 +2022-03-11 00:14:05,917 - davarocr - INFO - Epoch [31][170/541] lr: 2.000e-05, eta: 0:32:21, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6547 +2022-03-11 00:14:06,812 - davarocr - INFO - Epoch [31][175/541] lr: 2.000e-05, eta: 0:32:20, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5740 +2022-03-11 00:14:07,689 - davarocr - INFO - Epoch [31][180/541] lr: 2.000e-05, eta: 0:32:19, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0019, loss: 0.0026, grad_norm: 1.7402 +2022-03-11 00:14:08,564 - davarocr - INFO - Epoch [31][185/541] lr: 2.000e-05, eta: 0:32:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0012, loss: 0.0024, grad_norm: 1.6639 +2022-03-11 00:14:09,446 - davarocr - INFO - Epoch [31][190/541] lr: 2.000e-05, eta: 0:32:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.7309 +2022-03-11 00:14:10,334 - davarocr - INFO - Epoch [31][195/541] lr: 2.000e-05, eta: 0:32:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5645 +2022-03-11 00:14:11,211 - davarocr - INFO - Epoch [31][200/541] lr: 2.000e-05, eta: 0:32:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.5652 +2022-03-11 00:14:12,091 - davarocr - INFO - Epoch [31][205/541] lr: 2.000e-05, eta: 0:32:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0031, loss: 0.0032, grad_norm: 1.9203 +2022-03-11 00:14:12,982 - davarocr - INFO - Epoch [31][210/541] lr: 2.000e-05, eta: 0:32:14, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5967 +2022-03-11 00:14:13,899 - davarocr - INFO - Epoch [31][215/541] lr: 2.000e-05, eta: 0:32:13, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5959 +2022-03-11 00:14:14,815 - davarocr - INFO - Epoch [31][220/541] lr: 2.000e-05, eta: 0:32:12, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5952 +2022-03-11 00:14:15,718 - davarocr - INFO - Epoch [31][225/541] lr: 2.000e-05, eta: 0:32:11, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0024, loss: 0.0030, grad_norm: 1.7072 +2022-03-11 00:14:16,627 - davarocr - INFO - Epoch [31][230/541] lr: 2.000e-05, eta: 0:32:10, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.7639 +2022-03-11 00:14:17,538 - davarocr - INFO - Epoch [31][235/541] lr: 2.000e-05, eta: 0:32:09, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0004, loss: 0.0022, grad_norm: 1.6865 +2022-03-11 00:14:18,449 - davarocr - INFO - Epoch [31][240/541] lr: 2.000e-05, eta: 0:32:08, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.5896 +2022-03-11 00:14:19,360 - davarocr - INFO - Epoch [31][245/541] lr: 2.000e-05, eta: 0:32:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5901 +2022-03-11 00:14:20,263 - davarocr - INFO - Epoch [31][250/541] lr: 2.000e-05, eta: 0:32:06, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0012, grad_norm: 1.7828 +2022-03-11 00:14:21,177 - davarocr - INFO - Epoch [31][255/541] lr: 2.000e-05, eta: 0:32:05, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0024, loss: 0.0024, grad_norm: 1.7784 +2022-03-11 00:14:22,084 - davarocr - INFO - Epoch [31][260/541] lr: 2.000e-05, eta: 0:32:05, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.6927 +2022-03-11 00:14:22,992 - davarocr - INFO - Epoch [31][265/541] lr: 2.000e-05, eta: 0:32:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5943 +2022-03-11 00:14:23,907 - davarocr - INFO - Epoch [31][270/541] lr: 2.000e-05, eta: 0:32:03, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5942 +2022-03-11 00:14:24,816 - davarocr - INFO - Epoch [31][275/541] lr: 2.000e-05, eta: 0:32:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 1.6974 +2022-03-11 00:14:25,728 - davarocr - INFO - Epoch [31][280/541] lr: 2.000e-05, eta: 0:32:01, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0021, loss: 0.0021, grad_norm: 1.6150 +2022-03-11 00:14:26,647 - davarocr - INFO - Epoch [31][285/541] lr: 2.000e-05, eta: 0:32:00, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0020, loss: 0.0020, grad_norm: 1.6859 +2022-03-11 00:14:27,550 - davarocr - INFO - Epoch [31][290/541] lr: 2.000e-05, eta: 0:31:59, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5960 +2022-03-11 00:14:28,449 - davarocr - INFO - Epoch [31][295/541] lr: 2.000e-05, eta: 0:31:58, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5960 +2022-03-11 00:14:29,358 - davarocr - INFO - Epoch [31][300/541] lr: 2.000e-05, eta: 0:31:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6037 +2022-03-11 00:14:30,273 - davarocr - INFO - Epoch [31][305/541] lr: 2.000e-05, eta: 0:31:56, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.5944 +2022-03-11 00:14:31,175 - davarocr - INFO - Epoch [31][310/541] lr: 2.000e-05, eta: 0:31:55, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0012, loss: 0.0015, grad_norm: 1.7460 +2022-03-11 00:14:32,080 - davarocr - INFO - Epoch [31][315/541] lr: 2.000e-05, eta: 0:31:54, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.6463 +2022-03-11 00:14:32,984 - davarocr - INFO - Epoch [31][320/541] lr: 2.000e-05, eta: 0:31:54, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.6099 +2022-03-11 00:14:33,887 - davarocr - INFO - Epoch [31][325/541] lr: 2.000e-05, eta: 0:31:53, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6056 +2022-03-11 00:14:34,813 - davarocr - INFO - Epoch [31][330/541] lr: 2.000e-05, eta: 0:31:52, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6046 +2022-03-11 00:14:35,725 - davarocr - INFO - Epoch [31][335/541] lr: 2.000e-05, eta: 0:31:51, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 2.1575 +2022-03-11 00:14:36,639 - davarocr - INFO - Epoch [31][340/541] lr: 2.000e-05, eta: 0:31:50, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0009, loss: 0.0015, grad_norm: 1.6548 +2022-03-11 00:14:37,537 - davarocr - INFO - Epoch [31][345/541] lr: 2.000e-05, eta: 0:31:49, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0036, loss: 0.0038, grad_norm: 1.6990 +2022-03-11 00:14:38,448 - davarocr - INFO - Epoch [31][350/541] lr: 2.000e-05, eta: 0:31:48, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.7275 +2022-03-11 00:14:39,356 - davarocr - INFO - Epoch [31][355/541] lr: 2.000e-05, eta: 0:31:47, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.6538 +2022-03-11 00:14:40,267 - davarocr - INFO - Epoch [31][360/541] lr: 2.000e-05, eta: 0:31:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6520 +2022-03-11 00:14:41,167 - davarocr - INFO - Epoch [31][365/541] lr: 2.000e-05, eta: 0:31:45, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0003, loss: 0.0027, grad_norm: 1.9909 +2022-03-11 00:14:42,075 - davarocr - INFO - Epoch [31][370/541] lr: 2.000e-05, eta: 0:31:44, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0000, loss: 0.0019, grad_norm: 1.6598 +2022-03-11 00:14:42,982 - davarocr - INFO - Epoch [31][375/541] lr: 2.000e-05, eta: 0:31:44, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6527 +2022-03-11 00:14:43,899 - davarocr - INFO - Epoch [31][380/541] lr: 2.000e-05, eta: 0:31:43, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6525 +2022-03-11 00:14:44,805 - davarocr - INFO - Epoch [31][385/541] lr: 2.000e-05, eta: 0:31:42, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6519 +2022-03-11 00:14:45,705 - davarocr - INFO - Epoch [31][390/541] lr: 2.000e-05, eta: 0:31:41, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6517 +2022-03-11 00:14:46,602 - davarocr - INFO - Epoch [31][395/541] lr: 2.000e-05, eta: 0:31:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6516 +2022-03-11 00:14:47,493 - davarocr - INFO - Epoch [31][400/541] lr: 2.000e-05, eta: 0:31:39, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.6509 +2022-03-11 00:14:48,380 - davarocr - INFO - Epoch [31][405/541] lr: 2.000e-05, eta: 0:31:38, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6504 +2022-03-11 00:14:49,261 - davarocr - INFO - Epoch [31][410/541] lr: 2.000e-05, eta: 0:31:37, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6503 +2022-03-11 00:14:50,148 - davarocr - INFO - Epoch [31][415/541] lr: 2.000e-05, eta: 0:31:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6508 +2022-03-11 00:14:51,028 - davarocr - INFO - Epoch [31][420/541] lr: 2.000e-05, eta: 0:31:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6499 +2022-03-11 00:14:51,907 - davarocr - INFO - Epoch [31][425/541] lr: 2.000e-05, eta: 0:31:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6492 +2022-03-11 00:14:52,801 - davarocr - INFO - Epoch [31][430/541] lr: 2.000e-05, eta: 0:31:33, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 1.6642 +2022-03-11 00:14:53,679 - davarocr - INFO - Epoch [31][435/541] lr: 2.000e-05, eta: 0:31:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6516 +2022-03-11 00:14:54,564 - davarocr - INFO - Epoch [31][440/541] lr: 2.000e-05, eta: 0:31:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6552 +2022-03-11 00:14:55,438 - davarocr - INFO - Epoch [31][445/541] lr: 2.000e-05, eta: 0:31:31, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0051, loss: 0.0051, grad_norm: 1.6637 +2022-03-11 00:14:56,327 - davarocr - INFO - Epoch [31][450/541] lr: 2.000e-05, eta: 0:31:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6557 +2022-03-11 00:14:57,219 - davarocr - INFO - Epoch [31][455/541] lr: 2.000e-05, eta: 0:31:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6557 +2022-03-11 00:14:58,102 - davarocr - INFO - Epoch [31][460/541] lr: 2.000e-05, eta: 0:31:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6551 +2022-03-11 00:14:58,980 - davarocr - INFO - Epoch [31][465/541] lr: 2.000e-05, eta: 0:31:27, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6549 +2022-03-11 00:14:59,861 - davarocr - INFO - Epoch [31][470/541] lr: 2.000e-05, eta: 0:31:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6584 +2022-03-11 00:15:00,738 - davarocr - INFO - Epoch [31][475/541] lr: 2.000e-05, eta: 0:31:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6542 +2022-03-11 00:15:01,616 - davarocr - INFO - Epoch [31][480/541] lr: 2.000e-05, eta: 0:31:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6541 +2022-03-11 00:15:02,503 - davarocr - INFO - Epoch [31][485/541] lr: 2.000e-05, eta: 0:31:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6535 +2022-03-11 00:15:03,391 - davarocr - INFO - Epoch [31][490/541] lr: 2.000e-05, eta: 0:31:22, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6603 +2022-03-11 00:15:04,283 - davarocr - INFO - Epoch [31][495/541] lr: 2.000e-05, eta: 0:31:21, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0021, loss: 0.0032, grad_norm: 1.7220 +2022-03-11 00:15:05,160 - davarocr - INFO - Epoch [31][500/541] lr: 2.000e-05, eta: 0:31:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6569 +2022-03-11 00:15:06,037 - davarocr - INFO - Epoch [31][505/541] lr: 2.000e-05, eta: 0:31:19, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6523 +2022-03-11 00:15:06,925 - davarocr - INFO - Epoch [31][510/541] lr: 2.000e-05, eta: 0:31:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0013, grad_norm: 1.6579 +2022-03-11 00:15:07,817 - davarocr - INFO - Epoch [31][515/541] lr: 2.000e-05, eta: 0:31:18, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6499 +2022-03-11 00:15:08,723 - davarocr - INFO - Epoch [31][520/541] lr: 2.000e-05, eta: 0:31:17, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6525 +2022-03-11 00:15:09,603 - davarocr - INFO - Epoch [31][525/541] lr: 2.000e-05, eta: 0:31:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6504 +2022-03-11 00:15:10,485 - davarocr - INFO - Epoch [31][530/541] lr: 2.000e-05, eta: 0:31:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0044, loss: 0.0058, grad_norm: 1.6692 +2022-03-11 00:15:11,375 - davarocr - INFO - Epoch [31][535/541] lr: 2.000e-05, eta: 0:31:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6484 +2022-03-11 00:15:12,273 - davarocr - INFO - Epoch [31][540/541] lr: 2.000e-05, eta: 0:31:13, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6481 +2022-03-11 00:15:26,143 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:15:26,144 - davarocr - INFO - current_metric 0.9194952905633553 is much better than previous best_metric 0.9188132883282998, saving best model ! +2022-03-11 00:15:26,144 - davarocr - INFO - Saving checkpoint at epoch_31.pth +2022-03-11 00:15:28,033 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:15:28,034 - davarocr - INFO - Epoch(val) [31][541] LOC: {'precision': 0.9337349397590361, 'recall': 0.9292565947242206, 'f1-score': 0.9314903846153845}, PER: {'precision': 0.9582294264339152, 'recall': 0.9505256648113791, 'f1-score': 0.9543619993790748}, MISC: {'precision': 0.8626292466765141, 'recall': 0.8319088319088319, 'f1-score': 0.8469905728788978}, ORG: {'precision': 0.9027027027027027, 'recall': 0.9048765803732691, 'f1-score': 0.9037883343355382}, all: {'precision': 0.9229397074562968, 'recall': 0.9160764872521246, 'f1-score': 0.9194952905633553}, hmean: 0.9195 +2022-03-11 00:15:31,228 - davarocr - INFO - Epoch [32][5/541] lr: 1.961e-05, eta: 0:31:13, time: 0.637, data_time: 0.462, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6481 +2022-03-11 00:15:32,109 - davarocr - INFO - Epoch [32][10/541] lr: 1.961e-05, eta: 0:31:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6480 +2022-03-11 00:15:32,986 - davarocr - INFO - Epoch [32][15/541] lr: 1.961e-05, eta: 0:31:11, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6480 +2022-03-11 00:15:33,869 - davarocr - INFO - Epoch [32][20/541] lr: 1.961e-05, eta: 0:31:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6565 +2022-03-11 00:15:34,764 - davarocr - INFO - Epoch [32][25/541] lr: 1.961e-05, eta: 0:31:09, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6480 +2022-03-11 00:15:35,648 - davarocr - INFO - Epoch [32][30/541] lr: 1.961e-05, eta: 0:31:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6468 +2022-03-11 00:15:36,550 - davarocr - INFO - Epoch [32][35/541] lr: 1.961e-05, eta: 0:31:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6466 +2022-03-11 00:15:37,435 - davarocr - INFO - Epoch [32][40/541] lr: 1.961e-05, eta: 0:31:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6467 +2022-03-11 00:15:38,332 - davarocr - INFO - Epoch [32][45/541] lr: 1.961e-05, eta: 0:31:06, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6458 +2022-03-11 00:15:39,232 - davarocr - INFO - Epoch [32][50/541] lr: 1.961e-05, eta: 0:31:05, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6460 +2022-03-11 00:15:40,119 - davarocr - INFO - Epoch [32][55/541] lr: 1.961e-05, eta: 0:31:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6456 +2022-03-11 00:15:41,005 - davarocr - INFO - Epoch [32][60/541] lr: 1.961e-05, eta: 0:31:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.6475 +2022-03-11 00:15:41,876 - davarocr - INFO - Epoch [32][65/541] lr: 1.961e-05, eta: 0:31:02, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6453 +2022-03-11 00:15:42,756 - davarocr - INFO - Epoch [32][70/541] lr: 1.961e-05, eta: 0:31:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.6458 +2022-03-11 00:15:43,635 - davarocr - INFO - Epoch [32][75/541] lr: 1.961e-05, eta: 0:31:00, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6445 +2022-03-11 00:15:44,511 - davarocr - INFO - Epoch [32][80/541] lr: 1.961e-05, eta: 0:30:59, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6445 +2022-03-11 00:15:45,409 - davarocr - INFO - Epoch [32][85/541] lr: 1.961e-05, eta: 0:30:58, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6444 +2022-03-11 00:15:46,300 - davarocr - INFO - Epoch [32][90/541] lr: 1.961e-05, eta: 0:30:57, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.6588 +2022-03-11 00:15:47,196 - davarocr - INFO - Epoch [32][95/541] lr: 1.961e-05, eta: 0:30:56, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6480 +2022-03-11 00:15:48,079 - davarocr - INFO - Epoch [32][100/541] lr: 1.961e-05, eta: 0:30:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6473 +2022-03-11 00:15:48,962 - davarocr - INFO - Epoch [32][105/541] lr: 1.961e-05, eta: 0:30:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6475 +2022-03-11 00:15:49,847 - davarocr - INFO - Epoch [32][110/541] lr: 1.961e-05, eta: 0:30:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6468 +2022-03-11 00:15:50,731 - davarocr - INFO - Epoch [32][115/541] lr: 1.961e-05, eta: 0:30:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6482 +2022-03-11 00:15:51,620 - davarocr - INFO - Epoch [32][120/541] lr: 1.961e-05, eta: 0:30:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6465 +2022-03-11 00:15:52,501 - davarocr - INFO - Epoch [32][125/541] lr: 1.961e-05, eta: 0:30:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.7974 +2022-03-11 00:15:53,388 - davarocr - INFO - Epoch [32][130/541] lr: 1.961e-05, eta: 0:30:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0000, loss: 0.0025, grad_norm: 1.6495 +2022-03-11 00:15:54,268 - davarocr - INFO - Epoch [32][135/541] lr: 1.961e-05, eta: 0:30:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0016, loss: 0.0020, grad_norm: 1.9615 +2022-03-11 00:15:55,143 - davarocr - INFO - Epoch [32][140/541] lr: 1.961e-05, eta: 0:30:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.6521 +2022-03-11 00:15:56,030 - davarocr - INFO - Epoch [32][145/541] lr: 1.961e-05, eta: 0:30:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6733 +2022-03-11 00:15:56,914 - davarocr - INFO - Epoch [32][150/541] lr: 1.961e-05, eta: 0:30:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.6861 +2022-03-11 00:15:57,802 - davarocr - INFO - Epoch [32][155/541] lr: 1.961e-05, eta: 0:30:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.7492 +2022-03-11 00:15:58,678 - davarocr - INFO - Epoch [32][160/541] lr: 1.961e-05, eta: 0:30:44, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0012, loss: 0.0031, grad_norm: 1.7020 +2022-03-11 00:15:59,557 - davarocr - INFO - Epoch [32][165/541] lr: 1.961e-05, eta: 0:30:43, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6517 +2022-03-11 00:16:00,438 - davarocr - INFO - Epoch [32][170/541] lr: 1.961e-05, eta: 0:30:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6516 +2022-03-11 00:16:01,311 - davarocr - INFO - Epoch [32][175/541] lr: 1.961e-05, eta: 0:30:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6555 +2022-03-11 00:16:02,193 - davarocr - INFO - Epoch [32][180/541] lr: 1.961e-05, eta: 0:30:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.6520 +2022-03-11 00:16:03,072 - davarocr - INFO - Epoch [32][185/541] lr: 1.961e-05, eta: 0:30:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6544 +2022-03-11 00:16:03,961 - davarocr - INFO - Epoch [32][190/541] lr: 1.961e-05, eta: 0:30:39, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.6905 +2022-03-11 00:16:04,838 - davarocr - INFO - Epoch [32][195/541] lr: 1.961e-05, eta: 0:30:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.6521 +2022-03-11 00:16:05,736 - davarocr - INFO - Epoch [32][200/541] lr: 1.961e-05, eta: 0:30:37, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.6541 +2022-03-11 00:16:06,624 - davarocr - INFO - Epoch [32][205/541] lr: 1.961e-05, eta: 0:30:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6476 +2022-03-11 00:16:07,521 - davarocr - INFO - Epoch [32][210/541] lr: 1.961e-05, eta: 0:30:35, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.7503 +2022-03-11 00:16:08,402 - davarocr - INFO - Epoch [32][215/541] lr: 1.961e-05, eta: 0:30:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 2.3168 +2022-03-11 00:16:09,275 - davarocr - INFO - Epoch [32][220/541] lr: 1.961e-05, eta: 0:30:33, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6974 +2022-03-11 00:16:10,148 - davarocr - INFO - Epoch [32][225/541] lr: 1.961e-05, eta: 0:30:32, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7044 +2022-03-11 00:16:11,034 - davarocr - INFO - Epoch [32][230/541] lr: 1.961e-05, eta: 0:30:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6981 +2022-03-11 00:16:11,922 - davarocr - INFO - Epoch [32][235/541] lr: 1.961e-05, eta: 0:30:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.7646 +2022-03-11 00:16:12,804 - davarocr - INFO - Epoch [32][240/541] lr: 1.961e-05, eta: 0:30:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.7015 +2022-03-11 00:16:13,698 - davarocr - INFO - Epoch [32][245/541] lr: 1.961e-05, eta: 0:30:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.7014 +2022-03-11 00:16:14,579 - davarocr - INFO - Epoch [32][250/541] lr: 1.961e-05, eta: 0:30:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.7018 +2022-03-11 00:16:15,463 - davarocr - INFO - Epoch [32][255/541] lr: 1.961e-05, eta: 0:30:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.7728 +2022-03-11 00:16:16,352 - davarocr - INFO - Epoch [32][260/541] lr: 1.961e-05, eta: 0:30:26, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.7540 +2022-03-11 00:16:17,234 - davarocr - INFO - Epoch [32][265/541] lr: 1.961e-05, eta: 0:30:25, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0052, loss: 0.0052, grad_norm: 1.7103 +2022-03-11 00:16:18,116 - davarocr - INFO - Epoch [32][270/541] lr: 1.961e-05, eta: 0:30:24, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0008, grad_norm: 5.1963 +2022-03-11 00:16:19,002 - davarocr - INFO - Epoch [32][275/541] lr: 1.961e-05, eta: 0:30:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.6360 +2022-03-11 00:16:19,882 - davarocr - INFO - Epoch [32][280/541] lr: 1.961e-05, eta: 0:30:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0011, grad_norm: 0.9964 +2022-03-11 00:16:20,759 - davarocr - INFO - Epoch [32][285/541] lr: 1.961e-05, eta: 0:30:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0009, grad_norm: 0.8994 +2022-03-11 00:16:21,637 - davarocr - INFO - Epoch [32][290/541] lr: 1.961e-05, eta: 0:30:20, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.6949 +2022-03-11 00:16:22,513 - davarocr - INFO - Epoch [32][295/541] lr: 1.961e-05, eta: 0:30:19, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6519 +2022-03-11 00:16:23,416 - davarocr - INFO - Epoch [32][300/541] lr: 1.961e-05, eta: 0:30:18, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.7135 +2022-03-11 00:16:24,320 - davarocr - INFO - Epoch [32][305/541] lr: 1.961e-05, eta: 0:30:17, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0015, grad_norm: 0.6514 +2022-03-11 00:16:25,244 - davarocr - INFO - Epoch [32][310/541] lr: 1.961e-05, eta: 0:30:17, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0008, loss: 0.0022, grad_norm: 0.6830 +2022-03-11 00:16:26,152 - davarocr - INFO - Epoch [32][315/541] lr: 1.961e-05, eta: 0:30:16, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6465 +2022-03-11 00:16:27,068 - davarocr - INFO - Epoch [32][320/541] lr: 1.961e-05, eta: 0:30:15, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6428 +2022-03-11 00:16:27,976 - davarocr - INFO - Epoch [32][325/541] lr: 1.961e-05, eta: 0:30:14, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 0.8787 +2022-03-11 00:16:28,898 - davarocr - INFO - Epoch [32][330/541] lr: 1.961e-05, eta: 0:30:13, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6513 +2022-03-11 00:16:29,810 - davarocr - INFO - Epoch [32][335/541] lr: 1.961e-05, eta: 0:30:12, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6423 +2022-03-11 00:16:30,726 - davarocr - INFO - Epoch [32][340/541] lr: 1.961e-05, eta: 0:30:11, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0021, loss: 0.0036, grad_norm: 1.1418 +2022-03-11 00:16:31,636 - davarocr - INFO - Epoch [32][345/541] lr: 1.961e-05, eta: 0:30:10, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7028 +2022-03-11 00:16:32,557 - davarocr - INFO - Epoch [32][350/541] lr: 1.961e-05, eta: 0:30:09, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0046, loss: 0.0061, grad_norm: 1.4016 +2022-03-11 00:16:33,467 - davarocr - INFO - Epoch [32][355/541] lr: 1.961e-05, eta: 0:30:08, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0032, loss: 0.0032, grad_norm: 1.9017 +2022-03-11 00:16:34,381 - davarocr - INFO - Epoch [32][360/541] lr: 1.961e-05, eta: 0:30:07, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6606 +2022-03-11 00:16:35,269 - davarocr - INFO - Epoch [32][365/541] lr: 1.961e-05, eta: 0:30:07, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0009, grad_norm: 0.6610 +2022-03-11 00:16:36,162 - davarocr - INFO - Epoch [32][370/541] lr: 1.961e-05, eta: 0:30:06, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.6595 +2022-03-11 00:16:37,046 - davarocr - INFO - Epoch [32][375/541] lr: 1.961e-05, eta: 0:30:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0005, loss: 0.0019, grad_norm: 0.7282 +2022-03-11 00:16:37,931 - davarocr - INFO - Epoch [32][380/541] lr: 1.961e-05, eta: 0:30:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0011, grad_norm: 0.8081 +2022-03-11 00:16:38,810 - davarocr - INFO - Epoch [32][385/541] lr: 1.961e-05, eta: 0:30:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 0.8451 +2022-03-11 00:16:39,692 - davarocr - INFO - Epoch [32][390/541] lr: 1.961e-05, eta: 0:30:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.6872 +2022-03-11 00:16:40,570 - davarocr - INFO - Epoch [32][395/541] lr: 1.961e-05, eta: 0:30:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0001, loss: 0.0016, grad_norm: 0.8553 +2022-03-11 00:16:41,461 - davarocr - INFO - Epoch [32][400/541] lr: 1.961e-05, eta: 0:30:00, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6807 +2022-03-11 00:16:42,340 - davarocr - INFO - Epoch [32][405/541] lr: 1.961e-05, eta: 0:29:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6806 +2022-03-11 00:16:43,232 - davarocr - INFO - Epoch [32][410/541] lr: 1.961e-05, eta: 0:29:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 0.8574 +2022-03-11 00:16:44,115 - davarocr - INFO - Epoch [32][415/541] lr: 1.961e-05, eta: 0:29:57, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6911 +2022-03-11 00:16:44,997 - davarocr - INFO - Epoch [32][420/541] lr: 1.961e-05, eta: 0:29:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.8922 +2022-03-11 00:16:45,876 - davarocr - INFO - Epoch [32][425/541] lr: 1.961e-05, eta: 0:29:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7167 +2022-03-11 00:16:46,761 - davarocr - INFO - Epoch [32][430/541] lr: 1.961e-05, eta: 0:29:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0010, grad_norm: 0.8042 +2022-03-11 00:16:47,643 - davarocr - INFO - Epoch [32][435/541] lr: 1.961e-05, eta: 0:29:54, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0024, end_loss: 0.0000, loss: 0.0024, grad_norm: 1.0390 +2022-03-11 00:16:48,526 - davarocr - INFO - Epoch [32][440/541] lr: 1.961e-05, eta: 0:29:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0027, loss: 0.0031, grad_norm: 0.8215 +2022-03-11 00:16:49,413 - davarocr - INFO - Epoch [32][445/541] lr: 1.961e-05, eta: 0:29:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.3942 +2022-03-11 00:16:50,299 - davarocr - INFO - Epoch [32][450/541] lr: 1.961e-05, eta: 0:29:51, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.8600 +2022-03-11 00:16:51,189 - davarocr - INFO - Epoch [32][455/541] lr: 1.961e-05, eta: 0:29:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0021, loss: 0.0042, grad_norm: 1.1110 +2022-03-11 00:16:52,081 - davarocr - INFO - Epoch [32][460/541] lr: 1.961e-05, eta: 0:29:49, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0016, end_loss: 0.0031, loss: 0.0047, grad_norm: 0.9928 +2022-03-11 00:16:52,964 - davarocr - INFO - Epoch [32][465/541] lr: 1.961e-05, eta: 0:29:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 0.8496 +2022-03-11 00:16:53,840 - davarocr - INFO - Epoch [32][470/541] lr: 1.961e-05, eta: 0:29:47, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8410 +2022-03-11 00:16:54,732 - davarocr - INFO - Epoch [32][475/541] lr: 1.961e-05, eta: 0:29:46, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8405 +2022-03-11 00:16:55,619 - davarocr - INFO - Epoch [32][480/541] lr: 1.961e-05, eta: 0:29:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8383 +2022-03-11 00:16:56,501 - davarocr - INFO - Epoch [32][485/541] lr: 1.961e-05, eta: 0:29:44, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0009, grad_norm: 0.8930 +2022-03-11 00:16:57,382 - davarocr - INFO - Epoch [32][490/541] lr: 1.961e-05, eta: 0:29:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8377 +2022-03-11 00:16:58,263 - davarocr - INFO - Epoch [32][495/541] lr: 1.961e-05, eta: 0:29:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.8432 +2022-03-11 00:16:59,143 - davarocr - INFO - Epoch [32][500/541] lr: 1.961e-05, eta: 0:29:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0028, loss: 0.0029, grad_norm: 1.0208 +2022-03-11 00:17:00,020 - davarocr - INFO - Epoch [32][505/541] lr: 1.961e-05, eta: 0:29:41, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8262 +2022-03-11 00:17:00,901 - davarocr - INFO - Epoch [32][510/541] lr: 1.961e-05, eta: 0:29:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.0844 +2022-03-11 00:17:01,786 - davarocr - INFO - Epoch [32][515/541] lr: 1.961e-05, eta: 0:29:39, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8442 +2022-03-11 00:17:02,665 - davarocr - INFO - Epoch [32][520/541] lr: 1.961e-05, eta: 0:29:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8422 +2022-03-11 00:17:03,546 - davarocr - INFO - Epoch [32][525/541] lr: 1.961e-05, eta: 0:29:37, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8416 +2022-03-11 00:17:04,434 - davarocr - INFO - Epoch [32][530/541] lr: 1.961e-05, eta: 0:29:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.8668 +2022-03-11 00:17:05,317 - davarocr - INFO - Epoch [32][535/541] lr: 1.961e-05, eta: 0:29:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9398 +2022-03-11 00:17:06,202 - davarocr - INFO - Epoch [32][540/541] lr: 1.961e-05, eta: 0:29:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8473 +2022-03-11 00:17:20,382 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:17:20,383 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:17:20,383 - davarocr - INFO - Epoch(val) [32][541] LOC: {'precision': 0.9477886977886978, 'recall': 0.9250599520383693, 'f1-score': 0.9362864077669903}, PER: {'precision': 0.9358513189448441, 'recall': 0.9653679653679653, 'f1-score': 0.9503805175038051}, MISC: {'precision': 0.863905325443787, 'recall': 0.8319088319088319, 'f1-score': 0.8476052249637155}, ORG: {'precision': 0.9117828500925355, 'recall': 0.8898254063816978, 'f1-score': 0.9006703229737965}, all: {'precision': 0.9236545682102628, 'recall': 0.9146600566572238, 'f1-score': 0.9191353082465973}, hmean: 0.9191 +2022-03-11 00:17:23,768 - davarocr - INFO - Epoch [33][5/541] lr: 1.923e-05, eta: 0:29:34, time: 0.675, data_time: 0.489, memory: 5192, start_loss: 0.0000, end_loss: 0.0033, loss: 0.0033, grad_norm: 1.0985 +2022-03-11 00:17:24,651 - davarocr - INFO - Epoch [33][10/541] lr: 1.923e-05, eta: 0:29:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0012, grad_norm: 1.2005 +2022-03-11 00:17:25,541 - davarocr - INFO - Epoch [33][15/541] lr: 1.923e-05, eta: 0:29:32, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8692 +2022-03-11 00:17:26,429 - davarocr - INFO - Epoch [33][20/541] lr: 1.923e-05, eta: 0:29:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8680 +2022-03-11 00:17:27,314 - davarocr - INFO - Epoch [33][25/541] lr: 1.923e-05, eta: 0:29:31, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8707 +2022-03-11 00:17:28,200 - davarocr - INFO - Epoch [33][30/541] lr: 1.923e-05, eta: 0:29:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0023, loss: 0.0037, grad_norm: 1.0119 +2022-03-11 00:17:29,083 - davarocr - INFO - Epoch [33][35/541] lr: 1.923e-05, eta: 0:29:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0020, loss: 0.0037, grad_norm: 1.4112 +2022-03-11 00:17:29,979 - davarocr - INFO - Epoch [33][40/541] lr: 1.923e-05, eta: 0:29:28, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9110 +2022-03-11 00:17:30,862 - davarocr - INFO - Epoch [33][45/541] lr: 1.923e-05, eta: 0:29:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8958 +2022-03-11 00:17:31,749 - davarocr - INFO - Epoch [33][50/541] lr: 1.923e-05, eta: 0:29:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.9140 +2022-03-11 00:17:32,626 - davarocr - INFO - Epoch [33][55/541] lr: 1.923e-05, eta: 0:29:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8908 +2022-03-11 00:17:33,500 - davarocr - INFO - Epoch [33][60/541] lr: 1.923e-05, eta: 0:29:24, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9019 +2022-03-11 00:17:34,388 - davarocr - INFO - Epoch [33][65/541] lr: 1.923e-05, eta: 0:29:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8884 +2022-03-11 00:17:35,273 - davarocr - INFO - Epoch [33][70/541] lr: 1.923e-05, eta: 0:29:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0032, loss: 0.0032, grad_norm: 0.9018 +2022-03-11 00:17:36,158 - davarocr - INFO - Epoch [33][75/541] lr: 1.923e-05, eta: 0:29:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8902 +2022-03-11 00:17:37,065 - davarocr - INFO - Epoch [33][80/541] lr: 1.923e-05, eta: 0:29:20, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8895 +2022-03-11 00:17:37,950 - davarocr - INFO - Epoch [33][85/541] lr: 1.923e-05, eta: 0:29:20, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8886 +2022-03-11 00:17:38,841 - davarocr - INFO - Epoch [33][90/541] lr: 1.923e-05, eta: 0:29:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8893 +2022-03-11 00:17:39,723 - davarocr - INFO - Epoch [33][95/541] lr: 1.923e-05, eta: 0:29:18, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8915 +2022-03-11 00:17:40,605 - davarocr - INFO - Epoch [33][100/541] lr: 1.923e-05, eta: 0:29:17, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8895 +2022-03-11 00:17:41,491 - davarocr - INFO - Epoch [33][105/541] lr: 1.923e-05, eta: 0:29:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.0739 +2022-03-11 00:17:42,369 - davarocr - INFO - Epoch [33][110/541] lr: 1.923e-05, eta: 0:29:15, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0018, grad_norm: 0.9605 +2022-03-11 00:17:43,269 - davarocr - INFO - Epoch [33][115/541] lr: 1.923e-05, eta: 0:29:14, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9050 +2022-03-11 00:17:44,154 - davarocr - INFO - Epoch [33][120/541] lr: 1.923e-05, eta: 0:29:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0071, end_loss: 0.0058, loss: 0.0129, grad_norm: 0.9619 +2022-03-11 00:17:45,039 - davarocr - INFO - Epoch [33][125/541] lr: 1.923e-05, eta: 0:29:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 0.9148 +2022-03-11 00:17:45,912 - davarocr - INFO - Epoch [33][130/541] lr: 1.923e-05, eta: 0:29:11, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9021 +2022-03-11 00:17:46,802 - davarocr - INFO - Epoch [33][135/541] lr: 1.923e-05, eta: 0:29:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.1803 +2022-03-11 00:17:47,681 - davarocr - INFO - Epoch [33][140/541] lr: 1.923e-05, eta: 0:29:09, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9254 +2022-03-11 00:17:48,570 - davarocr - INFO - Epoch [33][145/541] lr: 1.923e-05, eta: 0:29:08, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 0.9983 +2022-03-11 00:17:49,449 - davarocr - INFO - Epoch [33][150/541] lr: 1.923e-05, eta: 0:29:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9326 +2022-03-11 00:17:50,321 - davarocr - INFO - Epoch [33][155/541] lr: 1.923e-05, eta: 0:29:07, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9326 +2022-03-11 00:17:51,207 - davarocr - INFO - Epoch [33][160/541] lr: 1.923e-05, eta: 0:29:06, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9325 +2022-03-11 00:17:52,082 - davarocr - INFO - Epoch [33][165/541] lr: 1.923e-05, eta: 0:29:05, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9324 +2022-03-11 00:17:52,969 - davarocr - INFO - Epoch [33][170/541] lr: 1.923e-05, eta: 0:29:04, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9404 +2022-03-11 00:17:53,852 - davarocr - INFO - Epoch [33][175/541] lr: 1.923e-05, eta: 0:29:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0016, loss: 0.0034, grad_norm: 1.1011 +2022-03-11 00:17:54,751 - davarocr - INFO - Epoch [33][180/541] lr: 1.923e-05, eta: 0:29:02, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9279 +2022-03-11 00:17:55,643 - davarocr - INFO - Epoch [33][185/541] lr: 1.923e-05, eta: 0:29:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9278 +2022-03-11 00:17:56,525 - davarocr - INFO - Epoch [33][190/541] lr: 1.923e-05, eta: 0:29:00, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0020, loss: 0.0021, grad_norm: 1.1563 +2022-03-11 00:17:57,412 - davarocr - INFO - Epoch [33][195/541] lr: 1.923e-05, eta: 0:28:59, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9396 +2022-03-11 00:17:58,306 - davarocr - INFO - Epoch [33][200/541] lr: 1.923e-05, eta: 0:28:58, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9385 +2022-03-11 00:17:59,188 - davarocr - INFO - Epoch [33][205/541] lr: 1.923e-05, eta: 0:28:57, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.9459 +2022-03-11 00:18:00,079 - davarocr - INFO - Epoch [33][210/541] lr: 1.923e-05, eta: 0:28:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9480 +2022-03-11 00:18:00,958 - davarocr - INFO - Epoch [33][215/541] lr: 1.923e-05, eta: 0:28:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.2158 +2022-03-11 00:18:01,848 - davarocr - INFO - Epoch [33][220/541] lr: 1.923e-05, eta: 0:28:55, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9613 +2022-03-11 00:18:02,735 - davarocr - INFO - Epoch [33][225/541] lr: 1.923e-05, eta: 0:28:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9613 +2022-03-11 00:18:03,617 - davarocr - INFO - Epoch [33][230/541] lr: 1.923e-05, eta: 0:28:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.2141 +2022-03-11 00:18:04,496 - davarocr - INFO - Epoch [33][235/541] lr: 1.923e-05, eta: 0:28:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0453 +2022-03-11 00:18:05,381 - davarocr - INFO - Epoch [33][240/541] lr: 1.923e-05, eta: 0:28:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0006, loss: 0.0026, grad_norm: 1.3062 +2022-03-11 00:18:06,274 - davarocr - INFO - Epoch [33][245/541] lr: 1.923e-05, eta: 0:28:50, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0121 +2022-03-11 00:18:07,159 - davarocr - INFO - Epoch [33][250/541] lr: 1.923e-05, eta: 0:28:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0119 +2022-03-11 00:18:08,043 - davarocr - INFO - Epoch [33][255/541] lr: 1.923e-05, eta: 0:28:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0640 +2022-03-11 00:18:08,920 - davarocr - INFO - Epoch [33][260/541] lr: 1.923e-05, eta: 0:28:47, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0036, end_loss: 0.0030, loss: 0.0066, grad_norm: 1.3981 +2022-03-11 00:18:09,814 - davarocr - INFO - Epoch [33][265/541] lr: 1.923e-05, eta: 0:28:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0020, loss: 0.0036, grad_norm: 1.0383 +2022-03-11 00:18:10,698 - davarocr - INFO - Epoch [33][270/541] lr: 1.923e-05, eta: 0:28:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.0855 +2022-03-11 00:18:11,584 - davarocr - INFO - Epoch [33][275/541] lr: 1.923e-05, eta: 0:28:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9990 +2022-03-11 00:18:12,494 - davarocr - INFO - Epoch [33][280/541] lr: 1.923e-05, eta: 0:28:43, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 1.2950 +2022-03-11 00:18:13,379 - davarocr - INFO - Epoch [33][285/541] lr: 1.923e-05, eta: 0:28:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0007, loss: 0.0020, grad_norm: 1.2249 +2022-03-11 00:18:14,271 - davarocr - INFO - Epoch [33][290/541] lr: 1.923e-05, eta: 0:28:42, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0004, loss: 0.0016, grad_norm: 1.1344 +2022-03-11 00:18:15,161 - davarocr - INFO - Epoch [33][295/541] lr: 1.923e-05, eta: 0:28:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0361 +2022-03-11 00:18:16,057 - davarocr - INFO - Epoch [33][300/541] lr: 1.923e-05, eta: 0:28:40, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0359 +2022-03-11 00:18:16,952 - davarocr - INFO - Epoch [33][305/541] lr: 1.923e-05, eta: 0:28:39, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.0407 +2022-03-11 00:18:17,848 - davarocr - INFO - Epoch [33][310/541] lr: 1.923e-05, eta: 0:28:38, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0372 +2022-03-11 00:18:18,745 - davarocr - INFO - Epoch [33][315/541] lr: 1.923e-05, eta: 0:28:37, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0535 +2022-03-11 00:18:19,642 - davarocr - INFO - Epoch [33][320/541] lr: 1.923e-05, eta: 0:28:36, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0350 +2022-03-11 00:18:20,535 - davarocr - INFO - Epoch [33][325/541] lr: 1.923e-05, eta: 0:28:35, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0008, loss: 0.0028, grad_norm: 1.0412 +2022-03-11 00:18:21,432 - davarocr - INFO - Epoch [33][330/541] lr: 1.923e-05, eta: 0:28:34, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.0352 +2022-03-11 00:18:22,332 - davarocr - INFO - Epoch [33][335/541] lr: 1.923e-05, eta: 0:28:33, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.0338 +2022-03-11 00:18:23,241 - davarocr - INFO - Epoch [33][340/541] lr: 1.923e-05, eta: 0:28:32, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0010, loss: 0.0014, grad_norm: 1.2153 +2022-03-11 00:18:24,125 - davarocr - INFO - Epoch [33][345/541] lr: 1.923e-05, eta: 0:28:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0013, grad_norm: 1.0439 +2022-03-11 00:18:25,012 - davarocr - INFO - Epoch [33][350/541] lr: 1.923e-05, eta: 0:28:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0019, loss: 0.0021, grad_norm: 1.0852 +2022-03-11 00:18:25,893 - davarocr - INFO - Epoch [33][355/541] lr: 1.923e-05, eta: 0:28:30, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0068, loss: 0.0070, grad_norm: 1.1441 +2022-03-11 00:18:26,780 - davarocr - INFO - Epoch [33][360/541] lr: 1.923e-05, eta: 0:28:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0701 +2022-03-11 00:18:27,652 - davarocr - INFO - Epoch [33][365/541] lr: 1.923e-05, eta: 0:28:28, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0031, loss: 0.0041, grad_norm: 1.3182 +2022-03-11 00:18:28,540 - davarocr - INFO - Epoch [33][370/541] lr: 1.923e-05, eta: 0:28:27, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0073, end_loss: 0.0045, loss: 0.0118, grad_norm: 1.5311 +2022-03-11 00:18:29,421 - davarocr - INFO - Epoch [33][375/541] lr: 1.923e-05, eta: 0:28:26, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0020, loss: 0.0043, grad_norm: 1.3577 +2022-03-11 00:18:30,305 - davarocr - INFO - Epoch [33][380/541] lr: 1.923e-05, eta: 0:28:25, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.2265 +2022-03-11 00:18:31,177 - davarocr - INFO - Epoch [33][385/541] lr: 1.923e-05, eta: 0:28:24, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0019, loss: 0.0044, grad_norm: 1.1432 +2022-03-11 00:18:32,062 - davarocr - INFO - Epoch [33][390/541] lr: 1.923e-05, eta: 0:28:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.1061 +2022-03-11 00:18:32,974 - davarocr - INFO - Epoch [33][395/541] lr: 1.923e-05, eta: 0:28:22, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0023, loss: 0.0040, grad_norm: 1.2371 +2022-03-11 00:18:33,887 - davarocr - INFO - Epoch [33][400/541] lr: 1.923e-05, eta: 0:28:21, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0030, loss: 0.0038, grad_norm: 1.4329 +2022-03-11 00:18:34,798 - davarocr - INFO - Epoch [33][405/541] lr: 1.923e-05, eta: 0:28:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.1205 +2022-03-11 00:18:35,713 - davarocr - INFO - Epoch [33][410/541] lr: 1.923e-05, eta: 0:28:19, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.0993 +2022-03-11 00:18:36,617 - davarocr - INFO - Epoch [33][415/541] lr: 1.923e-05, eta: 0:28:19, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0990 +2022-03-11 00:18:37,535 - davarocr - INFO - Epoch [33][420/541] lr: 1.923e-05, eta: 0:28:18, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0968 +2022-03-11 00:18:38,422 - davarocr - INFO - Epoch [33][425/541] lr: 1.923e-05, eta: 0:28:17, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0012, loss: 0.0025, grad_norm: 1.3199 +2022-03-11 00:18:39,305 - davarocr - INFO - Epoch [33][430/541] lr: 1.923e-05, eta: 0:28:16, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0027, loss: 0.0028, grad_norm: 1.1543 +2022-03-11 00:18:40,185 - davarocr - INFO - Epoch [33][435/541] lr: 1.923e-05, eta: 0:28:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.1170 +2022-03-11 00:18:41,069 - davarocr - INFO - Epoch [33][440/541] lr: 1.923e-05, eta: 0:28:14, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.1527 +2022-03-11 00:18:41,949 - davarocr - INFO - Epoch [33][445/541] lr: 1.923e-05, eta: 0:28:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0902 +2022-03-11 00:18:42,837 - davarocr - INFO - Epoch [33][450/541] lr: 1.923e-05, eta: 0:28:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0046, loss: 0.0048, grad_norm: 1.1554 +2022-03-11 00:18:43,720 - davarocr - INFO - Epoch [33][455/541] lr: 1.923e-05, eta: 0:28:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.1186 +2022-03-11 00:18:44,599 - davarocr - INFO - Epoch [33][460/541] lr: 1.923e-05, eta: 0:28:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0003, loss: 0.0019, grad_norm: 1.3192 +2022-03-11 00:18:45,504 - davarocr - INFO - Epoch [33][465/541] lr: 1.923e-05, eta: 0:28:09, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1016 +2022-03-11 00:18:46,390 - davarocr - INFO - Epoch [33][470/541] lr: 1.923e-05, eta: 0:28:08, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0963 +2022-03-11 00:18:47,271 - davarocr - INFO - Epoch [33][475/541] lr: 1.923e-05, eta: 0:28:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0015, loss: 0.0015, grad_norm: 1.2748 +2022-03-11 00:18:48,153 - davarocr - INFO - Epoch [33][480/541] lr: 1.923e-05, eta: 0:28:07, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0042, end_loss: 0.0000, loss: 0.0043, grad_norm: 1.3858 +2022-03-11 00:18:49,036 - davarocr - INFO - Epoch [33][485/541] lr: 1.923e-05, eta: 0:28:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2016 +2022-03-11 00:18:49,911 - davarocr - INFO - Epoch [33][490/541] lr: 1.923e-05, eta: 0:28:05, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.1337 +2022-03-11 00:18:50,789 - davarocr - INFO - Epoch [33][495/541] lr: 1.923e-05, eta: 0:28:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.1364 +2022-03-11 00:18:51,670 - davarocr - INFO - Epoch [33][500/541] lr: 1.923e-05, eta: 0:28:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1295 +2022-03-11 00:18:52,555 - davarocr - INFO - Epoch [33][505/541] lr: 1.923e-05, eta: 0:28:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0006, loss: 0.0012, grad_norm: 1.1888 +2022-03-11 00:18:53,436 - davarocr - INFO - Epoch [33][510/541] lr: 1.923e-05, eta: 0:28:01, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1274 +2022-03-11 00:18:54,315 - davarocr - INFO - Epoch [33][515/541] lr: 1.923e-05, eta: 0:28:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1277 +2022-03-11 00:18:55,197 - davarocr - INFO - Epoch [33][520/541] lr: 1.923e-05, eta: 0:27:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.1306 +2022-03-11 00:18:56,082 - davarocr - INFO - Epoch [33][525/541] lr: 1.923e-05, eta: 0:27:58, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.1330 +2022-03-11 00:18:56,967 - davarocr - INFO - Epoch [33][530/541] lr: 1.923e-05, eta: 0:27:57, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.1502 +2022-03-11 00:18:57,846 - davarocr - INFO - Epoch [33][535/541] lr: 1.923e-05, eta: 0:27:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.9465 +2022-03-11 00:18:58,724 - davarocr - INFO - Epoch [33][540/541] lr: 1.923e-05, eta: 0:27:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.2220 +2022-03-11 00:19:12,993 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:19:12,994 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:19:12,994 - davarocr - INFO - Epoch(val) [33][541] LOC: {'precision': 0.9297719087635054, 'recall': 0.9286570743405276, 'f1-score': 0.9292141571685664}, PER: {'precision': 0.9590062111801242, 'recall': 0.9548546691403834, 'f1-score': 0.9569259374031607}, MISC: {'precision': 0.8488372093023255, 'recall': 0.8319088319088319, 'f1-score': 0.8402877697841726}, ORG: {'precision': 0.9177057356608479, 'recall': 0.8862131246237207, 'f1-score': 0.9016845329249618}, all: {'precision': 0.9247485632183908, 'recall': 0.9116501416430595, 'f1-score': 0.9181526390870186}, hmean: 0.9182 +2022-03-11 00:19:16,377 - davarocr - INFO - Epoch [34][5/541] lr: 1.887e-05, eta: 0:27:56, time: 0.675, data_time: 0.485, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2215 +2022-03-11 00:19:17,258 - davarocr - INFO - Epoch [34][10/541] lr: 1.887e-05, eta: 0:27:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2226 +2022-03-11 00:19:18,140 - davarocr - INFO - Epoch [34][15/541] lr: 1.887e-05, eta: 0:27:54, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.2403 +2022-03-11 00:19:19,021 - davarocr - INFO - Epoch [34][20/541] lr: 1.887e-05, eta: 0:27:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2457 +2022-03-11 00:19:19,908 - davarocr - INFO - Epoch [34][25/541] lr: 1.887e-05, eta: 0:27:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.5945 +2022-03-11 00:19:20,793 - davarocr - INFO - Epoch [34][30/541] lr: 1.887e-05, eta: 0:27:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.2398 +2022-03-11 00:19:21,676 - davarocr - INFO - Epoch [34][35/541] lr: 1.887e-05, eta: 0:27:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2226 +2022-03-11 00:19:22,562 - davarocr - INFO - Epoch [34][40/541] lr: 1.887e-05, eta: 0:27:49, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2179 +2022-03-11 00:19:23,452 - davarocr - INFO - Epoch [34][45/541] lr: 1.887e-05, eta: 0:27:48, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0024, loss: 0.0024, grad_norm: 1.2802 +2022-03-11 00:19:24,343 - davarocr - INFO - Epoch [34][50/541] lr: 1.887e-05, eta: 0:27:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2419 +2022-03-11 00:19:25,235 - davarocr - INFO - Epoch [34][55/541] lr: 1.887e-05, eta: 0:27:46, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.2740 +2022-03-11 00:19:26,121 - davarocr - INFO - Epoch [34][60/541] lr: 1.887e-05, eta: 0:27:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2196 +2022-03-11 00:19:27,001 - davarocr - INFO - Epoch [34][65/541] lr: 1.887e-05, eta: 0:27:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.2336 +2022-03-11 00:19:27,884 - davarocr - INFO - Epoch [34][70/541] lr: 1.887e-05, eta: 0:27:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.2265 +2022-03-11 00:19:28,764 - davarocr - INFO - Epoch [34][75/541] lr: 1.887e-05, eta: 0:27:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2192 +2022-03-11 00:19:29,651 - davarocr - INFO - Epoch [34][80/541] lr: 1.887e-05, eta: 0:27:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2228 +2022-03-11 00:19:30,529 - davarocr - INFO - Epoch [34][85/541] lr: 1.887e-05, eta: 0:27:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2186 +2022-03-11 00:19:31,398 - davarocr - INFO - Epoch [34][90/541] lr: 1.887e-05, eta: 0:27:40, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2222 +2022-03-11 00:19:32,289 - davarocr - INFO - Epoch [34][95/541] lr: 1.887e-05, eta: 0:27:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2199 +2022-03-11 00:19:33,168 - davarocr - INFO - Epoch [34][100/541] lr: 1.887e-05, eta: 0:27:38, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2194 +2022-03-11 00:19:34,059 - davarocr - INFO - Epoch [34][105/541] lr: 1.887e-05, eta: 0:27:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2202 +2022-03-11 00:19:34,938 - davarocr - INFO - Epoch [34][110/541] lr: 1.887e-05, eta: 0:27:36, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0016, loss: 0.0018, grad_norm: 1.3538 +2022-03-11 00:19:35,817 - davarocr - INFO - Epoch [34][115/541] lr: 1.887e-05, eta: 0:27:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.3025 +2022-03-11 00:19:36,694 - davarocr - INFO - Epoch [34][120/541] lr: 1.887e-05, eta: 0:27:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2315 +2022-03-11 00:19:37,577 - davarocr - INFO - Epoch [34][125/541] lr: 1.887e-05, eta: 0:27:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2315 +2022-03-11 00:19:38,458 - davarocr - INFO - Epoch [34][130/541] lr: 1.887e-05, eta: 0:27:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2313 +2022-03-11 00:19:39,345 - davarocr - INFO - Epoch [34][135/541] lr: 1.887e-05, eta: 0:27:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0023, loss: 0.0023, grad_norm: 1.3168 +2022-03-11 00:19:40,224 - davarocr - INFO - Epoch [34][140/541] lr: 1.887e-05, eta: 0:27:31, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2569 +2022-03-11 00:19:41,103 - davarocr - INFO - Epoch [34][145/541] lr: 1.887e-05, eta: 0:27:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2394 +2022-03-11 00:19:41,978 - davarocr - INFO - Epoch [34][150/541] lr: 1.887e-05, eta: 0:27:29, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2323 +2022-03-11 00:19:42,867 - davarocr - INFO - Epoch [34][155/541] lr: 1.887e-05, eta: 0:27:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2333 +2022-03-11 00:19:43,748 - davarocr - INFO - Epoch [34][160/541] lr: 1.887e-05, eta: 0:27:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2292 +2022-03-11 00:19:44,625 - davarocr - INFO - Epoch [34][165/541] lr: 1.887e-05, eta: 0:27:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0022, loss: 0.0022, grad_norm: 1.2366 +2022-03-11 00:19:45,509 - davarocr - INFO - Epoch [34][170/541] lr: 1.887e-05, eta: 0:27:25, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.2304 +2022-03-11 00:19:46,392 - davarocr - INFO - Epoch [34][175/541] lr: 1.887e-05, eta: 0:27:24, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0014, end_loss: 0.0008, loss: 0.0022, grad_norm: 1.2294 +2022-03-11 00:19:47,262 - davarocr - INFO - Epoch [34][180/541] lr: 1.887e-05, eta: 0:27:23, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2278 +2022-03-11 00:19:48,157 - davarocr - INFO - Epoch [34][185/541] lr: 1.887e-05, eta: 0:27:22, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2265 +2022-03-11 00:19:49,045 - davarocr - INFO - Epoch [34][190/541] lr: 1.887e-05, eta: 0:27:21, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.2281 +2022-03-11 00:19:49,933 - davarocr - INFO - Epoch [34][195/541] lr: 1.887e-05, eta: 0:27:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0015, loss: 0.0015, grad_norm: 1.3589 +2022-03-11 00:19:50,813 - davarocr - INFO - Epoch [34][200/541] lr: 1.887e-05, eta: 0:27:19, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2247 +2022-03-11 00:19:51,698 - davarocr - INFO - Epoch [34][205/541] lr: 1.887e-05, eta: 0:27:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0000, loss: 0.0027, grad_norm: 1.2670 +2022-03-11 00:19:52,580 - davarocr - INFO - Epoch [34][210/541] lr: 1.887e-05, eta: 0:27:18, time: 0.176, data_time: 0.004, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0012, grad_norm: 1.2763 +2022-03-11 00:19:53,461 - davarocr - INFO - Epoch [34][215/541] lr: 1.887e-05, eta: 0:27:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2370 +2022-03-11 00:19:54,348 - davarocr - INFO - Epoch [34][220/541] lr: 1.887e-05, eta: 0:27:16, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2245 +2022-03-11 00:19:55,238 - davarocr - INFO - Epoch [34][225/541] lr: 1.887e-05, eta: 0:27:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2214 +2022-03-11 00:19:56,126 - davarocr - INFO - Epoch [34][230/541] lr: 1.887e-05, eta: 0:27:14, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.2566 +2022-03-11 00:19:57,024 - davarocr - INFO - Epoch [34][235/541] lr: 1.887e-05, eta: 0:27:13, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0004, loss: 0.0027, grad_norm: 1.9658 +2022-03-11 00:19:57,914 - davarocr - INFO - Epoch [34][240/541] lr: 1.887e-05, eta: 0:27:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2948 +2022-03-11 00:19:58,800 - davarocr - INFO - Epoch [34][245/541] lr: 1.887e-05, eta: 0:27:11, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2950 +2022-03-11 00:19:59,684 - davarocr - INFO - Epoch [34][250/541] lr: 1.887e-05, eta: 0:27:10, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.2935 +2022-03-11 00:20:00,563 - davarocr - INFO - Epoch [34][255/541] lr: 1.887e-05, eta: 0:27:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3805 +2022-03-11 00:20:01,445 - davarocr - INFO - Epoch [34][260/541] lr: 1.887e-05, eta: 0:27:08, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0015, end_loss: 0.0019, loss: 0.0034, grad_norm: 1.6021 +2022-03-11 00:20:02,318 - davarocr - INFO - Epoch [34][265/541] lr: 1.887e-05, eta: 0:27:07, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.3192 +2022-03-11 00:20:03,200 - davarocr - INFO - Epoch [34][270/541] lr: 1.887e-05, eta: 0:27:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.5043 +2022-03-11 00:20:04,087 - davarocr - INFO - Epoch [34][275/541] lr: 1.887e-05, eta: 0:27:06, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0004, loss: 0.0039, grad_norm: 1.3196 +2022-03-11 00:20:04,978 - davarocr - INFO - Epoch [34][280/541] lr: 1.887e-05, eta: 0:27:05, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3024 +2022-03-11 00:20:05,853 - davarocr - INFO - Epoch [34][285/541] lr: 1.887e-05, eta: 0:27:04, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0014, loss: 0.0036, grad_norm: 1.8548 +2022-03-11 00:20:06,746 - davarocr - INFO - Epoch [34][290/541] lr: 1.887e-05, eta: 0:27:03, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0023, end_loss: 0.0034, loss: 0.0057, grad_norm: 1.5111 +2022-03-11 00:20:07,627 - davarocr - INFO - Epoch [34][295/541] lr: 1.887e-05, eta: 0:27:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0013, loss: 0.0019, grad_norm: 1.6810 +2022-03-11 00:20:08,516 - davarocr - INFO - Epoch [34][300/541] lr: 1.887e-05, eta: 0:27:01, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0065, end_loss: 0.0062, loss: 0.0127, grad_norm: 1.6304 +2022-03-11 00:20:09,394 - davarocr - INFO - Epoch [34][305/541] lr: 1.887e-05, eta: 0:27:00, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0009, grad_norm: 5.8828 +2022-03-11 00:20:10,268 - davarocr - INFO - Epoch [34][310/541] lr: 1.887e-05, eta: 0:26:59, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5315 +2022-03-11 00:20:11,147 - davarocr - INFO - Epoch [34][315/541] lr: 1.887e-05, eta: 0:26:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0018, grad_norm: 0.9036 +2022-03-11 00:20:12,056 - davarocr - INFO - Epoch [34][320/541] lr: 1.887e-05, eta: 0:26:57, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.5910 +2022-03-11 00:20:12,946 - davarocr - INFO - Epoch [34][325/541] lr: 1.887e-05, eta: 0:26:56, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 0.6416 +2022-03-11 00:20:13,824 - davarocr - INFO - Epoch [34][330/541] lr: 1.887e-05, eta: 0:26:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.7498 +2022-03-11 00:20:14,725 - davarocr - INFO - Epoch [34][335/541] lr: 1.887e-05, eta: 0:26:54, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0010, loss: 0.0014, grad_norm: 0.6842 +2022-03-11 00:20:15,614 - davarocr - INFO - Epoch [34][340/541] lr: 1.887e-05, eta: 0:26:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0010, grad_norm: 0.6205 +2022-03-11 00:20:16,496 - davarocr - INFO - Epoch [34][345/541] lr: 1.887e-05, eta: 0:26:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.6192 +2022-03-11 00:20:17,382 - davarocr - INFO - Epoch [34][350/541] lr: 1.887e-05, eta: 0:26:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0024, loss: 0.0054, grad_norm: 1.4836 +2022-03-11 00:20:18,266 - davarocr - INFO - Epoch [34][355/541] lr: 1.887e-05, eta: 0:26:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 0.8235 +2022-03-11 00:20:19,151 - davarocr - INFO - Epoch [34][360/541] lr: 1.887e-05, eta: 0:26:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 0.7530 +2022-03-11 00:20:20,036 - davarocr - INFO - Epoch [34][365/541] lr: 1.887e-05, eta: 0:26:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.7051 +2022-03-11 00:20:20,937 - davarocr - INFO - Epoch [34][370/541] lr: 1.887e-05, eta: 0:26:48, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0025, loss: 0.0041, grad_norm: 0.7516 +2022-03-11 00:20:21,822 - davarocr - INFO - Epoch [34][375/541] lr: 1.887e-05, eta: 0:26:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.7600 +2022-03-11 00:20:22,707 - davarocr - INFO - Epoch [34][380/541] lr: 1.887e-05, eta: 0:26:46, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 0.7263 +2022-03-11 00:20:23,604 - davarocr - INFO - Epoch [34][385/541] lr: 1.887e-05, eta: 0:26:45, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.7637 +2022-03-11 00:20:24,483 - davarocr - INFO - Epoch [34][390/541] lr: 1.887e-05, eta: 0:26:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7064 +2022-03-11 00:20:25,369 - davarocr - INFO - Epoch [34][395/541] lr: 1.887e-05, eta: 0:26:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0010, grad_norm: 0.8455 +2022-03-11 00:20:26,251 - davarocr - INFO - Epoch [34][400/541] lr: 1.887e-05, eta: 0:26:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.7383 +2022-03-11 00:20:27,131 - davarocr - INFO - Epoch [34][405/541] lr: 1.887e-05, eta: 0:26:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0003, loss: 0.0017, grad_norm: 0.9260 +2022-03-11 00:20:28,016 - davarocr - INFO - Epoch [34][410/541] lr: 1.887e-05, eta: 0:26:41, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7256 +2022-03-11 00:20:28,912 - davarocr - INFO - Epoch [34][415/541] lr: 1.887e-05, eta: 0:26:40, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0048, loss: 0.0049, grad_norm: 0.7842 +2022-03-11 00:20:29,799 - davarocr - INFO - Epoch [34][420/541] lr: 1.887e-05, eta: 0:26:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0008, grad_norm: 0.8184 +2022-03-11 00:20:30,679 - davarocr - INFO - Epoch [34][425/541] lr: 1.887e-05, eta: 0:26:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0031, loss: 0.0040, grad_norm: 0.8105 +2022-03-11 00:20:31,568 - davarocr - INFO - Epoch [34][430/541] lr: 1.887e-05, eta: 0:26:37, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0008, grad_norm: 0.7674 +2022-03-11 00:20:32,448 - davarocr - INFO - Epoch [34][435/541] lr: 1.887e-05, eta: 0:26:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 0.7434 +2022-03-11 00:20:33,325 - davarocr - INFO - Epoch [34][440/541] lr: 1.887e-05, eta: 0:26:35, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0006, loss: 0.0016, grad_norm: 1.2641 +2022-03-11 00:20:34,216 - davarocr - INFO - Epoch [34][445/541] lr: 1.887e-05, eta: 0:26:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.7661 +2022-03-11 00:20:35,101 - davarocr - INFO - Epoch [34][450/541] lr: 1.887e-05, eta: 0:26:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.8978 +2022-03-11 00:20:35,997 - davarocr - INFO - Epoch [34][455/541] lr: 1.887e-05, eta: 0:26:32, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7998 +2022-03-11 00:20:36,879 - davarocr - INFO - Epoch [34][460/541] lr: 1.887e-05, eta: 0:26:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7726 +2022-03-11 00:20:37,767 - davarocr - INFO - Epoch [34][465/541] lr: 1.887e-05, eta: 0:26:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0016, loss: 0.0026, grad_norm: 1.1709 +2022-03-11 00:20:38,668 - davarocr - INFO - Epoch [34][470/541] lr: 1.887e-05, eta: 0:26:30, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 0.7939 +2022-03-11 00:20:39,555 - davarocr - INFO - Epoch [34][475/541] lr: 1.887e-05, eta: 0:26:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7788 +2022-03-11 00:20:40,450 - davarocr - INFO - Epoch [34][480/541] lr: 1.887e-05, eta: 0:26:28, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7795 +2022-03-11 00:20:41,335 - davarocr - INFO - Epoch [34][485/541] lr: 1.887e-05, eta: 0:26:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7788 +2022-03-11 00:20:42,247 - davarocr - INFO - Epoch [34][490/541] lr: 1.887e-05, eta: 0:26:26, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7785 +2022-03-11 00:20:43,129 - davarocr - INFO - Epoch [34][495/541] lr: 1.887e-05, eta: 0:26:25, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.9204 +2022-03-11 00:20:44,028 - davarocr - INFO - Epoch [34][500/541] lr: 1.887e-05, eta: 0:26:24, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 0.7929 +2022-03-11 00:20:44,918 - davarocr - INFO - Epoch [34][505/541] lr: 1.887e-05, eta: 0:26:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9758 +2022-03-11 00:20:45,831 - davarocr - INFO - Epoch [34][510/541] lr: 1.887e-05, eta: 0:26:22, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0008, loss: 0.0016, grad_norm: 0.8807 +2022-03-11 00:20:46,740 - davarocr - INFO - Epoch [34][515/541] lr: 1.887e-05, eta: 0:26:21, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0024, loss: 0.0035, grad_norm: 1.3376 +2022-03-11 00:20:47,639 - davarocr - INFO - Epoch [34][520/541] lr: 1.887e-05, eta: 0:26:20, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8429 +2022-03-11 00:20:48,543 - davarocr - INFO - Epoch [34][525/541] lr: 1.887e-05, eta: 0:26:19, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8402 +2022-03-11 00:20:49,456 - davarocr - INFO - Epoch [34][530/541] lr: 1.887e-05, eta: 0:26:19, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0007, loss: 0.0024, grad_norm: 0.9120 +2022-03-11 00:20:50,368 - davarocr - INFO - Epoch [34][535/541] lr: 1.887e-05, eta: 0:26:18, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0025, loss: 0.0027, grad_norm: 0.8571 +2022-03-11 00:20:51,276 - davarocr - INFO - Epoch [34][540/541] lr: 1.887e-05, eta: 0:26:17, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0009, loss: 0.0016, grad_norm: 0.9698 +2022-03-11 00:21:04,981 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:21:04,982 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:21:04,982 - davarocr - INFO - Epoch(val) [34][541] LOC: {'precision': 0.9270771069934249, 'recall': 0.9298561151079137, 'f1-score': 0.928464531577372}, PER: {'precision': 0.9392835458409229, 'recall': 0.9567099567099567, 'f1-score': 0.9479166666666667}, MISC: {'precision': 0.8543833580980683, 'recall': 0.8190883190883191, 'f1-score': 0.8363636363636363}, ORG: {'precision': 0.9226932668329177, 'recall': 0.8910295003010235, 'f1-score': 0.9065849923430322}, all: {'precision': 0.9206717884581026, 'recall': 0.9123583569405099, 'f1-score': 0.9164962205424633}, hmean: 0.9165 +2022-03-11 00:21:08,381 - davarocr - INFO - Epoch [35][5/541] lr: 1.852e-05, eta: 0:26:17, time: 0.675, data_time: 0.489, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8281 +2022-03-11 00:21:09,283 - davarocr - INFO - Epoch [35][10/541] lr: 1.852e-05, eta: 0:26:16, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 0.8298 +2022-03-11 00:21:10,192 - davarocr - INFO - Epoch [35][15/541] lr: 1.852e-05, eta: 0:26:15, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0022, end_loss: 0.0036, loss: 0.0058, grad_norm: 1.2452 +2022-03-11 00:21:11,096 - davarocr - INFO - Epoch [35][20/541] lr: 1.852e-05, eta: 0:26:14, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8395 +2022-03-11 00:21:12,009 - davarocr - INFO - Epoch [35][25/541] lr: 1.852e-05, eta: 0:26:13, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.8738 +2022-03-11 00:21:12,920 - davarocr - INFO - Epoch [35][30/541] lr: 1.852e-05, eta: 0:26:12, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0012, end_loss: 0.0023, loss: 0.0036, grad_norm: 0.9168 +2022-03-11 00:21:13,829 - davarocr - INFO - Epoch [35][35/541] lr: 1.852e-05, eta: 0:26:11, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 0.8725 +2022-03-11 00:21:14,742 - davarocr - INFO - Epoch [35][40/541] lr: 1.852e-05, eta: 0:26:10, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0009, grad_norm: 0.8413 +2022-03-11 00:21:15,624 - davarocr - INFO - Epoch [35][45/541] lr: 1.852e-05, eta: 0:26:09, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8397 +2022-03-11 00:21:16,524 - davarocr - INFO - Epoch [35][50/541] lr: 1.852e-05, eta: 0:26:08, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8393 +2022-03-11 00:21:17,416 - davarocr - INFO - Epoch [35][55/541] lr: 1.852e-05, eta: 0:26:08, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0007, grad_norm: 0.8884 +2022-03-11 00:21:18,330 - davarocr - INFO - Epoch [35][60/541] lr: 1.852e-05, eta: 0:26:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8371 +2022-03-11 00:21:19,246 - davarocr - INFO - Epoch [35][65/541] lr: 1.852e-05, eta: 0:26:06, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 0.8494 +2022-03-11 00:21:20,150 - davarocr - INFO - Epoch [35][70/541] lr: 1.852e-05, eta: 0:26:05, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8377 +2022-03-11 00:21:21,071 - davarocr - INFO - Epoch [35][75/541] lr: 1.852e-05, eta: 0:26:04, time: 0.185, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0011, grad_norm: 0.8539 +2022-03-11 00:21:21,994 - davarocr - INFO - Epoch [35][80/541] lr: 1.852e-05, eta: 0:26:03, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0019, loss: 0.0024, grad_norm: 1.1851 +2022-03-11 00:21:22,909 - davarocr - INFO - Epoch [35][85/541] lr: 1.852e-05, eta: 0:26:02, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0020, loss: 0.0036, grad_norm: 0.8927 +2022-03-11 00:21:23,799 - davarocr - INFO - Epoch [35][90/541] lr: 1.852e-05, eta: 0:26:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8985 +2022-03-11 00:21:24,711 - davarocr - INFO - Epoch [35][95/541] lr: 1.852e-05, eta: 0:26:00, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0012, loss: 0.0015, grad_norm: 0.8781 +2022-03-11 00:21:25,596 - davarocr - INFO - Epoch [35][100/541] lr: 1.852e-05, eta: 0:25:59, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.8824 +2022-03-11 00:21:26,479 - davarocr - INFO - Epoch [35][105/541] lr: 1.852e-05, eta: 0:25:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 0.9681 +2022-03-11 00:21:27,377 - davarocr - INFO - Epoch [35][110/541] lr: 1.852e-05, eta: 0:25:57, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8737 +2022-03-11 00:21:28,269 - davarocr - INFO - Epoch [35][115/541] lr: 1.852e-05, eta: 0:25:57, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8781 +2022-03-11 00:21:29,148 - davarocr - INFO - Epoch [35][120/541] lr: 1.852e-05, eta: 0:25:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8781 +2022-03-11 00:21:30,039 - davarocr - INFO - Epoch [35][125/541] lr: 1.852e-05, eta: 0:25:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8972 +2022-03-11 00:21:30,924 - davarocr - INFO - Epoch [35][130/541] lr: 1.852e-05, eta: 0:25:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8737 +2022-03-11 00:21:31,813 - davarocr - INFO - Epoch [35][135/541] lr: 1.852e-05, eta: 0:25:53, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8713 +2022-03-11 00:21:32,709 - davarocr - INFO - Epoch [35][140/541] lr: 1.852e-05, eta: 0:25:52, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.8979 +2022-03-11 00:21:33,596 - davarocr - INFO - Epoch [35][145/541] lr: 1.852e-05, eta: 0:25:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8730 +2022-03-11 00:21:34,467 - davarocr - INFO - Epoch [35][150/541] lr: 1.852e-05, eta: 0:25:50, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8729 +2022-03-11 00:21:35,363 - davarocr - INFO - Epoch [35][155/541] lr: 1.852e-05, eta: 0:25:49, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8729 +2022-03-11 00:21:36,260 - davarocr - INFO - Epoch [35][160/541] lr: 1.852e-05, eta: 0:25:48, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.8823 +2022-03-11 00:21:37,159 - davarocr - INFO - Epoch [35][165/541] lr: 1.852e-05, eta: 0:25:47, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.8713 +2022-03-11 00:21:38,035 - davarocr - INFO - Epoch [35][170/541] lr: 1.852e-05, eta: 0:25:46, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8707 +2022-03-11 00:21:38,914 - davarocr - INFO - Epoch [35][175/541] lr: 1.852e-05, eta: 0:25:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8706 +2022-03-11 00:21:39,798 - davarocr - INFO - Epoch [35][180/541] lr: 1.852e-05, eta: 0:25:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8706 +2022-03-11 00:21:40,677 - davarocr - INFO - Epoch [35][185/541] lr: 1.852e-05, eta: 0:25:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0028, end_loss: 0.0001, loss: 0.0029, grad_norm: 1.0848 +2022-03-11 00:21:41,560 - davarocr - INFO - Epoch [35][190/541] lr: 1.852e-05, eta: 0:25:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 0.8863 +2022-03-11 00:21:42,446 - davarocr - INFO - Epoch [35][195/541] lr: 1.852e-05, eta: 0:25:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8846 +2022-03-11 00:21:43,332 - davarocr - INFO - Epoch [35][200/541] lr: 1.852e-05, eta: 0:25:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.2569 +2022-03-11 00:21:44,214 - davarocr - INFO - Epoch [35][205/541] lr: 1.852e-05, eta: 0:25:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.9288 +2022-03-11 00:21:45,099 - davarocr - INFO - Epoch [35][210/541] lr: 1.852e-05, eta: 0:25:39, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 1.2254 +2022-03-11 00:21:45,981 - davarocr - INFO - Epoch [35][215/541] lr: 1.852e-05, eta: 0:25:38, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9202 +2022-03-11 00:21:46,851 - davarocr - INFO - Epoch [35][220/541] lr: 1.852e-05, eta: 0:25:37, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9182 +2022-03-11 00:21:47,723 - davarocr - INFO - Epoch [35][225/541] lr: 1.852e-05, eta: 0:25:36, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9212 +2022-03-11 00:21:48,602 - davarocr - INFO - Epoch [35][230/541] lr: 1.852e-05, eta: 0:25:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0014, grad_norm: 1.0301 +2022-03-11 00:21:49,486 - davarocr - INFO - Epoch [35][235/541] lr: 1.852e-05, eta: 0:25:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.1196 +2022-03-11 00:21:50,371 - davarocr - INFO - Epoch [35][240/541] lr: 1.852e-05, eta: 0:25:33, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9256 +2022-03-11 00:21:51,241 - davarocr - INFO - Epoch [35][245/541] lr: 1.852e-05, eta: 0:25:33, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0027, loss: 0.0034, grad_norm: 1.4584 +2022-03-11 00:21:52,120 - davarocr - INFO - Epoch [35][250/541] lr: 1.852e-05, eta: 0:25:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9736 +2022-03-11 00:21:52,992 - davarocr - INFO - Epoch [35][255/541] lr: 1.852e-05, eta: 0:25:31, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9735 +2022-03-11 00:21:53,890 - davarocr - INFO - Epoch [35][260/541] lr: 1.852e-05, eta: 0:25:30, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0014, loss: 0.0014, grad_norm: 1.5348 +2022-03-11 00:21:54,769 - davarocr - INFO - Epoch [35][265/541] lr: 1.852e-05, eta: 0:25:29, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0414 +2022-03-11 00:21:55,653 - davarocr - INFO - Epoch [35][270/541] lr: 1.852e-05, eta: 0:25:28, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.3426 +2022-03-11 00:21:56,529 - davarocr - INFO - Epoch [35][275/541] lr: 1.852e-05, eta: 0:25:27, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0013, grad_norm: 1.1043 +2022-03-11 00:21:57,412 - davarocr - INFO - Epoch [35][280/541] lr: 1.852e-05, eta: 0:25:26, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0279 +2022-03-11 00:21:58,301 - davarocr - INFO - Epoch [35][285/541] lr: 1.852e-05, eta: 0:25:25, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0199 +2022-03-11 00:21:59,194 - davarocr - INFO - Epoch [35][290/541] lr: 1.852e-05, eta: 0:25:24, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.1035 +2022-03-11 00:22:00,079 - davarocr - INFO - Epoch [35][295/541] lr: 1.852e-05, eta: 0:25:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0291 +2022-03-11 00:22:00,992 - davarocr - INFO - Epoch [35][300/541] lr: 1.852e-05, eta: 0:25:22, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.0571 +2022-03-11 00:22:01,884 - davarocr - INFO - Epoch [35][305/541] lr: 1.852e-05, eta: 0:25:21, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.0376 +2022-03-11 00:22:02,762 - davarocr - INFO - Epoch [35][310/541] lr: 1.852e-05, eta: 0:25:21, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0349 +2022-03-11 00:22:03,653 - davarocr - INFO - Epoch [35][315/541] lr: 1.852e-05, eta: 0:25:20, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0046, end_loss: 0.0000, loss: 0.0047, grad_norm: 1.0768 +2022-03-11 00:22:04,535 - davarocr - INFO - Epoch [35][320/541] lr: 1.852e-05, eta: 0:25:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0252 +2022-03-11 00:22:05,421 - davarocr - INFO - Epoch [35][325/541] lr: 1.852e-05, eta: 0:25:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0205 +2022-03-11 00:22:06,300 - davarocr - INFO - Epoch [35][330/541] lr: 1.852e-05, eta: 0:25:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0205 +2022-03-11 00:22:07,181 - davarocr - INFO - Epoch [35][335/541] lr: 1.852e-05, eta: 0:25:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0202 +2022-03-11 00:22:08,062 - davarocr - INFO - Epoch [35][340/541] lr: 1.852e-05, eta: 0:25:15, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0203 +2022-03-11 00:22:08,950 - davarocr - INFO - Epoch [35][345/541] lr: 1.852e-05, eta: 0:25:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0198 +2022-03-11 00:22:09,839 - davarocr - INFO - Epoch [35][350/541] lr: 1.852e-05, eta: 0:25:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.0397 +2022-03-11 00:22:10,732 - davarocr - INFO - Epoch [35][355/541] lr: 1.852e-05, eta: 0:25:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0308 +2022-03-11 00:22:11,618 - davarocr - INFO - Epoch [35][360/541] lr: 1.852e-05, eta: 0:25:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0021, loss: 0.0026, grad_norm: 1.0321 +2022-03-11 00:22:12,511 - davarocr - INFO - Epoch [35][365/541] lr: 1.852e-05, eta: 0:25:10, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0292 +2022-03-11 00:22:13,388 - davarocr - INFO - Epoch [35][370/541] lr: 1.852e-05, eta: 0:25:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0208 +2022-03-11 00:22:14,259 - davarocr - INFO - Epoch [35][375/541] lr: 1.852e-05, eta: 0:25:09, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0009, grad_norm: 1.0714 +2022-03-11 00:22:15,146 - davarocr - INFO - Epoch [35][380/541] lr: 1.852e-05, eta: 0:25:08, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0236 +2022-03-11 00:22:16,029 - davarocr - INFO - Epoch [35][385/541] lr: 1.852e-05, eta: 0:25:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0237 +2022-03-11 00:22:16,906 - davarocr - INFO - Epoch [35][390/541] lr: 1.852e-05, eta: 0:25:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.0487 +2022-03-11 00:22:17,790 - davarocr - INFO - Epoch [35][395/541] lr: 1.852e-05, eta: 0:25:05, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0251 +2022-03-11 00:22:18,673 - davarocr - INFO - Epoch [35][400/541] lr: 1.852e-05, eta: 0:25:04, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0249 +2022-03-11 00:22:19,549 - davarocr - INFO - Epoch [35][405/541] lr: 1.852e-05, eta: 0:25:03, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0012, end_loss: 0.0010, loss: 0.0022, grad_norm: 1.0261 +2022-03-11 00:22:20,458 - davarocr - INFO - Epoch [35][410/541] lr: 1.852e-05, eta: 0:25:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0240 +2022-03-11 00:22:21,334 - davarocr - INFO - Epoch [35][415/541] lr: 1.852e-05, eta: 0:25:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0237 +2022-03-11 00:22:22,213 - davarocr - INFO - Epoch [35][420/541] lr: 1.852e-05, eta: 0:25:00, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0017, grad_norm: 1.0257 +2022-03-11 00:22:23,135 - davarocr - INFO - Epoch [35][425/541] lr: 1.852e-05, eta: 0:24:59, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 1.0241 +2022-03-11 00:22:24,020 - davarocr - INFO - Epoch [35][430/541] lr: 1.852e-05, eta: 0:24:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.0240 +2022-03-11 00:22:24,911 - davarocr - INFO - Epoch [35][435/541] lr: 1.852e-05, eta: 0:24:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0232 +2022-03-11 00:22:25,800 - davarocr - INFO - Epoch [35][440/541] lr: 1.852e-05, eta: 0:24:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0231 +2022-03-11 00:22:26,691 - davarocr - INFO - Epoch [35][445/541] lr: 1.852e-05, eta: 0:24:56, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0232 +2022-03-11 00:22:27,565 - davarocr - INFO - Epoch [35][450/541] lr: 1.852e-05, eta: 0:24:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0499 +2022-03-11 00:22:28,454 - davarocr - INFO - Epoch [35][455/541] lr: 1.852e-05, eta: 0:24:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0290 +2022-03-11 00:22:29,334 - davarocr - INFO - Epoch [35][460/541] lr: 1.852e-05, eta: 0:24:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0014, loss: 0.0018, grad_norm: 1.3246 +2022-03-11 00:22:30,221 - davarocr - INFO - Epoch [35][465/541] lr: 1.852e-05, eta: 0:24:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0006, loss: 0.0024, grad_norm: 1.3032 +2022-03-11 00:22:31,102 - davarocr - INFO - Epoch [35][470/541] lr: 1.852e-05, eta: 0:24:51, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0544 +2022-03-11 00:22:31,977 - davarocr - INFO - Epoch [35][475/541] lr: 1.852e-05, eta: 0:24:50, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0025, end_loss: 0.0028, loss: 0.0053, grad_norm: 1.6616 +2022-03-11 00:22:32,877 - davarocr - INFO - Epoch [35][480/541] lr: 1.852e-05, eta: 0:24:49, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0815 +2022-03-11 00:22:33,758 - davarocr - INFO - Epoch [35][485/541] lr: 1.852e-05, eta: 0:24:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0002, loss: 0.0013, grad_norm: 1.1491 +2022-03-11 00:22:34,645 - davarocr - INFO - Epoch [35][490/541] lr: 1.852e-05, eta: 0:24:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.2313 +2022-03-11 00:22:35,534 - davarocr - INFO - Epoch [35][495/541] lr: 1.852e-05, eta: 0:24:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0757 +2022-03-11 00:22:36,429 - davarocr - INFO - Epoch [35][500/541] lr: 1.852e-05, eta: 0:24:45, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0784 +2022-03-11 00:22:37,316 - davarocr - INFO - Epoch [35][505/541] lr: 1.852e-05, eta: 0:24:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0750 +2022-03-11 00:22:38,204 - davarocr - INFO - Epoch [35][510/541] lr: 1.852e-05, eta: 0:24:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0974 +2022-03-11 00:22:39,090 - davarocr - INFO - Epoch [35][515/541] lr: 1.852e-05, eta: 0:24:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0743 +2022-03-11 00:22:39,973 - davarocr - INFO - Epoch [35][520/541] lr: 1.852e-05, eta: 0:24:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.1754 +2022-03-11 00:22:40,850 - davarocr - INFO - Epoch [35][525/541] lr: 1.852e-05, eta: 0:24:41, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0780 +2022-03-11 00:22:41,734 - davarocr - INFO - Epoch [35][530/541] lr: 1.852e-05, eta: 0:24:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0883 +2022-03-11 00:22:42,613 - davarocr - INFO - Epoch [35][535/541] lr: 1.852e-05, eta: 0:24:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.0884 +2022-03-11 00:22:43,496 - davarocr - INFO - Epoch [35][540/541] lr: 1.852e-05, eta: 0:24:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0951 +2022-03-11 00:22:57,373 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:22:57,374 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:22:57,374 - davarocr - INFO - Epoch(val) [35][541] LOC: {'precision': 0.9325301204819277, 'recall': 0.9280575539568345, 'f1-score': 0.9302884615384615}, PER: {'precision': 0.9411050394656952, 'recall': 0.95856524427953, 'f1-score': 0.9497549019607843}, MISC: {'precision': 0.8462664714494875, 'recall': 0.8233618233618234, 'f1-score': 0.8346570397111914}, ORG: {'precision': 0.8979591836734694, 'recall': 0.9006622516556292, 'f1-score': 0.8993086865043582}, all: {'precision': 0.9144271570014144, 'recall': 0.9157223796033994, 'f1-score': 0.9150743099787685}, hmean: 0.9151 +2022-03-11 00:23:00,768 - davarocr - INFO - Epoch [36][5/541] lr: 1.818e-05, eta: 0:24:38, time: 0.678, data_time: 0.488, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0830 +2022-03-11 00:23:01,656 - davarocr - INFO - Epoch [36][10/541] lr: 1.818e-05, eta: 0:24:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0944 +2022-03-11 00:23:02,532 - davarocr - INFO - Epoch [36][15/541] lr: 1.818e-05, eta: 0:24:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0971 +2022-03-11 00:23:03,422 - davarocr - INFO - Epoch [36][20/541] lr: 1.818e-05, eta: 0:24:35, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0832 +2022-03-11 00:23:04,301 - davarocr - INFO - Epoch [36][25/541] lr: 1.818e-05, eta: 0:24:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0830 +2022-03-11 00:23:05,175 - davarocr - INFO - Epoch [36][30/541] lr: 1.818e-05, eta: 0:24:33, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0881 +2022-03-11 00:23:06,058 - davarocr - INFO - Epoch [36][35/541] lr: 1.818e-05, eta: 0:24:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.1282 +2022-03-11 00:23:06,927 - davarocr - INFO - Epoch [36][40/541] lr: 1.818e-05, eta: 0:24:32, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0832 +2022-03-11 00:23:07,818 - davarocr - INFO - Epoch [36][45/541] lr: 1.818e-05, eta: 0:24:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.5847 +2022-03-11 00:23:08,699 - davarocr - INFO - Epoch [36][50/541] lr: 1.818e-05, eta: 0:24:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0040, loss: 0.0061, grad_norm: 2.1760 +2022-03-11 00:23:09,581 - davarocr - INFO - Epoch [36][55/541] lr: 1.818e-05, eta: 0:24:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.8475 +2022-03-11 00:23:10,489 - davarocr - INFO - Epoch [36][60/541] lr: 1.818e-05, eta: 0:24:28, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8773 +2022-03-11 00:23:11,370 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:23:11,370 - davarocr - INFO - Epoch [36][65/541] lr: 1.818e-05, eta: 0:24:27, time: 0.173, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0006, loss: 0.0020, grad_norm: 0.9760 +2022-03-11 00:23:12,246 - davarocr - INFO - Epoch [36][70/541] lr: 1.818e-05, eta: 0:24:26, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8479 +2022-03-11 00:23:13,127 - davarocr - INFO - Epoch [36][75/541] lr: 1.818e-05, eta: 0:24:25, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8398 +2022-03-11 00:23:13,998 - davarocr - INFO - Epoch [36][80/541] lr: 1.818e-05, eta: 0:24:24, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0010, loss: 0.0032, grad_norm: 1.2075 +2022-03-11 00:23:14,880 - davarocr - INFO - Epoch [36][85/541] lr: 1.818e-05, eta: 0:24:23, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0008, grad_norm: 0.9720 +2022-03-11 00:23:15,764 - davarocr - INFO - Epoch [36][90/541] lr: 1.818e-05, eta: 0:24:22, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8590 +2022-03-11 00:23:16,677 - davarocr - INFO - Epoch [36][95/541] lr: 1.818e-05, eta: 0:24:21, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8636 +2022-03-11 00:23:17,586 - davarocr - INFO - Epoch [36][100/541] lr: 1.818e-05, eta: 0:24:20, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8601 +2022-03-11 00:23:18,499 - davarocr - INFO - Epoch [36][105/541] lr: 1.818e-05, eta: 0:24:20, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8582 +2022-03-11 00:23:19,404 - davarocr - INFO - Epoch [36][110/541] lr: 1.818e-05, eta: 0:24:19, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8587 +2022-03-11 00:23:20,312 - davarocr - INFO - Epoch [36][115/541] lr: 1.818e-05, eta: 0:24:18, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8585 +2022-03-11 00:23:21,223 - davarocr - INFO - Epoch [36][120/541] lr: 1.818e-05, eta: 0:24:17, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8584 +2022-03-11 00:23:22,130 - davarocr - INFO - Epoch [36][125/541] lr: 1.818e-05, eta: 0:24:16, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8644 +2022-03-11 00:23:23,042 - davarocr - INFO - Epoch [36][130/541] lr: 1.818e-05, eta: 0:24:15, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8592 +2022-03-11 00:23:23,958 - davarocr - INFO - Epoch [36][135/541] lr: 1.818e-05, eta: 0:24:14, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8589 +2022-03-11 00:23:24,862 - davarocr - INFO - Epoch [36][140/541] lr: 1.818e-05, eta: 0:24:13, time: 0.185, data_time: 0.012, memory: 5192, start_loss: 0.0001, end_loss: 0.0017, loss: 0.0018, grad_norm: 1.4881 +2022-03-11 00:23:25,745 - davarocr - INFO - Epoch [36][145/541] lr: 1.818e-05, eta: 0:24:12, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9208 +2022-03-11 00:23:26,619 - davarocr - INFO - Epoch [36][150/541] lr: 1.818e-05, eta: 0:24:11, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9208 +2022-03-11 00:23:27,495 - davarocr - INFO - Epoch [36][155/541] lr: 1.818e-05, eta: 0:24:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0001, loss: 0.0019, grad_norm: 0.9322 +2022-03-11 00:23:28,367 - davarocr - INFO - Epoch [36][160/541] lr: 1.818e-05, eta: 0:24:09, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.9557 +2022-03-11 00:23:29,253 - davarocr - INFO - Epoch [36][165/541] lr: 1.818e-05, eta: 0:24:09, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0044, loss: 0.0093, grad_norm: 1.4102 +2022-03-11 00:23:30,127 - davarocr - INFO - Epoch [36][170/541] lr: 1.818e-05, eta: 0:24:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9922 +2022-03-11 00:23:31,004 - davarocr - INFO - Epoch [36][175/541] lr: 1.818e-05, eta: 0:24:07, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.0008 +2022-03-11 00:23:31,889 - davarocr - INFO - Epoch [36][180/541] lr: 1.818e-05, eta: 0:24:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.0111 +2022-03-11 00:23:32,769 - davarocr - INFO - Epoch [36][185/541] lr: 1.818e-05, eta: 0:24:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0000, loss: 0.0014, grad_norm: 0.9910 +2022-03-11 00:23:33,650 - davarocr - INFO - Epoch [36][190/541] lr: 1.818e-05, eta: 0:24:04, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0014, grad_norm: 1.4034 +2022-03-11 00:23:34,533 - davarocr - INFO - Epoch [36][195/541] lr: 1.818e-05, eta: 0:24:03, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0067 +2022-03-11 00:23:35,413 - davarocr - INFO - Epoch [36][200/541] lr: 1.818e-05, eta: 0:24:02, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0013, loss: 0.0017, grad_norm: 1.0611 +2022-03-11 00:23:36,282 - davarocr - INFO - Epoch [36][205/541] lr: 1.818e-05, eta: 0:24:01, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0227 +2022-03-11 00:23:37,153 - davarocr - INFO - Epoch [36][210/541] lr: 1.818e-05, eta: 0:24:00, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.3932 +2022-03-11 00:23:38,025 - davarocr - INFO - Epoch [36][215/541] lr: 1.818e-05, eta: 0:23:59, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0366 +2022-03-11 00:23:38,898 - davarocr - INFO - Epoch [36][220/541] lr: 1.818e-05, eta: 0:23:58, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0018, loss: 0.0025, grad_norm: 1.1482 +2022-03-11 00:23:39,784 - davarocr - INFO - Epoch [36][225/541] lr: 1.818e-05, eta: 0:23:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0453 +2022-03-11 00:23:40,665 - davarocr - INFO - Epoch [36][230/541] lr: 1.818e-05, eta: 0:23:57, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0458 +2022-03-11 00:23:41,553 - davarocr - INFO - Epoch [36][235/541] lr: 1.818e-05, eta: 0:23:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0456 +2022-03-11 00:23:42,439 - davarocr - INFO - Epoch [36][240/541] lr: 1.818e-05, eta: 0:23:55, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.0552 +2022-03-11 00:23:43,324 - davarocr - INFO - Epoch [36][245/541] lr: 1.818e-05, eta: 0:23:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0016, grad_norm: 1.0431 +2022-03-11 00:23:44,205 - davarocr - INFO - Epoch [36][250/541] lr: 1.818e-05, eta: 0:23:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0434 +2022-03-11 00:23:45,084 - davarocr - INFO - Epoch [36][255/541] lr: 1.818e-05, eta: 0:23:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0388 +2022-03-11 00:23:45,977 - davarocr - INFO - Epoch [36][260/541] lr: 1.818e-05, eta: 0:23:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0015, loss: 0.0021, grad_norm: 1.1174 +2022-03-11 00:23:46,860 - davarocr - INFO - Epoch [36][265/541] lr: 1.818e-05, eta: 0:23:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.0937 +2022-03-11 00:23:47,741 - davarocr - INFO - Epoch [36][270/541] lr: 1.818e-05, eta: 0:23:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0018, grad_norm: 1.2776 +2022-03-11 00:23:48,617 - davarocr - INFO - Epoch [36][275/541] lr: 1.818e-05, eta: 0:23:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0647 +2022-03-11 00:23:49,505 - davarocr - INFO - Epoch [36][280/541] lr: 1.818e-05, eta: 0:23:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.1169 +2022-03-11 00:23:50,391 - davarocr - INFO - Epoch [36][285/541] lr: 1.818e-05, eta: 0:23:46, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0564 +2022-03-11 00:23:51,271 - davarocr - INFO - Epoch [36][290/541] lr: 1.818e-05, eta: 0:23:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.0668 +2022-03-11 00:23:52,153 - davarocr - INFO - Epoch [36][295/541] lr: 1.818e-05, eta: 0:23:45, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0023, loss: 0.0027, grad_norm: 1.8340 +2022-03-11 00:23:53,028 - davarocr - INFO - Epoch [36][300/541] lr: 1.818e-05, eta: 0:23:44, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0017, loss: 0.0045, grad_norm: 1.3958 +2022-03-11 00:23:53,908 - davarocr - INFO - Epoch [36][305/541] lr: 1.818e-05, eta: 0:23:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.2073 +2022-03-11 00:23:54,794 - davarocr - INFO - Epoch [36][310/541] lr: 1.818e-05, eta: 0:23:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1587 +2022-03-11 00:23:55,682 - davarocr - INFO - Epoch [36][315/541] lr: 1.818e-05, eta: 0:23:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3221 +2022-03-11 00:23:56,567 - davarocr - INFO - Epoch [36][320/541] lr: 1.818e-05, eta: 0:23:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2242 +2022-03-11 00:23:57,449 - davarocr - INFO - Epoch [36][325/541] lr: 1.818e-05, eta: 0:23:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.1713 +2022-03-11 00:23:58,344 - davarocr - INFO - Epoch [36][330/541] lr: 1.818e-05, eta: 0:23:38, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0025, loss: 0.0032, grad_norm: 1.7223 +2022-03-11 00:23:59,231 - davarocr - INFO - Epoch [36][335/541] lr: 1.818e-05, eta: 0:23:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2188 +2022-03-11 00:24:00,116 - davarocr - INFO - Epoch [36][340/541] lr: 1.818e-05, eta: 0:23:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0010, grad_norm: 1.2554 +2022-03-11 00:24:01,000 - davarocr - INFO - Epoch [36][345/541] lr: 1.818e-05, eta: 0:23:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2151 +2022-03-11 00:24:01,893 - davarocr - INFO - Epoch [36][350/541] lr: 1.818e-05, eta: 0:23:34, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0044, loss: 0.0082, grad_norm: 1.9708 +2022-03-11 00:24:02,783 - davarocr - INFO - Epoch [36][355/541] lr: 1.818e-05, eta: 0:23:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0025, loss: 0.0053, grad_norm: 1.2883 +2022-03-11 00:24:03,682 - davarocr - INFO - Epoch [36][360/541] lr: 1.818e-05, eta: 0:23:33, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0013, loss: 0.0025, grad_norm: 1.4151 +2022-03-11 00:24:04,558 - davarocr - INFO - Epoch [36][365/541] lr: 1.818e-05, eta: 0:23:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0017, grad_norm: 1.3544 +2022-03-11 00:24:05,448 - davarocr - INFO - Epoch [36][370/541] lr: 1.818e-05, eta: 0:23:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0010, loss: 0.0020, grad_norm: 1.3433 +2022-03-11 00:24:06,340 - davarocr - INFO - Epoch [36][375/541] lr: 1.818e-05, eta: 0:23:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.2695 +2022-03-11 00:24:07,220 - davarocr - INFO - Epoch [36][380/541] lr: 1.818e-05, eta: 0:23:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0055, loss: 0.0114, grad_norm: 2.1620 +2022-03-11 00:24:08,091 - davarocr - INFO - Epoch [36][385/541] lr: 1.818e-05, eta: 0:23:28, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0009, loss: 0.0025, grad_norm: 1.2532 +2022-03-11 00:24:08,976 - davarocr - INFO - Epoch [36][390/541] lr: 1.818e-05, eta: 0:23:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1408 +2022-03-11 00:24:09,865 - davarocr - INFO - Epoch [36][395/541] lr: 1.818e-05, eta: 0:23:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2138 +2022-03-11 00:24:10,759 - davarocr - INFO - Epoch [36][400/541] lr: 1.818e-05, eta: 0:23:25, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1363 +2022-03-11 00:24:11,637 - davarocr - INFO - Epoch [36][405/541] lr: 1.818e-05, eta: 0:23:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.2544 +2022-03-11 00:24:12,526 - davarocr - INFO - Epoch [36][410/541] lr: 1.818e-05, eta: 0:23:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0020, loss: 0.0039, grad_norm: 1.2273 +2022-03-11 00:24:13,410 - davarocr - INFO - Epoch [36][415/541] lr: 1.818e-05, eta: 0:23:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0014, loss: 0.0023, grad_norm: 1.4270 +2022-03-11 00:24:14,291 - davarocr - INFO - Epoch [36][420/541] lr: 1.818e-05, eta: 0:23:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.1965 +2022-03-11 00:24:15,172 - davarocr - INFO - Epoch [36][425/541] lr: 1.818e-05, eta: 0:23:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1446 +2022-03-11 00:24:16,043 - davarocr - INFO - Epoch [36][430/541] lr: 1.818e-05, eta: 0:23:20, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1488 +2022-03-11 00:24:16,911 - davarocr - INFO - Epoch [36][435/541] lr: 1.818e-05, eta: 0:23:19, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.1734 +2022-03-11 00:24:17,801 - davarocr - INFO - Epoch [36][440/541] lr: 1.818e-05, eta: 0:23:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1409 +2022-03-11 00:24:18,678 - davarocr - INFO - Epoch [36][445/541] lr: 1.818e-05, eta: 0:23:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1522 +2022-03-11 00:24:19,556 - davarocr - INFO - Epoch [36][450/541] lr: 1.818e-05, eta: 0:23:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0026, loss: 0.0031, grad_norm: 1.4238 +2022-03-11 00:24:20,461 - davarocr - INFO - Epoch [36][455/541] lr: 1.818e-05, eta: 0:23:15, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2319 +2022-03-11 00:24:21,381 - davarocr - INFO - Epoch [36][460/541] lr: 1.818e-05, eta: 0:23:14, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1684 +2022-03-11 00:24:22,264 - davarocr - INFO - Epoch [36][465/541] lr: 1.818e-05, eta: 0:23:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1804 +2022-03-11 00:24:23,140 - davarocr - INFO - Epoch [36][470/541] lr: 1.818e-05, eta: 0:23:12, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0020, loss: 0.0039, grad_norm: 1.5052 +2022-03-11 00:24:24,027 - davarocr - INFO - Epoch [36][475/541] lr: 1.818e-05, eta: 0:23:11, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1800 +2022-03-11 00:24:24,890 - davarocr - INFO - Epoch [36][480/541] lr: 1.818e-05, eta: 0:23:10, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.2499 +2022-03-11 00:24:25,777 - davarocr - INFO - Epoch [36][485/541] lr: 1.818e-05, eta: 0:23:10, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1800 +2022-03-11 00:24:26,655 - davarocr - INFO - Epoch [36][490/541] lr: 1.818e-05, eta: 0:23:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1781 +2022-03-11 00:24:27,535 - davarocr - INFO - Epoch [36][495/541] lr: 1.818e-05, eta: 0:23:08, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0012, loss: 0.0018, grad_norm: 1.3329 +2022-03-11 00:24:28,409 - davarocr - INFO - Epoch [36][500/541] lr: 1.818e-05, eta: 0:23:07, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1652 +2022-03-11 00:24:29,291 - davarocr - INFO - Epoch [36][505/541] lr: 1.818e-05, eta: 0:23:06, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1653 +2022-03-11 00:24:30,166 - davarocr - INFO - Epoch [36][510/541] lr: 1.818e-05, eta: 0:23:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1678 +2022-03-11 00:24:31,055 - davarocr - INFO - Epoch [36][515/541] lr: 1.818e-05, eta: 0:23:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1654 +2022-03-11 00:24:31,926 - davarocr - INFO - Epoch [36][520/541] lr: 1.818e-05, eta: 0:23:03, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1654 +2022-03-11 00:24:32,808 - davarocr - INFO - Epoch [36][525/541] lr: 1.818e-05, eta: 0:23:02, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1648 +2022-03-11 00:24:33,688 - davarocr - INFO - Epoch [36][530/541] lr: 1.818e-05, eta: 0:23:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1656 +2022-03-11 00:24:34,567 - davarocr - INFO - Epoch [36][535/541] lr: 1.818e-05, eta: 0:23:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.4150 +2022-03-11 00:24:35,447 - davarocr - INFO - Epoch [36][540/541] lr: 1.818e-05, eta: 0:22:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1632 +2022-03-11 00:24:49,141 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:24:49,142 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:24:49,143 - davarocr - INFO - Epoch(val) [36][541] LOC: {'precision': 0.9375382731169627, 'recall': 0.9178657074340527, 'f1-score': 0.9275976976673735}, PER: {'precision': 0.96125, 'recall': 0.9511440940012369, 'f1-score': 0.9561703450419646}, MISC: {'precision': 0.8550074738415545, 'recall': 0.8148148148148148, 'f1-score': 0.8344274252370532}, ORG: {'precision': 0.8888888888888888, 'recall': 0.9006622516556292, 'f1-score': 0.894736842105263}, all: {'precision': 0.9197851387645479, 'recall': 0.9095254957507082, 'f1-score': 0.9146265467818036}, hmean: 0.9146 +2022-03-11 00:24:52,538 - davarocr - INFO - Epoch [37][5/541] lr: 1.786e-05, eta: 0:22:59, time: 0.678, data_time: 0.489, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1613 +2022-03-11 00:24:53,415 - davarocr - INFO - Epoch [37][10/541] lr: 1.786e-05, eta: 0:22:58, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1614 +2022-03-11 00:24:54,291 - davarocr - INFO - Epoch [37][15/541] lr: 1.786e-05, eta: 0:22:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.3548 +2022-03-11 00:24:55,173 - davarocr - INFO - Epoch [37][20/541] lr: 1.786e-05, eta: 0:22:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1679 +2022-03-11 00:24:56,068 - davarocr - INFO - Epoch [37][25/541] lr: 1.786e-05, eta: 0:22:55, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1910 +2022-03-11 00:24:56,955 - davarocr - INFO - Epoch [37][30/541] lr: 1.786e-05, eta: 0:22:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1700 +2022-03-11 00:24:57,840 - davarocr - INFO - Epoch [37][35/541] lr: 1.786e-05, eta: 0:22:54, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1693 +2022-03-11 00:24:58,716 - davarocr - INFO - Epoch [37][40/541] lr: 1.786e-05, eta: 0:22:53, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1702 +2022-03-11 00:24:59,613 - davarocr - INFO - Epoch [37][45/541] lr: 1.786e-05, eta: 0:22:52, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.1915 +2022-03-11 00:25:00,497 - davarocr - INFO - Epoch [37][50/541] lr: 1.786e-05, eta: 0:22:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0021, loss: 0.0032, grad_norm: 1.2059 +2022-03-11 00:25:01,398 - davarocr - INFO - Epoch [37][55/541] lr: 1.786e-05, eta: 0:22:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0016, loss: 0.0021, grad_norm: 1.2414 +2022-03-11 00:25:02,272 - davarocr - INFO - Epoch [37][60/541] lr: 1.786e-05, eta: 0:22:49, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1741 +2022-03-11 00:25:03,155 - davarocr - INFO - Epoch [37][65/541] lr: 1.786e-05, eta: 0:22:48, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.1814 +2022-03-11 00:25:04,047 - davarocr - INFO - Epoch [37][70/541] lr: 1.786e-05, eta: 0:22:47, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.1772 +2022-03-11 00:25:04,935 - davarocr - INFO - Epoch [37][75/541] lr: 1.786e-05, eta: 0:22:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1690 +2022-03-11 00:25:05,818 - davarocr - INFO - Epoch [37][80/541] lr: 1.786e-05, eta: 0:22:45, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.2075 +2022-03-11 00:25:06,699 - davarocr - INFO - Epoch [37][85/541] lr: 1.786e-05, eta: 0:22:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.1749 +2022-03-11 00:25:07,587 - davarocr - INFO - Epoch [37][90/541] lr: 1.786e-05, eta: 0:22:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1854 +2022-03-11 00:25:08,470 - davarocr - INFO - Epoch [37][95/541] lr: 1.786e-05, eta: 0:22:43, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1747 +2022-03-11 00:25:09,357 - davarocr - INFO - Epoch [37][100/541] lr: 1.786e-05, eta: 0:22:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1706 +2022-03-11 00:25:10,251 - davarocr - INFO - Epoch [37][105/541] lr: 1.786e-05, eta: 0:22:41, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1701 +2022-03-11 00:25:11,131 - davarocr - INFO - Epoch [37][110/541] lr: 1.786e-05, eta: 0:22:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1700 +2022-03-11 00:25:12,011 - davarocr - INFO - Epoch [37][115/541] lr: 1.786e-05, eta: 0:22:39, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1702 +2022-03-11 00:25:12,900 - davarocr - INFO - Epoch [37][120/541] lr: 1.786e-05, eta: 0:22:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.2245 +2022-03-11 00:25:13,785 - davarocr - INFO - Epoch [37][125/541] lr: 1.786e-05, eta: 0:22:37, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1768 +2022-03-11 00:25:14,665 - davarocr - INFO - Epoch [37][130/541] lr: 1.786e-05, eta: 0:22:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1758 +2022-03-11 00:25:15,551 - davarocr - INFO - Epoch [37][135/541] lr: 1.786e-05, eta: 0:22:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1757 +2022-03-11 00:25:16,435 - davarocr - INFO - Epoch [37][140/541] lr: 1.786e-05, eta: 0:22:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1757 +2022-03-11 00:25:17,315 - davarocr - INFO - Epoch [37][145/541] lr: 1.786e-05, eta: 0:22:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1757 +2022-03-11 00:25:18,205 - davarocr - INFO - Epoch [37][150/541] lr: 1.786e-05, eta: 0:22:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 1.2739 +2022-03-11 00:25:19,089 - davarocr - INFO - Epoch [37][155/541] lr: 1.786e-05, eta: 0:22:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1777 +2022-03-11 00:25:19,970 - davarocr - INFO - Epoch [37][160/541] lr: 1.786e-05, eta: 0:22:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1773 +2022-03-11 00:25:20,860 - davarocr - INFO - Epoch [37][165/541] lr: 1.786e-05, eta: 0:22:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1771 +2022-03-11 00:25:21,738 - davarocr - INFO - Epoch [37][170/541] lr: 1.786e-05, eta: 0:22:29, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1771 +2022-03-11 00:25:22,641 - davarocr - INFO - Epoch [37][175/541] lr: 1.786e-05, eta: 0:22:28, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1771 +2022-03-11 00:25:23,520 - davarocr - INFO - Epoch [37][180/541] lr: 1.786e-05, eta: 0:22:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.2353 +2022-03-11 00:25:24,414 - davarocr - INFO - Epoch [37][185/541] lr: 1.786e-05, eta: 0:22:26, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1781 +2022-03-11 00:25:25,301 - davarocr - INFO - Epoch [37][190/541] lr: 1.786e-05, eta: 0:22:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1780 +2022-03-11 00:25:26,185 - davarocr - INFO - Epoch [37][195/541] lr: 1.786e-05, eta: 0:22:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0000, loss: 0.0024, grad_norm: 1.4777 +2022-03-11 00:25:27,069 - davarocr - INFO - Epoch [37][200/541] lr: 1.786e-05, eta: 0:22:23, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0012, loss: 0.0012, grad_norm: 1.1968 +2022-03-11 00:25:27,956 - davarocr - INFO - Epoch [37][205/541] lr: 1.786e-05, eta: 0:22:22, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1986 +2022-03-11 00:25:28,846 - davarocr - INFO - Epoch [37][210/541] lr: 1.786e-05, eta: 0:22:21, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0037, end_loss: 0.0001, loss: 0.0038, grad_norm: 1.2548 +2022-03-11 00:25:29,726 - davarocr - INFO - Epoch [37][215/541] lr: 1.786e-05, eta: 0:22:20, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1981 +2022-03-11 00:25:30,606 - davarocr - INFO - Epoch [37][220/541] lr: 1.786e-05, eta: 0:22:20, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1979 +2022-03-11 00:25:31,496 - davarocr - INFO - Epoch [37][225/541] lr: 1.786e-05, eta: 0:22:19, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1994 +2022-03-11 00:25:32,380 - davarocr - INFO - Epoch [37][230/541] lr: 1.786e-05, eta: 0:22:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0009, loss: 0.0014, grad_norm: 1.2686 +2022-03-11 00:25:33,273 - davarocr - INFO - Epoch [37][235/541] lr: 1.786e-05, eta: 0:22:17, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.3224 +2022-03-11 00:25:34,151 - davarocr - INFO - Epoch [37][240/541] lr: 1.786e-05, eta: 0:22:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1962 +2022-03-11 00:25:35,035 - davarocr - INFO - Epoch [37][245/541] lr: 1.786e-05, eta: 0:22:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0016, grad_norm: 1.2260 +2022-03-11 00:25:35,916 - davarocr - INFO - Epoch [37][250/541] lr: 1.786e-05, eta: 0:22:14, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1885 +2022-03-11 00:25:36,810 - davarocr - INFO - Epoch [37][255/541] lr: 1.786e-05, eta: 0:22:13, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1913 +2022-03-11 00:25:37,699 - davarocr - INFO - Epoch [37][260/541] lr: 1.786e-05, eta: 0:22:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0008, loss: 0.0011, grad_norm: 1.1957 +2022-03-11 00:25:38,575 - davarocr - INFO - Epoch [37][265/541] lr: 1.786e-05, eta: 0:22:11, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.2176 +2022-03-11 00:25:39,447 - davarocr - INFO - Epoch [37][270/541] lr: 1.786e-05, eta: 0:22:10, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.2722 +2022-03-11 00:25:40,325 - davarocr - INFO - Epoch [37][275/541] lr: 1.786e-05, eta: 0:22:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1888 +2022-03-11 00:25:41,220 - davarocr - INFO - Epoch [37][280/541] lr: 1.786e-05, eta: 0:22:08, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1888 +2022-03-11 00:25:42,100 - davarocr - INFO - Epoch [37][285/541] lr: 1.786e-05, eta: 0:22:08, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0032, loss: 0.0045, grad_norm: 1.2382 +2022-03-11 00:25:42,985 - davarocr - INFO - Epoch [37][290/541] lr: 1.786e-05, eta: 0:22:07, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.3435 +2022-03-11 00:25:43,863 - davarocr - INFO - Epoch [37][295/541] lr: 1.786e-05, eta: 0:22:06, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.2630 +2022-03-11 00:25:44,748 - davarocr - INFO - Epoch [37][300/541] lr: 1.786e-05, eta: 0:22:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.1944 +2022-03-11 00:25:45,630 - davarocr - INFO - Epoch [37][305/541] lr: 1.786e-05, eta: 0:22:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1933 +2022-03-11 00:25:46,511 - davarocr - INFO - Epoch [37][310/541] lr: 1.786e-05, eta: 0:22:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0000, loss: 0.0033, grad_norm: 1.2165 +2022-03-11 00:25:47,388 - davarocr - INFO - Epoch [37][315/541] lr: 1.786e-05, eta: 0:22:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0018, loss: 0.0027, grad_norm: 1.2079 +2022-03-11 00:25:48,288 - davarocr - INFO - Epoch [37][320/541] lr: 1.786e-05, eta: 0:22:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.2265 +2022-03-11 00:25:49,161 - davarocr - INFO - Epoch [37][325/541] lr: 1.786e-05, eta: 0:22:00, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1945 +2022-03-11 00:25:50,033 - davarocr - INFO - Epoch [37][330/541] lr: 1.786e-05, eta: 0:21:59, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.4787 +2022-03-11 00:25:50,903 - davarocr - INFO - Epoch [37][335/541] lr: 1.786e-05, eta: 0:21:58, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.2157 +2022-03-11 00:25:51,779 - davarocr - INFO - Epoch [37][340/541] lr: 1.786e-05, eta: 0:21:57, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2131 +2022-03-11 00:25:52,658 - davarocr - INFO - Epoch [37][345/541] lr: 1.786e-05, eta: 0:21:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0039, loss: 0.0063, grad_norm: 1.5793 +2022-03-11 00:25:53,541 - davarocr - INFO - Epoch [37][350/541] lr: 1.786e-05, eta: 0:21:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2263 +2022-03-11 00:25:54,422 - davarocr - INFO - Epoch [37][355/541] lr: 1.786e-05, eta: 0:21:55, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2261 +2022-03-11 00:25:55,300 - davarocr - INFO - Epoch [37][360/541] lr: 1.786e-05, eta: 0:21:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0001, loss: 0.0015, grad_norm: 1.2683 +2022-03-11 00:25:56,189 - davarocr - INFO - Epoch [37][365/541] lr: 1.786e-05, eta: 0:21:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0008, loss: 0.0017, grad_norm: 1.3015 +2022-03-11 00:25:57,070 - davarocr - INFO - Epoch [37][370/541] lr: 1.786e-05, eta: 0:21:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0009, loss: 0.0014, grad_norm: 1.2454 +2022-03-11 00:25:57,954 - davarocr - INFO - Epoch [37][375/541] lr: 1.786e-05, eta: 0:21:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2312 +2022-03-11 00:25:58,833 - davarocr - INFO - Epoch [37][380/541] lr: 1.786e-05, eta: 0:21:50, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2304 +2022-03-11 00:25:59,711 - davarocr - INFO - Epoch [37][385/541] lr: 1.786e-05, eta: 0:21:49, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.2696 +2022-03-11 00:26:00,606 - davarocr - INFO - Epoch [37][390/541] lr: 1.786e-05, eta: 0:21:48, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0016, loss: 0.0023, grad_norm: 1.2526 +2022-03-11 00:26:01,487 - davarocr - INFO - Epoch [37][395/541] lr: 1.786e-05, eta: 0:21:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2249 +2022-03-11 00:26:02,381 - davarocr - INFO - Epoch [37][400/541] lr: 1.786e-05, eta: 0:21:46, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2277 +2022-03-11 00:26:03,277 - davarocr - INFO - Epoch [37][405/541] lr: 1.786e-05, eta: 0:21:45, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.2299 +2022-03-11 00:26:04,157 - davarocr - INFO - Epoch [37][410/541] lr: 1.786e-05, eta: 0:21:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2254 +2022-03-11 00:26:05,052 - davarocr - INFO - Epoch [37][415/541] lr: 1.786e-05, eta: 0:21:44, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2254 +2022-03-11 00:26:05,952 - davarocr - INFO - Epoch [37][420/541] lr: 1.786e-05, eta: 0:21:43, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0028, loss: 0.0028, grad_norm: 1.3544 +2022-03-11 00:26:06,833 - davarocr - INFO - Epoch [37][425/541] lr: 1.786e-05, eta: 0:21:42, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.2795 +2022-03-11 00:26:07,714 - davarocr - INFO - Epoch [37][430/541] lr: 1.786e-05, eta: 0:21:41, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.3273 +2022-03-11 00:26:08,594 - davarocr - INFO - Epoch [37][435/541] lr: 1.786e-05, eta: 0:21:40, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2238 +2022-03-11 00:26:09,477 - davarocr - INFO - Epoch [37][440/541] lr: 1.786e-05, eta: 0:21:39, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2302 +2022-03-11 00:26:10,371 - davarocr - INFO - Epoch [37][445/541] lr: 1.786e-05, eta: 0:21:38, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.2766 +2022-03-11 00:26:11,266 - davarocr - INFO - Epoch [37][450/541] lr: 1.786e-05, eta: 0:21:37, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2319 +2022-03-11 00:26:12,163 - davarocr - INFO - Epoch [37][455/541] lr: 1.786e-05, eta: 0:21:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2284 +2022-03-11 00:26:13,057 - davarocr - INFO - Epoch [37][460/541] lr: 1.786e-05, eta: 0:21:35, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2275 +2022-03-11 00:26:13,940 - davarocr - INFO - Epoch [37][465/541] lr: 1.786e-05, eta: 0:21:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.2767 +2022-03-11 00:26:14,843 - davarocr - INFO - Epoch [37][470/541] lr: 1.786e-05, eta: 0:21:34, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.3299 +2022-03-11 00:26:15,720 - davarocr - INFO - Epoch [37][475/541] lr: 1.786e-05, eta: 0:21:33, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.2372 +2022-03-11 00:26:16,605 - davarocr - INFO - Epoch [37][480/541] lr: 1.786e-05, eta: 0:21:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2307 +2022-03-11 00:26:17,484 - davarocr - INFO - Epoch [37][485/541] lr: 1.786e-05, eta: 0:21:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2408 +2022-03-11 00:26:18,369 - davarocr - INFO - Epoch [37][490/541] lr: 1.786e-05, eta: 0:21:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2297 +2022-03-11 00:26:19,256 - davarocr - INFO - Epoch [37][495/541] lr: 1.786e-05, eta: 0:21:29, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0008, loss: 0.0017, grad_norm: 2.1345 +2022-03-11 00:26:20,146 - davarocr - INFO - Epoch [37][500/541] lr: 1.786e-05, eta: 0:21:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.2175 +2022-03-11 00:26:21,031 - davarocr - INFO - Epoch [37][505/541] lr: 1.786e-05, eta: 0:21:27, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0609 +2022-03-11 00:26:21,907 - davarocr - INFO - Epoch [37][510/541] lr: 1.786e-05, eta: 0:21:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0693 +2022-03-11 00:26:22,797 - davarocr - INFO - Epoch [37][515/541] lr: 1.786e-05, eta: 0:21:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0005, loss: 0.0022, grad_norm: 1.1469 +2022-03-11 00:26:23,696 - davarocr - INFO - Epoch [37][520/541] lr: 1.786e-05, eta: 0:21:24, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.1503 +2022-03-11 00:26:24,600 - davarocr - INFO - Epoch [37][525/541] lr: 1.786e-05, eta: 0:21:23, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.3687 +2022-03-11 00:26:25,481 - davarocr - INFO - Epoch [37][530/541] lr: 1.786e-05, eta: 0:21:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.2203 +2022-03-11 00:26:26,358 - davarocr - INFO - Epoch [37][535/541] lr: 1.786e-05, eta: 0:21:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0054, loss: 0.0054, grad_norm: 1.1782 +2022-03-11 00:26:27,237 - davarocr - INFO - Epoch [37][540/541] lr: 1.786e-05, eta: 0:21:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0741 +2022-03-11 00:26:41,001 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:26:41,002 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:26:41,002 - davarocr - INFO - Epoch(val) [37][541] LOC: {'precision': 0.9408502772643254, 'recall': 0.9154676258992805, 'f1-score': 0.9279854147675478}, PER: {'precision': 0.9629629629629629, 'recall': 0.9486703772418058, 'f1-score': 0.9557632398753894}, MISC: {'precision': 0.8362068965517241, 'recall': 0.8290598290598291, 'f1-score': 0.8326180257510729}, ORG: {'precision': 0.8985680190930787, 'recall': 0.9066827212522577, 'f1-score': 0.9026071321546298}, all: {'precision': 0.9214387974230493, 'recall': 0.9116501416430595, 'f1-score': 0.9165183339266642}, hmean: 0.9165 +2022-03-11 00:26:44,357 - davarocr - INFO - Epoch [38][5/541] lr: 1.754e-05, eta: 0:21:20, time: 0.670, data_time: 0.492, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0752 +2022-03-11 00:26:45,254 - davarocr - INFO - Epoch [38][10/541] lr: 1.754e-05, eta: 0:21:19, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0017, end_loss: 0.0014, loss: 0.0031, grad_norm: 1.1704 +2022-03-11 00:26:46,146 - davarocr - INFO - Epoch [38][15/541] lr: 1.754e-05, eta: 0:21:19, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1029 +2022-03-11 00:26:47,026 - davarocr - INFO - Epoch [38][20/541] lr: 1.754e-05, eta: 0:21:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0804 +2022-03-11 00:26:47,921 - davarocr - INFO - Epoch [38][25/541] lr: 1.754e-05, eta: 0:21:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0819 +2022-03-11 00:26:48,797 - davarocr - INFO - Epoch [38][30/541] lr: 1.754e-05, eta: 0:21:16, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0787 +2022-03-11 00:26:49,679 - davarocr - INFO - Epoch [38][35/541] lr: 1.754e-05, eta: 0:21:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0781 +2022-03-11 00:26:50,569 - davarocr - INFO - Epoch [38][40/541] lr: 1.754e-05, eta: 0:21:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0801 +2022-03-11 00:26:51,449 - davarocr - INFO - Epoch [38][45/541] lr: 1.754e-05, eta: 0:21:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0933 +2022-03-11 00:26:52,352 - davarocr - INFO - Epoch [38][50/541] lr: 1.754e-05, eta: 0:21:12, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0772 +2022-03-11 00:26:53,240 - davarocr - INFO - Epoch [38][55/541] lr: 1.754e-05, eta: 0:21:11, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0021, loss: 0.0035, grad_norm: 1.9532 +2022-03-11 00:26:54,115 - davarocr - INFO - Epoch [38][60/541] lr: 1.754e-05, eta: 0:21:10, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0658 +2022-03-11 00:26:54,997 - davarocr - INFO - Epoch [38][65/541] lr: 1.754e-05, eta: 0:21:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0644 +2022-03-11 00:26:55,894 - davarocr - INFO - Epoch [38][70/541] lr: 1.754e-05, eta: 0:21:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.1225 +2022-03-11 00:26:56,795 - davarocr - INFO - Epoch [38][75/541] lr: 1.754e-05, eta: 0:21:07, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0021, loss: 0.0042, grad_norm: 2.2556 +2022-03-11 00:26:57,677 - davarocr - INFO - Epoch [38][80/541] lr: 1.754e-05, eta: 0:21:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8133 +2022-03-11 00:26:58,560 - davarocr - INFO - Epoch [38][85/541] lr: 1.754e-05, eta: 0:21:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8120 +2022-03-11 00:26:59,451 - davarocr - INFO - Epoch [38][90/541] lr: 1.754e-05, eta: 0:21:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.8087 +2022-03-11 00:27:00,336 - davarocr - INFO - Epoch [38][95/541] lr: 1.754e-05, eta: 0:21:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.2375 +2022-03-11 00:27:01,222 - davarocr - INFO - Epoch [38][100/541] lr: 1.754e-05, eta: 0:21:03, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0017, loss: 0.0038, grad_norm: 1.0569 +2022-03-11 00:27:02,107 - davarocr - INFO - Epoch [38][105/541] lr: 1.754e-05, eta: 0:21:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8349 +2022-03-11 00:27:02,990 - davarocr - INFO - Epoch [38][110/541] lr: 1.754e-05, eta: 0:21:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8346 +2022-03-11 00:27:03,875 - davarocr - INFO - Epoch [38][115/541] lr: 1.754e-05, eta: 0:21:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9687 +2022-03-11 00:27:04,749 - davarocr - INFO - Epoch [38][120/541] lr: 1.754e-05, eta: 0:20:59, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8330 +2022-03-11 00:27:05,633 - davarocr - INFO - Epoch [38][125/541] lr: 1.754e-05, eta: 0:20:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0028, loss: 0.0028, grad_norm: 1.3875 +2022-03-11 00:27:06,517 - davarocr - INFO - Epoch [38][130/541] lr: 1.754e-05, eta: 0:20:57, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8886 +2022-03-11 00:27:07,394 - davarocr - INFO - Epoch [38][135/541] lr: 1.754e-05, eta: 0:20:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8911 +2022-03-11 00:27:08,273 - davarocr - INFO - Epoch [38][140/541] lr: 1.754e-05, eta: 0:20:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8877 +2022-03-11 00:27:09,148 - davarocr - INFO - Epoch [38][145/541] lr: 1.754e-05, eta: 0:20:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0022, loss: 0.0022, grad_norm: 0.9773 +2022-03-11 00:27:10,034 - davarocr - INFO - Epoch [38][150/541] lr: 1.754e-05, eta: 0:20:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.9633 +2022-03-11 00:27:10,916 - davarocr - INFO - Epoch [38][155/541] lr: 1.754e-05, eta: 0:20:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0013, grad_norm: 0.9234 +2022-03-11 00:27:11,796 - davarocr - INFO - Epoch [38][160/541] lr: 1.754e-05, eta: 0:20:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.0202 +2022-03-11 00:27:12,677 - davarocr - INFO - Epoch [38][165/541] lr: 1.754e-05, eta: 0:20:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8976 +2022-03-11 00:27:13,561 - davarocr - INFO - Epoch [38][170/541] lr: 1.754e-05, eta: 0:20:50, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 0.9799 +2022-03-11 00:27:14,438 - davarocr - INFO - Epoch [38][175/541] lr: 1.754e-05, eta: 0:20:49, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.9038 +2022-03-11 00:27:15,327 - davarocr - INFO - Epoch [38][180/541] lr: 1.754e-05, eta: 0:20:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9014 +2022-03-11 00:27:16,207 - davarocr - INFO - Epoch [38][185/541] lr: 1.754e-05, eta: 0:20:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 0.9023 +2022-03-11 00:27:17,093 - davarocr - INFO - Epoch [38][190/541] lr: 1.754e-05, eta: 0:20:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8998 +2022-03-11 00:27:17,972 - davarocr - INFO - Epoch [38][195/541] lr: 1.754e-05, eta: 0:20:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.6708 +2022-03-11 00:27:18,870 - davarocr - INFO - Epoch [38][200/541] lr: 1.754e-05, eta: 0:20:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.0313 +2022-03-11 00:27:19,757 - davarocr - INFO - Epoch [38][205/541] lr: 1.754e-05, eta: 0:20:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.9618 +2022-03-11 00:27:20,639 - davarocr - INFO - Epoch [38][210/541] lr: 1.754e-05, eta: 0:20:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 0.9493 +2022-03-11 00:27:21,526 - davarocr - INFO - Epoch [38][215/541] lr: 1.754e-05, eta: 0:20:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9491 +2022-03-11 00:27:22,397 - davarocr - INFO - Epoch [38][220/541] lr: 1.754e-05, eta: 0:20:41, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0011, grad_norm: 0.9649 +2022-03-11 00:27:23,285 - davarocr - INFO - Epoch [38][225/541] lr: 1.754e-05, eta: 0:20:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.9513 +2022-03-11 00:27:24,177 - davarocr - INFO - Epoch [38][230/541] lr: 1.754e-05, eta: 0:20:39, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9498 +2022-03-11 00:27:25,060 - davarocr - INFO - Epoch [38][235/541] lr: 1.754e-05, eta: 0:20:38, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9463 +2022-03-11 00:27:25,939 - davarocr - INFO - Epoch [38][240/541] lr: 1.754e-05, eta: 0:20:37, time: 0.176, data_time: 0.004, memory: 5192, start_loss: 0.0011, end_loss: 0.0001, loss: 0.0012, grad_norm: 1.1380 +2022-03-11 00:27:26,835 - davarocr - INFO - Epoch [38][245/541] lr: 1.754e-05, eta: 0:20:36, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9518 +2022-03-11 00:27:27,718 - davarocr - INFO - Epoch [38][250/541] lr: 1.754e-05, eta: 0:20:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9506 +2022-03-11 00:27:28,601 - davarocr - INFO - Epoch [38][255/541] lr: 1.754e-05, eta: 0:20:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9505 +2022-03-11 00:27:29,488 - davarocr - INFO - Epoch [38][260/541] lr: 1.754e-05, eta: 0:20:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9799 +2022-03-11 00:27:30,366 - davarocr - INFO - Epoch [38][265/541] lr: 1.754e-05, eta: 0:20:33, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9507 +2022-03-11 00:27:31,247 - davarocr - INFO - Epoch [38][270/541] lr: 1.754e-05, eta: 0:20:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9503 +2022-03-11 00:27:32,136 - davarocr - INFO - Epoch [38][275/541] lr: 1.754e-05, eta: 0:20:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9505 +2022-03-11 00:27:33,022 - davarocr - INFO - Epoch [38][280/541] lr: 1.754e-05, eta: 0:20:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0019, loss: 0.0034, grad_norm: 1.1339 +2022-03-11 00:27:33,908 - davarocr - INFO - Epoch [38][285/541] lr: 1.754e-05, eta: 0:20:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9530 +2022-03-11 00:27:34,786 - davarocr - INFO - Epoch [38][290/541] lr: 1.754e-05, eta: 0:20:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0000, loss: 0.0014, grad_norm: 1.0756 +2022-03-11 00:27:35,668 - davarocr - INFO - Epoch [38][295/541] lr: 1.754e-05, eta: 0:20:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0007, grad_norm: 0.9836 +2022-03-11 00:27:36,555 - davarocr - INFO - Epoch [38][300/541] lr: 1.754e-05, eta: 0:20:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0014, grad_norm: 1.0676 +2022-03-11 00:27:37,436 - davarocr - INFO - Epoch [38][305/541] lr: 1.754e-05, eta: 0:20:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9733 +2022-03-11 00:27:38,314 - davarocr - INFO - Epoch [38][310/541] lr: 1.754e-05, eta: 0:20:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9567 +2022-03-11 00:27:39,191 - davarocr - INFO - Epoch [38][315/541] lr: 1.754e-05, eta: 0:20:23, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:27:40,063 - davarocr - INFO - Epoch [38][320/541] lr: 1.754e-05, eta: 0:20:22, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:27:40,945 - davarocr - INFO - Epoch [38][325/541] lr: 1.754e-05, eta: 0:20:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9576 +2022-03-11 00:27:41,820 - davarocr - INFO - Epoch [38][330/541] lr: 1.754e-05, eta: 0:20:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9554 +2022-03-11 00:27:42,693 - davarocr - INFO - Epoch [38][335/541] lr: 1.754e-05, eta: 0:20:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9552 +2022-03-11 00:27:43,574 - davarocr - INFO - Epoch [38][340/541] lr: 1.754e-05, eta: 0:20:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9551 +2022-03-11 00:27:44,463 - davarocr - INFO - Epoch [38][345/541] lr: 1.754e-05, eta: 0:20:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0008, loss: 0.0020, grad_norm: 0.9633 +2022-03-11 00:27:45,343 - davarocr - INFO - Epoch [38][350/541] lr: 1.754e-05, eta: 0:20:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9551 +2022-03-11 00:27:46,256 - davarocr - INFO - Epoch [38][355/541] lr: 1.754e-05, eta: 0:20:16, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9551 +2022-03-11 00:27:47,167 - davarocr - INFO - Epoch [38][360/541] lr: 1.754e-05, eta: 0:20:15, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9611 +2022-03-11 00:27:48,088 - davarocr - INFO - Epoch [38][365/541] lr: 1.754e-05, eta: 0:20:14, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9542 +2022-03-11 00:27:48,996 - davarocr - INFO - Epoch [38][370/541] lr: 1.754e-05, eta: 0:20:13, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0035, loss: 0.0039, grad_norm: 1.0583 +2022-03-11 00:27:49,907 - davarocr - INFO - Epoch [38][375/541] lr: 1.754e-05, eta: 0:20:12, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9533 +2022-03-11 00:27:50,816 - davarocr - INFO - Epoch [38][380/541] lr: 1.754e-05, eta: 0:20:11, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9533 +2022-03-11 00:27:51,733 - davarocr - INFO - Epoch [38][385/541] lr: 1.754e-05, eta: 0:20:10, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9533 +2022-03-11 00:27:52,649 - davarocr - INFO - Epoch [38][390/541] lr: 1.754e-05, eta: 0:20:10, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0019, loss: 0.0029, grad_norm: 0.9619 +2022-03-11 00:27:53,559 - davarocr - INFO - Epoch [38][395/541] lr: 1.754e-05, eta: 0:20:09, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9539 +2022-03-11 00:27:54,480 - davarocr - INFO - Epoch [38][400/541] lr: 1.754e-05, eta: 0:20:08, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9592 +2022-03-11 00:27:55,393 - davarocr - INFO - Epoch [38][405/541] lr: 1.754e-05, eta: 0:20:07, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.0284 +2022-03-11 00:27:56,312 - davarocr - INFO - Epoch [38][410/541] lr: 1.754e-05, eta: 0:20:06, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9538 +2022-03-11 00:27:57,226 - davarocr - INFO - Epoch [38][415/541] lr: 1.754e-05, eta: 0:20:05, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0006, loss: 0.0021, grad_norm: 1.3672 +2022-03-11 00:27:58,143 - davarocr - INFO - Epoch [38][420/541] lr: 1.754e-05, eta: 0:20:04, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.0059 +2022-03-11 00:27:59,054 - davarocr - INFO - Epoch [38][425/541] lr: 1.754e-05, eta: 0:20:03, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0207 +2022-03-11 00:27:59,963 - davarocr - INFO - Epoch [38][430/541] lr: 1.754e-05, eta: 0:20:02, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0017, loss: 0.0018, grad_norm: 1.2209 +2022-03-11 00:28:00,885 - davarocr - INFO - Epoch [38][435/541] lr: 1.754e-05, eta: 0:20:01, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0389 +2022-03-11 00:28:01,794 - davarocr - INFO - Epoch [38][440/541] lr: 1.754e-05, eta: 0:20:00, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9979 +2022-03-11 00:28:02,707 - davarocr - INFO - Epoch [38][445/541] lr: 1.754e-05, eta: 0:20:00, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.4662 +2022-03-11 00:28:03,619 - davarocr - INFO - Epoch [38][450/541] lr: 1.754e-05, eta: 0:19:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0376 +2022-03-11 00:28:04,538 - davarocr - INFO - Epoch [38][455/541] lr: 1.754e-05, eta: 0:19:58, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.0401 +2022-03-11 00:28:05,450 - davarocr - INFO - Epoch [38][460/541] lr: 1.754e-05, eta: 0:19:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0377 +2022-03-11 00:28:06,362 - davarocr - INFO - Epoch [38][465/541] lr: 1.754e-05, eta: 0:19:56, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0361 +2022-03-11 00:28:07,271 - davarocr - INFO - Epoch [38][470/541] lr: 1.754e-05, eta: 0:19:55, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0353 +2022-03-11 00:28:08,192 - davarocr - INFO - Epoch [38][475/541] lr: 1.754e-05, eta: 0:19:54, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0347 +2022-03-11 00:28:09,096 - davarocr - INFO - Epoch [38][480/541] lr: 1.754e-05, eta: 0:19:53, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0346 +2022-03-11 00:28:10,024 - davarocr - INFO - Epoch [38][485/541] lr: 1.754e-05, eta: 0:19:52, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.0349 +2022-03-11 00:28:10,941 - davarocr - INFO - Epoch [38][490/541] lr: 1.754e-05, eta: 0:19:51, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0424 +2022-03-11 00:28:11,855 - davarocr - INFO - Epoch [38][495/541] lr: 1.754e-05, eta: 0:19:50, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.0313 +2022-03-11 00:28:12,771 - davarocr - INFO - Epoch [38][500/541] lr: 1.754e-05, eta: 0:19:50, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.0400 +2022-03-11 00:28:13,675 - davarocr - INFO - Epoch [38][505/541] lr: 1.754e-05, eta: 0:19:49, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0291 +2022-03-11 00:28:14,580 - davarocr - INFO - Epoch [38][510/541] lr: 1.754e-05, eta: 0:19:48, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0017, loss: 0.0022, grad_norm: 1.0979 +2022-03-11 00:28:15,484 - davarocr - INFO - Epoch [38][515/541] lr: 1.754e-05, eta: 0:19:47, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0493 +2022-03-11 00:28:16,402 - davarocr - INFO - Epoch [38][520/541] lr: 1.754e-05, eta: 0:19:46, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0356 +2022-03-11 00:28:17,318 - davarocr - INFO - Epoch [38][525/541] lr: 1.754e-05, eta: 0:19:45, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0001, loss: 0.0030, grad_norm: 1.1038 +2022-03-11 00:28:18,226 - davarocr - INFO - Epoch [38][530/541] lr: 1.754e-05, eta: 0:19:44, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0475 +2022-03-11 00:28:19,131 - davarocr - INFO - Epoch [38][535/541] lr: 1.754e-05, eta: 0:19:43, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0390 +2022-03-11 00:28:20,031 - davarocr - INFO - Epoch [38][540/541] lr: 1.754e-05, eta: 0:19:42, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0370 +2022-03-11 00:28:33,864 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:28:33,865 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:28:33,865 - davarocr - INFO - Epoch(val) [38][541] LOC: {'precision': 0.9502177971375233, 'recall': 0.9154676258992805, 'f1-score': 0.9325190839694656}, PER: {'precision': 0.9457317073170731, 'recall': 0.9591836734693877, 'f1-score': 0.9524101934295364}, MISC: {'precision': 0.8220338983050848, 'recall': 0.8290598290598291, 'f1-score': 0.825531914893617}, ORG: {'precision': 0.8982540638169777, 'recall': 0.8982540638169777, 'f1-score': 0.8982540638169777}, all: {'precision': 0.9173789173789174, 'recall': 0.9121813031161473, 'f1-score': 0.9147727272727273}, hmean: 0.9148 +2022-03-11 00:28:37,243 - davarocr - INFO - Epoch [39][5/541] lr: 1.724e-05, eta: 0:19:42, time: 0.673, data_time: 0.486, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0369 +2022-03-11 00:28:38,127 - davarocr - INFO - Epoch [39][10/541] lr: 1.724e-05, eta: 0:19:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0369 +2022-03-11 00:28:39,002 - davarocr - INFO - Epoch [39][15/541] lr: 1.724e-05, eta: 0:19:40, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0047, loss: 0.0057, grad_norm: 1.0790 +2022-03-11 00:28:39,884 - davarocr - INFO - Epoch [39][20/541] lr: 1.724e-05, eta: 0:19:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0445 +2022-03-11 00:28:40,774 - davarocr - INFO - Epoch [39][25/541] lr: 1.724e-05, eta: 0:19:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0376 +2022-03-11 00:28:41,667 - davarocr - INFO - Epoch [39][30/541] lr: 1.724e-05, eta: 0:19:37, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.0487 +2022-03-11 00:28:42,549 - davarocr - INFO - Epoch [39][35/541] lr: 1.724e-05, eta: 0:19:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0350 +2022-03-11 00:28:43,435 - davarocr - INFO - Epoch [39][40/541] lr: 1.724e-05, eta: 0:19:35, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.2221 +2022-03-11 00:28:44,311 - davarocr - INFO - Epoch [39][45/541] lr: 1.724e-05, eta: 0:19:35, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0410 +2022-03-11 00:28:45,194 - davarocr - INFO - Epoch [39][50/541] lr: 1.724e-05, eta: 0:19:34, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0408 +2022-03-11 00:28:46,076 - davarocr - INFO - Epoch [39][55/541] lr: 1.724e-05, eta: 0:19:33, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0409 +2022-03-11 00:28:46,956 - davarocr - INFO - Epoch [39][60/541] lr: 1.724e-05, eta: 0:19:32, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0409 +2022-03-11 00:28:47,835 - davarocr - INFO - Epoch [39][65/541] lr: 1.724e-05, eta: 0:19:31, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.2972 +2022-03-11 00:28:48,721 - davarocr - INFO - Epoch [39][70/541] lr: 1.724e-05, eta: 0:19:30, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1322 +2022-03-11 00:28:49,605 - davarocr - INFO - Epoch [39][75/541] lr: 1.724e-05, eta: 0:19:29, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0022, loss: 0.0024, grad_norm: 1.1038 +2022-03-11 00:28:50,488 - davarocr - INFO - Epoch [39][80/541] lr: 1.724e-05, eta: 0:19:28, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0797 +2022-03-11 00:28:51,367 - davarocr - INFO - Epoch [39][85/541] lr: 1.724e-05, eta: 0:19:27, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.0784 +2022-03-11 00:28:52,257 - davarocr - INFO - Epoch [39][90/541] lr: 1.724e-05, eta: 0:19:26, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0757 +2022-03-11 00:28:53,135 - davarocr - INFO - Epoch [39][95/541] lr: 1.724e-05, eta: 0:19:25, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0756 +2022-03-11 00:28:54,004 - davarocr - INFO - Epoch [39][100/541] lr: 1.724e-05, eta: 0:19:24, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0760 +2022-03-11 00:28:54,907 - davarocr - INFO - Epoch [39][105/541] lr: 1.724e-05, eta: 0:19:23, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0008, loss: 0.0018, grad_norm: 1.0767 +2022-03-11 00:28:55,786 - davarocr - INFO - Epoch [39][110/541] lr: 1.724e-05, eta: 0:19:23, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1027 +2022-03-11 00:28:56,665 - davarocr - INFO - Epoch [39][115/541] lr: 1.724e-05, eta: 0:19:22, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0764 +2022-03-11 00:28:57,543 - davarocr - INFO - Epoch [39][120/541] lr: 1.724e-05, eta: 0:19:21, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0763 +2022-03-11 00:28:58,457 - davarocr - INFO - Epoch [39][125/541] lr: 1.724e-05, eta: 0:19:20, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0765 +2022-03-11 00:28:59,340 - davarocr - INFO - Epoch [39][130/541] lr: 1.724e-05, eta: 0:19:19, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0989 +2022-03-11 00:29:00,226 - davarocr - INFO - Epoch [39][135/541] lr: 1.724e-05, eta: 0:19:18, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1090 +2022-03-11 00:29:01,116 - davarocr - INFO - Epoch [39][140/541] lr: 1.724e-05, eta: 0:19:17, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0715 +2022-03-11 00:29:02,015 - davarocr - INFO - Epoch [39][145/541] lr: 1.724e-05, eta: 0:19:16, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0712 +2022-03-11 00:29:02,901 - davarocr - INFO - Epoch [39][150/541] lr: 1.724e-05, eta: 0:19:15, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0711 +2022-03-11 00:29:03,789 - davarocr - INFO - Epoch [39][155/541] lr: 1.724e-05, eta: 0:19:14, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0014, loss: 0.0018, grad_norm: 1.0868 +2022-03-11 00:29:04,666 - davarocr - INFO - Epoch [39][160/541] lr: 1.724e-05, eta: 0:19:13, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.0738 +2022-03-11 00:29:05,545 - davarocr - INFO - Epoch [39][165/541] lr: 1.724e-05, eta: 0:19:12, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0942 +2022-03-11 00:29:06,428 - davarocr - INFO - Epoch [39][170/541] lr: 1.724e-05, eta: 0:19:12, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.0716 +2022-03-11 00:29:07,311 - davarocr - INFO - Epoch [39][175/541] lr: 1.724e-05, eta: 0:19:11, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0675 +2022-03-11 00:29:08,194 - davarocr - INFO - Epoch [39][180/541] lr: 1.724e-05, eta: 0:19:10, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0667 +2022-03-11 00:29:09,075 - davarocr - INFO - Epoch [39][185/541] lr: 1.724e-05, eta: 0:19:09, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0667 +2022-03-11 00:29:09,958 - davarocr - INFO - Epoch [39][190/541] lr: 1.724e-05, eta: 0:19:08, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.1635 +2022-03-11 00:29:10,831 - davarocr - INFO - Epoch [39][195/541] lr: 1.724e-05, eta: 0:19:07, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0735 +2022-03-11 00:29:11,717 - davarocr - INFO - Epoch [39][200/541] lr: 1.724e-05, eta: 0:19:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0740 +2022-03-11 00:29:12,611 - davarocr - INFO - Epoch [39][205/541] lr: 1.724e-05, eta: 0:19:05, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0735 +2022-03-11 00:29:13,486 - davarocr - INFO - Epoch [39][210/541] lr: 1.724e-05, eta: 0:19:04, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0734 +2022-03-11 00:29:14,380 - davarocr - INFO - Epoch [39][215/541] lr: 1.724e-05, eta: 0:19:03, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0734 +2022-03-11 00:29:15,264 - davarocr - INFO - Epoch [39][220/541] lr: 1.724e-05, eta: 0:19:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0733 +2022-03-11 00:29:16,139 - davarocr - INFO - Epoch [39][225/541] lr: 1.724e-05, eta: 0:19:01, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.7236 +2022-03-11 00:29:17,034 - davarocr - INFO - Epoch [39][230/541] lr: 1.724e-05, eta: 0:19:01, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1290 +2022-03-11 00:29:17,936 - davarocr - INFO - Epoch [39][235/541] lr: 1.724e-05, eta: 0:19:00, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1289 +2022-03-11 00:29:18,820 - davarocr - INFO - Epoch [39][240/541] lr: 1.724e-05, eta: 0:18:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.1289 +2022-03-11 00:29:19,714 - davarocr - INFO - Epoch [39][245/541] lr: 1.724e-05, eta: 0:18:58, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1288 +2022-03-11 00:29:20,593 - davarocr - INFO - Epoch [39][250/541] lr: 1.724e-05, eta: 0:18:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.2606 +2022-03-11 00:29:21,472 - davarocr - INFO - Epoch [39][255/541] lr: 1.724e-05, eta: 0:18:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.1493 +2022-03-11 00:29:22,358 - davarocr - INFO - Epoch [39][260/541] lr: 1.724e-05, eta: 0:18:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.1578 +2022-03-11 00:29:23,245 - davarocr - INFO - Epoch [39][265/541] lr: 1.724e-05, eta: 0:18:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1354 +2022-03-11 00:29:24,129 - davarocr - INFO - Epoch [39][270/541] lr: 1.724e-05, eta: 0:18:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.1784 +2022-03-11 00:29:25,011 - davarocr - INFO - Epoch [39][275/541] lr: 1.724e-05, eta: 0:18:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.2293 +2022-03-11 00:29:25,886 - davarocr - INFO - Epoch [39][280/541] lr: 1.724e-05, eta: 0:18:51, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1359 +2022-03-11 00:29:26,759 - davarocr - INFO - Epoch [39][285/541] lr: 1.724e-05, eta: 0:18:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1362 +2022-03-11 00:29:27,639 - davarocr - INFO - Epoch [39][290/541] lr: 1.724e-05, eta: 0:18:49, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1369 +2022-03-11 00:29:28,516 - davarocr - INFO - Epoch [39][295/541] lr: 1.724e-05, eta: 0:18:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.5148 +2022-03-11 00:29:29,396 - davarocr - INFO - Epoch [39][300/541] lr: 1.724e-05, eta: 0:18:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1940 +2022-03-11 00:29:30,273 - davarocr - INFO - Epoch [39][305/541] lr: 1.724e-05, eta: 0:18:47, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0014, grad_norm: 1.1757 +2022-03-11 00:29:31,159 - davarocr - INFO - Epoch [39][310/541] lr: 1.724e-05, eta: 0:18:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1597 +2022-03-11 00:29:32,039 - davarocr - INFO - Epoch [39][315/541] lr: 1.724e-05, eta: 0:18:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1597 +2022-03-11 00:29:32,929 - davarocr - INFO - Epoch [39][320/541] lr: 1.724e-05, eta: 0:18:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0013, grad_norm: 1.1603 +2022-03-11 00:29:33,814 - davarocr - INFO - Epoch [39][325/541] lr: 1.724e-05, eta: 0:18:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1599 +2022-03-11 00:29:34,709 - davarocr - INFO - Epoch [39][330/541] lr: 1.724e-05, eta: 0:18:42, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1597 +2022-03-11 00:29:35,591 - davarocr - INFO - Epoch [39][335/541] lr: 1.724e-05, eta: 0:18:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1861 +2022-03-11 00:29:36,470 - davarocr - INFO - Epoch [39][340/541] lr: 1.724e-05, eta: 0:18:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1553 +2022-03-11 00:29:37,345 - davarocr - INFO - Epoch [39][345/541] lr: 1.724e-05, eta: 0:18:39, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.1563 +2022-03-11 00:29:38,229 - davarocr - INFO - Epoch [39][350/541] lr: 1.724e-05, eta: 0:18:38, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.2199 +2022-03-11 00:29:39,113 - davarocr - INFO - Epoch [39][355/541] lr: 1.724e-05, eta: 0:18:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.1700 +2022-03-11 00:29:40,001 - davarocr - INFO - Epoch [39][360/541] lr: 1.724e-05, eta: 0:18:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1616 +2022-03-11 00:29:40,880 - davarocr - INFO - Epoch [39][365/541] lr: 1.724e-05, eta: 0:18:36, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1607 +2022-03-11 00:29:41,765 - davarocr - INFO - Epoch [39][370/541] lr: 1.724e-05, eta: 0:18:35, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 1.1980 +2022-03-11 00:29:42,650 - davarocr - INFO - Epoch [39][375/541] lr: 1.724e-05, eta: 0:18:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1601 +2022-03-11 00:29:43,532 - davarocr - INFO - Epoch [39][380/541] lr: 1.724e-05, eta: 0:18:33, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0017, loss: 0.0020, grad_norm: 1.3713 +2022-03-11 00:29:44,409 - davarocr - INFO - Epoch [39][385/541] lr: 1.724e-05, eta: 0:18:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.8848 +2022-03-11 00:29:45,290 - davarocr - INFO - Epoch [39][390/541] lr: 1.724e-05, eta: 0:18:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2393 +2022-03-11 00:29:46,167 - davarocr - INFO - Epoch [39][395/541] lr: 1.724e-05, eta: 0:18:30, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0047, end_loss: 0.0053, loss: 0.0100, grad_norm: 2.0501 +2022-03-11 00:29:47,054 - davarocr - INFO - Epoch [39][400/541] lr: 1.724e-05, eta: 0:18:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2378 +2022-03-11 00:29:47,936 - davarocr - INFO - Epoch [39][405/541] lr: 1.724e-05, eta: 0:18:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.2381 +2022-03-11 00:29:48,818 - davarocr - INFO - Epoch [39][410/541] lr: 1.724e-05, eta: 0:18:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0022, loss: 0.0061, grad_norm: 1.8777 +2022-03-11 00:29:49,705 - davarocr - INFO - Epoch [39][415/541] lr: 1.724e-05, eta: 0:18:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2679 +2022-03-11 00:29:50,586 - davarocr - INFO - Epoch [39][420/541] lr: 1.724e-05, eta: 0:18:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2450 +2022-03-11 00:29:51,469 - davarocr - INFO - Epoch [39][425/541] lr: 1.724e-05, eta: 0:18:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2467 +2022-03-11 00:29:52,354 - davarocr - INFO - Epoch [39][430/541] lr: 1.724e-05, eta: 0:18:24, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.2849 +2022-03-11 00:29:53,239 - davarocr - INFO - Epoch [39][435/541] lr: 1.724e-05, eta: 0:18:23, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0035, loss: 0.0056, grad_norm: 1.6373 +2022-03-11 00:29:54,125 - davarocr - INFO - Epoch [39][440/541] lr: 1.724e-05, eta: 0:18:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2591 +2022-03-11 00:29:55,012 - davarocr - INFO - Epoch [39][445/541] lr: 1.724e-05, eta: 0:18:21, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2582 +2022-03-11 00:29:55,893 - davarocr - INFO - Epoch [39][450/541] lr: 1.724e-05, eta: 0:18:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0029, loss: 0.0041, grad_norm: 1.6610 +2022-03-11 00:29:56,778 - davarocr - INFO - Epoch [39][455/541] lr: 1.724e-05, eta: 0:18:19, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2852 +2022-03-11 00:29:57,663 - davarocr - INFO - Epoch [39][460/541] lr: 1.724e-05, eta: 0:18:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.5690 +2022-03-11 00:29:58,560 - davarocr - INFO - Epoch [39][465/541] lr: 1.724e-05, eta: 0:18:17, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3377 +2022-03-11 00:29:59,440 - davarocr - INFO - Epoch [39][470/541] lr: 1.724e-05, eta: 0:18:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.8227 +2022-03-11 00:30:00,328 - davarocr - INFO - Epoch [39][475/541] lr: 1.724e-05, eta: 0:18:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.4805 +2022-03-11 00:30:01,208 - davarocr - INFO - Epoch [39][480/541] lr: 1.724e-05, eta: 0:18:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.5352 +2022-03-11 00:30:02,103 - davarocr - INFO - Epoch [39][485/541] lr: 1.724e-05, eta: 0:18:14, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.3869 +2022-03-11 00:30:02,983 - davarocr - INFO - Epoch [39][490/541] lr: 1.724e-05, eta: 0:18:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3609 +2022-03-11 00:30:03,857 - davarocr - INFO - Epoch [39][495/541] lr: 1.724e-05, eta: 0:18:12, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3634 +2022-03-11 00:30:04,737 - davarocr - INFO - Epoch [39][500/541] lr: 1.724e-05, eta: 0:18:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3569 +2022-03-11 00:30:05,621 - davarocr - INFO - Epoch [39][505/541] lr: 1.724e-05, eta: 0:18:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3655 +2022-03-11 00:30:06,509 - davarocr - INFO - Epoch [39][510/541] lr: 1.724e-05, eta: 0:18:09, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.3905 +2022-03-11 00:30:07,402 - davarocr - INFO - Epoch [39][515/541] lr: 1.724e-05, eta: 0:18:08, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.3527 +2022-03-11 00:30:08,295 - davarocr - INFO - Epoch [39][520/541] lr: 1.724e-05, eta: 0:18:07, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0009, grad_norm: 1.4068 +2022-03-11 00:30:09,181 - davarocr - INFO - Epoch [39][525/541] lr: 1.724e-05, eta: 0:18:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3441 +2022-03-11 00:30:10,058 - davarocr - INFO - Epoch [39][530/541] lr: 1.724e-05, eta: 0:18:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.3587 +2022-03-11 00:30:10,958 - davarocr - INFO - Epoch [39][535/541] lr: 1.724e-05, eta: 0:18:04, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3399 +2022-03-11 00:30:11,837 - davarocr - INFO - Epoch [39][540/541] lr: 1.724e-05, eta: 0:18:04, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.4072 +2022-03-11 00:30:25,483 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:30:25,484 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:30:25,484 - davarocr - INFO - Epoch(val) [39][541] LOC: {'precision': 0.9437577255871447, 'recall': 0.9154676258992805, 'f1-score': 0.9293974437005478}, PER: {'precision': 0.949048496009822, 'recall': 0.956091527520099, 'f1-score': 0.9525569932224277}, MISC: {'precision': 0.8364688856729378, 'recall': 0.8233618233618234, 'f1-score': 0.8298636037329504}, ORG: {'precision': 0.8724519510774607, 'recall': 0.9018663455749548, 'f1-score': 0.8869153345174658}, all: {'precision': 0.9105216622458002, 'recall': 0.9116501416430595, 'f1-score': 0.9110855525081837}, hmean: 0.9111 +2022-03-11 00:30:29,057 - davarocr - INFO - Epoch [40][5/541] lr: 1.695e-05, eta: 0:18:03, time: 0.714, data_time: 0.532, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.3965 +2022-03-11 00:30:29,968 - davarocr - INFO - Epoch [40][10/541] lr: 1.695e-05, eta: 0:18:02, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0012, loss: 0.0026, grad_norm: 1.6078 +2022-03-11 00:30:30,845 - davarocr - INFO - Epoch [40][15/541] lr: 1.695e-05, eta: 0:18:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3622 +2022-03-11 00:30:31,725 - davarocr - INFO - Epoch [40][20/541] lr: 1.695e-05, eta: 0:18:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3521 +2022-03-11 00:30:32,623 - davarocr - INFO - Epoch [40][25/541] lr: 1.695e-05, eta: 0:17:59, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3407 +2022-03-11 00:30:33,508 - davarocr - INFO - Epoch [40][30/541] lr: 1.695e-05, eta: 0:17:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3406 +2022-03-11 00:30:34,391 - davarocr - INFO - Epoch [40][35/541] lr: 1.695e-05, eta: 0:17:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3405 +2022-03-11 00:30:35,273 - davarocr - INFO - Epoch [40][40/541] lr: 1.695e-05, eta: 0:17:57, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0012, loss: 0.0012, grad_norm: 1.4684 +2022-03-11 00:30:36,168 - davarocr - INFO - Epoch [40][45/541] lr: 1.695e-05, eta: 0:17:56, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.3557 +2022-03-11 00:30:37,056 - davarocr - INFO - Epoch [40][50/541] lr: 1.695e-05, eta: 0:17:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3493 +2022-03-11 00:30:37,941 - davarocr - INFO - Epoch [40][55/541] lr: 1.695e-05, eta: 0:17:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4041 +2022-03-11 00:30:38,817 - davarocr - INFO - Epoch [40][60/541] lr: 1.695e-05, eta: 0:17:53, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3384 +2022-03-11 00:30:39,698 - davarocr - INFO - Epoch [40][65/541] lr: 1.695e-05, eta: 0:17:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3384 +2022-03-11 00:30:40,587 - davarocr - INFO - Epoch [40][70/541] lr: 1.695e-05, eta: 0:17:51, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3385 +2022-03-11 00:30:41,461 - davarocr - INFO - Epoch [40][75/541] lr: 1.695e-05, eta: 0:17:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3381 +2022-03-11 00:30:42,346 - davarocr - INFO - Epoch [40][80/541] lr: 1.695e-05, eta: 0:17:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.9223 +2022-03-11 00:30:43,221 - davarocr - INFO - Epoch [40][85/541] lr: 1.695e-05, eta: 0:17:48, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3848 +2022-03-11 00:30:44,093 - davarocr - INFO - Epoch [40][90/541] lr: 1.695e-05, eta: 0:17:48, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3810 +2022-03-11 00:30:44,973 - davarocr - INFO - Epoch [40][95/541] lr: 1.695e-05, eta: 0:17:47, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3869 +2022-03-11 00:30:45,851 - davarocr - INFO - Epoch [40][100/541] lr: 1.695e-05, eta: 0:17:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3852 +2022-03-11 00:30:46,723 - davarocr - INFO - Epoch [40][105/541] lr: 1.695e-05, eta: 0:17:45, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0032, loss: 0.0032, grad_norm: 1.4434 +2022-03-11 00:30:47,599 - davarocr - INFO - Epoch [40][110/541] lr: 1.695e-05, eta: 0:17:44, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.3885 +2022-03-11 00:30:48,476 - davarocr - INFO - Epoch [40][115/541] lr: 1.695e-05, eta: 0:17:43, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3790 +2022-03-11 00:30:49,370 - davarocr - INFO - Epoch [40][120/541] lr: 1.695e-05, eta: 0:17:42, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0038, end_loss: 0.0027, loss: 0.0064, grad_norm: 1.8084 +2022-03-11 00:30:50,255 - davarocr - INFO - Epoch [40][125/541] lr: 1.695e-05, eta: 0:17:41, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3909 +2022-03-11 00:30:51,134 - davarocr - INFO - Epoch [40][130/541] lr: 1.695e-05, eta: 0:17:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3934 +2022-03-11 00:30:52,017 - davarocr - INFO - Epoch [40][135/541] lr: 1.695e-05, eta: 0:17:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0019, loss: 0.0020, grad_norm: 1.5618 +2022-03-11 00:30:52,910 - davarocr - INFO - Epoch [40][140/541] lr: 1.695e-05, eta: 0:17:38, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3964 +2022-03-11 00:30:53,786 - davarocr - INFO - Epoch [40][145/541] lr: 1.695e-05, eta: 0:17:37, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3964 +2022-03-11 00:30:54,671 - davarocr - INFO - Epoch [40][150/541] lr: 1.695e-05, eta: 0:17:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.4025 +2022-03-11 00:30:55,566 - davarocr - INFO - Epoch [40][155/541] lr: 1.695e-05, eta: 0:17:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3971 +2022-03-11 00:30:56,454 - davarocr - INFO - Epoch [40][160/541] lr: 1.695e-05, eta: 0:17:35, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.5452 +2022-03-11 00:30:57,348 - davarocr - INFO - Epoch [40][165/541] lr: 1.695e-05, eta: 0:17:34, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3979 +2022-03-11 00:30:58,233 - davarocr - INFO - Epoch [40][170/541] lr: 1.695e-05, eta: 0:17:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3977 +2022-03-11 00:30:59,111 - davarocr - INFO - Epoch [40][175/541] lr: 1.695e-05, eta: 0:17:32, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3976 +2022-03-11 00:30:59,986 - davarocr - INFO - Epoch [40][180/541] lr: 1.695e-05, eta: 0:17:31, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0015, loss: 0.0024, grad_norm: 1.4345 +2022-03-11 00:31:00,879 - davarocr - INFO - Epoch [40][185/541] lr: 1.695e-05, eta: 0:17:30, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3953 +2022-03-11 00:31:01,790 - davarocr - INFO - Epoch [40][190/541] lr: 1.695e-05, eta: 0:17:29, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3953 +2022-03-11 00:31:02,679 - davarocr - INFO - Epoch [40][195/541] lr: 1.695e-05, eta: 0:17:28, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3953 +2022-03-11 00:31:03,561 - davarocr - INFO - Epoch [40][200/541] lr: 1.695e-05, eta: 0:17:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0028, loss: 0.0044, grad_norm: 2.5084 +2022-03-11 00:31:04,460 - davarocr - INFO - Epoch [40][205/541] lr: 1.695e-05, eta: 0:17:26, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0042, loss: 0.0042, grad_norm: 1.2416 +2022-03-11 00:31:05,368 - davarocr - INFO - Epoch [40][210/541] lr: 1.695e-05, eta: 0:17:26, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0151 +2022-03-11 00:31:06,258 - davarocr - INFO - Epoch [40][215/541] lr: 1.695e-05, eta: 0:17:25, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0142 +2022-03-11 00:31:07,148 - davarocr - INFO - Epoch [40][220/541] lr: 1.695e-05, eta: 0:17:24, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0016, loss: 0.0016, grad_norm: 1.0154 +2022-03-11 00:31:08,059 - davarocr - INFO - Epoch [40][225/541] lr: 1.695e-05, eta: 0:17:23, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0145 +2022-03-11 00:31:08,937 - davarocr - INFO - Epoch [40][230/541] lr: 1.695e-05, eta: 0:17:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0127 +2022-03-11 00:31:09,851 - davarocr - INFO - Epoch [40][235/541] lr: 1.695e-05, eta: 0:17:21, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0123 +2022-03-11 00:31:10,752 - davarocr - INFO - Epoch [40][240/541] lr: 1.695e-05, eta: 0:17:20, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0124 +2022-03-11 00:31:11,645 - davarocr - INFO - Epoch [40][245/541] lr: 1.695e-05, eta: 0:17:19, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0135 +2022-03-11 00:31:12,519 - davarocr - INFO - Epoch [40][250/541] lr: 1.695e-05, eta: 0:17:18, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0168 +2022-03-11 00:31:13,406 - davarocr - INFO - Epoch [40][255/541] lr: 1.695e-05, eta: 0:17:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0135 +2022-03-11 00:31:14,286 - davarocr - INFO - Epoch [40][260/541] lr: 1.695e-05, eta: 0:17:16, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0135 +2022-03-11 00:31:15,217 - davarocr - INFO - Epoch [40][265/541] lr: 1.695e-05, eta: 0:17:15, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.0145 +2022-03-11 00:31:16,120 - davarocr - INFO - Epoch [40][270/541] lr: 1.695e-05, eta: 0:17:15, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0632 +2022-03-11 00:31:17,017 - davarocr - INFO - Epoch [40][275/541] lr: 1.695e-05, eta: 0:17:14, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0130 +2022-03-11 00:31:17,900 - davarocr - INFO - Epoch [40][280/541] lr: 1.695e-05, eta: 0:17:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0008, loss: 0.0020, grad_norm: 1.0144 +2022-03-11 00:31:18,788 - davarocr - INFO - Epoch [40][285/541] lr: 1.695e-05, eta: 0:17:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0124 +2022-03-11 00:31:19,664 - davarocr - INFO - Epoch [40][290/541] lr: 1.695e-05, eta: 0:17:11, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0124 +2022-03-11 00:31:20,538 - davarocr - INFO - Epoch [40][295/541] lr: 1.695e-05, eta: 0:17:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0124 +2022-03-11 00:31:21,415 - davarocr - INFO - Epoch [40][300/541] lr: 1.695e-05, eta: 0:17:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0125 +2022-03-11 00:31:22,293 - davarocr - INFO - Epoch [40][305/541] lr: 1.695e-05, eta: 0:17:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0125 +2022-03-11 00:31:23,178 - davarocr - INFO - Epoch [40][310/541] lr: 1.695e-05, eta: 0:17:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.0137 +2022-03-11 00:31:24,059 - davarocr - INFO - Epoch [40][315/541] lr: 1.695e-05, eta: 0:17:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0122 +2022-03-11 00:31:24,945 - davarocr - INFO - Epoch [40][320/541] lr: 1.695e-05, eta: 0:17:05, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0196 +2022-03-11 00:31:25,817 - davarocr - INFO - Epoch [40][325/541] lr: 1.695e-05, eta: 0:17:04, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.0132 +2022-03-11 00:31:26,709 - davarocr - INFO - Epoch [40][330/541] lr: 1.695e-05, eta: 0:17:04, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0101 +2022-03-11 00:31:27,582 - davarocr - INFO - Epoch [40][335/541] lr: 1.695e-05, eta: 0:17:03, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0101 +2022-03-11 00:31:28,459 - davarocr - INFO - Epoch [40][340/541] lr: 1.695e-05, eta: 0:17:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0000, loss: 0.0013, grad_norm: 1.0127 +2022-03-11 00:31:29,359 - davarocr - INFO - Epoch [40][345/541] lr: 1.695e-05, eta: 0:17:01, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.1976 +2022-03-11 00:31:30,234 - davarocr - INFO - Epoch [40][350/541] lr: 1.695e-05, eta: 0:17:00, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0270 +2022-03-11 00:31:31,103 - davarocr - INFO - Epoch [40][355/541] lr: 1.695e-05, eta: 0:16:59, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0276 +2022-03-11 00:31:32,017 - davarocr - INFO - Epoch [40][360/541] lr: 1.695e-05, eta: 0:16:58, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0003, loss: 0.0017, grad_norm: 1.4896 +2022-03-11 00:31:32,902 - davarocr - INFO - Epoch [40][365/541] lr: 1.695e-05, eta: 0:16:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0567 +2022-03-11 00:31:33,789 - davarocr - INFO - Epoch [40][370/541] lr: 1.695e-05, eta: 0:16:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.0980 +2022-03-11 00:31:34,675 - davarocr - INFO - Epoch [40][375/541] lr: 1.695e-05, eta: 0:16:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.6263 +2022-03-11 00:31:35,556 - davarocr - INFO - Epoch [40][380/541] lr: 1.695e-05, eta: 0:16:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0006, loss: 0.0017, grad_norm: 1.4959 +2022-03-11 00:31:36,444 - davarocr - INFO - Epoch [40][385/541] lr: 1.695e-05, eta: 0:16:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0014, grad_norm: 1.1463 +2022-03-11 00:31:37,326 - davarocr - INFO - Epoch [40][390/541] lr: 1.695e-05, eta: 0:16:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.1704 +2022-03-11 00:31:38,222 - davarocr - INFO - Epoch [40][395/541] lr: 1.695e-05, eta: 0:16:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1437 +2022-03-11 00:31:39,148 - davarocr - INFO - Epoch [40][400/541] lr: 1.695e-05, eta: 0:16:51, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.8046 +2022-03-11 00:31:40,028 - davarocr - INFO - Epoch [40][405/541] lr: 1.695e-05, eta: 0:16:50, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1929 +2022-03-11 00:31:40,900 - davarocr - INFO - Epoch [40][410/541] lr: 1.695e-05, eta: 0:16:49, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0003, loss: 0.0023, grad_norm: 1.6311 +2022-03-11 00:31:41,793 - davarocr - INFO - Epoch [40][415/541] lr: 1.695e-05, eta: 0:16:48, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0019, loss: 0.0027, grad_norm: 1.9206 +2022-03-11 00:31:42,698 - davarocr - INFO - Epoch [40][420/541] lr: 1.695e-05, eta: 0:16:47, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0022, loss: 0.0034, grad_norm: 1.3495 +2022-03-11 00:31:43,594 - davarocr - INFO - Epoch [40][425/541] lr: 1.695e-05, eta: 0:16:46, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.5327 +2022-03-11 00:31:44,485 - davarocr - INFO - Epoch [40][430/541] lr: 1.695e-05, eta: 0:16:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.3302 +2022-03-11 00:31:45,369 - davarocr - INFO - Epoch [40][435/541] lr: 1.695e-05, eta: 0:16:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3126 +2022-03-11 00:31:46,251 - davarocr - INFO - Epoch [40][440/541] lr: 1.695e-05, eta: 0:16:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 1.5444 +2022-03-11 00:31:47,144 - davarocr - INFO - Epoch [40][445/541] lr: 1.695e-05, eta: 0:16:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0035, loss: 0.0056, grad_norm: 1.7385 +2022-03-11 00:31:48,024 - davarocr - INFO - Epoch [40][450/541] lr: 1.695e-05, eta: 0:16:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3140 +2022-03-11 00:31:48,905 - davarocr - INFO - Epoch [40][455/541] lr: 1.695e-05, eta: 0:16:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.4980 +2022-03-11 00:31:49,786 - davarocr - INFO - Epoch [40][460/541] lr: 1.695e-05, eta: 0:16:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0024, loss: 0.0053, grad_norm: 1.4251 +2022-03-11 00:31:50,669 - davarocr - INFO - Epoch [40][465/541] lr: 1.695e-05, eta: 0:16:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3044 +2022-03-11 00:31:51,560 - davarocr - INFO - Epoch [40][470/541] lr: 1.695e-05, eta: 0:16:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3055 +2022-03-11 00:31:52,441 - davarocr - INFO - Epoch [40][475/541] lr: 1.695e-05, eta: 0:16:37, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3059 +2022-03-11 00:31:53,320 - davarocr - INFO - Epoch [40][480/541] lr: 1.695e-05, eta: 0:16:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3027 +2022-03-11 00:31:54,203 - davarocr - INFO - Epoch [40][485/541] lr: 1.695e-05, eta: 0:16:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.3628 +2022-03-11 00:31:55,087 - davarocr - INFO - Epoch [40][490/541] lr: 1.695e-05, eta: 0:16:34, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.3345 +2022-03-11 00:31:55,976 - davarocr - INFO - Epoch [40][495/541] lr: 1.695e-05, eta: 0:16:33, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0017, loss: 0.0024, grad_norm: 1.4404 +2022-03-11 00:31:56,861 - davarocr - INFO - Epoch [40][500/541] lr: 1.695e-05, eta: 0:16:32, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.3307 +2022-03-11 00:31:57,747 - davarocr - INFO - Epoch [40][505/541] lr: 1.695e-05, eta: 0:16:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0015, loss: 0.0033, grad_norm: 1.5027 +2022-03-11 00:31:58,624 - davarocr - INFO - Epoch [40][510/541] lr: 1.695e-05, eta: 0:16:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.3009 +2022-03-11 00:31:59,512 - davarocr - INFO - Epoch [40][515/541] lr: 1.695e-05, eta: 0:16:30, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.2955 +2022-03-11 00:32:00,384 - davarocr - INFO - Epoch [40][520/541] lr: 1.695e-05, eta: 0:16:29, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2965 +2022-03-11 00:32:01,266 - davarocr - INFO - Epoch [40][525/541] lr: 1.695e-05, eta: 0:16:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2957 +2022-03-11 00:32:02,159 - davarocr - INFO - Epoch [40][530/541] lr: 1.695e-05, eta: 0:16:27, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2953 +2022-03-11 00:32:03,037 - davarocr - INFO - Epoch [40][535/541] lr: 1.695e-05, eta: 0:16:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3209 +2022-03-11 00:32:03,919 - davarocr - INFO - Epoch [40][540/541] lr: 1.695e-05, eta: 0:16:25, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0013, grad_norm: 1.3466 +2022-03-11 00:32:17,551 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:32:17,552 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:32:17,553 - davarocr - INFO - Epoch(val) [40][541] LOC: {'precision': 0.942998760842627, 'recall': 0.9124700239808153, 'f1-score': 0.927483241925655}, PER: {'precision': 0.9518221124150711, 'recall': 0.9529993815708101, 'f1-score': 0.9524103831891223}, MISC: {'precision': 0.7962466487935657, 'recall': 0.8461538461538461, 'f1-score': 0.8204419889502762}, ORG: {'precision': 0.8986035215543412, 'recall': 0.8910295003010235, 'f1-score': 0.894800483675937}, all: {'precision': 0.9130821187344472, 'recall': 0.9095254957507082, 'f1-score': 0.9113003370587192}, hmean: 0.9113 +2022-03-11 00:32:20,918 - davarocr - INFO - Epoch [41][5/541] lr: 1.667e-05, eta: 0:16:24, time: 0.671, data_time: 0.494, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2980 +2022-03-11 00:32:21,799 - davarocr - INFO - Epoch [41][10/541] lr: 1.667e-05, eta: 0:16:24, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2988 +2022-03-11 00:32:22,672 - davarocr - INFO - Epoch [41][15/541] lr: 1.667e-05, eta: 0:16:23, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2977 +2022-03-11 00:32:23,556 - davarocr - INFO - Epoch [41][20/541] lr: 1.667e-05, eta: 0:16:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3347 +2022-03-11 00:32:24,436 - davarocr - INFO - Epoch [41][25/541] lr: 1.667e-05, eta: 0:16:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.4917 +2022-03-11 00:32:25,334 - davarocr - INFO - Epoch [41][30/541] lr: 1.667e-05, eta: 0:16:20, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2914 +2022-03-11 00:32:26,235 - davarocr - INFO - Epoch [41][35/541] lr: 1.667e-05, eta: 0:16:19, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2912 +2022-03-11 00:32:27,122 - davarocr - INFO - Epoch [41][40/541] lr: 1.667e-05, eta: 0:16:18, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0022, loss: 0.0030, grad_norm: 2.1394 +2022-03-11 00:32:28,006 - davarocr - INFO - Epoch [41][45/541] lr: 1.667e-05, eta: 0:16:17, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0015, loss: 0.0025, grad_norm: 1.3260 +2022-03-11 00:32:28,885 - davarocr - INFO - Epoch [41][50/541] lr: 1.667e-05, eta: 0:16:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0013, loss: 0.0016, grad_norm: 1.2901 +2022-03-11 00:32:29,782 - davarocr - INFO - Epoch [41][55/541] lr: 1.667e-05, eta: 0:16:15, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2882 +2022-03-11 00:32:30,663 - davarocr - INFO - Epoch [41][60/541] lr: 1.667e-05, eta: 0:16:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.3162 +2022-03-11 00:32:31,533 - davarocr - INFO - Epoch [41][65/541] lr: 1.667e-05, eta: 0:16:13, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2878 +2022-03-11 00:32:32,421 - davarocr - INFO - Epoch [41][70/541] lr: 1.667e-05, eta: 0:16:13, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2855 +2022-03-11 00:32:33,304 - davarocr - INFO - Epoch [41][75/541] lr: 1.667e-05, eta: 0:16:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.5782 +2022-03-11 00:32:34,204 - davarocr - INFO - Epoch [41][80/541] lr: 1.667e-05, eta: 0:16:11, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3090 +2022-03-11 00:32:35,079 - davarocr - INFO - Epoch [41][85/541] lr: 1.667e-05, eta: 0:16:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0027, loss: 0.0027, grad_norm: 1.3955 +2022-03-11 00:32:35,961 - davarocr - INFO - Epoch [41][90/541] lr: 1.667e-05, eta: 0:16:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.3681 +2022-03-11 00:32:36,841 - davarocr - INFO - Epoch [41][95/541] lr: 1.667e-05, eta: 0:16:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3154 +2022-03-11 00:32:37,712 - davarocr - INFO - Epoch [41][100/541] lr: 1.667e-05, eta: 0:16:07, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3150 +2022-03-11 00:32:38,590 - davarocr - INFO - Epoch [41][105/541] lr: 1.667e-05, eta: 0:16:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3141 +2022-03-11 00:32:39,482 - davarocr - INFO - Epoch [41][110/541] lr: 1.667e-05, eta: 0:16:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3136 +2022-03-11 00:32:40,367 - davarocr - INFO - Epoch [41][115/541] lr: 1.667e-05, eta: 0:16:04, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3135 +2022-03-11 00:32:41,255 - davarocr - INFO - Epoch [41][120/541] lr: 1.667e-05, eta: 0:16:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3122 +2022-03-11 00:32:42,136 - davarocr - INFO - Epoch [41][125/541] lr: 1.667e-05, eta: 0:16:02, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0034, loss: 0.0054, grad_norm: 1.3854 +2022-03-11 00:32:43,015 - davarocr - INFO - Epoch [41][130/541] lr: 1.667e-05, eta: 0:16:02, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3065 +2022-03-11 00:32:43,923 - davarocr - INFO - Epoch [41][135/541] lr: 1.667e-05, eta: 0:16:01, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0016, loss: 0.0019, grad_norm: 1.5337 +2022-03-11 00:32:44,796 - davarocr - INFO - Epoch [41][140/541] lr: 1.667e-05, eta: 0:16:00, time: 0.175, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3237 +2022-03-11 00:32:45,686 - davarocr - INFO - Epoch [41][145/541] lr: 1.667e-05, eta: 0:15:59, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3107 +2022-03-11 00:32:46,570 - davarocr - INFO - Epoch [41][150/541] lr: 1.667e-05, eta: 0:15:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3106 +2022-03-11 00:32:47,449 - davarocr - INFO - Epoch [41][155/541] lr: 1.667e-05, eta: 0:15:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3109 +2022-03-11 00:32:48,326 - davarocr - INFO - Epoch [41][160/541] lr: 1.667e-05, eta: 0:15:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3108 +2022-03-11 00:32:49,200 - davarocr - INFO - Epoch [41][165/541] lr: 1.667e-05, eta: 0:15:55, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3107 +2022-03-11 00:32:50,081 - davarocr - INFO - Epoch [41][170/541] lr: 1.667e-05, eta: 0:15:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3106 +2022-03-11 00:32:50,989 - davarocr - INFO - Epoch [41][175/541] lr: 1.667e-05, eta: 0:15:53, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3115 +2022-03-11 00:32:51,873 - davarocr - INFO - Epoch [41][180/541] lr: 1.667e-05, eta: 0:15:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0015, grad_norm: 1.5813 +2022-03-11 00:32:52,755 - davarocr - INFO - Epoch [41][185/541] lr: 1.667e-05, eta: 0:15:51, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3381 +2022-03-11 00:32:53,639 - davarocr - INFO - Epoch [41][190/541] lr: 1.667e-05, eta: 0:15:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.4280 +2022-03-11 00:32:54,519 - davarocr - INFO - Epoch [41][195/541] lr: 1.667e-05, eta: 0:15:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3364 +2022-03-11 00:32:55,399 - davarocr - INFO - Epoch [41][200/541] lr: 1.667e-05, eta: 0:15:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3481 +2022-03-11 00:32:56,278 - davarocr - INFO - Epoch [41][205/541] lr: 1.667e-05, eta: 0:15:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.3285 +2022-03-11 00:32:57,162 - davarocr - INFO - Epoch [41][210/541] lr: 1.667e-05, eta: 0:15:47, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.3241 +2022-03-11 00:32:58,038 - davarocr - INFO - Epoch [41][215/541] lr: 1.667e-05, eta: 0:15:46, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3231 +2022-03-11 00:32:58,917 - davarocr - INFO - Epoch [41][220/541] lr: 1.667e-05, eta: 0:15:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3254 +2022-03-11 00:32:59,797 - davarocr - INFO - Epoch [41][225/541] lr: 1.667e-05, eta: 0:15:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3225 +2022-03-11 00:33:00,677 - davarocr - INFO - Epoch [41][230/541] lr: 1.667e-05, eta: 0:15:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3224 +2022-03-11 00:33:01,553 - davarocr - INFO - Epoch [41][235/541] lr: 1.667e-05, eta: 0:15:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3225 +2022-03-11 00:33:02,431 - davarocr - INFO - Epoch [41][240/541] lr: 1.667e-05, eta: 0:15:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.3638 +2022-03-11 00:33:03,318 - davarocr - INFO - Epoch [41][245/541] lr: 1.667e-05, eta: 0:15:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3251 +2022-03-11 00:33:04,202 - davarocr - INFO - Epoch [41][250/541] lr: 1.667e-05, eta: 0:15:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3252 +2022-03-11 00:33:05,081 - davarocr - INFO - Epoch [41][255/541] lr: 1.667e-05, eta: 0:15:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0049, loss: 0.0052, grad_norm: 1.3396 +2022-03-11 00:33:05,965 - davarocr - INFO - Epoch [41][260/541] lr: 1.667e-05, eta: 0:15:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3168 +2022-03-11 00:33:06,839 - davarocr - INFO - Epoch [41][265/541] lr: 1.667e-05, eta: 0:15:37, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3172 +2022-03-11 00:33:07,719 - davarocr - INFO - Epoch [41][270/541] lr: 1.667e-05, eta: 0:15:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3168 +2022-03-11 00:33:08,602 - davarocr - INFO - Epoch [41][275/541] lr: 1.667e-05, eta: 0:15:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.3175 +2022-03-11 00:33:09,485 - davarocr - INFO - Epoch [41][280/541] lr: 1.667e-05, eta: 0:15:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3178 +2022-03-11 00:33:10,363 - davarocr - INFO - Epoch [41][285/541] lr: 1.667e-05, eta: 0:15:33, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3144 +2022-03-11 00:33:11,252 - davarocr - INFO - Epoch [41][290/541] lr: 1.667e-05, eta: 0:15:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3150 +2022-03-11 00:33:12,140 - davarocr - INFO - Epoch [41][295/541] lr: 1.667e-05, eta: 0:15:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3144 +2022-03-11 00:33:13,013 - davarocr - INFO - Epoch [41][300/541] lr: 1.667e-05, eta: 0:15:30, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3307 +2022-03-11 00:33:13,900 - davarocr - INFO - Epoch [41][305/541] lr: 1.667e-05, eta: 0:15:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3133 +2022-03-11 00:33:14,782 - davarocr - INFO - Epoch [41][310/541] lr: 1.667e-05, eta: 0:15:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.3248 +2022-03-11 00:33:15,661 - davarocr - INFO - Epoch [41][315/541] lr: 1.667e-05, eta: 0:15:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3150 +2022-03-11 00:33:16,548 - davarocr - INFO - Epoch [41][320/541] lr: 1.667e-05, eta: 0:15:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3164 +2022-03-11 00:33:17,431 - davarocr - INFO - Epoch [41][325/541] lr: 1.667e-05, eta: 0:15:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0001, loss: 0.0021, grad_norm: 1.3502 +2022-03-11 00:33:18,316 - davarocr - INFO - Epoch [41][330/541] lr: 1.667e-05, eta: 0:15:25, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3083 +2022-03-11 00:33:19,198 - davarocr - INFO - Epoch [41][335/541] lr: 1.667e-05, eta: 0:15:24, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0000, loss: 0.0019, grad_norm: 1.3137 +2022-03-11 00:33:20,078 - davarocr - INFO - Epoch [41][340/541] lr: 1.667e-05, eta: 0:15:23, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.3153 +2022-03-11 00:33:20,949 - davarocr - INFO - Epoch [41][345/541] lr: 1.667e-05, eta: 0:15:22, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3109 +2022-03-11 00:33:21,823 - davarocr - INFO - Epoch [41][350/541] lr: 1.667e-05, eta: 0:15:21, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.3112 +2022-03-11 00:33:22,705 - davarocr - INFO - Epoch [41][355/541] lr: 1.667e-05, eta: 0:15:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.3109 +2022-03-11 00:33:23,580 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:33:23,580 - davarocr - INFO - Epoch [41][360/541] lr: 1.667e-05, eta: 0:15:19, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3105 +2022-03-11 00:33:24,467 - davarocr - INFO - Epoch [41][365/541] lr: 1.667e-05, eta: 0:15:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3541 +2022-03-11 00:33:25,344 - davarocr - INFO - Epoch [41][370/541] lr: 1.667e-05, eta: 0:15:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3113 +2022-03-11 00:33:26,218 - davarocr - INFO - Epoch [41][375/541] lr: 1.667e-05, eta: 0:15:17, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0017, loss: 0.0030, grad_norm: 1.8171 +2022-03-11 00:33:27,087 - davarocr - INFO - Epoch [41][380/541] lr: 1.667e-05, eta: 0:15:16, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3459 +2022-03-11 00:33:27,964 - davarocr - INFO - Epoch [41][385/541] lr: 1.667e-05, eta: 0:15:15, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0014, loss: 0.0014, grad_norm: 1.3693 +2022-03-11 00:33:28,841 - davarocr - INFO - Epoch [41][390/541] lr: 1.667e-05, eta: 0:15:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3464 +2022-03-11 00:33:29,730 - davarocr - INFO - Epoch [41][395/541] lr: 1.667e-05, eta: 0:15:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3463 +2022-03-11 00:33:30,604 - davarocr - INFO - Epoch [41][400/541] lr: 1.667e-05, eta: 0:15:12, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3498 +2022-03-11 00:33:31,475 - davarocr - INFO - Epoch [41][405/541] lr: 1.667e-05, eta: 0:15:11, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0008, loss: 0.0014, grad_norm: 1.4635 +2022-03-11 00:33:32,343 - davarocr - INFO - Epoch [41][410/541] lr: 1.667e-05, eta: 0:15:10, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3453 +2022-03-11 00:33:33,219 - davarocr - INFO - Epoch [41][415/541] lr: 1.667e-05, eta: 0:15:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.3623 +2022-03-11 00:33:34,090 - davarocr - INFO - Epoch [41][420/541] lr: 1.667e-05, eta: 0:15:08, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.4546 +2022-03-11 00:33:34,967 - davarocr - INFO - Epoch [41][425/541] lr: 1.667e-05, eta: 0:15:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3450 +2022-03-11 00:33:35,847 - davarocr - INFO - Epoch [41][430/541] lr: 1.667e-05, eta: 0:15:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.7360 +2022-03-11 00:33:36,728 - davarocr - INFO - Epoch [41][435/541] lr: 1.667e-05, eta: 0:15:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3608 +2022-03-11 00:33:37,609 - davarocr - INFO - Epoch [41][440/541] lr: 1.667e-05, eta: 0:15:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3671 +2022-03-11 00:33:38,497 - davarocr - INFO - Epoch [41][445/541] lr: 1.667e-05, eta: 0:15:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0008, loss: 0.0017, grad_norm: 1.4669 +2022-03-11 00:33:39,376 - davarocr - INFO - Epoch [41][450/541] lr: 1.667e-05, eta: 0:15:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.3840 +2022-03-11 00:33:40,252 - davarocr - INFO - Epoch [41][455/541] lr: 1.667e-05, eta: 0:15:02, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3454 +2022-03-11 00:33:41,146 - davarocr - INFO - Epoch [41][460/541] lr: 1.667e-05, eta: 0:15:01, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.4684 +2022-03-11 00:33:42,034 - davarocr - INFO - Epoch [41][465/541] lr: 1.667e-05, eta: 0:15:00, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.3954 +2022-03-11 00:33:42,923 - davarocr - INFO - Epoch [41][470/541] lr: 1.667e-05, eta: 0:14:59, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3478 +2022-03-11 00:33:43,810 - davarocr - INFO - Epoch [41][475/541] lr: 1.667e-05, eta: 0:14:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3468 +2022-03-11 00:33:44,696 - davarocr - INFO - Epoch [41][480/541] lr: 1.667e-05, eta: 0:14:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3468 +2022-03-11 00:33:45,585 - davarocr - INFO - Epoch [41][485/541] lr: 1.667e-05, eta: 0:14:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3467 +2022-03-11 00:33:46,505 - davarocr - INFO - Epoch [41][490/541] lr: 1.667e-05, eta: 0:14:55, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3663 +2022-03-11 00:33:47,389 - davarocr - INFO - Epoch [41][495/541] lr: 1.667e-05, eta: 0:14:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3484 +2022-03-11 00:33:48,276 - davarocr - INFO - Epoch [41][500/541] lr: 1.667e-05, eta: 0:14:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4877 +2022-03-11 00:33:49,160 - davarocr - INFO - Epoch [41][505/541] lr: 1.667e-05, eta: 0:14:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3613 +2022-03-11 00:33:50,046 - davarocr - INFO - Epoch [41][510/541] lr: 1.667e-05, eta: 0:14:52, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.4190 +2022-03-11 00:33:50,948 - davarocr - INFO - Epoch [41][515/541] lr: 1.667e-05, eta: 0:14:51, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3684 +2022-03-11 00:33:51,834 - davarocr - INFO - Epoch [41][520/541] lr: 1.667e-05, eta: 0:14:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3640 +2022-03-11 00:33:52,718 - davarocr - INFO - Epoch [41][525/541] lr: 1.667e-05, eta: 0:14:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3638 +2022-03-11 00:33:53,598 - davarocr - INFO - Epoch [41][530/541] lr: 1.667e-05, eta: 0:14:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3733 +2022-03-11 00:33:54,475 - davarocr - INFO - Epoch [41][535/541] lr: 1.667e-05, eta: 0:14:47, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3643 +2022-03-11 00:33:55,375 - davarocr - INFO - Epoch [41][540/541] lr: 1.667e-05, eta: 0:14:46, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3643 +2022-03-11 00:34:09,227 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:34:09,228 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:34:09,228 - davarocr - INFO - Epoch(val) [41][541] LOC: {'precision': 0.9356014580801945, 'recall': 0.9232613908872902, 'f1-score': 0.9293904646952325}, PER: {'precision': 0.9451553930530164, 'recall': 0.9591836734693877, 'f1-score': 0.9521178637200736}, MISC: {'precision': 0.8160112359550562, 'recall': 0.8276353276353277, 'f1-score': 0.8217821782178218}, ORG: {'precision': 0.902948402948403, 'recall': 0.885009030704395, 'f1-score': 0.8938887199756764}, all: {'precision': 0.9138084236715834, 'recall': 0.9104107648725213, 'f1-score': 0.9121064301552106}, hmean: 0.9121 +2022-03-11 00:34:12,618 - davarocr - INFO - Epoch [42][5/541] lr: 1.639e-05, eta: 0:14:46, time: 0.677, data_time: 0.500, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.5413 +2022-03-11 00:34:13,502 - davarocr - INFO - Epoch [42][10/541] lr: 1.639e-05, eta: 0:14:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3784 +2022-03-11 00:34:14,380 - davarocr - INFO - Epoch [42][15/541] lr: 1.639e-05, eta: 0:14:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3785 +2022-03-11 00:34:15,264 - davarocr - INFO - Epoch [42][20/541] lr: 1.639e-05, eta: 0:14:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3785 +2022-03-11 00:34:16,170 - davarocr - INFO - Epoch [42][25/541] lr: 1.639e-05, eta: 0:14:42, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0000, loss: 0.0029, grad_norm: 1.5148 +2022-03-11 00:34:17,091 - davarocr - INFO - Epoch [42][30/541] lr: 1.639e-05, eta: 0:14:41, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3737 +2022-03-11 00:34:18,010 - davarocr - INFO - Epoch [42][35/541] lr: 1.639e-05, eta: 0:14:40, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3725 +2022-03-11 00:34:18,922 - davarocr - INFO - Epoch [42][40/541] lr: 1.639e-05, eta: 0:14:39, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3724 +2022-03-11 00:34:19,841 - davarocr - INFO - Epoch [42][45/541] lr: 1.639e-05, eta: 0:14:38, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3727 +2022-03-11 00:34:20,751 - davarocr - INFO - Epoch [42][50/541] lr: 1.639e-05, eta: 0:14:37, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3709 +2022-03-11 00:34:21,667 - davarocr - INFO - Epoch [42][55/541] lr: 1.639e-05, eta: 0:14:37, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3708 +2022-03-11 00:34:22,564 - davarocr - INFO - Epoch [42][60/541] lr: 1.639e-05, eta: 0:14:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3707 +2022-03-11 00:34:23,472 - davarocr - INFO - Epoch [42][65/541] lr: 1.639e-05, eta: 0:14:35, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0019, loss: 0.0031, grad_norm: 1.5349 +2022-03-11 00:34:24,382 - davarocr - INFO - Epoch [42][70/541] lr: 1.639e-05, eta: 0:14:34, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3716 +2022-03-11 00:34:25,303 - davarocr - INFO - Epoch [42][75/541] lr: 1.639e-05, eta: 0:14:33, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0012, loss: 0.0016, grad_norm: 1.6352 +2022-03-11 00:34:26,196 - davarocr - INFO - Epoch [42][80/541] lr: 1.639e-05, eta: 0:14:32, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.3677 +2022-03-11 00:34:27,092 - davarocr - INFO - Epoch [42][85/541] lr: 1.639e-05, eta: 0:14:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.3663 +2022-03-11 00:34:27,986 - davarocr - INFO - Epoch [42][90/541] lr: 1.639e-05, eta: 0:14:30, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0031, loss: 0.0050, grad_norm: 1.5608 +2022-03-11 00:34:28,906 - davarocr - INFO - Epoch [42][95/541] lr: 1.639e-05, eta: 0:14:29, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.3685 +2022-03-11 00:34:29,816 - davarocr - INFO - Epoch [42][100/541] lr: 1.639e-05, eta: 0:14:28, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3669 +2022-03-11 00:34:30,722 - davarocr - INFO - Epoch [42][105/541] lr: 1.639e-05, eta: 0:14:27, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0021, loss: 0.0029, grad_norm: 1.4919 +2022-03-11 00:34:31,620 - davarocr - INFO - Epoch [42][110/541] lr: 1.639e-05, eta: 0:14:27, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3713 +2022-03-11 00:34:32,509 - davarocr - INFO - Epoch [42][115/541] lr: 1.639e-05, eta: 0:14:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3719 +2022-03-11 00:34:33,402 - davarocr - INFO - Epoch [42][120/541] lr: 1.639e-05, eta: 0:14:25, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3711 +2022-03-11 00:34:34,296 - davarocr - INFO - Epoch [42][125/541] lr: 1.639e-05, eta: 0:14:24, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3711 +2022-03-11 00:34:35,212 - davarocr - INFO - Epoch [42][130/541] lr: 1.639e-05, eta: 0:14:23, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.7382 +2022-03-11 00:34:36,111 - davarocr - INFO - Epoch [42][135/541] lr: 1.639e-05, eta: 0:14:22, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4013 +2022-03-11 00:34:37,010 - davarocr - INFO - Epoch [42][140/541] lr: 1.639e-05, eta: 0:14:21, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4018 +2022-03-11 00:34:37,905 - davarocr - INFO - Epoch [42][145/541] lr: 1.639e-05, eta: 0:14:20, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4001 +2022-03-11 00:34:38,811 - davarocr - INFO - Epoch [42][150/541] lr: 1.639e-05, eta: 0:14:19, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0021, loss: 0.0037, grad_norm: 1.8061 +2022-03-11 00:34:39,711 - davarocr - INFO - Epoch [42][155/541] lr: 1.639e-05, eta: 0:14:18, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.6364 +2022-03-11 00:34:40,619 - davarocr - INFO - Epoch [42][160/541] lr: 1.639e-05, eta: 0:14:17, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.4344 +2022-03-11 00:34:41,538 - davarocr - INFO - Epoch [42][165/541] lr: 1.639e-05, eta: 0:14:17, time: 0.185, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4177 +2022-03-11 00:34:42,477 - davarocr - INFO - Epoch [42][170/541] lr: 1.639e-05, eta: 0:14:16, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.4243 +2022-03-11 00:34:43,378 - davarocr - INFO - Epoch [42][175/541] lr: 1.639e-05, eta: 0:14:15, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4168 +2022-03-11 00:34:44,271 - davarocr - INFO - Epoch [42][180/541] lr: 1.639e-05, eta: 0:14:14, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0012, loss: 0.0019, grad_norm: 1.4250 +2022-03-11 00:34:45,187 - davarocr - INFO - Epoch [42][185/541] lr: 1.639e-05, eta: 0:14:13, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.8182 +2022-03-11 00:34:46,076 - davarocr - INFO - Epoch [42][190/541] lr: 1.639e-05, eta: 0:14:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4553 +2022-03-11 00:34:46,960 - davarocr - INFO - Epoch [42][195/541] lr: 1.639e-05, eta: 0:14:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0015, loss: 0.0016, grad_norm: 1.4412 +2022-03-11 00:34:47,836 - davarocr - INFO - Epoch [42][200/541] lr: 1.639e-05, eta: 0:14:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.4273 +2022-03-11 00:34:48,740 - davarocr - INFO - Epoch [42][205/541] lr: 1.639e-05, eta: 0:14:09, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0030, loss: 0.0036, grad_norm: 1.6986 +2022-03-11 00:34:49,638 - davarocr - INFO - Epoch [42][210/541] lr: 1.639e-05, eta: 0:14:08, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4373 +2022-03-11 00:34:50,541 - davarocr - INFO - Epoch [42][215/541] lr: 1.639e-05, eta: 0:14:07, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.4518 +2022-03-11 00:34:51,448 - davarocr - INFO - Epoch [42][220/541] lr: 1.639e-05, eta: 0:14:06, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7325 +2022-03-11 00:34:52,346 - davarocr - INFO - Epoch [42][225/541] lr: 1.639e-05, eta: 0:14:06, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4454 +2022-03-11 00:34:53,269 - davarocr - INFO - Epoch [42][230/541] lr: 1.639e-05, eta: 0:14:05, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 1.4542 +2022-03-11 00:34:54,153 - davarocr - INFO - Epoch [42][235/541] lr: 1.639e-05, eta: 0:14:04, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4442 +2022-03-11 00:34:55,034 - davarocr - INFO - Epoch [42][240/541] lr: 1.639e-05, eta: 0:14:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0016, loss: 0.0016, grad_norm: 1.6481 +2022-03-11 00:34:55,919 - davarocr - INFO - Epoch [42][245/541] lr: 1.639e-05, eta: 0:14:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.4900 +2022-03-11 00:34:56,798 - davarocr - INFO - Epoch [42][250/541] lr: 1.639e-05, eta: 0:14:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4528 +2022-03-11 00:34:57,699 - davarocr - INFO - Epoch [42][255/541] lr: 1.639e-05, eta: 0:14:00, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.4546 +2022-03-11 00:34:58,587 - davarocr - INFO - Epoch [42][260/541] lr: 1.639e-05, eta: 0:13:59, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4521 +2022-03-11 00:34:59,473 - davarocr - INFO - Epoch [42][265/541] lr: 1.639e-05, eta: 0:13:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4635 +2022-03-11 00:35:00,358 - davarocr - INFO - Epoch [42][270/541] lr: 1.639e-05, eta: 0:13:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4505 +2022-03-11 00:35:01,247 - davarocr - INFO - Epoch [42][275/541] lr: 1.639e-05, eta: 0:13:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 1.4654 +2022-03-11 00:35:02,118 - davarocr - INFO - Epoch [42][280/541] lr: 1.639e-05, eta: 0:13:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5278 +2022-03-11 00:35:03,002 - davarocr - INFO - Epoch [42][285/541] lr: 1.639e-05, eta: 0:13:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4470 +2022-03-11 00:35:03,879 - davarocr - INFO - Epoch [42][290/541] lr: 1.639e-05, eta: 0:13:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4469 +2022-03-11 00:35:04,765 - davarocr - INFO - Epoch [42][295/541] lr: 1.639e-05, eta: 0:13:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4472 +2022-03-11 00:35:05,676 - davarocr - INFO - Epoch [42][300/541] lr: 1.639e-05, eta: 0:13:52, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4468 +2022-03-11 00:35:06,567 - davarocr - INFO - Epoch [42][305/541] lr: 1.639e-05, eta: 0:13:51, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0011, grad_norm: 1.7043 +2022-03-11 00:35:07,444 - davarocr - INFO - Epoch [42][310/541] lr: 1.639e-05, eta: 0:13:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0023, loss: 0.0037, grad_norm: 2.0869 +2022-03-11 00:35:08,335 - davarocr - INFO - Epoch [42][315/541] lr: 1.639e-05, eta: 0:13:49, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5203 +2022-03-11 00:35:09,221 - davarocr - INFO - Epoch [42][320/541] lr: 1.639e-05, eta: 0:13:48, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5143 +2022-03-11 00:35:10,105 - davarocr - INFO - Epoch [42][325/541] lr: 1.639e-05, eta: 0:13:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5119 +2022-03-11 00:35:10,985 - davarocr - INFO - Epoch [42][330/541] lr: 1.639e-05, eta: 0:13:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5153 +2022-03-11 00:35:11,869 - davarocr - INFO - Epoch [42][335/541] lr: 1.639e-05, eta: 0:13:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.5147 +2022-03-11 00:35:12,759 - davarocr - INFO - Epoch [42][340/541] lr: 1.639e-05, eta: 0:13:44, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.5126 +2022-03-11 00:35:13,641 - davarocr - INFO - Epoch [42][345/541] lr: 1.639e-05, eta: 0:13:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5088 +2022-03-11 00:35:14,540 - davarocr - INFO - Epoch [42][350/541] lr: 1.639e-05, eta: 0:13:43, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.6012 +2022-03-11 00:35:15,424 - davarocr - INFO - Epoch [42][355/541] lr: 1.639e-05, eta: 0:13:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5142 +2022-03-11 00:35:16,306 - davarocr - INFO - Epoch [42][360/541] lr: 1.639e-05, eta: 0:13:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.6608 +2022-03-11 00:35:17,194 - davarocr - INFO - Epoch [42][365/541] lr: 1.639e-05, eta: 0:13:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0022, loss: 0.0023, grad_norm: 1.7266 +2022-03-11 00:35:18,080 - davarocr - INFO - Epoch [42][370/541] lr: 1.639e-05, eta: 0:13:39, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5544 +2022-03-11 00:35:18,957 - davarocr - INFO - Epoch [42][375/541] lr: 1.639e-05, eta: 0:13:38, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5132 +2022-03-11 00:35:19,845 - davarocr - INFO - Epoch [42][380/541] lr: 1.639e-05, eta: 0:13:37, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0017, loss: 0.0019, grad_norm: 1.5865 +2022-03-11 00:35:20,723 - davarocr - INFO - Epoch [42][385/541] lr: 1.639e-05, eta: 0:13:36, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0014, grad_norm: 1.7365 +2022-03-11 00:35:21,618 - davarocr - INFO - Epoch [42][390/541] lr: 1.639e-05, eta: 0:13:35, time: 0.179, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.5335 +2022-03-11 00:35:22,493 - davarocr - INFO - Epoch [42][395/541] lr: 1.639e-05, eta: 0:13:34, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.5331 +2022-03-11 00:35:23,376 - davarocr - INFO - Epoch [42][400/541] lr: 1.639e-05, eta: 0:13:34, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5328 +2022-03-11 00:35:24,254 - davarocr - INFO - Epoch [42][405/541] lr: 1.639e-05, eta: 0:13:33, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5331 +2022-03-11 00:35:25,143 - davarocr - INFO - Epoch [42][410/541] lr: 1.639e-05, eta: 0:13:32, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5344 +2022-03-11 00:35:26,028 - davarocr - INFO - Epoch [42][415/541] lr: 1.639e-05, eta: 0:13:31, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5324 +2022-03-11 00:35:26,917 - davarocr - INFO - Epoch [42][420/541] lr: 1.639e-05, eta: 0:13:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5395 +2022-03-11 00:35:27,799 - davarocr - INFO - Epoch [42][425/541] lr: 1.639e-05, eta: 0:13:29, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5305 +2022-03-11 00:35:28,694 - davarocr - INFO - Epoch [42][430/541] lr: 1.639e-05, eta: 0:13:28, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.5661 +2022-03-11 00:35:29,576 - davarocr - INFO - Epoch [42][435/541] lr: 1.639e-05, eta: 0:13:27, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5282 +2022-03-11 00:35:30,452 - davarocr - INFO - Epoch [42][440/541] lr: 1.639e-05, eta: 0:13:26, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5282 +2022-03-11 00:35:31,331 - davarocr - INFO - Epoch [42][445/541] lr: 1.639e-05, eta: 0:13:25, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5283 +2022-03-11 00:35:32,213 - davarocr - INFO - Epoch [42][450/541] lr: 1.639e-05, eta: 0:13:24, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0022, end_loss: 0.0009, loss: 0.0031, grad_norm: 1.6490 +2022-03-11 00:35:33,097 - davarocr - INFO - Epoch [42][455/541] lr: 1.639e-05, eta: 0:13:23, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0002, loss: 0.0009, grad_norm: 1.5896 +2022-03-11 00:35:33,972 - davarocr - INFO - Epoch [42][460/541] lr: 1.639e-05, eta: 0:13:23, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5416 +2022-03-11 00:35:34,855 - davarocr - INFO - Epoch [42][465/541] lr: 1.639e-05, eta: 0:13:22, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.5420 +2022-03-11 00:35:35,740 - davarocr - INFO - Epoch [42][470/541] lr: 1.639e-05, eta: 0:13:21, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5415 +2022-03-11 00:35:36,627 - davarocr - INFO - Epoch [42][475/541] lr: 1.639e-05, eta: 0:13:20, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5409 +2022-03-11 00:35:37,521 - davarocr - INFO - Epoch [42][480/541] lr: 1.639e-05, eta: 0:13:19, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0024, end_loss: 0.0018, loss: 0.0042, grad_norm: 1.7206 +2022-03-11 00:35:38,400 - davarocr - INFO - Epoch [42][485/541] lr: 1.639e-05, eta: 0:13:18, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.5482 +2022-03-11 00:35:39,332 - davarocr - INFO - Epoch [42][490/541] lr: 1.639e-05, eta: 0:13:17, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.5489 +2022-03-11 00:35:40,272 - davarocr - INFO - Epoch [42][495/541] lr: 1.639e-05, eta: 0:13:16, time: 0.188, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5464 +2022-03-11 00:35:41,200 - davarocr - INFO - Epoch [42][500/541] lr: 1.639e-05, eta: 0:13:15, time: 0.186, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5525 +2022-03-11 00:35:42,136 - davarocr - INFO - Epoch [42][505/541] lr: 1.639e-05, eta: 0:13:14, time: 0.187, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5447 +2022-03-11 00:35:43,087 - davarocr - INFO - Epoch [42][510/541] lr: 1.639e-05, eta: 0:13:13, time: 0.190, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5441 +2022-03-11 00:35:44,039 - davarocr - INFO - Epoch [42][515/541] lr: 1.639e-05, eta: 0:13:12, time: 0.191, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.5446 +2022-03-11 00:35:44,934 - davarocr - INFO - Epoch [42][520/541] lr: 1.639e-05, eta: 0:13:12, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5537 +2022-03-11 00:35:45,806 - davarocr - INFO - Epoch [42][525/541] lr: 1.639e-05, eta: 0:13:11, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5442 +2022-03-11 00:35:46,682 - davarocr - INFO - Epoch [42][530/541] lr: 1.639e-05, eta: 0:13:10, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5439 +2022-03-11 00:35:47,556 - davarocr - INFO - Epoch [42][535/541] lr: 1.639e-05, eta: 0:13:09, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5438 +2022-03-11 00:35:48,432 - davarocr - INFO - Epoch [42][540/541] lr: 1.639e-05, eta: 0:13:08, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5454 +2022-03-11 00:36:02,200 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:36:02,201 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:36:02,201 - davarocr - INFO - Epoch(val) [42][541] LOC: {'precision': 0.9481481481481482, 'recall': 0.920863309352518, 'f1-score': 0.9343065693430658}, PER: {'precision': 0.9548825710754018, 'recall': 0.9554730983302412, 'f1-score': 0.9551777434312211}, MISC: {'precision': 0.835195530726257, 'recall': 0.8518518518518519, 'f1-score': 0.843441466854725}, ORG: {'precision': 0.8884321785085144, 'recall': 0.9108970499698976, 'f1-score': 0.899524375743163}, all: {'precision': 0.9178009545695598, 'recall': 0.9192634560906515, 'f1-score': 0.918531623175586}, hmean: 0.9185 +2022-03-11 00:36:05,581 - davarocr - INFO - Epoch [43][5/541] lr: 1.613e-05, eta: 0:13:07, time: 0.674, data_time: 0.491, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0013, grad_norm: 1.5486 +2022-03-11 00:36:06,471 - davarocr - INFO - Epoch [43][10/541] lr: 1.613e-05, eta: 0:13:06, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5428 +2022-03-11 00:36:07,351 - davarocr - INFO - Epoch [43][15/541] lr: 1.613e-05, eta: 0:13:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.5538 +2022-03-11 00:36:08,235 - davarocr - INFO - Epoch [43][20/541] lr: 1.613e-05, eta: 0:13:05, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5437 +2022-03-11 00:36:09,124 - davarocr - INFO - Epoch [43][25/541] lr: 1.613e-05, eta: 0:13:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5437 +2022-03-11 00:36:09,999 - davarocr - INFO - Epoch [43][30/541] lr: 1.613e-05, eta: 0:13:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0040, loss: 0.0075, grad_norm: 2.2594 +2022-03-11 00:36:10,881 - davarocr - INFO - Epoch [43][35/541] lr: 1.613e-05, eta: 0:13:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6164 +2022-03-11 00:36:11,757 - davarocr - INFO - Epoch [43][40/541] lr: 1.613e-05, eta: 0:13:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.6516 +2022-03-11 00:36:12,636 - davarocr - INFO - Epoch [43][45/541] lr: 1.613e-05, eta: 0:13:00, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0046, end_loss: 0.0050, loss: 0.0096, grad_norm: 1.8348 +2022-03-11 00:36:13,520 - davarocr - INFO - Epoch [43][50/541] lr: 1.613e-05, eta: 0:12:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0014, loss: 0.0024, grad_norm: 1.7012 +2022-03-11 00:36:14,407 - davarocr - INFO - Epoch [43][55/541] lr: 1.613e-05, eta: 0:12:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0016, loss: 0.0018, grad_norm: 1.6094 +2022-03-11 00:36:15,292 - davarocr - INFO - Epoch [43][60/541] lr: 1.613e-05, eta: 0:12:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.5962 +2022-03-11 00:36:16,178 - davarocr - INFO - Epoch [43][65/541] lr: 1.613e-05, eta: 0:12:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.6153 +2022-03-11 00:36:17,067 - davarocr - INFO - Epoch [43][70/541] lr: 1.613e-05, eta: 0:12:55, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5908 +2022-03-11 00:36:17,945 - davarocr - INFO - Epoch [43][75/541] lr: 1.613e-05, eta: 0:12:54, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.7530 +2022-03-11 00:36:18,824 - davarocr - INFO - Epoch [43][80/541] lr: 1.613e-05, eta: 0:12:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.5955 +2022-03-11 00:36:19,707 - davarocr - INFO - Epoch [43][85/541] lr: 1.613e-05, eta: 0:12:53, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.5944 +2022-03-11 00:36:20,581 - davarocr - INFO - Epoch [43][90/541] lr: 1.613e-05, eta: 0:12:52, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5932 +2022-03-11 00:36:21,469 - davarocr - INFO - Epoch [43][95/541] lr: 1.613e-05, eta: 0:12:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.6659 +2022-03-11 00:36:22,361 - davarocr - INFO - Epoch [43][100/541] lr: 1.613e-05, eta: 0:12:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5923 +2022-03-11 00:36:23,241 - davarocr - INFO - Epoch [43][105/541] lr: 1.613e-05, eta: 0:12:49, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5948 +2022-03-11 00:36:24,119 - davarocr - INFO - Epoch [43][110/541] lr: 1.613e-05, eta: 0:12:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.5949 +2022-03-11 00:36:25,006 - davarocr - INFO - Epoch [43][115/541] lr: 1.613e-05, eta: 0:12:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5927 +2022-03-11 00:36:25,891 - davarocr - INFO - Epoch [43][120/541] lr: 1.613e-05, eta: 0:12:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5927 +2022-03-11 00:36:26,793 - davarocr - INFO - Epoch [43][125/541] lr: 1.613e-05, eta: 0:12:45, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5926 +2022-03-11 00:36:27,674 - davarocr - INFO - Epoch [43][130/541] lr: 1.613e-05, eta: 0:12:44, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5923 +2022-03-11 00:36:28,555 - davarocr - INFO - Epoch [43][135/541] lr: 1.613e-05, eta: 0:12:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5923 +2022-03-11 00:36:29,437 - davarocr - INFO - Epoch [43][140/541] lr: 1.613e-05, eta: 0:12:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5923 +2022-03-11 00:36:30,325 - davarocr - INFO - Epoch [43][145/541] lr: 1.613e-05, eta: 0:12:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5980 +2022-03-11 00:36:31,211 - davarocr - INFO - Epoch [43][150/541] lr: 1.613e-05, eta: 0:12:41, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5885 +2022-03-11 00:36:32,086 - davarocr - INFO - Epoch [43][155/541] lr: 1.613e-05, eta: 0:12:40, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5884 +2022-03-11 00:36:32,968 - davarocr - INFO - Epoch [43][160/541] lr: 1.613e-05, eta: 0:12:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5884 +2022-03-11 00:36:33,859 - davarocr - INFO - Epoch [43][165/541] lr: 1.613e-05, eta: 0:12:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5921 +2022-03-11 00:36:34,746 - davarocr - INFO - Epoch [43][170/541] lr: 1.613e-05, eta: 0:12:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5885 +2022-03-11 00:36:35,642 - davarocr - INFO - Epoch [43][175/541] lr: 1.613e-05, eta: 0:12:36, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0032, end_loss: 0.0000, loss: 0.0032, grad_norm: 2.9886 +2022-03-11 00:36:36,530 - davarocr - INFO - Epoch [43][180/541] lr: 1.613e-05, eta: 0:12:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 0.9320 +2022-03-11 00:36:37,414 - davarocr - INFO - Epoch [43][185/541] lr: 1.613e-05, eta: 0:12:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8709 +2022-03-11 00:36:38,287 - davarocr - INFO - Epoch [43][190/541] lr: 1.613e-05, eta: 0:12:33, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0026, loss: 0.0049, grad_norm: 1.2773 +2022-03-11 00:36:39,174 - davarocr - INFO - Epoch [43][195/541] lr: 1.613e-05, eta: 0:12:32, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9178 +2022-03-11 00:36:40,065 - davarocr - INFO - Epoch [43][200/541] lr: 1.613e-05, eta: 0:12:32, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9123 +2022-03-11 00:36:40,942 - davarocr - INFO - Epoch [43][205/541] lr: 1.613e-05, eta: 0:12:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9421 +2022-03-11 00:36:41,821 - davarocr - INFO - Epoch [43][210/541] lr: 1.613e-05, eta: 0:12:30, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9143 +2022-03-11 00:36:42,706 - davarocr - INFO - Epoch [43][215/541] lr: 1.613e-05, eta: 0:12:29, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9142 +2022-03-11 00:36:43,589 - davarocr - INFO - Epoch [43][220/541] lr: 1.613e-05, eta: 0:12:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9140 +2022-03-11 00:36:44,474 - davarocr - INFO - Epoch [43][225/541] lr: 1.613e-05, eta: 0:12:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9146 +2022-03-11 00:36:45,360 - davarocr - INFO - Epoch [43][230/541] lr: 1.613e-05, eta: 0:12:26, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0011, grad_norm: 1.0727 +2022-03-11 00:36:46,253 - davarocr - INFO - Epoch [43][235/541] lr: 1.613e-05, eta: 0:12:25, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9248 +2022-03-11 00:36:47,137 - davarocr - INFO - Epoch [43][240/541] lr: 1.613e-05, eta: 0:12:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0022, loss: 0.0022, grad_norm: 1.1041 +2022-03-11 00:36:48,020 - davarocr - INFO - Epoch [43][245/541] lr: 1.613e-05, eta: 0:12:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9377 +2022-03-11 00:36:48,968 - davarocr - INFO - Epoch [43][250/541] lr: 1.613e-05, eta: 0:12:22, time: 0.190, data_time: 0.019, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9305 +2022-03-11 00:36:49,862 - davarocr - INFO - Epoch [43][255/541] lr: 1.613e-05, eta: 0:12:21, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0013, loss: 0.0014, grad_norm: 1.0925 +2022-03-11 00:36:50,776 - davarocr - INFO - Epoch [43][260/541] lr: 1.613e-05, eta: 0:12:21, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9331 +2022-03-11 00:36:51,652 - davarocr - INFO - Epoch [43][265/541] lr: 1.613e-05, eta: 0:12:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 0.9383 +2022-03-11 00:36:52,542 - davarocr - INFO - Epoch [43][270/541] lr: 1.613e-05, eta: 0:12:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9316 +2022-03-11 00:36:53,422 - davarocr - INFO - Epoch [43][275/541] lr: 1.613e-05, eta: 0:12:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0026, loss: 0.0027, grad_norm: 0.9581 +2022-03-11 00:36:54,298 - davarocr - INFO - Epoch [43][280/541] lr: 1.613e-05, eta: 0:12:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9299 +2022-03-11 00:36:55,175 - davarocr - INFO - Epoch [43][285/541] lr: 1.613e-05, eta: 0:12:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0014, loss: 0.0014, grad_norm: 1.0220 +2022-03-11 00:36:56,068 - davarocr - INFO - Epoch [43][290/541] lr: 1.613e-05, eta: 0:12:15, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9408 +2022-03-11 00:36:56,950 - davarocr - INFO - Epoch [43][295/541] lr: 1.613e-05, eta: 0:12:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.9313 +2022-03-11 00:36:57,846 - davarocr - INFO - Epoch [43][300/541] lr: 1.613e-05, eta: 0:12:13, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.9313 +2022-03-11 00:36:58,729 - davarocr - INFO - Epoch [43][305/541] lr: 1.613e-05, eta: 0:12:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9295 +2022-03-11 00:36:59,617 - davarocr - INFO - Epoch [43][310/541] lr: 1.613e-05, eta: 0:12:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9293 +2022-03-11 00:37:00,504 - davarocr - INFO - Epoch [43][315/541] lr: 1.613e-05, eta: 0:12:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9373 +2022-03-11 00:37:01,393 - davarocr - INFO - Epoch [43][320/541] lr: 1.613e-05, eta: 0:12:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.0103 +2022-03-11 00:37:02,271 - davarocr - INFO - Epoch [43][325/541] lr: 1.613e-05, eta: 0:12:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9377 +2022-03-11 00:37:03,160 - davarocr - INFO - Epoch [43][330/541] lr: 1.613e-05, eta: 0:12:08, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9379 +2022-03-11 00:37:04,039 - davarocr - INFO - Epoch [43][335/541] lr: 1.613e-05, eta: 0:12:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9377 +2022-03-11 00:37:04,913 - davarocr - INFO - Epoch [43][340/541] lr: 1.613e-05, eta: 0:12:06, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9374 +2022-03-11 00:37:05,793 - davarocr - INFO - Epoch [43][345/541] lr: 1.613e-05, eta: 0:12:05, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0017, end_loss: 0.0029, loss: 0.0046, grad_norm: 1.1580 +2022-03-11 00:37:06,671 - davarocr - INFO - Epoch [43][350/541] lr: 1.613e-05, eta: 0:12:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9549 +2022-03-11 00:37:07,550 - davarocr - INFO - Epoch [43][355/541] lr: 1.613e-05, eta: 0:12:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 0.9952 +2022-03-11 00:37:08,450 - davarocr - INFO - Epoch [43][360/541] lr: 1.613e-05, eta: 0:12:02, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9516 +2022-03-11 00:37:09,352 - davarocr - INFO - Epoch [43][365/541] lr: 1.613e-05, eta: 0:12:01, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9512 +2022-03-11 00:37:10,238 - davarocr - INFO - Epoch [43][370/541] lr: 1.613e-05, eta: 0:12:00, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9662 +2022-03-11 00:37:11,120 - davarocr - INFO - Epoch [43][375/541] lr: 1.613e-05, eta: 0:12:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9514 +2022-03-11 00:37:12,001 - davarocr - INFO - Epoch [43][380/541] lr: 1.613e-05, eta: 0:11:59, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 0.9733 +2022-03-11 00:37:12,880 - davarocr - INFO - Epoch [43][385/541] lr: 1.613e-05, eta: 0:11:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9530 +2022-03-11 00:37:13,775 - davarocr - INFO - Epoch [43][390/541] lr: 1.613e-05, eta: 0:11:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9674 +2022-03-11 00:37:14,664 - davarocr - INFO - Epoch [43][395/541] lr: 1.613e-05, eta: 0:11:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9534 +2022-03-11 00:37:15,545 - davarocr - INFO - Epoch [43][400/541] lr: 1.613e-05, eta: 0:11:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9534 +2022-03-11 00:37:16,434 - davarocr - INFO - Epoch [43][405/541] lr: 1.613e-05, eta: 0:11:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9547 +2022-03-11 00:37:17,322 - davarocr - INFO - Epoch [43][410/541] lr: 1.613e-05, eta: 0:11:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0073 +2022-03-11 00:37:18,206 - davarocr - INFO - Epoch [43][415/541] lr: 1.613e-05, eta: 0:11:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 0.9648 +2022-03-11 00:37:19,087 - davarocr - INFO - Epoch [43][420/541] lr: 1.613e-05, eta: 0:11:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0201 +2022-03-11 00:37:19,967 - davarocr - INFO - Epoch [43][425/541] lr: 1.613e-05, eta: 0:11:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9453 +2022-03-11 00:37:20,850 - davarocr - INFO - Epoch [43][430/541] lr: 1.613e-05, eta: 0:11:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 0.9457 +2022-03-11 00:37:21,736 - davarocr - INFO - Epoch [43][435/541] lr: 1.613e-05, eta: 0:11:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9454 +2022-03-11 00:37:22,617 - davarocr - INFO - Epoch [43][440/541] lr: 1.613e-05, eta: 0:11:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9453 +2022-03-11 00:37:23,514 - davarocr - INFO - Epoch [43][445/541] lr: 1.613e-05, eta: 0:11:47, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9466 +2022-03-11 00:37:24,400 - davarocr - INFO - Epoch [43][450/541] lr: 1.613e-05, eta: 0:11:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.0992 +2022-03-11 00:37:25,276 - davarocr - INFO - Epoch [43][455/541] lr: 1.613e-05, eta: 0:11:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0016, loss: 0.0028, grad_norm: 1.0374 +2022-03-11 00:37:26,154 - davarocr - INFO - Epoch [43][460/541] lr: 1.613e-05, eta: 0:11:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9658 +2022-03-11 00:37:27,044 - davarocr - INFO - Epoch [43][465/541] lr: 1.613e-05, eta: 0:11:43, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.9673 +2022-03-11 00:37:27,921 - davarocr - INFO - Epoch [43][470/541] lr: 1.613e-05, eta: 0:11:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0019, loss: 0.0033, grad_norm: 0.9692 +2022-03-11 00:37:28,804 - davarocr - INFO - Epoch [43][475/541] lr: 1.613e-05, eta: 0:11:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9653 +2022-03-11 00:37:29,686 - davarocr - INFO - Epoch [43][480/541] lr: 1.613e-05, eta: 0:11:40, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9660 +2022-03-11 00:37:30,594 - davarocr - INFO - Epoch [43][485/541] lr: 1.613e-05, eta: 0:11:39, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9649 +2022-03-11 00:37:31,511 - davarocr - INFO - Epoch [43][490/541] lr: 1.613e-05, eta: 0:11:38, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9708 +2022-03-11 00:37:32,423 - davarocr - INFO - Epoch [43][495/541] lr: 1.613e-05, eta: 0:11:38, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9646 +2022-03-11 00:37:33,324 - davarocr - INFO - Epoch [43][500/541] lr: 1.613e-05, eta: 0:11:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9686 +2022-03-11 00:37:34,207 - davarocr - INFO - Epoch [43][505/541] lr: 1.613e-05, eta: 0:11:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.1212 +2022-03-11 00:37:35,092 - davarocr - INFO - Epoch [43][510/541] lr: 1.613e-05, eta: 0:11:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9673 +2022-03-11 00:37:35,977 - davarocr - INFO - Epoch [43][515/541] lr: 1.613e-05, eta: 0:11:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9661 +2022-03-11 00:37:36,863 - davarocr - INFO - Epoch [43][520/541] lr: 1.613e-05, eta: 0:11:33, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9661 +2022-03-11 00:37:37,768 - davarocr - INFO - Epoch [43][525/541] lr: 1.613e-05, eta: 0:11:32, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9669 +2022-03-11 00:37:38,647 - davarocr - INFO - Epoch [43][530/541] lr: 1.613e-05, eta: 0:11:31, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9657 +2022-03-11 00:37:39,524 - davarocr - INFO - Epoch [43][535/541] lr: 1.613e-05, eta: 0:11:30, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9657 +2022-03-11 00:37:40,407 - davarocr - INFO - Epoch [43][540/541] lr: 1.613e-05, eta: 0:11:29, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9791 +2022-03-11 00:37:54,313 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:37:54,314 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:37:54,314 - davarocr - INFO - Epoch(val) [43][541] LOC: {'precision': 0.9367781155015198, 'recall': 0.9238609112709832, 'f1-score': 0.9302746755206762}, PER: {'precision': 0.9548825710754018, 'recall': 0.9554730983302412, 'f1-score': 0.9551777434312211}, MISC: {'precision': 0.8465991316931982, 'recall': 0.8333333333333334, 'f1-score': 0.8399138549892319}, ORG: {'precision': 0.893048128342246, 'recall': 0.9048765803732691, 'f1-score': 0.8989234449760766}, all: {'precision': 0.917864112116374, 'recall': 0.9160764872521246, 'f1-score': 0.9169694284448384}, hmean: 0.9170 +2022-03-11 00:37:57,689 - davarocr - INFO - Epoch [44][5/541] lr: 1.587e-05, eta: 0:11:29, time: 0.674, data_time: 0.485, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9658 +2022-03-11 00:37:58,569 - davarocr - INFO - Epoch [44][10/541] lr: 1.587e-05, eta: 0:11:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9658 +2022-03-11 00:37:59,463 - davarocr - INFO - Epoch [44][15/541] lr: 1.587e-05, eta: 0:11:27, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0211 +2022-03-11 00:38:00,383 - davarocr - INFO - Epoch [44][20/541] lr: 1.587e-05, eta: 0:11:26, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0548 +2022-03-11 00:38:01,296 - davarocr - INFO - Epoch [44][25/541] lr: 1.587e-05, eta: 0:11:25, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9721 +2022-03-11 00:38:02,203 - davarocr - INFO - Epoch [44][30/541] lr: 1.587e-05, eta: 0:11:24, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0027, loss: 0.0038, grad_norm: 1.2058 +2022-03-11 00:38:03,109 - davarocr - INFO - Epoch [44][35/541] lr: 1.587e-05, eta: 0:11:23, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0341 +2022-03-11 00:38:04,019 - davarocr - INFO - Epoch [44][40/541] lr: 1.587e-05, eta: 0:11:22, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9769 +2022-03-11 00:38:04,927 - davarocr - INFO - Epoch [44][45/541] lr: 1.587e-05, eta: 0:11:21, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9768 +2022-03-11 00:38:05,849 - davarocr - INFO - Epoch [44][50/541] lr: 1.587e-05, eta: 0:11:20, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9778 +2022-03-11 00:38:06,758 - davarocr - INFO - Epoch [44][55/541] lr: 1.587e-05, eta: 0:11:19, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0014, grad_norm: 0.9962 +2022-03-11 00:38:07,680 - davarocr - INFO - Epoch [44][60/541] lr: 1.587e-05, eta: 0:11:19, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9801 +2022-03-11 00:38:08,588 - davarocr - INFO - Epoch [44][65/541] lr: 1.587e-05, eta: 0:11:18, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9851 +2022-03-11 00:38:09,497 - davarocr - INFO - Epoch [44][70/541] lr: 1.587e-05, eta: 0:11:17, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9964 +2022-03-11 00:38:10,408 - davarocr - INFO - Epoch [44][75/541] lr: 1.587e-05, eta: 0:11:16, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9778 +2022-03-11 00:38:11,308 - davarocr - INFO - Epoch [44][80/541] lr: 1.587e-05, eta: 0:11:15, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9791 +2022-03-11 00:38:12,214 - davarocr - INFO - Epoch [44][85/541] lr: 1.587e-05, eta: 0:11:14, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9997 +2022-03-11 00:38:13,125 - davarocr - INFO - Epoch [44][90/541] lr: 1.587e-05, eta: 0:11:13, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.9719 +2022-03-11 00:38:14,032 - davarocr - INFO - Epoch [44][95/541] lr: 1.587e-05, eta: 0:11:12, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9714 +2022-03-11 00:38:14,934 - davarocr - INFO - Epoch [44][100/541] lr: 1.587e-05, eta: 0:11:11, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9714 +2022-03-11 00:38:15,854 - davarocr - INFO - Epoch [44][105/541] lr: 1.587e-05, eta: 0:11:10, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9714 +2022-03-11 00:38:16,766 - davarocr - INFO - Epoch [44][110/541] lr: 1.587e-05, eta: 0:11:09, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9714 +2022-03-11 00:38:17,677 - davarocr - INFO - Epoch [44][115/541] lr: 1.587e-05, eta: 0:11:09, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0017, grad_norm: 0.9746 +2022-03-11 00:38:18,589 - davarocr - INFO - Epoch [44][120/541] lr: 1.587e-05, eta: 0:11:08, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9740 +2022-03-11 00:38:19,489 - davarocr - INFO - Epoch [44][125/541] lr: 1.587e-05, eta: 0:11:07, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9711 +2022-03-11 00:38:20,400 - davarocr - INFO - Epoch [44][130/541] lr: 1.587e-05, eta: 0:11:06, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9711 +2022-03-11 00:38:21,307 - davarocr - INFO - Epoch [44][135/541] lr: 1.587e-05, eta: 0:11:05, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0009, loss: 0.0022, grad_norm: 0.9744 +2022-03-11 00:38:22,224 - davarocr - INFO - Epoch [44][140/541] lr: 1.587e-05, eta: 0:11:04, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9715 +2022-03-11 00:38:23,142 - davarocr - INFO - Epoch [44][145/541] lr: 1.587e-05, eta: 0:11:03, time: 0.185, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 0.9876 +2022-03-11 00:38:24,029 - davarocr - INFO - Epoch [44][150/541] lr: 1.587e-05, eta: 0:11:02, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0016, loss: 0.0016, grad_norm: 1.0250 +2022-03-11 00:38:24,921 - davarocr - INFO - Epoch [44][155/541] lr: 1.587e-05, eta: 0:11:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9716 +2022-03-11 00:38:25,801 - davarocr - INFO - Epoch [44][160/541] lr: 1.587e-05, eta: 0:11:00, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9716 +2022-03-11 00:38:26,697 - davarocr - INFO - Epoch [44][165/541] lr: 1.587e-05, eta: 0:10:59, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9716 +2022-03-11 00:38:27,578 - davarocr - INFO - Epoch [44][170/541] lr: 1.587e-05, eta: 0:10:59, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.9745 +2022-03-11 00:38:28,460 - davarocr - INFO - Epoch [44][175/541] lr: 1.587e-05, eta: 0:10:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9736 +2022-03-11 00:38:29,339 - davarocr - INFO - Epoch [44][180/541] lr: 1.587e-05, eta: 0:10:57, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0585 +2022-03-11 00:38:30,220 - davarocr - INFO - Epoch [44][185/541] lr: 1.587e-05, eta: 0:10:56, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9740 +2022-03-11 00:38:31,105 - davarocr - INFO - Epoch [44][190/541] lr: 1.587e-05, eta: 0:10:55, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9728 +2022-03-11 00:38:31,995 - davarocr - INFO - Epoch [44][195/541] lr: 1.587e-05, eta: 0:10:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0016, loss: 0.0031, grad_norm: 1.4306 +2022-03-11 00:38:32,868 - davarocr - INFO - Epoch [44][200/541] lr: 1.587e-05, eta: 0:10:53, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0172 +2022-03-11 00:38:33,745 - davarocr - INFO - Epoch [44][205/541] lr: 1.587e-05, eta: 0:10:52, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0291 +2022-03-11 00:38:34,624 - davarocr - INFO - Epoch [44][210/541] lr: 1.587e-05, eta: 0:10:51, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0027, end_loss: 0.0043, loss: 0.0070, grad_norm: 1.1522 +2022-03-11 00:38:35,505 - davarocr - INFO - Epoch [44][215/541] lr: 1.587e-05, eta: 0:10:50, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0162 +2022-03-11 00:38:36,382 - davarocr - INFO - Epoch [44][220/541] lr: 1.587e-05, eta: 0:10:49, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0149 +2022-03-11 00:38:37,262 - davarocr - INFO - Epoch [44][225/541] lr: 1.587e-05, eta: 0:10:48, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.0610 +2022-03-11 00:38:38,144 - davarocr - INFO - Epoch [44][230/541] lr: 1.587e-05, eta: 0:10:48, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0132 +2022-03-11 00:38:39,028 - davarocr - INFO - Epoch [44][235/541] lr: 1.587e-05, eta: 0:10:47, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0129 +2022-03-11 00:38:39,907 - davarocr - INFO - Epoch [44][240/541] lr: 1.587e-05, eta: 0:10:46, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0170 +2022-03-11 00:38:40,777 - davarocr - INFO - Epoch [44][245/541] lr: 1.587e-05, eta: 0:10:45, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0134 +2022-03-11 00:38:41,658 - davarocr - INFO - Epoch [44][250/541] lr: 1.587e-05, eta: 0:10:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0134 +2022-03-11 00:38:42,529 - davarocr - INFO - Epoch [44][255/541] lr: 1.587e-05, eta: 0:10:43, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0134 +2022-03-11 00:38:43,416 - davarocr - INFO - Epoch [44][260/541] lr: 1.587e-05, eta: 0:10:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.0236 +2022-03-11 00:38:44,295 - davarocr - INFO - Epoch [44][265/541] lr: 1.587e-05, eta: 0:10:41, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.0110 +2022-03-11 00:38:45,180 - davarocr - INFO - Epoch [44][270/541] lr: 1.587e-05, eta: 0:10:40, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0114 +2022-03-11 00:38:46,063 - davarocr - INFO - Epoch [44][275/541] lr: 1.587e-05, eta: 0:10:39, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0112 +2022-03-11 00:38:46,947 - davarocr - INFO - Epoch [44][280/541] lr: 1.587e-05, eta: 0:10:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0112 +2022-03-11 00:38:47,824 - davarocr - INFO - Epoch [44][285/541] lr: 1.587e-05, eta: 0:10:37, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0111 +2022-03-11 00:38:48,703 - davarocr - INFO - Epoch [44][290/541] lr: 1.587e-05, eta: 0:10:37, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0111 +2022-03-11 00:38:49,591 - davarocr - INFO - Epoch [44][295/541] lr: 1.587e-05, eta: 0:10:36, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0115 +2022-03-11 00:38:50,472 - davarocr - INFO - Epoch [44][300/541] lr: 1.587e-05, eta: 0:10:35, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0006, loss: 0.0014, grad_norm: 1.0552 +2022-03-11 00:38:51,352 - davarocr - INFO - Epoch [44][305/541] lr: 1.587e-05, eta: 0:10:34, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0156 +2022-03-11 00:38:52,231 - davarocr - INFO - Epoch [44][310/541] lr: 1.587e-05, eta: 0:10:33, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0051, end_loss: 0.0000, loss: 0.0051, grad_norm: 2.4355 +2022-03-11 00:38:53,117 - davarocr - INFO - Epoch [44][315/541] lr: 1.587e-05, eta: 0:10:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7844 +2022-03-11 00:38:53,997 - davarocr - INFO - Epoch [44][320/541] lr: 1.587e-05, eta: 0:10:31, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7839 +2022-03-11 00:38:54,881 - davarocr - INFO - Epoch [44][325/541] lr: 1.587e-05, eta: 0:10:30, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0023, loss: 0.0024, grad_norm: 0.8081 +2022-03-11 00:38:55,766 - davarocr - INFO - Epoch [44][330/541] lr: 1.587e-05, eta: 0:10:29, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7842 +2022-03-11 00:38:56,656 - davarocr - INFO - Epoch [44][335/541] lr: 1.587e-05, eta: 0:10:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7842 +2022-03-11 00:38:57,532 - davarocr - INFO - Epoch [44][340/541] lr: 1.587e-05, eta: 0:10:27, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7851 +2022-03-11 00:38:58,398 - davarocr - INFO - Epoch [44][345/541] lr: 1.587e-05, eta: 0:10:26, time: 0.173, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 0.8516 +2022-03-11 00:38:59,278 - davarocr - INFO - Epoch [44][350/541] lr: 1.587e-05, eta: 0:10:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.2288 +2022-03-11 00:39:00,153 - davarocr - INFO - Epoch [44][355/541] lr: 1.587e-05, eta: 0:10:25, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0007, grad_norm: 0.9493 +2022-03-11 00:39:01,033 - davarocr - INFO - Epoch [44][360/541] lr: 1.587e-05, eta: 0:10:24, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.8294 +2022-03-11 00:39:01,913 - davarocr - INFO - Epoch [44][365/541] lr: 1.587e-05, eta: 0:10:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8283 +2022-03-11 00:39:02,802 - davarocr - INFO - Epoch [44][370/541] lr: 1.587e-05, eta: 0:10:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.1209 +2022-03-11 00:39:03,686 - davarocr - INFO - Epoch [44][375/541] lr: 1.587e-05, eta: 0:10:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8489 +2022-03-11 00:39:04,576 - davarocr - INFO - Epoch [44][380/541] lr: 1.587e-05, eta: 0:10:20, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8516 +2022-03-11 00:39:05,457 - davarocr - INFO - Epoch [44][385/541] lr: 1.587e-05, eta: 0:10:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8467 +2022-03-11 00:39:06,369 - davarocr - INFO - Epoch [44][390/541] lr: 1.587e-05, eta: 0:10:18, time: 0.185, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 0.9919 +2022-03-11 00:39:07,246 - davarocr - INFO - Epoch [44][395/541] lr: 1.587e-05, eta: 0:10:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0000, loss: 0.0023, grad_norm: 1.0395 +2022-03-11 00:39:08,134 - davarocr - INFO - Epoch [44][400/541] lr: 1.587e-05, eta: 0:10:16, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8580 +2022-03-11 00:39:09,017 - davarocr - INFO - Epoch [44][405/541] lr: 1.587e-05, eta: 0:10:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8577 +2022-03-11 00:39:09,910 - davarocr - INFO - Epoch [44][410/541] lr: 1.587e-05, eta: 0:10:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0014, grad_norm: 1.0228 +2022-03-11 00:39:10,791 - davarocr - INFO - Epoch [44][415/541] lr: 1.587e-05, eta: 0:10:14, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9550 +2022-03-11 00:39:11,676 - davarocr - INFO - Epoch [44][420/541] lr: 1.587e-05, eta: 0:10:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 0.9710 +2022-03-11 00:39:12,569 - davarocr - INFO - Epoch [44][425/541] lr: 1.587e-05, eta: 0:10:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8853 +2022-03-11 00:39:13,464 - davarocr - INFO - Epoch [44][430/541] lr: 1.587e-05, eta: 0:10:11, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8848 +2022-03-11 00:39:14,353 - davarocr - INFO - Epoch [44][435/541] lr: 1.587e-05, eta: 0:10:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.8878 +2022-03-11 00:39:15,238 - davarocr - INFO - Epoch [44][440/541] lr: 1.587e-05, eta: 0:10:09, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8840 +2022-03-11 00:39:16,136 - davarocr - INFO - Epoch [44][445/541] lr: 1.587e-05, eta: 0:10:08, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 0.8855 +2022-03-11 00:39:17,016 - davarocr - INFO - Epoch [44][450/541] lr: 1.587e-05, eta: 0:10:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 0.9015 +2022-03-11 00:39:17,896 - davarocr - INFO - Epoch [44][455/541] lr: 1.587e-05, eta: 0:10:06, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0014, loss: 0.0019, grad_norm: 1.0732 +2022-03-11 00:39:18,772 - davarocr - INFO - Epoch [44][460/541] lr: 1.587e-05, eta: 0:10:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8822 +2022-03-11 00:39:19,657 - davarocr - INFO - Epoch [44][465/541] lr: 1.587e-05, eta: 0:10:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8824 +2022-03-11 00:39:20,537 - davarocr - INFO - Epoch [44][470/541] lr: 1.587e-05, eta: 0:10:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8824 +2022-03-11 00:39:21,427 - davarocr - INFO - Epoch [44][475/541] lr: 1.587e-05, eta: 0:10:03, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8834 +2022-03-11 00:39:22,307 - davarocr - INFO - Epoch [44][480/541] lr: 1.587e-05, eta: 0:10:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0015, loss: 0.0033, grad_norm: 0.9785 +2022-03-11 00:39:23,189 - davarocr - INFO - Epoch [44][485/541] lr: 1.587e-05, eta: 0:10:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8839 +2022-03-11 00:39:24,078 - davarocr - INFO - Epoch [44][490/541] lr: 1.587e-05, eta: 0:10:00, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8841 +2022-03-11 00:39:24,956 - davarocr - INFO - Epoch [44][495/541] lr: 1.587e-05, eta: 0:09:59, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8842 +2022-03-11 00:39:25,836 - davarocr - INFO - Epoch [44][500/541] lr: 1.587e-05, eta: 0:09:58, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8842 +2022-03-11 00:39:26,738 - davarocr - INFO - Epoch [44][505/541] lr: 1.587e-05, eta: 0:09:57, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8841 +2022-03-11 00:39:27,618 - davarocr - INFO - Epoch [44][510/541] lr: 1.587e-05, eta: 0:09:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8852 +2022-03-11 00:39:28,509 - davarocr - INFO - Epoch [44][515/541] lr: 1.587e-05, eta: 0:09:55, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8834 +2022-03-11 00:39:29,395 - davarocr - INFO - Epoch [44][520/541] lr: 1.587e-05, eta: 0:09:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8836 +2022-03-11 00:39:30,279 - davarocr - INFO - Epoch [44][525/541] lr: 1.587e-05, eta: 0:09:54, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8843 +2022-03-11 00:39:31,159 - davarocr - INFO - Epoch [44][530/541] lr: 1.587e-05, eta: 0:09:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8834 +2022-03-11 00:39:32,038 - davarocr - INFO - Epoch [44][535/541] lr: 1.587e-05, eta: 0:09:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0843 +2022-03-11 00:39:32,921 - davarocr - INFO - Epoch [44][540/541] lr: 1.587e-05, eta: 0:09:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8917 +2022-03-11 00:39:47,085 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:39:47,086 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:39:47,086 - davarocr - INFO - Epoch(val) [44][541] LOC: {'precision': 0.9471419791026429, 'recall': 0.9238609112709832, 'f1-score': 0.9353566009104703}, PER: {'precision': 0.964735516372796, 'recall': 0.9474335188620903, 'f1-score': 0.95600624024961}, MISC: {'precision': 0.8338068181818182, 'recall': 0.8361823361823362, 'f1-score': 0.8349928876244666}, ORG: {'precision': 0.8875809299587993, 'recall': 0.9078868151715834, 'f1-score': 0.8976190476190478}, all: {'precision': 0.9199003203987184, 'recall': 0.9150141643059491, 'f1-score': 0.9174507367299841}, hmean: 0.9175 +2022-03-11 00:39:50,521 - davarocr - INFO - Epoch [45][5/541] lr: 1.563e-05, eta: 0:09:50, time: 0.686, data_time: 0.509, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8918 +2022-03-11 00:39:51,404 - davarocr - INFO - Epoch [45][10/541] lr: 1.563e-05, eta: 0:09:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0009, loss: 0.0016, grad_norm: 0.8930 +2022-03-11 00:39:52,308 - davarocr - INFO - Epoch [45][15/541] lr: 1.563e-05, eta: 0:09:48, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8961 +2022-03-11 00:39:53,207 - davarocr - INFO - Epoch [45][20/541] lr: 1.563e-05, eta: 0:09:47, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8942 +2022-03-11 00:39:54,102 - davarocr - INFO - Epoch [45][25/541] lr: 1.563e-05, eta: 0:09:46, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8932 +2022-03-11 00:39:54,982 - davarocr - INFO - Epoch [45][30/541] lr: 1.563e-05, eta: 0:09:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8938 +2022-03-11 00:39:55,869 - davarocr - INFO - Epoch [45][35/541] lr: 1.563e-05, eta: 0:09:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.8941 +2022-03-11 00:39:56,753 - davarocr - INFO - Epoch [45][40/541] lr: 1.563e-05, eta: 0:09:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8942 +2022-03-11 00:39:57,634 - davarocr - INFO - Epoch [45][45/541] lr: 1.563e-05, eta: 0:09:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.5663 +2022-03-11 00:39:58,523 - davarocr - INFO - Epoch [45][50/541] lr: 1.563e-05, eta: 0:09:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0294 +2022-03-11 00:39:59,412 - davarocr - INFO - Epoch [45][55/541] lr: 1.563e-05, eta: 0:09:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9575 +2022-03-11 00:40:00,326 - davarocr - INFO - Epoch [45][60/541] lr: 1.563e-05, eta: 0:09:40, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9572 +2022-03-11 00:40:01,236 - davarocr - INFO - Epoch [45][65/541] lr: 1.563e-05, eta: 0:09:39, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 1.1731 +2022-03-11 00:40:02,148 - davarocr - INFO - Epoch [45][70/541] lr: 1.563e-05, eta: 0:09:38, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0007, end_loss: 0.0018, loss: 0.0025, grad_norm: 0.9486 +2022-03-11 00:40:03,064 - davarocr - INFO - Epoch [45][75/541] lr: 1.563e-05, eta: 0:09:37, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9442 +2022-03-11 00:40:03,972 - davarocr - INFO - Epoch [45][80/541] lr: 1.563e-05, eta: 0:09:36, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9438 +2022-03-11 00:40:04,858 - davarocr - INFO - Epoch [45][85/541] lr: 1.563e-05, eta: 0:09:35, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.9615 +2022-03-11 00:40:05,746 - davarocr - INFO - Epoch [45][90/541] lr: 1.563e-05, eta: 0:09:35, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9443 +2022-03-11 00:40:06,625 - davarocr - INFO - Epoch [45][95/541] lr: 1.563e-05, eta: 0:09:34, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9502 +2022-03-11 00:40:07,522 - davarocr - INFO - Epoch [45][100/541] lr: 1.563e-05, eta: 0:09:33, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9448 +2022-03-11 00:40:08,402 - davarocr - INFO - Epoch [45][105/541] lr: 1.563e-05, eta: 0:09:32, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9441 +2022-03-11 00:40:09,274 - davarocr - INFO - Epoch [45][110/541] lr: 1.563e-05, eta: 0:09:31, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9440 +2022-03-11 00:40:10,147 - davarocr - INFO - Epoch [45][115/541] lr: 1.563e-05, eta: 0:09:30, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9466 +2022-03-11 00:40:11,018 - davarocr - INFO - Epoch [45][120/541] lr: 1.563e-05, eta: 0:09:29, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.3723 +2022-03-11 00:40:11,893 - davarocr - INFO - Epoch [45][125/541] lr: 1.563e-05, eta: 0:09:28, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9615 +2022-03-11 00:40:12,769 - davarocr - INFO - Epoch [45][130/541] lr: 1.563e-05, eta: 0:09:27, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9615 +2022-03-11 00:40:13,668 - davarocr - INFO - Epoch [45][135/541] lr: 1.563e-05, eta: 0:09:26, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9611 +2022-03-11 00:40:14,551 - davarocr - INFO - Epoch [45][140/541] lr: 1.563e-05, eta: 0:09:25, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0014, end_loss: 0.0000, loss: 0.0014, grad_norm: 2.7996 +2022-03-11 00:40:15,440 - davarocr - INFO - Epoch [45][145/541] lr: 1.563e-05, eta: 0:09:24, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6199 +2022-03-11 00:40:16,360 - davarocr - INFO - Epoch [45][150/541] lr: 1.563e-05, eta: 0:09:24, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6197 +2022-03-11 00:40:17,271 - davarocr - INFO - Epoch [45][155/541] lr: 1.563e-05, eta: 0:09:23, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6195 +2022-03-11 00:40:18,154 - davarocr - INFO - Epoch [45][160/541] lr: 1.563e-05, eta: 0:09:22, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6198 +2022-03-11 00:40:19,055 - davarocr - INFO - Epoch [45][165/541] lr: 1.563e-05, eta: 0:09:21, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6188 +2022-03-11 00:40:19,948 - davarocr - INFO - Epoch [45][170/541] lr: 1.563e-05, eta: 0:09:20, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6188 +2022-03-11 00:40:20,837 - davarocr - INFO - Epoch [45][175/541] lr: 1.563e-05, eta: 0:09:19, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6199 +2022-03-11 00:40:21,746 - davarocr - INFO - Epoch [45][180/541] lr: 1.563e-05, eta: 0:09:18, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6188 +2022-03-11 00:40:22,688 - davarocr - INFO - Epoch [45][185/541] lr: 1.563e-05, eta: 0:09:17, time: 0.188, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.6204 +2022-03-11 00:40:23,599 - davarocr - INFO - Epoch [45][190/541] lr: 1.563e-05, eta: 0:09:16, time: 0.185, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6185 +2022-03-11 00:40:24,509 - davarocr - INFO - Epoch [45][195/541] lr: 1.563e-05, eta: 0:09:15, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6248 +2022-03-11 00:40:25,417 - davarocr - INFO - Epoch [45][200/541] lr: 1.563e-05, eta: 0:09:14, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0010, grad_norm: 0.8763 +2022-03-11 00:40:26,317 - davarocr - INFO - Epoch [45][205/541] lr: 1.563e-05, eta: 0:09:14, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6452 +2022-03-11 00:40:27,223 - davarocr - INFO - Epoch [45][210/541] lr: 1.563e-05, eta: 0:09:13, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6451 +2022-03-11 00:40:28,132 - davarocr - INFO - Epoch [45][215/541] lr: 1.563e-05, eta: 0:09:12, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6447 +2022-03-11 00:40:29,038 - davarocr - INFO - Epoch [45][220/541] lr: 1.563e-05, eta: 0:09:11, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0017, loss: 0.0026, grad_norm: 1.3237 +2022-03-11 00:40:29,948 - davarocr - INFO - Epoch [45][225/541] lr: 1.563e-05, eta: 0:09:10, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 0.8721 +2022-03-11 00:40:30,859 - davarocr - INFO - Epoch [45][230/541] lr: 1.563e-05, eta: 0:09:09, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7569 +2022-03-11 00:40:31,760 - davarocr - INFO - Epoch [45][235/541] lr: 1.563e-05, eta: 0:09:08, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0008, loss: 0.0011, grad_norm: 0.8755 +2022-03-11 00:40:32,668 - davarocr - INFO - Epoch [45][240/541] lr: 1.563e-05, eta: 0:09:07, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.1275 +2022-03-11 00:40:33,612 - davarocr - INFO - Epoch [45][245/541] lr: 1.563e-05, eta: 0:09:06, time: 0.188, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8143 +2022-03-11 00:40:34,529 - davarocr - INFO - Epoch [45][250/541] lr: 1.563e-05, eta: 0:09:05, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7953 +2022-03-11 00:40:35,461 - davarocr - INFO - Epoch [45][255/541] lr: 1.563e-05, eta: 0:09:04, time: 0.187, data_time: 0.008, memory: 5192, start_loss: 0.0105, end_loss: 0.0001, loss: 0.0106, grad_norm: 0.8342 +2022-03-11 00:40:36,362 - davarocr - INFO - Epoch [45][260/541] lr: 1.563e-05, eta: 0:09:04, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8079 +2022-03-11 00:40:37,265 - davarocr - INFO - Epoch [45][265/541] lr: 1.563e-05, eta: 0:09:03, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0000, loss: 0.0068, grad_norm: 0.8083 +2022-03-11 00:40:38,158 - davarocr - INFO - Epoch [45][270/541] lr: 1.563e-05, eta: 0:09:02, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7948 +2022-03-11 00:40:39,053 - davarocr - INFO - Epoch [45][275/541] lr: 1.563e-05, eta: 0:09:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7939 +2022-03-11 00:40:39,958 - davarocr - INFO - Epoch [45][280/541] lr: 1.563e-05, eta: 0:09:00, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.8501 +2022-03-11 00:40:40,841 - davarocr - INFO - Epoch [45][285/541] lr: 1.563e-05, eta: 0:08:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.0976 +2022-03-11 00:40:41,747 - davarocr - INFO - Epoch [45][290/541] lr: 1.563e-05, eta: 0:08:58, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8206 +2022-03-11 00:40:42,648 - davarocr - INFO - Epoch [45][295/541] lr: 1.563e-05, eta: 0:08:57, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8193 +2022-03-11 00:40:43,541 - davarocr - INFO - Epoch [45][300/541] lr: 1.563e-05, eta: 0:08:56, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8192 +2022-03-11 00:40:44,432 - davarocr - INFO - Epoch [45][305/541] lr: 1.563e-05, eta: 0:08:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8405 +2022-03-11 00:40:45,314 - davarocr - INFO - Epoch [45][310/541] lr: 1.563e-05, eta: 0:08:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0022, loss: 0.0023, grad_norm: 1.0251 +2022-03-11 00:40:46,203 - davarocr - INFO - Epoch [45][315/541] lr: 1.563e-05, eta: 0:08:53, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8249 +2022-03-11 00:40:47,082 - davarocr - INFO - Epoch [45][320/541] lr: 1.563e-05, eta: 0:08:53, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8464 +2022-03-11 00:40:47,968 - davarocr - INFO - Epoch [45][325/541] lr: 1.563e-05, eta: 0:08:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0033, loss: 0.0045, grad_norm: 1.5941 +2022-03-11 00:40:48,853 - davarocr - INFO - Epoch [45][330/541] lr: 1.563e-05, eta: 0:08:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0011, loss: 0.0018, grad_norm: 0.9128 +2022-03-11 00:40:49,759 - davarocr - INFO - Epoch [45][335/541] lr: 1.563e-05, eta: 0:08:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0020, loss: 0.0028, grad_norm: 1.1305 +2022-03-11 00:40:50,657 - davarocr - INFO - Epoch [45][340/541] lr: 1.563e-05, eta: 0:08:49, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0020, loss: 0.0029, grad_norm: 1.1620 +2022-03-11 00:40:51,548 - davarocr - INFO - Epoch [45][345/541] lr: 1.563e-05, eta: 0:08:48, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0004, loss: 0.0021, grad_norm: 1.4163 +2022-03-11 00:40:52,468 - davarocr - INFO - Epoch [45][350/541] lr: 1.563e-05, eta: 0:08:47, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9333 +2022-03-11 00:40:53,359 - davarocr - INFO - Epoch [45][355/541] lr: 1.563e-05, eta: 0:08:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9318 +2022-03-11 00:40:54,249 - davarocr - INFO - Epoch [45][360/541] lr: 1.563e-05, eta: 0:08:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9352 +2022-03-11 00:40:55,131 - davarocr - INFO - Epoch [45][365/541] lr: 1.563e-05, eta: 0:08:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9309 +2022-03-11 00:40:56,015 - davarocr - INFO - Epoch [45][370/541] lr: 1.563e-05, eta: 0:08:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9310 +2022-03-11 00:40:56,906 - davarocr - INFO - Epoch [45][375/541] lr: 1.563e-05, eta: 0:08:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9345 +2022-03-11 00:40:57,798 - davarocr - INFO - Epoch [45][380/541] lr: 1.563e-05, eta: 0:08:42, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 0.9519 +2022-03-11 00:40:58,698 - davarocr - INFO - Epoch [45][385/541] lr: 1.563e-05, eta: 0:08:41, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.1821 +2022-03-11 00:40:59,581 - davarocr - INFO - Epoch [45][390/541] lr: 1.563e-05, eta: 0:08:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.2476 +2022-03-11 00:41:00,491 - davarocr - INFO - Epoch [45][395/541] lr: 1.563e-05, eta: 0:08:39, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9342 +2022-03-11 00:41:01,384 - davarocr - INFO - Epoch [45][400/541] lr: 1.563e-05, eta: 0:08:38, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 0.9360 +2022-03-11 00:41:02,280 - davarocr - INFO - Epoch [45][405/541] lr: 1.563e-05, eta: 0:08:37, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0061, end_loss: 0.0060, loss: 0.0121, grad_norm: 1.4184 +2022-03-11 00:41:03,162 - davarocr - INFO - Epoch [45][410/541] lr: 1.563e-05, eta: 0:08:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0013, grad_norm: 1.2490 +2022-03-11 00:41:04,058 - davarocr - INFO - Epoch [45][415/541] lr: 1.563e-05, eta: 0:08:35, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0000, loss: 0.0024, grad_norm: 1.1981 +2022-03-11 00:41:04,945 - davarocr - INFO - Epoch [45][420/541] lr: 1.563e-05, eta: 0:08:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9763 +2022-03-11 00:41:05,849 - davarocr - INFO - Epoch [45][425/541] lr: 1.563e-05, eta: 0:08:33, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9762 +2022-03-11 00:41:06,755 - davarocr - INFO - Epoch [45][430/541] lr: 1.563e-05, eta: 0:08:32, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9763 +2022-03-11 00:41:07,633 - davarocr - INFO - Epoch [45][435/541] lr: 1.563e-05, eta: 0:08:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0018, loss: 0.0032, grad_norm: 1.4094 +2022-03-11 00:41:08,514 - davarocr - INFO - Epoch [45][440/541] lr: 1.563e-05, eta: 0:08:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0040 +2022-03-11 00:41:09,398 - davarocr - INFO - Epoch [45][445/541] lr: 1.563e-05, eta: 0:08:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0014 +2022-03-11 00:41:10,286 - davarocr - INFO - Epoch [45][450/541] lr: 1.563e-05, eta: 0:08:29, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.2974 +2022-03-11 00:41:11,175 - davarocr - INFO - Epoch [45][455/541] lr: 1.563e-05, eta: 0:08:28, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.3225 +2022-03-11 00:41:12,053 - davarocr - INFO - Epoch [45][460/541] lr: 1.563e-05, eta: 0:08:27, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0602 +2022-03-11 00:41:12,937 - davarocr - INFO - Epoch [45][465/541] lr: 1.563e-05, eta: 0:08:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.0082 +2022-03-11 00:41:13,824 - davarocr - INFO - Epoch [45][470/541] lr: 1.563e-05, eta: 0:08:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0103 +2022-03-11 00:41:14,734 - davarocr - INFO - Epoch [45][475/541] lr: 1.563e-05, eta: 0:08:24, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0186 +2022-03-11 00:41:15,621 - davarocr - INFO - Epoch [45][480/541] lr: 1.563e-05, eta: 0:08:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0069 +2022-03-11 00:41:16,510 - davarocr - INFO - Epoch [45][485/541] lr: 1.563e-05, eta: 0:08:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0043 +2022-03-11 00:41:17,404 - davarocr - INFO - Epoch [45][490/541] lr: 1.563e-05, eta: 0:08:22, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0323 +2022-03-11 00:41:18,306 - davarocr - INFO - Epoch [45][495/541] lr: 1.563e-05, eta: 0:08:21, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0058 +2022-03-11 00:41:19,188 - davarocr - INFO - Epoch [45][500/541] lr: 1.563e-05, eta: 0:08:20, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0018, loss: 0.0018, grad_norm: 1.3250 +2022-03-11 00:41:20,083 - davarocr - INFO - Epoch [45][505/541] lr: 1.563e-05, eta: 0:08:19, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0054 +2022-03-11 00:41:20,975 - davarocr - INFO - Epoch [45][510/541] lr: 1.563e-05, eta: 0:08:18, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0075 +2022-03-11 00:41:21,875 - davarocr - INFO - Epoch [45][515/541] lr: 1.563e-05, eta: 0:08:17, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0059 +2022-03-11 00:41:22,779 - davarocr - INFO - Epoch [45][520/541] lr: 1.563e-05, eta: 0:08:16, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0015, grad_norm: 1.2050 +2022-03-11 00:41:23,668 - davarocr - INFO - Epoch [45][525/541] lr: 1.563e-05, eta: 0:08:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0014, loss: 0.0032, grad_norm: 1.0557 +2022-03-11 00:41:24,552 - davarocr - INFO - Epoch [45][530/541] lr: 1.563e-05, eta: 0:08:14, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.0160 +2022-03-11 00:41:25,430 - davarocr - INFO - Epoch [45][535/541] lr: 1.563e-05, eta: 0:08:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0153 +2022-03-11 00:41:26,320 - davarocr - INFO - Epoch [45][540/541] lr: 1.563e-05, eta: 0:08:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0152 +2022-03-11 00:41:40,090 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:41:40,091 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:41:40,091 - davarocr - INFO - Epoch(val) [45][541] LOC: {'precision': 0.9438339438339438, 'recall': 0.9268585131894485, 'f1-score': 0.9352692075015123}, PER: {'precision': 0.9422034918723661, 'recall': 0.9678416821273964, 'f1-score': 0.954850518608908}, MISC: {'precision': 0.8376068376068376, 'recall': 0.8376068376068376, 'f1-score': 0.8376068376068376}, ORG: {'precision': 0.9241945672773215, 'recall': 0.8807947019867549, 'f1-score': 0.9019728729963009}, all: {'precision': 0.9244269340974212, 'recall': 0.9139518413597734, 'f1-score': 0.9191595441595442}, hmean: 0.9192 +2022-03-11 00:41:43,505 - davarocr - INFO - Epoch [46][5/541] lr: 1.538e-05, eta: 0:08:12, time: 0.681, data_time: 0.491, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0137 +2022-03-11 00:41:44,404 - davarocr - INFO - Epoch [46][10/541] lr: 1.538e-05, eta: 0:08:11, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0145 +2022-03-11 00:41:45,305 - davarocr - INFO - Epoch [46][15/541] lr: 1.538e-05, eta: 0:08:10, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0127 +2022-03-11 00:41:46,211 - davarocr - INFO - Epoch [46][20/541] lr: 1.538e-05, eta: 0:08:09, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0124 +2022-03-11 00:41:47,116 - davarocr - INFO - Epoch [46][25/541] lr: 1.538e-05, eta: 0:08:08, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0119 +2022-03-11 00:41:48,024 - davarocr - INFO - Epoch [46][30/541] lr: 1.538e-05, eta: 0:08:07, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.7220 +2022-03-11 00:41:48,930 - davarocr - INFO - Epoch [46][35/541] lr: 1.538e-05, eta: 0:08:06, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.0882 +2022-03-11 00:41:49,812 - davarocr - INFO - Epoch [46][40/541] lr: 1.538e-05, eta: 0:08:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0531 +2022-03-11 00:41:50,694 - davarocr - INFO - Epoch [46][45/541] lr: 1.538e-05, eta: 0:08:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0677 +2022-03-11 00:41:51,582 - davarocr - INFO - Epoch [46][50/541] lr: 1.538e-05, eta: 0:08:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0481 +2022-03-11 00:41:52,469 - davarocr - INFO - Epoch [46][55/541] lr: 1.538e-05, eta: 0:08:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0474 +2022-03-11 00:41:53,351 - davarocr - INFO - Epoch [46][60/541] lr: 1.538e-05, eta: 0:08:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.0482 +2022-03-11 00:41:54,249 - davarocr - INFO - Epoch [46][65/541] lr: 1.538e-05, eta: 0:08:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0022, loss: 0.0028, grad_norm: 1.1028 +2022-03-11 00:41:55,135 - davarocr - INFO - Epoch [46][70/541] lr: 1.538e-05, eta: 0:08:00, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0572 +2022-03-11 00:41:56,022 - davarocr - INFO - Epoch [46][75/541] lr: 1.538e-05, eta: 0:07:59, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0483 +2022-03-11 00:41:56,901 - davarocr - INFO - Epoch [46][80/541] lr: 1.538e-05, eta: 0:07:58, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0019, end_loss: 0.0034, loss: 0.0054, grad_norm: 1.4754 +2022-03-11 00:41:57,781 - davarocr - INFO - Epoch [46][85/541] lr: 1.538e-05, eta: 0:07:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0061, loss: 0.0061, grad_norm: 1.5725 +2022-03-11 00:41:58,662 - davarocr - INFO - Epoch [46][90/541] lr: 1.538e-05, eta: 0:07:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.1259 +2022-03-11 00:41:59,536 - davarocr - INFO - Epoch [46][95/541] lr: 1.538e-05, eta: 0:07:55, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.1205 +2022-03-11 00:42:00,425 - davarocr - INFO - Epoch [46][100/541] lr: 1.538e-05, eta: 0:07:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0021, loss: 0.0032, grad_norm: 1.2536 +2022-03-11 00:42:01,306 - davarocr - INFO - Epoch [46][105/541] lr: 1.538e-05, eta: 0:07:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.1202 +2022-03-11 00:42:02,185 - davarocr - INFO - Epoch [46][110/541] lr: 1.538e-05, eta: 0:07:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0003, loss: 0.0017, grad_norm: 1.2084 +2022-03-11 00:42:03,065 - davarocr - INFO - Epoch [46][115/541] lr: 1.538e-05, eta: 0:07:51, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1175 +2022-03-11 00:42:03,946 - davarocr - INFO - Epoch [46][120/541] lr: 1.538e-05, eta: 0:07:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1155 +2022-03-11 00:42:04,826 - davarocr - INFO - Epoch [46][125/541] lr: 1.538e-05, eta: 0:07:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.1198 +2022-03-11 00:42:05,722 - davarocr - INFO - Epoch [46][130/541] lr: 1.538e-05, eta: 0:07:49, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1144 +2022-03-11 00:42:06,608 - davarocr - INFO - Epoch [46][135/541] lr: 1.538e-05, eta: 0:07:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1123 +2022-03-11 00:42:07,495 - davarocr - INFO - Epoch [46][140/541] lr: 1.538e-05, eta: 0:07:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1115 +2022-03-11 00:42:08,377 - davarocr - INFO - Epoch [46][145/541] lr: 1.538e-05, eta: 0:07:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0008, loss: 0.0016, grad_norm: 1.8767 +2022-03-11 00:42:09,254 - davarocr - INFO - Epoch [46][150/541] lr: 1.538e-05, eta: 0:07:45, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1659 +2022-03-11 00:42:10,129 - davarocr - INFO - Epoch [46][155/541] lr: 1.538e-05, eta: 0:07:44, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0024, loss: 0.0030, grad_norm: 1.8330 +2022-03-11 00:42:11,005 - davarocr - INFO - Epoch [46][160/541] lr: 1.538e-05, eta: 0:07:43, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.2414 +2022-03-11 00:42:11,903 - davarocr - INFO - Epoch [46][165/541] lr: 1.538e-05, eta: 0:07:42, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 2.2826 +2022-03-11 00:42:12,793 - davarocr - INFO - Epoch [46][170/541] lr: 1.538e-05, eta: 0:07:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0017, loss: 0.0026, grad_norm: 0.9409 +2022-03-11 00:42:13,679 - davarocr - INFO - Epoch [46][175/541] lr: 1.538e-05, eta: 0:07:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.8610 +2022-03-11 00:42:14,563 - davarocr - INFO - Epoch [46][180/541] lr: 1.538e-05, eta: 0:07:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 0.8441 +2022-03-11 00:42:15,446 - davarocr - INFO - Epoch [46][185/541] lr: 1.538e-05, eta: 0:07:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8420 +2022-03-11 00:42:16,345 - davarocr - INFO - Epoch [46][190/541] lr: 1.538e-05, eta: 0:07:38, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8414 +2022-03-11 00:42:17,226 - davarocr - INFO - Epoch [46][195/541] lr: 1.538e-05, eta: 0:07:37, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8410 +2022-03-11 00:42:18,114 - davarocr - INFO - Epoch [46][200/541] lr: 1.538e-05, eta: 0:07:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8408 +2022-03-11 00:42:18,990 - davarocr - INFO - Epoch [46][205/541] lr: 1.538e-05, eta: 0:07:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8406 +2022-03-11 00:42:19,872 - davarocr - INFO - Epoch [46][210/541] lr: 1.538e-05, eta: 0:07:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0033, loss: 0.0033, grad_norm: 0.8681 +2022-03-11 00:42:20,746 - davarocr - INFO - Epoch [46][215/541] lr: 1.538e-05, eta: 0:07:33, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.8450 +2022-03-11 00:42:21,639 - davarocr - INFO - Epoch [46][220/541] lr: 1.538e-05, eta: 0:07:32, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0043, loss: 0.0044, grad_norm: 0.8441 +2022-03-11 00:42:22,527 - davarocr - INFO - Epoch [46][225/541] lr: 1.538e-05, eta: 0:07:31, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.8438 +2022-03-11 00:42:23,412 - davarocr - INFO - Epoch [46][230/541] lr: 1.538e-05, eta: 0:07:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8380 +2022-03-11 00:42:24,303 - davarocr - INFO - Epoch [46][235/541] lr: 1.538e-05, eta: 0:07:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8376 +2022-03-11 00:42:25,187 - davarocr - INFO - Epoch [46][240/541] lr: 1.538e-05, eta: 0:07:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0020, loss: 0.0044, grad_norm: 1.2978 +2022-03-11 00:42:26,067 - davarocr - INFO - Epoch [46][245/541] lr: 1.538e-05, eta: 0:07:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0058, loss: 0.0061, grad_norm: 1.1447 +2022-03-11 00:42:26,987 - davarocr - INFO - Epoch [46][250/541] lr: 1.538e-05, eta: 0:07:27, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.8820 +2022-03-11 00:42:27,869 - davarocr - INFO - Epoch [46][255/541] lr: 1.538e-05, eta: 0:07:26, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.8786 +2022-03-11 00:42:28,749 - davarocr - INFO - Epoch [46][260/541] lr: 1.538e-05, eta: 0:07:25, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8777 +2022-03-11 00:42:29,629 - davarocr - INFO - Epoch [46][265/541] lr: 1.538e-05, eta: 0:07:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8777 +2022-03-11 00:42:30,513 - davarocr - INFO - Epoch [46][270/541] lr: 1.538e-05, eta: 0:07:23, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.8863 +2022-03-11 00:42:31,392 - davarocr - INFO - Epoch [46][275/541] lr: 1.538e-05, eta: 0:07:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8747 +2022-03-11 00:42:32,276 - davarocr - INFO - Epoch [46][280/541] lr: 1.538e-05, eta: 0:07:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8714 +2022-03-11 00:42:33,186 - davarocr - INFO - Epoch [46][285/541] lr: 1.538e-05, eta: 0:07:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0013, grad_norm: 0.9797 +2022-03-11 00:42:34,059 - davarocr - INFO - Epoch [46][290/541] lr: 1.538e-05, eta: 0:07:19, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8718 +2022-03-11 00:42:34,957 - davarocr - INFO - Epoch [46][295/541] lr: 1.538e-05, eta: 0:07:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0023, end_loss: 0.0001, loss: 0.0024, grad_norm: 0.8849 +2022-03-11 00:42:35,846 - davarocr - INFO - Epoch [46][300/541] lr: 1.538e-05, eta: 0:07:18, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8719 +2022-03-11 00:42:36,728 - davarocr - INFO - Epoch [46][305/541] lr: 1.538e-05, eta: 0:07:17, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8718 +2022-03-11 00:42:37,616 - davarocr - INFO - Epoch [46][310/541] lr: 1.538e-05, eta: 0:07:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0022, loss: 0.0027, grad_norm: 3.4874 +2022-03-11 00:42:38,505 - davarocr - INFO - Epoch [46][315/541] lr: 1.538e-05, eta: 0:07:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5589 +2022-03-11 00:42:39,408 - davarocr - INFO - Epoch [46][320/541] lr: 1.538e-05, eta: 0:07:14, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5587 +2022-03-11 00:42:40,288 - davarocr - INFO - Epoch [46][325/541] lr: 1.538e-05, eta: 0:07:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0018, loss: 0.0022, grad_norm: 0.6276 +2022-03-11 00:42:41,173 - davarocr - INFO - Epoch [46][330/541] lr: 1.538e-05, eta: 0:07:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0016, grad_norm: 1.0321 +2022-03-11 00:42:42,061 - davarocr - INFO - Epoch [46][335/541] lr: 1.538e-05, eta: 0:07:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5514 +2022-03-11 00:42:42,945 - davarocr - INFO - Epoch [46][340/541] lr: 1.538e-05, eta: 0:07:10, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0020, loss: 0.0028, grad_norm: 0.5562 +2022-03-11 00:42:43,828 - davarocr - INFO - Epoch [46][345/541] lr: 1.538e-05, eta: 0:07:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0014, loss: 0.0014, grad_norm: 0.5654 +2022-03-11 00:42:44,716 - davarocr - INFO - Epoch [46][350/541] lr: 1.538e-05, eta: 0:07:09, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5515 +2022-03-11 00:42:45,604 - davarocr - INFO - Epoch [46][355/541] lr: 1.538e-05, eta: 0:07:08, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5514 +2022-03-11 00:42:46,490 - davarocr - INFO - Epoch [46][360/541] lr: 1.538e-05, eta: 0:07:07, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6612 +2022-03-11 00:42:47,376 - davarocr - INFO - Epoch [46][365/541] lr: 1.538e-05, eta: 0:07:06, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.6416 +2022-03-11 00:42:48,266 - davarocr - INFO - Epoch [46][370/541] lr: 1.538e-05, eta: 0:07:05, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.6496 +2022-03-11 00:42:49,157 - davarocr - INFO - Epoch [46][375/541] lr: 1.538e-05, eta: 0:07:04, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5343 +2022-03-11 00:42:50,041 - davarocr - INFO - Epoch [46][380/541] lr: 1.538e-05, eta: 0:07:03, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5343 +2022-03-11 00:42:50,936 - davarocr - INFO - Epoch [46][385/541] lr: 1.538e-05, eta: 0:07:02, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.5363 +2022-03-11 00:42:51,821 - davarocr - INFO - Epoch [46][390/541] lr: 1.538e-05, eta: 0:07:01, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0014, loss: 0.0035, grad_norm: 0.6782 +2022-03-11 00:42:52,710 - davarocr - INFO - Epoch [46][395/541] lr: 1.538e-05, eta: 0:07:00, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5466 +2022-03-11 00:42:53,605 - davarocr - INFO - Epoch [46][400/541] lr: 1.538e-05, eta: 0:06:59, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5466 +2022-03-11 00:42:54,493 - davarocr - INFO - Epoch [46][405/541] lr: 1.538e-05, eta: 0:06:58, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.5593 +2022-03-11 00:42:55,385 - davarocr - INFO - Epoch [46][410/541] lr: 1.538e-05, eta: 0:06:58, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5443 +2022-03-11 00:42:56,278 - davarocr - INFO - Epoch [46][415/541] lr: 1.538e-05, eta: 0:06:57, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5440 +2022-03-11 00:42:57,167 - davarocr - INFO - Epoch [46][420/541] lr: 1.538e-05, eta: 0:06:56, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 0.7693 +2022-03-11 00:42:58,053 - davarocr - INFO - Epoch [46][425/541] lr: 1.538e-05, eta: 0:06:55, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5576 +2022-03-11 00:42:58,948 - davarocr - INFO - Epoch [46][430/541] lr: 1.538e-05, eta: 0:06:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5578 +2022-03-11 00:42:59,856 - davarocr - INFO - Epoch [46][435/541] lr: 1.538e-05, eta: 0:06:53, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.6263 +2022-03-11 00:43:00,767 - davarocr - INFO - Epoch [46][440/541] lr: 1.538e-05, eta: 0:06:52, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 0.5638 +2022-03-11 00:43:01,680 - davarocr - INFO - Epoch [46][445/541] lr: 1.538e-05, eta: 0:06:51, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5609 +2022-03-11 00:43:02,615 - davarocr - INFO - Epoch [46][450/541] lr: 1.538e-05, eta: 0:06:50, time: 0.187, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5677 +2022-03-11 00:43:03,522 - davarocr - INFO - Epoch [46][455/541] lr: 1.538e-05, eta: 0:06:49, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.5595 +2022-03-11 00:43:04,426 - davarocr - INFO - Epoch [46][460/541] lr: 1.538e-05, eta: 0:06:48, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5587 +2022-03-11 00:43:05,334 - davarocr - INFO - Epoch [46][465/541] lr: 1.538e-05, eta: 0:06:48, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.6150 +2022-03-11 00:43:06,246 - davarocr - INFO - Epoch [46][470/541] lr: 1.538e-05, eta: 0:06:47, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.5707 +2022-03-11 00:43:07,154 - davarocr - INFO - Epoch [46][475/541] lr: 1.538e-05, eta: 0:06:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5533 +2022-03-11 00:43:08,064 - davarocr - INFO - Epoch [46][480/541] lr: 1.538e-05, eta: 0:06:45, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5533 +2022-03-11 00:43:08,961 - davarocr - INFO - Epoch [46][485/541] lr: 1.538e-05, eta: 0:06:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5529 +2022-03-11 00:43:09,873 - davarocr - INFO - Epoch [46][490/541] lr: 1.538e-05, eta: 0:06:43, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5529 +2022-03-11 00:43:10,783 - davarocr - INFO - Epoch [46][495/541] lr: 1.538e-05, eta: 0:06:42, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5534 +2022-03-11 00:43:11,704 - davarocr - INFO - Epoch [46][500/541] lr: 1.538e-05, eta: 0:06:41, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5526 +2022-03-11 00:43:12,620 - davarocr - INFO - Epoch [46][505/541] lr: 1.538e-05, eta: 0:06:40, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5525 +2022-03-11 00:43:13,524 - davarocr - INFO - Epoch [46][510/541] lr: 1.538e-05, eta: 0:06:39, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0013, loss: 0.0027, grad_norm: 0.5764 +2022-03-11 00:43:14,443 - davarocr - INFO - Epoch [46][515/541] lr: 1.538e-05, eta: 0:06:38, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6026 +2022-03-11 00:43:15,353 - davarocr - INFO - Epoch [46][520/541] lr: 1.538e-05, eta: 0:06:38, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5497 +2022-03-11 00:43:16,263 - davarocr - INFO - Epoch [46][525/541] lr: 1.538e-05, eta: 0:06:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5497 +2022-03-11 00:43:17,162 - davarocr - INFO - Epoch [46][530/541] lr: 1.538e-05, eta: 0:06:36, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 0.5573 +2022-03-11 00:43:18,075 - davarocr - INFO - Epoch [46][535/541] lr: 1.538e-05, eta: 0:06:35, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 0.5515 +2022-03-11 00:43:18,971 - davarocr - INFO - Epoch [46][540/541] lr: 1.538e-05, eta: 0:06:34, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.5632 +2022-03-11 00:43:32,677 - davarocr - INFO - Now best checkpoint is epoch_46.pth. Best hmean is 0.9202879232204745 +2022-03-11 00:43:32,678 - davarocr - INFO - current_metric 0.9202879232204745 is much better than previous best_metric 0.9194952905633553, saving best model ! +2022-03-11 00:43:32,678 - davarocr - INFO - Saving checkpoint at epoch_46.pth +2022-03-11 00:43:34,470 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:43:34,470 - davarocr - INFO - Epoch(val) [46][541] LOC: {'precision': 0.9459791282995703, 'recall': 0.9238609112709832, 'f1-score': 0.934789202305126}, PER: {'precision': 0.9583592293349906, 'recall': 0.9536178107606679, 'f1-score': 0.9559826410415374}, MISC: {'precision': 0.8571428571428571, 'recall': 0.8376068376068376, 'f1-score': 0.8472622478386167}, ORG: {'precision': 0.8964901844140393, 'recall': 0.9072847682119205, 'f1-score': 0.9018551765409935}, all: {'precision': 0.9238180196253345, 'recall': 0.9167847025495751, 'f1-score': 0.9202879232204745}, hmean: 0.9203 +2022-03-11 00:43:37,672 - davarocr - INFO - Epoch [47][5/541] lr: 1.515e-05, eta: 0:06:33, time: 0.640, data_time: 0.461, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 0.5525 +2022-03-11 00:43:38,582 - davarocr - INFO - Epoch [47][10/541] lr: 1.515e-05, eta: 0:06:32, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5505 +2022-03-11 00:43:39,492 - davarocr - INFO - Epoch [47][15/541] lr: 1.515e-05, eta: 0:06:31, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5519 +2022-03-11 00:43:40,378 - davarocr - INFO - Epoch [47][20/541] lr: 1.515e-05, eta: 0:06:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5507 +2022-03-11 00:43:41,267 - davarocr - INFO - Epoch [47][25/541] lr: 1.515e-05, eta: 0:06:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5506 +2022-03-11 00:43:42,171 - davarocr - INFO - Epoch [47][30/541] lr: 1.515e-05, eta: 0:06:28, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5505 +2022-03-11 00:43:43,066 - davarocr - INFO - Epoch [47][35/541] lr: 1.515e-05, eta: 0:06:27, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5508 +2022-03-11 00:43:43,957 - davarocr - INFO - Epoch [47][40/541] lr: 1.515e-05, eta: 0:06:27, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.5508 +2022-03-11 00:43:44,858 - davarocr - INFO - Epoch [47][45/541] lr: 1.515e-05, eta: 0:06:26, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5505 +2022-03-11 00:43:45,755 - davarocr - INFO - Epoch [47][50/541] lr: 1.515e-05, eta: 0:06:25, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5502 +2022-03-11 00:43:46,638 - davarocr - INFO - Epoch [47][55/541] lr: 1.515e-05, eta: 0:06:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.5579 +2022-03-11 00:43:47,518 - davarocr - INFO - Epoch [47][60/541] lr: 1.515e-05, eta: 0:06:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5510 +2022-03-11 00:43:48,400 - davarocr - INFO - Epoch [47][65/541] lr: 1.515e-05, eta: 0:06:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 0.7471 +2022-03-11 00:43:49,280 - davarocr - INFO - Epoch [47][70/541] lr: 1.515e-05, eta: 0:06:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0012, grad_norm: 0.7007 +2022-03-11 00:43:50,165 - davarocr - INFO - Epoch [47][75/541] lr: 1.515e-05, eta: 0:06:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5732 +2022-03-11 00:43:51,048 - davarocr - INFO - Epoch [47][80/541] lr: 1.515e-05, eta: 0:06:19, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5734 +2022-03-11 00:43:51,939 - davarocr - INFO - Epoch [47][85/541] lr: 1.515e-05, eta: 0:06:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0009, grad_norm: 0.6438 +2022-03-11 00:43:52,838 - davarocr - INFO - Epoch [47][90/541] lr: 1.515e-05, eta: 0:06:17, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.0203 +2022-03-11 00:43:53,720 - davarocr - INFO - Epoch [47][95/541] lr: 1.515e-05, eta: 0:06:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5995 +2022-03-11 00:43:54,606 - davarocr - INFO - Epoch [47][100/541] lr: 1.515e-05, eta: 0:06:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5992 +2022-03-11 00:43:55,492 - davarocr - INFO - Epoch [47][105/541] lr: 1.515e-05, eta: 0:06:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.5993 +2022-03-11 00:43:56,385 - davarocr - INFO - Epoch [47][110/541] lr: 1.515e-05, eta: 0:06:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5989 +2022-03-11 00:43:57,291 - davarocr - INFO - Epoch [47][115/541] lr: 1.515e-05, eta: 0:06:13, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5992 +2022-03-11 00:43:58,176 - davarocr - INFO - Epoch [47][120/541] lr: 1.515e-05, eta: 0:06:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.6539 +2022-03-11 00:43:59,055 - davarocr - INFO - Epoch [47][125/541] lr: 1.515e-05, eta: 0:06:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 0.6011 +2022-03-11 00:43:59,945 - davarocr - INFO - Epoch [47][130/541] lr: 1.515e-05, eta: 0:06:10, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5988 +2022-03-11 00:44:00,838 - davarocr - INFO - Epoch [47][135/541] lr: 1.515e-05, eta: 0:06:09, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6035 +2022-03-11 00:44:01,735 - davarocr - INFO - Epoch [47][140/541] lr: 1.515e-05, eta: 0:06:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5989 +2022-03-11 00:44:02,634 - davarocr - INFO - Epoch [47][145/541] lr: 1.515e-05, eta: 0:06:07, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5986 +2022-03-11 00:44:03,523 - davarocr - INFO - Epoch [47][150/541] lr: 1.515e-05, eta: 0:06:06, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5987 +2022-03-11 00:44:04,414 - davarocr - INFO - Epoch [47][155/541] lr: 1.515e-05, eta: 0:06:06, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0018, grad_norm: 0.6117 +2022-03-11 00:44:05,303 - davarocr - INFO - Epoch [47][160/541] lr: 1.515e-05, eta: 0:06:05, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.6521 +2022-03-11 00:44:06,185 - davarocr - INFO - Epoch [47][165/541] lr: 1.515e-05, eta: 0:06:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6011 +2022-03-11 00:44:07,073 - davarocr - INFO - Epoch [47][170/541] lr: 1.515e-05, eta: 0:06:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6016 +2022-03-11 00:44:07,959 - davarocr - INFO - Epoch [47][175/541] lr: 1.515e-05, eta: 0:06:02, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6054 +2022-03-11 00:44:08,851 - davarocr - INFO - Epoch [47][180/541] lr: 1.515e-05, eta: 0:06:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0006, grad_norm: 0.8603 +2022-03-11 00:44:09,753 - davarocr - INFO - Epoch [47][185/541] lr: 1.515e-05, eta: 0:06:00, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6387 +2022-03-11 00:44:10,660 - davarocr - INFO - Epoch [47][190/541] lr: 1.515e-05, eta: 0:05:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6385 +2022-03-11 00:44:11,569 - davarocr - INFO - Epoch [47][195/541] lr: 1.515e-05, eta: 0:05:58, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.6469 +2022-03-11 00:44:12,472 - davarocr - INFO - Epoch [47][200/541] lr: 1.515e-05, eta: 0:05:57, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6402 +2022-03-11 00:44:13,376 - davarocr - INFO - Epoch [47][205/541] lr: 1.515e-05, eta: 0:05:56, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6396 +2022-03-11 00:44:14,263 - davarocr - INFO - Epoch [47][210/541] lr: 1.515e-05, eta: 0:05:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6433 +2022-03-11 00:44:15,152 - davarocr - INFO - Epoch [47][215/541] lr: 1.515e-05, eta: 0:05:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6387 +2022-03-11 00:44:16,041 - davarocr - INFO - Epoch [47][220/541] lr: 1.515e-05, eta: 0:05:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6388 +2022-03-11 00:44:16,921 - davarocr - INFO - Epoch [47][225/541] lr: 1.515e-05, eta: 0:05:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6388 +2022-03-11 00:44:17,807 - davarocr - INFO - Epoch [47][230/541] lr: 1.515e-05, eta: 0:05:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6387 +2022-03-11 00:44:18,686 - davarocr - INFO - Epoch [47][235/541] lr: 1.515e-05, eta: 0:05:51, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7166 +2022-03-11 00:44:19,584 - davarocr - INFO - Epoch [47][240/541] lr: 1.515e-05, eta: 0:05:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.6415 +2022-03-11 00:44:20,474 - davarocr - INFO - Epoch [47][245/541] lr: 1.515e-05, eta: 0:05:49, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0023, loss: 0.0044, grad_norm: 1.4784 +2022-03-11 00:44:21,356 - davarocr - INFO - Epoch [47][250/541] lr: 1.515e-05, eta: 0:05:48, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8006 +2022-03-11 00:44:22,246 - davarocr - INFO - Epoch [47][255/541] lr: 1.515e-05, eta: 0:05:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8045 +2022-03-11 00:44:23,131 - davarocr - INFO - Epoch [47][260/541] lr: 1.515e-05, eta: 0:05:46, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7992 +2022-03-11 00:44:24,015 - davarocr - INFO - Epoch [47][265/541] lr: 1.515e-05, eta: 0:05:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0012, loss: 0.0032, grad_norm: 0.7892 +2022-03-11 00:44:24,894 - davarocr - INFO - Epoch [47][270/541] lr: 1.515e-05, eta: 0:05:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0018, loss: 0.0032, grad_norm: 0.9654 +2022-03-11 00:44:25,775 - davarocr - INFO - Epoch [47][275/541] lr: 1.515e-05, eta: 0:05:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0021, loss: 0.0031, grad_norm: 0.9313 +2022-03-11 00:44:26,662 - davarocr - INFO - Epoch [47][280/541] lr: 1.515e-05, eta: 0:05:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7876 +2022-03-11 00:44:27,549 - davarocr - INFO - Epoch [47][285/541] lr: 1.515e-05, eta: 0:05:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0034, loss: 0.0051, grad_norm: 2.1512 +2022-03-11 00:44:28,430 - davarocr - INFO - Epoch [47][290/541] lr: 1.515e-05, eta: 0:05:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7145 +2022-03-11 00:44:29,312 - davarocr - INFO - Epoch [47][295/541] lr: 1.515e-05, eta: 0:05:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7139 +2022-03-11 00:44:30,204 - davarocr - INFO - Epoch [47][300/541] lr: 1.515e-05, eta: 0:05:39, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.7345 +2022-03-11 00:44:31,096 - davarocr - INFO - Epoch [47][305/541] lr: 1.515e-05, eta: 0:05:38, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0028, end_loss: 0.0025, loss: 0.0054, grad_norm: 1.1913 +2022-03-11 00:44:31,972 - davarocr - INFO - Epoch [47][310/541] lr: 1.515e-05, eta: 0:05:37, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7581 +2022-03-11 00:44:32,868 - davarocr - INFO - Epoch [47][315/541] lr: 1.515e-05, eta: 0:05:36, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0000, loss: 0.0025, grad_norm: 0.7695 +2022-03-11 00:44:33,735 - davarocr - INFO - Epoch [47][320/541] lr: 1.515e-05, eta: 0:05:35, time: 0.173, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.0160 +2022-03-11 00:44:34,616 - davarocr - INFO - Epoch [47][325/541] lr: 1.515e-05, eta: 0:05:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7449 +2022-03-11 00:44:35,503 - davarocr - INFO - Epoch [47][330/541] lr: 1.515e-05, eta: 0:05:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7459 +2022-03-11 00:44:36,387 - davarocr - INFO - Epoch [47][335/541] lr: 1.515e-05, eta: 0:05:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.7590 +2022-03-11 00:44:37,268 - davarocr - INFO - Epoch [47][340/541] lr: 1.515e-05, eta: 0:05:32, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7422 +2022-03-11 00:44:38,150 - davarocr - INFO - Epoch [47][345/541] lr: 1.515e-05, eta: 0:05:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7504 +2022-03-11 00:44:39,030 - davarocr - INFO - Epoch [47][350/541] lr: 1.515e-05, eta: 0:05:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7415 +2022-03-11 00:44:39,925 - davarocr - INFO - Epoch [47][355/541] lr: 1.515e-05, eta: 0:05:29, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7450 +2022-03-11 00:44:40,795 - davarocr - INFO - Epoch [47][360/541] lr: 1.515e-05, eta: 0:05:28, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7400 +2022-03-11 00:44:41,682 - davarocr - INFO - Epoch [47][365/541] lr: 1.515e-05, eta: 0:05:27, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8072 +2022-03-11 00:44:42,571 - davarocr - INFO - Epoch [47][370/541] lr: 1.515e-05, eta: 0:05:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.7434 +2022-03-11 00:44:43,457 - davarocr - INFO - Epoch [47][375/541] lr: 1.515e-05, eta: 0:05:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7423 +2022-03-11 00:44:44,352 - davarocr - INFO - Epoch [47][380/541] lr: 1.515e-05, eta: 0:05:24, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7423 +2022-03-11 00:44:45,233 - davarocr - INFO - Epoch [47][385/541] lr: 1.515e-05, eta: 0:05:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7422 +2022-03-11 00:44:46,109 - davarocr - INFO - Epoch [47][390/541] lr: 1.515e-05, eta: 0:05:23, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.7862 +2022-03-11 00:44:46,984 - davarocr - INFO - Epoch [47][395/541] lr: 1.515e-05, eta: 0:05:22, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7365 +2022-03-11 00:44:47,875 - davarocr - INFO - Epoch [47][400/541] lr: 1.515e-05, eta: 0:05:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7364 +2022-03-11 00:44:48,754 - davarocr - INFO - Epoch [47][405/541] lr: 1.515e-05, eta: 0:05:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.7369 +2022-03-11 00:44:49,635 - davarocr - INFO - Epoch [47][410/541] lr: 1.515e-05, eta: 0:05:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7688 +2022-03-11 00:44:50,526 - davarocr - INFO - Epoch [47][415/541] lr: 1.515e-05, eta: 0:05:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7521 +2022-03-11 00:44:51,425 - davarocr - INFO - Epoch [47][420/541] lr: 1.515e-05, eta: 0:05:17, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 0.9147 +2022-03-11 00:44:52,311 - davarocr - INFO - Epoch [47][425/541] lr: 1.515e-05, eta: 0:05:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7488 +2022-03-11 00:44:53,189 - davarocr - INFO - Epoch [47][430/541] lr: 1.515e-05, eta: 0:05:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7490 +2022-03-11 00:44:54,062 - davarocr - INFO - Epoch [47][435/541] lr: 1.515e-05, eta: 0:05:14, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0014, grad_norm: 0.8243 +2022-03-11 00:44:54,956 - davarocr - INFO - Epoch [47][440/541] lr: 1.515e-05, eta: 0:05:14, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7538 +2022-03-11 00:44:55,848 - davarocr - INFO - Epoch [47][445/541] lr: 1.515e-05, eta: 0:05:13, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7533 +2022-03-11 00:44:56,725 - davarocr - INFO - Epoch [47][450/541] lr: 1.515e-05, eta: 0:05:12, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7625 +2022-03-11 00:44:57,609 - davarocr - INFO - Epoch [47][455/541] lr: 1.515e-05, eta: 0:05:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7534 +2022-03-11 00:44:58,493 - davarocr - INFO - Epoch [47][460/541] lr: 1.515e-05, eta: 0:05:10, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.7714 +2022-03-11 00:44:59,372 - davarocr - INFO - Epoch [47][465/541] lr: 1.515e-05, eta: 0:05:09, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 0.9427 +2022-03-11 00:45:00,253 - davarocr - INFO - Epoch [47][470/541] lr: 1.515e-05, eta: 0:05:08, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7619 +2022-03-11 00:45:01,133 - davarocr - INFO - Epoch [47][475/541] lr: 1.515e-05, eta: 0:05:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7618 +2022-03-11 00:45:02,027 - davarocr - INFO - Epoch [47][480/541] lr: 1.515e-05, eta: 0:05:06, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7820 +2022-03-11 00:45:02,904 - davarocr - INFO - Epoch [47][485/541] lr: 1.515e-05, eta: 0:05:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0035, loss: 0.0058, grad_norm: 1.3525 +2022-03-11 00:45:03,776 - davarocr - INFO - Epoch [47][490/541] lr: 1.515e-05, eta: 0:05:04, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8199 +2022-03-11 00:45:04,669 - davarocr - INFO - Epoch [47][495/541] lr: 1.515e-05, eta: 0:05:04, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.8540 +2022-03-11 00:45:05,547 - davarocr - INFO - Epoch [47][500/541] lr: 1.515e-05, eta: 0:05:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8149 +2022-03-11 00:45:06,438 - davarocr - INFO - Epoch [47][505/541] lr: 1.515e-05, eta: 0:05:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8156 +2022-03-11 00:45:07,317 - davarocr - INFO - Epoch [47][510/541] lr: 1.515e-05, eta: 0:05:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.8143 +2022-03-11 00:45:08,196 - davarocr - INFO - Epoch [47][515/541] lr: 1.515e-05, eta: 0:05:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 0.8542 +2022-03-11 00:45:09,097 - davarocr - INFO - Epoch [47][520/541] lr: 1.515e-05, eta: 0:04:59, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8146 +2022-03-11 00:45:10,004 - davarocr - INFO - Epoch [47][525/541] lr: 1.515e-05, eta: 0:04:58, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8173 +2022-03-11 00:45:10,888 - davarocr - INFO - Epoch [47][530/541] lr: 1.515e-05, eta: 0:04:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.8237 +2022-03-11 00:45:11,782 - davarocr - INFO - Epoch [47][535/541] lr: 1.515e-05, eta: 0:04:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8094 +2022-03-11 00:45:12,669 - davarocr - INFO - Epoch [47][540/541] lr: 1.515e-05, eta: 0:04:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0037, end_loss: 0.0014, loss: 0.0052, grad_norm: 0.8814 +2022-03-11 00:45:26,569 - davarocr - INFO - Now best checkpoint is epoch_46.pth. Best hmean is 0.9202879232204745 +2022-03-11 00:45:26,570 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:45:26,570 - davarocr - INFO - Epoch(val) [47][541] LOC: {'precision': 0.9539800995024875, 'recall': 0.919664268585132, 'f1-score': 0.9365079365079365}, PER: {'precision': 0.9531731361675909, 'recall': 0.9567099567099567, 'f1-score': 0.9549382716049383}, MISC: {'precision': 0.8432203389830508, 'recall': 0.8504273504273504, 'f1-score': 0.846808510638298}, ORG: {'precision': 0.8992762364294331, 'recall': 0.8976520168573149, 'f1-score': 0.898463392588129}, all: {'precision': 0.9235304627479006, 'recall': 0.9151912181303116, 'f1-score': 0.919341929746554}, hmean: 0.9193 +2022-03-11 00:45:29,935 - davarocr - INFO - Epoch [48][5/541] lr: 1.493e-05, eta: 0:04:54, time: 0.671, data_time: 0.486, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8047 +2022-03-11 00:45:30,824 - davarocr - INFO - Epoch [48][10/541] lr: 1.493e-05, eta: 0:04:53, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8892 +2022-03-11 00:45:31,701 - davarocr - INFO - Epoch [48][15/541] lr: 1.493e-05, eta: 0:04:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8047 +2022-03-11 00:45:32,583 - davarocr - INFO - Epoch [48][20/541] lr: 1.493e-05, eta: 0:04:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8049 +2022-03-11 00:45:33,466 - davarocr - INFO - Epoch [48][25/541] lr: 1.493e-05, eta: 0:04:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8076 +2022-03-11 00:45:34,361 - davarocr - INFO - Epoch [48][30/541] lr: 1.493e-05, eta: 0:04:50, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.8225 +2022-03-11 00:45:35,255 - davarocr - INFO - Epoch [48][35/541] lr: 1.493e-05, eta: 0:04:49, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 0.8159 +2022-03-11 00:45:36,144 - davarocr - INFO - Epoch [48][40/541] lr: 1.493e-05, eta: 0:04:48, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 0.8028 +2022-03-11 00:45:37,031 - davarocr - INFO - Epoch [48][45/541] lr: 1.493e-05, eta: 0:04:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8021 +2022-03-11 00:45:37,908 - davarocr - INFO - Epoch [48][50/541] lr: 1.493e-05, eta: 0:04:46, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8021 +2022-03-11 00:45:38,787 - davarocr - INFO - Epoch [48][55/541] lr: 1.493e-05, eta: 0:04:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8028 +2022-03-11 00:45:39,678 - davarocr - INFO - Epoch [48][60/541] lr: 1.493e-05, eta: 0:04:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8024 +2022-03-11 00:45:40,554 - davarocr - INFO - Epoch [48][65/541] lr: 1.493e-05, eta: 0:04:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8021 +2022-03-11 00:45:41,465 - davarocr - INFO - Epoch [48][70/541] lr: 1.493e-05, eta: 0:04:42, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.8162 +2022-03-11 00:45:42,350 - davarocr - INFO - Epoch [48][75/541] lr: 1.493e-05, eta: 0:04:42, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8018 +2022-03-11 00:45:43,228 - davarocr - INFO - Epoch [48][80/541] lr: 1.493e-05, eta: 0:04:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8018 +2022-03-11 00:45:44,123 - davarocr - INFO - Epoch [48][85/541] lr: 1.493e-05, eta: 0:04:40, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8018 +2022-03-11 00:45:45,007 - davarocr - INFO - Epoch [48][90/541] lr: 1.493e-05, eta: 0:04:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8018 +2022-03-11 00:45:45,885 - davarocr - INFO - Epoch [48][95/541] lr: 1.493e-05, eta: 0:04:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 0.8036 +2022-03-11 00:45:46,770 - davarocr - INFO - Epoch [48][100/541] lr: 1.493e-05, eta: 0:04:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8019 +2022-03-11 00:45:47,654 - davarocr - INFO - Epoch [48][105/541] lr: 1.493e-05, eta: 0:04:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8019 +2022-03-11 00:45:48,539 - davarocr - INFO - Epoch [48][110/541] lr: 1.493e-05, eta: 0:04:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8019 +2022-03-11 00:45:49,420 - davarocr - INFO - Epoch [48][115/541] lr: 1.493e-05, eta: 0:04:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8023 +2022-03-11 00:45:50,304 - davarocr - INFO - Epoch [48][120/541] lr: 1.493e-05, eta: 0:04:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.8046 +2022-03-11 00:45:51,180 - davarocr - INFO - Epoch [48][125/541] lr: 1.493e-05, eta: 0:04:32, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8017 +2022-03-11 00:45:52,082 - davarocr - INFO - Epoch [48][130/541] lr: 1.493e-05, eta: 0:04:32, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9489 +2022-03-11 00:45:52,968 - davarocr - INFO - Epoch [48][135/541] lr: 1.493e-05, eta: 0:04:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8111 +2022-03-11 00:45:53,853 - davarocr - INFO - Epoch [48][140/541] lr: 1.493e-05, eta: 0:04:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8111 +2022-03-11 00:45:54,745 - davarocr - INFO - Epoch [48][145/541] lr: 1.493e-05, eta: 0:04:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.8114 +2022-03-11 00:45:55,628 - davarocr - INFO - Epoch [48][150/541] lr: 1.493e-05, eta: 0:04:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8113 +2022-03-11 00:45:56,513 - davarocr - INFO - Epoch [48][155/541] lr: 1.493e-05, eta: 0:04:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8127 +2022-03-11 00:45:57,388 - davarocr - INFO - Epoch [48][160/541] lr: 1.493e-05, eta: 0:04:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8114 +2022-03-11 00:45:58,272 - davarocr - INFO - Epoch [48][165/541] lr: 1.493e-05, eta: 0:04:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8119 +2022-03-11 00:45:59,153 - davarocr - INFO - Epoch [48][170/541] lr: 1.493e-05, eta: 0:04:24, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8113 +2022-03-11 00:46:00,030 - davarocr - INFO - Epoch [48][175/541] lr: 1.493e-05, eta: 0:04:23, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0015, grad_norm: 0.9999 +2022-03-11 00:46:00,913 - davarocr - INFO - Epoch [48][180/541] lr: 1.493e-05, eta: 0:04:22, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8208 +2022-03-11 00:46:01,789 - davarocr - INFO - Epoch [48][185/541] lr: 1.493e-05, eta: 0:04:21, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8207 +2022-03-11 00:46:02,680 - davarocr - INFO - Epoch [48][190/541] lr: 1.493e-05, eta: 0:04:21, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8219 +2022-03-11 00:46:03,571 - davarocr - INFO - Epoch [48][195/541] lr: 1.493e-05, eta: 0:04:20, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8193 +2022-03-11 00:46:04,460 - davarocr - INFO - Epoch [48][200/541] lr: 1.493e-05, eta: 0:04:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8192 +2022-03-11 00:46:05,365 - davarocr - INFO - Epoch [48][205/541] lr: 1.493e-05, eta: 0:04:18, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8192 +2022-03-11 00:46:06,276 - davarocr - INFO - Epoch [48][210/541] lr: 1.493e-05, eta: 0:04:17, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8207 +2022-03-11 00:46:07,176 - davarocr - INFO - Epoch [48][215/541] lr: 1.493e-05, eta: 0:04:16, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8183 +2022-03-11 00:46:08,063 - davarocr - INFO - Epoch [48][220/541] lr: 1.493e-05, eta: 0:04:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8185 +2022-03-11 00:46:08,959 - davarocr - INFO - Epoch [48][225/541] lr: 1.493e-05, eta: 0:04:14, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8183 +2022-03-11 00:46:09,848 - davarocr - INFO - Epoch [48][230/541] lr: 1.493e-05, eta: 0:04:13, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0011, grad_norm: 0.9305 +2022-03-11 00:46:10,735 - davarocr - INFO - Epoch [48][235/541] lr: 1.493e-05, eta: 0:04:12, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8310 +2022-03-11 00:46:11,623 - davarocr - INFO - Epoch [48][240/541] lr: 1.493e-05, eta: 0:04:11, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8310 +2022-03-11 00:46:12,523 - davarocr - INFO - Epoch [48][245/541] lr: 1.493e-05, eta: 0:04:11, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 0.9184 +2022-03-11 00:46:13,406 - davarocr - INFO - Epoch [48][250/541] lr: 1.493e-05, eta: 0:04:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.9413 +2022-03-11 00:46:14,286 - davarocr - INFO - Epoch [48][255/541] lr: 1.493e-05, eta: 0:04:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8378 +2022-03-11 00:46:15,155 - davarocr - INFO - Epoch [48][260/541] lr: 1.493e-05, eta: 0:04:08, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8378 +2022-03-11 00:46:16,033 - davarocr - INFO - Epoch [48][265/541] lr: 1.493e-05, eta: 0:04:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8381 +2022-03-11 00:46:16,916 - davarocr - INFO - Epoch [48][270/541] lr: 1.493e-05, eta: 0:04:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8381 +2022-03-11 00:46:17,791 - davarocr - INFO - Epoch [48][275/541] lr: 1.493e-05, eta: 0:04:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 0.9154 +2022-03-11 00:46:18,681 - davarocr - INFO - Epoch [48][280/541] lr: 1.493e-05, eta: 0:04:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8358 +2022-03-11 00:46:19,559 - davarocr - INFO - Epoch [48][285/541] lr: 1.493e-05, eta: 0:04:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0000, loss: 0.0016, grad_norm: 0.9013 +2022-03-11 00:46:20,452 - davarocr - INFO - Epoch [48][290/541] lr: 1.493e-05, eta: 0:04:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.8515 +2022-03-11 00:46:21,342 - davarocr - INFO - Epoch [48][295/541] lr: 1.493e-05, eta: 0:04:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8266 +2022-03-11 00:46:22,246 - davarocr - INFO - Epoch [48][300/541] lr: 1.493e-05, eta: 0:04:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0012, loss: 0.0022, grad_norm: 0.8277 +2022-03-11 00:46:23,134 - davarocr - INFO - Epoch [48][305/541] lr: 1.493e-05, eta: 0:04:00, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8254 +2022-03-11 00:46:24,019 - davarocr - INFO - Epoch [48][310/541] lr: 1.493e-05, eta: 0:03:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0000, loss: 0.0018, grad_norm: 0.9211 +2022-03-11 00:46:24,907 - davarocr - INFO - Epoch [48][315/541] lr: 1.493e-05, eta: 0:03:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8386 +2022-03-11 00:46:25,796 - davarocr - INFO - Epoch [48][320/541] lr: 1.493e-05, eta: 0:03:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0030, loss: 0.0031, grad_norm: 0.9559 +2022-03-11 00:46:26,681 - davarocr - INFO - Epoch [48][325/541] lr: 1.493e-05, eta: 0:03:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8413 +2022-03-11 00:46:27,550 - davarocr - INFO - Epoch [48][330/541] lr: 1.493e-05, eta: 0:03:55, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8383 +2022-03-11 00:46:28,430 - davarocr - INFO - Epoch [48][335/541] lr: 1.493e-05, eta: 0:03:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8383 +2022-03-11 00:46:29,313 - davarocr - INFO - Epoch [48][340/541] lr: 1.493e-05, eta: 0:03:53, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0024, loss: 0.0033, grad_norm: 1.5301 +2022-03-11 00:46:30,198 - davarocr - INFO - Epoch [48][345/541] lr: 1.493e-05, eta: 0:03:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0003, loss: 0.0031, grad_norm: 1.1778 +2022-03-11 00:46:31,080 - davarocr - INFO - Epoch [48][350/541] lr: 1.493e-05, eta: 0:03:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.9654 +2022-03-11 00:46:31,967 - davarocr - INFO - Epoch [48][355/541] lr: 1.493e-05, eta: 0:03:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0050, end_loss: 0.0007, loss: 0.0057, grad_norm: 1.0736 +2022-03-11 00:46:32,855 - davarocr - INFO - Epoch [48][360/541] lr: 1.493e-05, eta: 0:03:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.0252 +2022-03-11 00:46:33,745 - davarocr - INFO - Epoch [48][365/541] lr: 1.493e-05, eta: 0:03:49, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9250 +2022-03-11 00:46:34,641 - davarocr - INFO - Epoch [48][370/541] lr: 1.493e-05, eta: 0:03:48, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0003, loss: 0.0013, grad_norm: 0.9651 +2022-03-11 00:46:35,540 - davarocr - INFO - Epoch [48][375/541] lr: 1.493e-05, eta: 0:03:47, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0315 +2022-03-11 00:46:36,421 - davarocr - INFO - Epoch [48][380/541] lr: 1.493e-05, eta: 0:03:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0000, loss: 0.0020, grad_norm: 0.9745 +2022-03-11 00:46:37,312 - davarocr - INFO - Epoch [48][385/541] lr: 1.493e-05, eta: 0:03:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.9549 +2022-03-11 00:46:38,187 - davarocr - INFO - Epoch [48][390/541] lr: 1.493e-05, eta: 0:03:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9149 +2022-03-11 00:46:39,067 - davarocr - INFO - Epoch [48][395/541] lr: 1.493e-05, eta: 0:03:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9161 +2022-03-11 00:46:39,942 - davarocr - INFO - Epoch [48][400/541] lr: 1.493e-05, eta: 0:03:42, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9139 +2022-03-11 00:46:40,822 - davarocr - INFO - Epoch [48][405/541] lr: 1.493e-05, eta: 0:03:41, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9136 +2022-03-11 00:46:41,702 - davarocr - INFO - Epoch [48][410/541] lr: 1.493e-05, eta: 0:03:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9155 +2022-03-11 00:46:42,578 - davarocr - INFO - Epoch [48][415/541] lr: 1.493e-05, eta: 0:03:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9134 +2022-03-11 00:46:43,459 - davarocr - INFO - Epoch [48][420/541] lr: 1.493e-05, eta: 0:03:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0013, loss: 0.0017, grad_norm: 0.9521 +2022-03-11 00:46:44,340 - davarocr - INFO - Epoch [48][425/541] lr: 1.493e-05, eta: 0:03:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9089 +2022-03-11 00:46:45,234 - davarocr - INFO - Epoch [48][430/541] lr: 1.493e-05, eta: 0:03:37, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9087 +2022-03-11 00:46:46,113 - davarocr - INFO - Epoch [48][435/541] lr: 1.493e-05, eta: 0:03:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9087 +2022-03-11 00:46:46,990 - davarocr - INFO - Epoch [48][440/541] lr: 1.493e-05, eta: 0:03:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9086 +2022-03-11 00:46:47,872 - davarocr - INFO - Epoch [48][445/541] lr: 1.493e-05, eta: 0:03:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9086 +2022-03-11 00:46:48,760 - davarocr - INFO - Epoch [48][450/541] lr: 1.493e-05, eta: 0:03:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0009, grad_norm: 1.0946 +2022-03-11 00:46:49,639 - davarocr - INFO - Epoch [48][455/541] lr: 1.493e-05, eta: 0:03:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9210 +2022-03-11 00:46:50,527 - davarocr - INFO - Epoch [48][460/541] lr: 1.493e-05, eta: 0:03:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 0.9218 +2022-03-11 00:46:51,407 - davarocr - INFO - Epoch [48][465/541] lr: 1.493e-05, eta: 0:03:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9202 +2022-03-11 00:46:52,286 - davarocr - INFO - Epoch [48][470/541] lr: 1.493e-05, eta: 0:03:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9197 +2022-03-11 00:46:53,163 - davarocr - INFO - Epoch [48][475/541] lr: 1.493e-05, eta: 0:03:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9367 +2022-03-11 00:46:54,066 - davarocr - INFO - Epoch [48][480/541] lr: 1.493e-05, eta: 0:03:28, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9193 +2022-03-11 00:46:54,966 - davarocr - INFO - Epoch [48][485/541] lr: 1.493e-05, eta: 0:03:27, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9192 +2022-03-11 00:46:55,845 - davarocr - INFO - Epoch [48][490/541] lr: 1.493e-05, eta: 0:03:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9192 +2022-03-11 00:46:56,726 - davarocr - INFO - Epoch [48][495/541] lr: 1.493e-05, eta: 0:03:25, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0015, loss: 0.0015, grad_norm: 0.9990 +2022-03-11 00:46:57,610 - davarocr - INFO - Epoch [48][500/541] lr: 1.493e-05, eta: 0:03:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:46:58,498 - davarocr - INFO - Epoch [48][505/541] lr: 1.493e-05, eta: 0:03:23, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9260 +2022-03-11 00:46:59,374 - davarocr - INFO - Epoch [48][510/541] lr: 1.493e-05, eta: 0:03:22, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9260 +2022-03-11 00:47:00,260 - davarocr - INFO - Epoch [48][515/541] lr: 1.493e-05, eta: 0:03:21, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9260 +2022-03-11 00:47:01,143 - davarocr - INFO - Epoch [48][520/541] lr: 1.493e-05, eta: 0:03:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9259 +2022-03-11 00:47:02,026 - davarocr - INFO - Epoch [48][525/541] lr: 1.493e-05, eta: 0:03:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9265 +2022-03-11 00:47:02,906 - davarocr - INFO - Epoch [48][530/541] lr: 1.493e-05, eta: 0:03:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:47:03,796 - davarocr - INFO - Epoch [48][535/541] lr: 1.493e-05, eta: 0:03:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:47:04,675 - davarocr - INFO - Epoch [48][540/541] lr: 1.493e-05, eta: 0:03:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:47:18,529 - davarocr - INFO - Now best checkpoint is epoch_48.pth. Best hmean is 0.9207674542547521 +2022-03-11 00:47:18,529 - davarocr - INFO - current_metric 0.9207674542547521 is much better than previous best_metric 0.9202879232204745, saving best model ! +2022-03-11 00:47:18,530 - davarocr - INFO - Saving checkpoint at epoch_48.pth +2022-03-11 00:47:20,291 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:47:20,292 - davarocr - INFO - Epoch(val) [48][541] LOC: {'precision': 0.9424724602203183, 'recall': 0.9232613908872902, 'f1-score': 0.9327680193821927}, PER: {'precision': 0.9579468150896723, 'recall': 0.9579468150896723, 'f1-score': 0.9579468150896723}, MISC: {'precision': 0.8625730994152047, 'recall': 0.8404558404558404, 'f1-score': 0.8513708513708513}, ORG: {'precision': 0.897910447761194, 'recall': 0.9054786273329319, 'f1-score': 0.9016786570743406}, all: {'precision': 0.923885918003565, 'recall': 0.9176699716713881, 'f1-score': 0.9207674542547521}, hmean: 0.9208 +2022-03-11 00:47:23,562 - davarocr - INFO - Epoch [49][5/541] lr: 1.471e-05, eta: 0:03:16, time: 0.653, data_time: 0.473, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9307 +2022-03-11 00:47:24,451 - davarocr - INFO - Epoch [49][10/541] lr: 1.471e-05, eta: 0:03:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9260 +2022-03-11 00:47:25,338 - davarocr - INFO - Epoch [49][15/541] lr: 1.471e-05, eta: 0:03:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9375 +2022-03-11 00:47:26,215 - davarocr - INFO - Epoch [49][20/541] lr: 1.471e-05, eta: 0:03:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9259 +2022-03-11 00:47:27,105 - davarocr - INFO - Epoch [49][25/541] lr: 1.471e-05, eta: 0:03:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9373 +2022-03-11 00:47:27,983 - davarocr - INFO - Epoch [49][30/541] lr: 1.471e-05, eta: 0:03:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9267 +2022-03-11 00:47:28,866 - davarocr - INFO - Epoch [49][35/541] lr: 1.471e-05, eta: 0:03:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9306 +2022-03-11 00:47:29,743 - davarocr - INFO - Epoch [49][40/541] lr: 1.471e-05, eta: 0:03:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9266 +2022-03-11 00:47:30,636 - davarocr - INFO - Epoch [49][45/541] lr: 1.471e-05, eta: 0:03:08, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9311 +2022-03-11 00:47:31,523 - davarocr - INFO - Epoch [49][50/541] lr: 1.471e-05, eta: 0:03:08, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9269 +2022-03-11 00:47:32,419 - davarocr - INFO - Epoch [49][55/541] lr: 1.471e-05, eta: 0:03:07, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9295 +2022-03-11 00:47:33,326 - davarocr - INFO - Epoch [49][60/541] lr: 1.471e-05, eta: 0:03:06, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9265 +2022-03-11 00:47:34,233 - davarocr - INFO - Epoch [49][65/541] lr: 1.471e-05, eta: 0:03:05, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9265 +2022-03-11 00:47:35,125 - davarocr - INFO - Epoch [49][70/541] lr: 1.471e-05, eta: 0:03:04, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9265 +2022-03-11 00:47:36,006 - davarocr - INFO - Epoch [49][75/541] lr: 1.471e-05, eta: 0:03:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0015, loss: 0.0032, grad_norm: 0.9400 +2022-03-11 00:47:36,888 - davarocr - INFO - Epoch [49][80/541] lr: 1.471e-05, eta: 0:03:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:47:37,776 - davarocr - INFO - Epoch [49][85/541] lr: 1.471e-05, eta: 0:03:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9264 +2022-03-11 00:47:38,654 - davarocr - INFO - Epoch [49][90/541] lr: 1.471e-05, eta: 0:03:00, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9263 +2022-03-11 00:47:39,535 - davarocr - INFO - Epoch [49][95/541] lr: 1.471e-05, eta: 0:02:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9262 +2022-03-11 00:47:40,414 - davarocr - INFO - Epoch [49][100/541] lr: 1.471e-05, eta: 0:02:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 0.9274 +2022-03-11 00:47:41,309 - davarocr - INFO - Epoch [49][105/541] lr: 1.471e-05, eta: 0:02:57, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.9268 +2022-03-11 00:47:42,187 - davarocr - INFO - Epoch [49][110/541] lr: 1.471e-05, eta: 0:02:57, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9262 +2022-03-11 00:47:43,072 - davarocr - INFO - Epoch [49][115/541] lr: 1.471e-05, eta: 0:02:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9269 +2022-03-11 00:47:43,953 - davarocr - INFO - Epoch [49][120/541] lr: 1.471e-05, eta: 0:02:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 0.9479 +2022-03-11 00:47:44,838 - davarocr - INFO - Epoch [49][125/541] lr: 1.471e-05, eta: 0:02:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9294 +2022-03-11 00:47:45,723 - davarocr - INFO - Epoch [49][130/541] lr: 1.471e-05, eta: 0:02:53, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9295 +2022-03-11 00:47:46,609 - davarocr - INFO - Epoch [49][135/541] lr: 1.471e-05, eta: 0:02:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0010, grad_norm: 0.9626 +2022-03-11 00:47:47,492 - davarocr - INFO - Epoch [49][140/541] lr: 1.471e-05, eta: 0:02:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9332 +2022-03-11 00:47:48,386 - davarocr - INFO - Epoch [49][145/541] lr: 1.471e-05, eta: 0:02:50, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9319 +2022-03-11 00:47:49,267 - davarocr - INFO - Epoch [49][150/541] lr: 1.471e-05, eta: 0:02:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9359 +2022-03-11 00:47:50,148 - davarocr - INFO - Epoch [49][155/541] lr: 1.471e-05, eta: 0:02:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9315 +2022-03-11 00:47:51,027 - davarocr - INFO - Epoch [49][160/541] lr: 1.471e-05, eta: 0:02:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9315 +2022-03-11 00:47:51,915 - davarocr - INFO - Epoch [49][165/541] lr: 1.471e-05, eta: 0:02:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9325 +2022-03-11 00:47:52,792 - davarocr - INFO - Epoch [49][170/541] lr: 1.471e-05, eta: 0:02:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0020, loss: 0.0027, grad_norm: 0.9972 +2022-03-11 00:47:53,684 - davarocr - INFO - Epoch [49][175/541] lr: 1.471e-05, eta: 0:02:45, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9359 +2022-03-11 00:47:54,557 - davarocr - INFO - Epoch [49][180/541] lr: 1.471e-05, eta: 0:02:44, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9359 +2022-03-11 00:47:55,451 - davarocr - INFO - Epoch [49][185/541] lr: 1.471e-05, eta: 0:02:43, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9364 +2022-03-11 00:47:56,330 - davarocr - INFO - Epoch [49][190/541] lr: 1.471e-05, eta: 0:02:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9354 +2022-03-11 00:47:57,223 - davarocr - INFO - Epoch [49][195/541] lr: 1.471e-05, eta: 0:02:41, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9348 +2022-03-11 00:47:58,102 - davarocr - INFO - Epoch [49][200/541] lr: 1.471e-05, eta: 0:02:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9370 +2022-03-11 00:47:58,988 - davarocr - INFO - Epoch [49][205/541] lr: 1.471e-05, eta: 0:02:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9330 +2022-03-11 00:47:59,878 - davarocr - INFO - Epoch [49][210/541] lr: 1.471e-05, eta: 0:02:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.9354 +2022-03-11 00:48:00,763 - davarocr - INFO - Epoch [49][215/541] lr: 1.471e-05, eta: 0:02:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9338 +2022-03-11 00:48:01,660 - davarocr - INFO - Epoch [49][220/541] lr: 1.471e-05, eta: 0:02:37, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9335 +2022-03-11 00:48:02,542 - davarocr - INFO - Epoch [49][225/541] lr: 1.471e-05, eta: 0:02:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9336 +2022-03-11 00:48:03,423 - davarocr - INFO - Epoch [49][230/541] lr: 1.471e-05, eta: 0:02:35, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9336 +2022-03-11 00:48:04,312 - davarocr - INFO - Epoch [49][235/541] lr: 1.471e-05, eta: 0:02:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9336 +2022-03-11 00:48:05,195 - davarocr - INFO - Epoch [49][240/541] lr: 1.471e-05, eta: 0:02:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9336 +2022-03-11 00:48:06,084 - davarocr - INFO - Epoch [49][245/541] lr: 1.471e-05, eta: 0:02:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0004, loss: 0.0014, grad_norm: 1.0719 +2022-03-11 00:48:06,959 - davarocr - INFO - Epoch [49][250/541] lr: 1.471e-05, eta: 0:02:31, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9382 +2022-03-11 00:48:07,860 - davarocr - INFO - Epoch [49][255/541] lr: 1.471e-05, eta: 0:02:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9382 +2022-03-11 00:48:08,742 - davarocr - INFO - Epoch [49][260/541] lr: 1.471e-05, eta: 0:02:29, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0008, end_loss: 0.0010, loss: 0.0018, grad_norm: 1.2894 +2022-03-11 00:48:09,616 - davarocr - INFO - Epoch [49][265/541] lr: 1.471e-05, eta: 0:02:28, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:10,498 - davarocr - INFO - Epoch [49][270/541] lr: 1.471e-05, eta: 0:02:27, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9561 +2022-03-11 00:48:11,369 - davarocr - INFO - Epoch [49][275/541] lr: 1.471e-05, eta: 0:02:26, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9559 +2022-03-11 00:48:12,256 - davarocr - INFO - Epoch [49][280/541] lr: 1.471e-05, eta: 0:02:26, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 0.9573 +2022-03-11 00:48:13,134 - davarocr - INFO - Epoch [49][285/541] lr: 1.471e-05, eta: 0:02:25, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.0869 +2022-03-11 00:48:14,011 - davarocr - INFO - Epoch [49][290/541] lr: 1.471e-05, eta: 0:02:24, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9597 +2022-03-11 00:48:14,894 - davarocr - INFO - Epoch [49][295/541] lr: 1.471e-05, eta: 0:02:23, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.0205 +2022-03-11 00:48:15,775 - davarocr - INFO - Epoch [49][300/541] lr: 1.471e-05, eta: 0:02:22, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:16,650 - davarocr - INFO - Epoch [49][305/541] lr: 1.471e-05, eta: 0:02:21, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:17,529 - davarocr - INFO - Epoch [49][310/541] lr: 1.471e-05, eta: 0:02:20, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:18,414 - davarocr - INFO - Epoch [49][315/541] lr: 1.471e-05, eta: 0:02:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:19,298 - davarocr - INFO - Epoch [49][320/541] lr: 1.471e-05, eta: 0:02:18, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:20,179 - davarocr - INFO - Epoch [49][325/541] lr: 1.471e-05, eta: 0:02:17, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:21,069 - davarocr - INFO - Epoch [49][330/541] lr: 1.471e-05, eta: 0:02:16, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 0.9563 +2022-03-11 00:48:21,949 - davarocr - INFO - Epoch [49][335/541] lr: 1.471e-05, eta: 0:02:16, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9659 +2022-03-11 00:48:22,854 - davarocr - INFO - Epoch [49][340/541] lr: 1.471e-05, eta: 0:02:15, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9838 +2022-03-11 00:48:23,757 - davarocr - INFO - Epoch [49][345/541] lr: 1.471e-05, eta: 0:02:14, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0034, end_loss: 0.0038, loss: 0.0072, grad_norm: 1.2774 +2022-03-11 00:48:24,647 - davarocr - INFO - Epoch [49][350/541] lr: 1.471e-05, eta: 0:02:13, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9646 +2022-03-11 00:48:25,527 - davarocr - INFO - Epoch [49][355/541] lr: 1.471e-05, eta: 0:02:12, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0025, loss: 0.0029, grad_norm: 1.3300 +2022-03-11 00:48:26,412 - davarocr - INFO - Epoch [49][360/541] lr: 1.471e-05, eta: 0:02:11, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 0.9921 +2022-03-11 00:48:27,300 - davarocr - INFO - Epoch [49][365/541] lr: 1.471e-05, eta: 0:02:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9883 +2022-03-11 00:48:28,179 - davarocr - INFO - Epoch [49][370/541] lr: 1.471e-05, eta: 0:02:09, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9853 +2022-03-11 00:48:29,067 - davarocr - INFO - Epoch [49][375/541] lr: 1.471e-05, eta: 0:02:08, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0019, loss: 0.0038, grad_norm: 1.0102 +2022-03-11 00:48:29,950 - davarocr - INFO - Epoch [49][380/541] lr: 1.471e-05, eta: 0:02:07, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9800 +2022-03-11 00:48:30,829 - davarocr - INFO - Epoch [49][385/541] lr: 1.471e-05, eta: 0:02:06, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0161 +2022-03-11 00:48:31,709 - davarocr - INFO - Epoch [49][390/541] lr: 1.471e-05, eta: 0:02:06, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0006, loss: 0.0014, grad_norm: 1.1954 +2022-03-11 00:48:32,583 - davarocr - INFO - Epoch [49][395/541] lr: 1.471e-05, eta: 0:02:05, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9914 +2022-03-11 00:48:33,470 - davarocr - INFO - Epoch [49][400/541] lr: 1.471e-05, eta: 0:02:04, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0020, end_loss: 0.0053, loss: 0.0073, grad_norm: 1.5392 +2022-03-11 00:48:34,345 - davarocr - INFO - Epoch [49][405/541] lr: 1.471e-05, eta: 0:02:03, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0143 +2022-03-11 00:48:35,234 - davarocr - INFO - Epoch [49][410/541] lr: 1.471e-05, eta: 0:02:02, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0021, grad_norm: 2.0452 +2022-03-11 00:48:36,112 - davarocr - INFO - Epoch [49][415/541] lr: 1.471e-05, eta: 0:02:01, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0215 +2022-03-11 00:48:37,001 - davarocr - INFO - Epoch [49][420/541] lr: 1.471e-05, eta: 0:02:00, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0934 +2022-03-11 00:48:37,883 - davarocr - INFO - Epoch [49][425/541] lr: 1.471e-05, eta: 0:01:59, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 1.1744 +2022-03-11 00:48:38,772 - davarocr - INFO - Epoch [49][430/541] lr: 1.471e-05, eta: 0:01:58, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0042, end_loss: 0.0031, loss: 0.0073, grad_norm: 1.2559 +2022-03-11 00:48:39,653 - davarocr - INFO - Epoch [49][435/541] lr: 1.471e-05, eta: 0:01:57, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.0422 +2022-03-11 00:48:40,532 - davarocr - INFO - Epoch [49][440/541] lr: 1.471e-05, eta: 0:01:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0439 +2022-03-11 00:48:41,409 - davarocr - INFO - Epoch [49][445/541] lr: 1.471e-05, eta: 0:01:56, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0012, loss: 0.0012, grad_norm: 1.0394 +2022-03-11 00:48:42,310 - davarocr - INFO - Epoch [49][450/541] lr: 1.471e-05, eta: 0:01:55, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0011, grad_norm: 1.2851 +2022-03-11 00:48:43,194 - davarocr - INFO - Epoch [49][455/541] lr: 1.471e-05, eta: 0:01:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.0429 +2022-03-11 00:48:44,079 - davarocr - INFO - Epoch [49][460/541] lr: 1.471e-05, eta: 0:01:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0356 +2022-03-11 00:48:44,969 - davarocr - INFO - Epoch [49][465/541] lr: 1.471e-05, eta: 0:01:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0354 +2022-03-11 00:48:45,851 - davarocr - INFO - Epoch [49][470/541] lr: 1.471e-05, eta: 0:01:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0349 +2022-03-11 00:48:46,732 - davarocr - INFO - Epoch [49][475/541] lr: 1.471e-05, eta: 0:01:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.1796 +2022-03-11 00:48:47,613 - davarocr - INFO - Epoch [49][480/541] lr: 1.471e-05, eta: 0:01:49, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0537 +2022-03-11 00:48:48,498 - davarocr - INFO - Epoch [49][485/541] lr: 1.471e-05, eta: 0:01:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0535 +2022-03-11 00:48:49,380 - davarocr - INFO - Epoch [49][490/541] lr: 1.471e-05, eta: 0:01:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0531 +2022-03-11 00:48:50,263 - davarocr - INFO - Epoch [49][495/541] lr: 1.471e-05, eta: 0:01:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0043, loss: 0.0043, grad_norm: 1.0850 +2022-03-11 00:48:51,145 - davarocr - INFO - Epoch [49][500/541] lr: 1.471e-05, eta: 0:01:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.1943 +2022-03-11 00:48:52,022 - davarocr - INFO - Epoch [49][505/541] lr: 1.471e-05, eta: 0:01:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0037, loss: 0.0063, grad_norm: 3.0287 +2022-03-11 00:48:52,907 - davarocr - INFO - Epoch [49][510/541] lr: 1.471e-05, eta: 0:01:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6748 +2022-03-11 00:48:53,801 - davarocr - INFO - Epoch [49][515/541] lr: 1.471e-05, eta: 0:01:43, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.6873 +2022-03-11 00:48:54,673 - davarocr - INFO - Epoch [49][520/541] lr: 1.471e-05, eta: 0:01:42, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.7373 +2022-03-11 00:48:55,552 - davarocr - INFO - Epoch [49][525/541] lr: 1.471e-05, eta: 0:01:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 0.7103 +2022-03-11 00:48:56,430 - davarocr - INFO - Epoch [49][530/541] lr: 1.471e-05, eta: 0:01:40, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.1320 +2022-03-11 00:48:57,318 - davarocr - INFO - Epoch [49][535/541] lr: 1.471e-05, eta: 0:01:39, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.7806 +2022-03-11 00:48:58,211 - davarocr - INFO - Epoch [49][540/541] lr: 1.471e-05, eta: 0:01:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7060 +2022-03-11 00:49:12,889 - davarocr - INFO - Now best checkpoint is epoch_48.pth. Best hmean is 0.9207674542547521 +2022-03-11 00:49:12,890 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:49:12,890 - davarocr - INFO - Epoch(val) [49][541] LOC: {'precision': 0.9190307328605201, 'recall': 0.9322541966426858, 'f1-score': 0.9255952380952381}, PER: {'precision': 0.9573667711598746, 'recall': 0.9443413729128015, 'f1-score': 0.9508094645080946}, MISC: {'precision': 0.8270571827057183, 'recall': 0.8447293447293447, 'f1-score': 0.835799859055673}, ORG: {'precision': 0.9054301403294692, 'recall': 0.893437688139675, 'f1-score': 0.8993939393939394}, all: {'precision': 0.9142300194931774, 'recall': 0.9134206798866855, 'f1-score': 0.9138251704897705}, hmean: 0.9138 +2022-03-11 00:49:16,235 - davarocr - INFO - Epoch [50][5/541] lr: 1.449e-05, eta: 0:01:37, time: 0.668, data_time: 0.495, memory: 5192, start_loss: 0.0005, end_loss: 0.0009, loss: 0.0013, grad_norm: 0.8702 +2022-03-11 00:49:17,128 - davarocr - INFO - Epoch [50][10/541] lr: 1.449e-05, eta: 0:01:36, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7083 +2022-03-11 00:49:18,023 - davarocr - INFO - Epoch [50][15/541] lr: 1.449e-05, eta: 0:01:35, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7082 +2022-03-11 00:49:18,909 - davarocr - INFO - Epoch [50][20/541] lr: 1.449e-05, eta: 0:01:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.2459 +2022-03-11 00:49:19,795 - davarocr - INFO - Epoch [50][25/541] lr: 1.449e-05, eta: 0:01:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7768 +2022-03-11 00:49:20,688 - davarocr - INFO - Epoch [50][30/541] lr: 1.449e-05, eta: 0:01:33, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 0.7748 +2022-03-11 00:49:21,565 - davarocr - INFO - Epoch [50][35/541] lr: 1.449e-05, eta: 0:01:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 0.7849 +2022-03-11 00:49:22,443 - davarocr - INFO - Epoch [50][40/541] lr: 1.449e-05, eta: 0:01:31, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7735 +2022-03-11 00:49:23,358 - davarocr - INFO - Epoch [50][45/541] lr: 1.449e-05, eta: 0:01:30, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7854 +2022-03-11 00:49:24,237 - davarocr - INFO - Epoch [50][50/541] lr: 1.449e-05, eta: 0:01:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0010, loss: 0.0029, grad_norm: 0.8967 +2022-03-11 00:49:25,112 - davarocr - INFO - Epoch [50][55/541] lr: 1.449e-05, eta: 0:01:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7754 +2022-03-11 00:49:26,005 - davarocr - INFO - Epoch [50][60/541] lr: 1.449e-05, eta: 0:01:27, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0000, loss: 0.0014, grad_norm: 0.8060 +2022-03-11 00:49:26,904 - davarocr - INFO - Epoch [50][65/541] lr: 1.449e-05, eta: 0:01:26, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7715 +2022-03-11 00:49:27,795 - davarocr - INFO - Epoch [50][70/541] lr: 1.449e-05, eta: 0:01:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7713 +2022-03-11 00:49:28,679 - davarocr - INFO - Epoch [50][75/541] lr: 1.449e-05, eta: 0:01:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7713 +2022-03-11 00:49:29,559 - davarocr - INFO - Epoch [50][80/541] lr: 1.449e-05, eta: 0:01:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7713 +2022-03-11 00:49:30,438 - davarocr - INFO - Epoch [50][85/541] lr: 1.449e-05, eta: 0:01:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0015, loss: 0.0017, grad_norm: 1.2358 +2022-03-11 00:49:31,317 - davarocr - INFO - Epoch [50][90/541] lr: 1.449e-05, eta: 0:01:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 0.8851 +2022-03-11 00:49:32,200 - davarocr - INFO - Epoch [50][95/541] lr: 1.449e-05, eta: 0:01:21, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7736 +2022-03-11 00:49:33,076 - davarocr - INFO - Epoch [50][100/541] lr: 1.449e-05, eta: 0:01:20, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7632 +2022-03-11 00:49:33,959 - davarocr - INFO - Epoch [50][105/541] lr: 1.449e-05, eta: 0:01:19, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7636 +2022-03-11 00:49:34,845 - davarocr - INFO - Epoch [50][110/541] lr: 1.449e-05, eta: 0:01:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7631 +2022-03-11 00:49:35,726 - davarocr - INFO - Epoch [50][115/541] lr: 1.449e-05, eta: 0:01:17, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8326 +2022-03-11 00:49:36,617 - davarocr - INFO - Epoch [50][120/541] lr: 1.449e-05, eta: 0:01:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7638 +2022-03-11 00:49:37,508 - davarocr - INFO - Epoch [50][125/541] lr: 1.449e-05, eta: 0:01:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7640 +2022-03-11 00:49:38,415 - davarocr - INFO - Epoch [50][130/541] lr: 1.449e-05, eta: 0:01:14, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7639 +2022-03-11 00:49:39,291 - davarocr - INFO - Epoch [50][135/541] lr: 1.449e-05, eta: 0:01:13, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7817 +2022-03-11 00:49:40,189 - davarocr - INFO - Epoch [50][140/541] lr: 1.449e-05, eta: 0:01:13, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7638 +2022-03-11 00:49:41,072 - davarocr - INFO - Epoch [50][145/541] lr: 1.449e-05, eta: 0:01:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7673 +2022-03-11 00:49:41,959 - davarocr - INFO - Epoch [50][150/541] lr: 1.449e-05, eta: 0:01:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7639 +2022-03-11 00:49:42,840 - davarocr - INFO - Epoch [50][155/541] lr: 1.449e-05, eta: 0:01:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7636 +2022-03-11 00:49:43,727 - davarocr - INFO - Epoch [50][160/541] lr: 1.449e-05, eta: 0:01:09, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8191 +2022-03-11 00:49:44,609 - davarocr - INFO - Epoch [50][165/541] lr: 1.449e-05, eta: 0:01:08, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0021, loss: 0.0022, grad_norm: 0.9309 +2022-03-11 00:49:45,494 - davarocr - INFO - Epoch [50][170/541] lr: 1.449e-05, eta: 0:01:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0005, loss: 0.0016, grad_norm: 1.2400 +2022-03-11 00:49:46,380 - davarocr - INFO - Epoch [50][175/541] lr: 1.449e-05, eta: 0:01:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7970 +2022-03-11 00:49:47,270 - davarocr - INFO - Epoch [50][180/541] lr: 1.449e-05, eta: 0:01:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7973 +2022-03-11 00:49:48,171 - davarocr - INFO - Epoch [50][185/541] lr: 1.449e-05, eta: 0:01:04, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 0.8887 +2022-03-11 00:49:49,049 - davarocr - INFO - Epoch [50][190/541] lr: 1.449e-05, eta: 0:01:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8015 +2022-03-11 00:49:49,927 - davarocr - INFO - Epoch [50][195/541] lr: 1.449e-05, eta: 0:01:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 0.8709 +2022-03-11 00:49:50,806 - davarocr - INFO - Epoch [50][200/541] lr: 1.449e-05, eta: 0:01:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.9144 +2022-03-11 00:49:51,687 - davarocr - INFO - Epoch [50][205/541] lr: 1.449e-05, eta: 0:01:01, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0003, loss: 0.0016, grad_norm: 0.8317 +2022-03-11 00:49:52,577 - davarocr - INFO - Epoch [50][210/541] lr: 1.449e-05, eta: 0:01:00, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8058 +2022-03-11 00:49:53,451 - davarocr - INFO - Epoch [50][215/541] lr: 1.449e-05, eta: 0:00:59, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8209 +2022-03-11 00:49:54,338 - davarocr - INFO - Epoch [50][220/541] lr: 1.449e-05, eta: 0:00:58, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8095 +2022-03-11 00:49:55,217 - davarocr - INFO - Epoch [50][225/541] lr: 1.449e-05, eta: 0:00:57, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8641 +2022-03-11 00:49:56,097 - davarocr - INFO - Epoch [50][230/541] lr: 1.449e-05, eta: 0:00:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8144 +2022-03-11 00:49:56,980 - davarocr - INFO - Epoch [50][235/541] lr: 1.449e-05, eta: 0:00:55, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 0.8148 +2022-03-11 00:49:57,871 - davarocr - INFO - Epoch [50][240/541] lr: 1.449e-05, eta: 0:00:54, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0024, loss: 0.0024, grad_norm: 1.1842 +2022-03-11 00:49:58,749 - davarocr - INFO - Epoch [50][245/541] lr: 1.449e-05, eta: 0:00:53, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8519 +2022-03-11 00:49:59,621 - davarocr - INFO - Epoch [50][250/541] lr: 1.449e-05, eta: 0:00:53, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 0.9100 +2022-03-11 00:50:00,510 - davarocr - INFO - Epoch [50][255/541] lr: 1.449e-05, eta: 0:00:52, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 0.9722 +2022-03-11 00:50:01,385 - davarocr - INFO - Epoch [50][260/541] lr: 1.449e-05, eta: 0:00:51, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8544 +2022-03-11 00:50:02,269 - davarocr - INFO - Epoch [50][265/541] lr: 1.449e-05, eta: 0:00:50, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 0.8571 +2022-03-11 00:50:03,149 - davarocr - INFO - Epoch [50][270/541] lr: 1.449e-05, eta: 0:00:49, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.8646 +2022-03-11 00:50:04,022 - davarocr - INFO - Epoch [50][275/541] lr: 1.449e-05, eta: 0:00:48, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8551 +2022-03-11 00:50:04,899 - davarocr - INFO - Epoch [50][280/541] lr: 1.449e-05, eta: 0:00:47, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0039, end_loss: 0.0001, loss: 0.0040, grad_norm: 1.1848 +2022-03-11 00:50:05,780 - davarocr - INFO - Epoch [50][285/541] lr: 1.449e-05, eta: 0:00:46, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8836 +2022-03-11 00:50:06,671 - davarocr - INFO - Epoch [50][290/541] lr: 1.449e-05, eta: 0:00:45, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8760 +2022-03-11 00:50:07,556 - davarocr - INFO - Epoch [50][295/541] lr: 1.449e-05, eta: 0:00:44, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8989 +2022-03-11 00:50:08,454 - davarocr - INFO - Epoch [50][300/541] lr: 1.449e-05, eta: 0:00:43, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8766 +2022-03-11 00:50:09,341 - davarocr - INFO - Epoch [50][305/541] lr: 1.449e-05, eta: 0:00:42, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.9011 +2022-03-11 00:50:10,219 - davarocr - INFO - Epoch [50][310/541] lr: 1.449e-05, eta: 0:00:42, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8723 +2022-03-11 00:50:11,095 - davarocr - INFO - Epoch [50][315/541] lr: 1.449e-05, eta: 0:00:41, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8825 +2022-03-11 00:50:11,977 - davarocr - INFO - Epoch [50][320/541] lr: 1.449e-05, eta: 0:00:40, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8704 +2022-03-11 00:50:12,859 - davarocr - INFO - Epoch [50][325/541] lr: 1.449e-05, eta: 0:00:39, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8704 +2022-03-11 00:50:13,745 - davarocr - INFO - Epoch [50][330/541] lr: 1.449e-05, eta: 0:00:38, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8703 +2022-03-11 00:50:14,627 - davarocr - INFO - Epoch [50][335/541] lr: 1.449e-05, eta: 0:00:37, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0016, loss: 0.0019, grad_norm: 0.9535 +2022-03-11 00:50:15,515 - davarocr - INFO - Epoch [50][340/541] lr: 1.449e-05, eta: 0:00:36, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8699 +2022-03-11 00:50:16,395 - davarocr - INFO - Epoch [50][345/541] lr: 1.449e-05, eta: 0:00:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8699 +2022-03-11 00:50:17,294 - davarocr - INFO - Epoch [50][350/541] lr: 1.449e-05, eta: 0:00:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8699 +2022-03-11 00:50:18,203 - davarocr - INFO - Epoch [50][355/541] lr: 1.449e-05, eta: 0:00:33, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.0444 +2022-03-11 00:50:19,115 - davarocr - INFO - Epoch [50][360/541] lr: 1.449e-05, eta: 0:00:32, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.0081 +2022-03-11 00:50:20,024 - davarocr - INFO - Epoch [50][365/541] lr: 1.449e-05, eta: 0:00:32, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8820 +2022-03-11 00:50:20,933 - davarocr - INFO - Epoch [50][370/541] lr: 1.449e-05, eta: 0:00:31, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8820 +2022-03-11 00:50:21,849 - davarocr - INFO - Epoch [50][375/541] lr: 1.449e-05, eta: 0:00:30, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8816 +2022-03-11 00:50:22,725 - davarocr - INFO - Epoch [50][380/541] lr: 1.449e-05, eta: 0:00:29, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8815 +2022-03-11 00:50:23,601 - davarocr - INFO - Epoch [50][385/541] lr: 1.449e-05, eta: 0:00:28, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8812 +2022-03-11 00:50:24,493 - davarocr - INFO - Epoch [50][390/541] lr: 1.449e-05, eta: 0:00:27, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.1836 +2022-03-11 00:50:25,376 - davarocr - INFO - Epoch [50][395/541] lr: 1.449e-05, eta: 0:00:26, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 0.9623 +2022-03-11 00:50:26,251 - davarocr - INFO - Epoch [50][400/541] lr: 1.449e-05, eta: 0:00:25, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8940 +2022-03-11 00:50:27,121 - davarocr - INFO - Epoch [50][405/541] lr: 1.449e-05, eta: 0:00:24, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8938 +2022-03-11 00:50:27,992 - davarocr - INFO - Epoch [50][410/541] lr: 1.449e-05, eta: 0:00:23, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 0.8979 +2022-03-11 00:50:28,875 - davarocr - INFO - Epoch [50][415/541] lr: 1.449e-05, eta: 0:00:22, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8952 +2022-03-11 00:50:29,762 - davarocr - INFO - Epoch [50][420/541] lr: 1.449e-05, eta: 0:00:22, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9487 +2022-03-11 00:50:30,650 - davarocr - INFO - Epoch [50][425/541] lr: 1.449e-05, eta: 0:00:21, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8901 +2022-03-11 00:50:31,541 - davarocr - INFO - Epoch [50][430/541] lr: 1.449e-05, eta: 0:00:20, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0008, loss: 0.0019, grad_norm: 0.8909 +2022-03-11 00:50:32,422 - davarocr - INFO - Epoch [50][435/541] lr: 1.449e-05, eta: 0:00:19, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8894 +2022-03-11 00:50:33,339 - davarocr - INFO - Epoch [50][440/541] lr: 1.449e-05, eta: 0:00:18, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.8951 +2022-03-11 00:50:34,220 - davarocr - INFO - Epoch [50][445/541] lr: 1.449e-05, eta: 0:00:17, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8907 +2022-03-11 00:50:35,097 - davarocr - INFO - Epoch [50][450/541] lr: 1.449e-05, eta: 0:00:16, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8906 +2022-03-11 00:50:35,988 - davarocr - INFO - Epoch [50][455/541] lr: 1.449e-05, eta: 0:00:15, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8906 +2022-03-11 00:50:36,851 - davarocr - INFO - Epoch [50][460/541] lr: 1.449e-05, eta: 0:00:14, time: 0.173, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8906 +2022-03-11 00:50:37,735 - davarocr - INFO - Epoch [50][465/541] lr: 1.449e-05, eta: 0:00:13, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 0.8910 +2022-03-11 00:50:38,614 - davarocr - INFO - Epoch [50][470/541] lr: 1.449e-05, eta: 0:00:12, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8912 +2022-03-11 00:50:39,491 - davarocr - INFO - Epoch [50][475/541] lr: 1.449e-05, eta: 0:00:12, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8904 +2022-03-11 00:50:40,370 - davarocr - INFO - Epoch [50][480/541] lr: 1.449e-05, eta: 0:00:11, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0002, loss: 0.0013, grad_norm: 1.4141 +2022-03-11 00:50:41,243 - davarocr - INFO - Epoch [50][485/541] lr: 1.449e-05, eta: 0:00:10, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9521 +2022-03-11 00:50:42,128 - davarocr - INFO - Epoch [50][490/541] lr: 1.449e-05, eta: 0:00:09, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9521 +2022-03-11 00:50:43,013 - davarocr - INFO - Epoch [50][495/541] lr: 1.449e-05, eta: 0:00:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9523 +2022-03-11 00:50:43,896 - davarocr - INFO - Epoch [50][500/541] lr: 1.449e-05, eta: 0:00:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9521 +2022-03-11 00:50:44,772 - davarocr - INFO - Epoch [50][505/541] lr: 1.449e-05, eta: 0:00:06, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9521 +2022-03-11 00:50:45,650 - davarocr - INFO - Epoch [50][510/541] lr: 1.449e-05, eta: 0:00:05, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9522 +2022-03-11 00:50:46,530 - davarocr - INFO - Epoch [50][515/541] lr: 1.449e-05, eta: 0:00:04, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9522 +2022-03-11 00:50:47,435 - davarocr - INFO - Epoch [50][520/541] lr: 1.449e-05, eta: 0:00:03, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.6996 +2022-03-11 00:50:48,341 - davarocr - INFO - Epoch [50][525/541] lr: 1.449e-05, eta: 0:00:02, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0680 +2022-03-11 00:50:49,250 - davarocr - INFO - Epoch [50][530/541] lr: 1.449e-05, eta: 0:00:02, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0604 +2022-03-11 00:50:50,147 - davarocr - INFO - Epoch [50][535/541] lr: 1.449e-05, eta: 0:00:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0700 +2022-03-11 00:50:51,049 - davarocr - INFO - Epoch [50][540/541] lr: 1.449e-05, eta: 0:00:00, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0644 +2022-03-11 00:51:04,860 - davarocr - INFO - Now best checkpoint is epoch_48.pth. Best hmean is 0.9207674542547521 +2022-03-11 00:51:04,861 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:51:04,861 - davarocr - INFO - Epoch(val) [50][541] LOC: {'precision': 0.9305389221556887, 'recall': 0.9316546762589928, 'f1-score': 0.9310964649490714}, PER: {'precision': 0.9678638941398866, 'recall': 0.9499072356215214, 'f1-score': 0.9588014981273408}, MISC: {'precision': 0.8378378378378378, 'recall': 0.8390313390313391, 'f1-score': 0.8384341637010675}, ORG: {'precision': 0.9167701863354037, 'recall': 0.8886213124623721, 'f1-score': 0.9024763069397739}, all: {'precision': 0.9254937163375224, 'recall': 0.9127124645892352, 'f1-score': 0.9190586557318595}, hmean: 0.9191 diff --git a/demo/ner/BERT/logs/bert_span_coll2003/20220310_231650.log b/demo/ner/BERT/logs/bert_span_coll2003/20220310_231650.log new file mode 100644 index 0000000..674331d --- /dev/null +++ b/demo/ner/BERT/logs/bert_span_coll2003/20220310_231650.log @@ -0,0 +1,5874 @@ +2022-03-10 23:16:51,000 - davarocr - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] +CUDA available: True +GPU 0,1,2,3,4,5,6,7: NVIDIA Tesla V100-SXM2-32GB +CUDA_HOME: /usr/local/cuda +NVCC: Build cuda_11.3.r11.3/compiler.29745058_0 +GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 +PyTorch: 1.10.0+cu113 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX512 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.11.1+cu113 +OpenCV: 4.5.5 +MMCV: 1.3.4 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.3 +DAVAROCR: 0.4.0+unknown +------------------------------------------------------------ + +2022-03-10 23:16:51,906 - davarocr - INFO - Distributed training: True +2022-03-10 23:16:52,669 - davarocr - INFO - Config: +checkpoint_config = dict( + interval=1, + type='DavarCheckpointHook', + save_mode='lightweight', + metric='hmean', + filename_tmpl='bert_e{}.pth', + save_last=False) +log_config = dict(interval=5, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +dataset_name = 'conll2003' +test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +train_ann_file = [ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' +] +val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +label_list = ['ORG', 'MISC', 'PER', 'LOC'] +model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' +do_lower_case = False +work_dir = './work_dirs/bert_span_conll2003' +max_len = 256 +loader = dict(type='NerLoader', truncation=False, stride=254, max_len=254) +ner_convertor = dict( + type='SpanConvertor', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False) +train_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) +] +val_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) +] +test_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) +] +dataset_type = 'NerDataset' +train = dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=False) +val = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=True) +test = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=True) +data = dict( + samples_per_gpu=4, + workers_per_gpu=2, + train=dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=False), + val=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=True), + test=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', + 'start_positions', 'end_positions', 'input_len' + ]) + ], + test_mode=True)) +type = 'NER' +model = dict( + type='BaseNer', + encoder=dict( + type='TransformersEncoder', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased'), + decoder=dict( + type='SpanDecoder', + label_convertor=dict( + type='SpanConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False))) +test_cfg = None +optimizer = dict( + type='AdamW', lr=5e-05, constructor='TransformersOptimizerConstructor') +optimizer_config = dict(grad_clip=dict(max_norm=5)) +lr_config = dict( + policy='inv', + warmup='linear', + warmup_iters=10, + warmup_ratio=1e-05, + warmup_by_epoch=True, + gamma=0.05) +total_epochs = 50 +find_unused_parameters = True +evaluation = dict(interval=1, metric='f1-score', save_best='hmean') +gpu_ids = range(0, 8) + +2022-03-10 23:16:52,670 - davarocr - INFO - Set random seed to 0, deterministic: False +2022-03-10 23:17:01,608 - davarocr - INFO - Start running, host: root@train-conll2003-0, work_dir: /data1/davar-nlp1/demo/text_ner/work_dirs/bert_span_conll2003 +2022-03-10 23:17:01,608 - davarocr - INFO - workflow: [('train', 1)], max: 50 epochs +2022-03-10 23:17:05,808 - davarocr - INFO - Epoch [1][5/541] lr: 3.747e-08, eta: 6:17:54, time: 0.838, data_time: 0.490, memory: 5192, start_loss: 1.4793, end_loss: 1.7335, loss: 3.2127, grad_norm: 23.3113 +2022-03-10 23:17:06,695 - davarocr - INFO - Epoch [1][10/541] lr: 8.368e-08, eta: 3:48:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 1.4795, end_loss: 1.7344, loss: 3.2139, grad_norm: 22.6502 +2022-03-10 23:17:07,589 - davarocr - INFO - Epoch [1][15/541] lr: 1.299e-07, eta: 2:59:25, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 1.4773, end_loss: 1.6981, loss: 3.1754, grad_norm: 23.1288 +2022-03-10 23:17:08,485 - davarocr - INFO - Epoch [1][20/541] lr: 1.761e-07, eta: 2:34:46, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 1.4611, end_loss: 1.6394, loss: 3.1005, grad_norm: 22.5804 +2022-03-10 23:17:09,373 - davarocr - INFO - Epoch [1][25/541] lr: 2.223e-07, eta: 2:19:41, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 1.4657, end_loss: 1.5446, loss: 3.0103, grad_norm: 22.1504 +2022-03-10 23:17:10,263 - davarocr - INFO - Epoch [1][30/541] lr: 2.685e-07, eta: 2:09:49, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 1.4538, end_loss: 1.4685, loss: 2.9223, grad_norm: 21.7523 +2022-03-10 23:17:11,138 - davarocr - INFO - Epoch [1][35/541] lr: 3.147e-07, eta: 2:02:29, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 1.4581, end_loss: 1.3592, loss: 2.8173, grad_norm: 20.5572 +2022-03-10 23:17:12,041 - davarocr - INFO - Epoch [1][40/541] lr: 3.609e-07, eta: 1:57:19, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 1.4320, end_loss: 1.2424, loss: 2.6744, grad_norm: 19.6544 +2022-03-10 23:17:12,924 - davarocr - INFO - Epoch [1][45/541] lr: 4.072e-07, eta: 1:53:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 1.4245, end_loss: 1.1117, loss: 2.5362, grad_norm: 18.1908 +2022-03-10 23:17:13,807 - davarocr - INFO - Epoch [1][50/541] lr: 4.534e-07, eta: 1:49:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 1.3914, end_loss: 0.9809, loss: 2.3723, grad_norm: 17.4737 +2022-03-10 23:17:14,683 - davarocr - INFO - Epoch [1][55/541] lr: 4.996e-07, eta: 1:46:52, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 1.3551, end_loss: 0.8464, loss: 2.2015, grad_norm: 15.8740 +2022-03-10 23:17:15,571 - davarocr - INFO - Epoch [1][60/541] lr: 5.458e-07, eta: 1:44:37, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 1.3410, end_loss: 0.7213, loss: 2.0623, grad_norm: 14.1317 +2022-03-10 23:17:16,457 - davarocr - INFO - Epoch [1][65/541] lr: 5.920e-07, eta: 1:42:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 1.3117, end_loss: 0.6345, loss: 1.9462, grad_norm: 12.8271 +2022-03-10 23:17:17,333 - davarocr - INFO - Epoch [1][70/541] lr: 6.382e-07, eta: 1:40:58, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 1.2809, end_loss: 0.5479, loss: 1.8287, grad_norm: 11.4581 +2022-03-10 23:17:18,215 - davarocr - INFO - Epoch [1][75/541] lr: 6.844e-07, eta: 1:39:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 1.2516, end_loss: 0.4969, loss: 1.7485, grad_norm: 9.8484 +2022-03-10 23:17:19,088 - davarocr - INFO - Epoch [1][80/541] lr: 7.306e-07, eta: 1:38:10, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 1.1903, end_loss: 0.4220, loss: 1.6123, grad_norm: 9.4159 +2022-03-10 23:17:19,958 - davarocr - INFO - Epoch [1][85/541] lr: 7.768e-07, eta: 1:36:58, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 1.1380, end_loss: 0.4006, loss: 1.5386, grad_norm: 8.6962 +2022-03-10 23:17:20,840 - davarocr - INFO - Epoch [1][90/541] lr: 8.230e-07, eta: 1:35:59, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 1.0884, end_loss: 0.3942, loss: 1.4825, grad_norm: 8.2785 +2022-03-10 23:17:21,727 - davarocr - INFO - Epoch [1][95/541] lr: 8.693e-07, eta: 1:35:05, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 1.0349, end_loss: 0.3604, loss: 1.3953, grad_norm: 8.0851 +2022-03-10 23:17:22,609 - davarocr - INFO - Epoch [1][100/541] lr: 9.155e-07, eta: 1:34:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.9664, end_loss: 0.3493, loss: 1.3157, grad_norm: 7.7272 +2022-03-10 23:17:23,503 - davarocr - INFO - Epoch [1][105/541] lr: 9.617e-07, eta: 1:33:37, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.9116, end_loss: 0.3691, loss: 1.2808, grad_norm: 7.2910 +2022-03-10 23:17:24,381 - davarocr - INFO - Epoch [1][110/541] lr: 1.008e-06, eta: 1:32:55, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.8574, end_loss: 0.3638, loss: 1.2213, grad_norm: 7.1063 +2022-03-10 23:17:25,260 - davarocr - INFO - Epoch [1][115/541] lr: 1.054e-06, eta: 1:32:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.7872, end_loss: 0.3371, loss: 1.1243, grad_norm: 6.9210 +2022-03-10 23:17:26,143 - davarocr - INFO - Epoch [1][120/541] lr: 1.100e-06, eta: 1:31:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.7256, end_loss: 0.3221, loss: 1.0477, grad_norm: 6.6670 +2022-03-10 23:17:27,017 - davarocr - INFO - Epoch [1][125/541] lr: 1.147e-06, eta: 1:31:11, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.6760, end_loss: 0.3122, loss: 0.9883, grad_norm: 6.3669 +2022-03-10 23:17:27,897 - davarocr - INFO - Epoch [1][130/541] lr: 1.193e-06, eta: 1:30:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.6147, end_loss: 0.2854, loss: 0.9001, grad_norm: 6.1144 +2022-03-10 23:17:28,782 - davarocr - INFO - Epoch [1][135/541] lr: 1.239e-06, eta: 1:30:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.5651, end_loss: 0.2804, loss: 0.8455, grad_norm: 6.0292 +2022-03-10 23:17:29,681 - davarocr - INFO - Epoch [1][140/541] lr: 1.285e-06, eta: 1:29:53, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.5217, end_loss: 0.2698, loss: 0.7915, grad_norm: 5.8637 +2022-03-10 23:17:30,565 - davarocr - INFO - Epoch [1][145/541] lr: 1.331e-06, eta: 1:29:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.4865, end_loss: 0.2544, loss: 0.7409, grad_norm: 5.7046 +2022-03-10 23:17:31,456 - davarocr - INFO - Epoch [1][150/541] lr: 1.378e-06, eta: 1:29:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.4512, end_loss: 0.2566, loss: 0.7078, grad_norm: 5.5740 +2022-03-10 23:17:32,362 - davarocr - INFO - Epoch [1][155/541] lr: 1.424e-06, eta: 1:28:55, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.4413, end_loss: 0.2555, loss: 0.6968, grad_norm: 5.3251 +2022-03-10 23:17:33,254 - davarocr - INFO - Epoch [1][160/541] lr: 1.470e-06, eta: 1:28:37, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.4360, end_loss: 0.2600, loss: 0.6959, grad_norm: 5.2987 +2022-03-10 23:17:34,134 - davarocr - INFO - Epoch [1][165/541] lr: 1.516e-06, eta: 1:28:17, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.3988, end_loss: 0.2297, loss: 0.6285, grad_norm: 5.2427 +2022-03-10 23:17:35,015 - davarocr - INFO - Epoch [1][170/541] lr: 1.562e-06, eta: 1:28:01, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.3851, end_loss: 0.2446, loss: 0.6297, grad_norm: 5.1632 +2022-03-10 23:17:35,906 - davarocr - INFO - Epoch [1][175/541] lr: 1.609e-06, eta: 1:27:46, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.3996, end_loss: 0.2203, loss: 0.6198, grad_norm: 5.1673 +2022-03-10 23:17:36,785 - davarocr - INFO - Epoch [1][180/541] lr: 1.655e-06, eta: 1:27:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.3900, end_loss: 0.2223, loss: 0.6123, grad_norm: 5.0526 +2022-03-10 23:17:37,681 - davarocr - INFO - Epoch [1][185/541] lr: 1.701e-06, eta: 1:27:17, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.3522, end_loss: 0.1960, loss: 0.5483, grad_norm: 5.1223 +2022-03-10 23:17:38,565 - davarocr - INFO - Epoch [1][190/541] lr: 1.747e-06, eta: 1:27:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.3635, end_loss: 0.1909, loss: 0.5544, grad_norm: 5.0624 +2022-03-10 23:17:39,446 - davarocr - INFO - Epoch [1][195/541] lr: 1.793e-06, eta: 1:26:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.3319, end_loss: 0.1804, loss: 0.5123, grad_norm: 5.0923 +2022-03-10 23:17:40,333 - davarocr - INFO - Epoch [1][200/541] lr: 1.840e-06, eta: 1:26:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.3668, end_loss: 0.1833, loss: 0.5501, grad_norm: 5.0978 +2022-03-10 23:17:41,223 - davarocr - INFO - Epoch [1][205/541] lr: 1.886e-06, eta: 1:26:26, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.3205, end_loss: 0.1560, loss: 0.4764, grad_norm: 5.1264 +2022-03-10 23:17:42,105 - davarocr - INFO - Epoch [1][210/541] lr: 1.932e-06, eta: 1:26:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.3808, end_loss: 0.1767, loss: 0.5575, grad_norm: 5.0716 +2022-03-10 23:17:42,987 - davarocr - INFO - Epoch [1][215/541] lr: 1.978e-06, eta: 1:26:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.3331, end_loss: 0.1461, loss: 0.4792, grad_norm: 5.1087 +2022-03-10 23:17:43,868 - davarocr - INFO - Epoch [1][220/541] lr: 2.025e-06, eta: 1:25:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.3325, end_loss: 0.1581, loss: 0.4906, grad_norm: 5.0965 +2022-03-10 23:17:44,748 - davarocr - INFO - Epoch [1][225/541] lr: 2.071e-06, eta: 1:25:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2884, end_loss: 0.1320, loss: 0.4204, grad_norm: 5.1077 +2022-03-10 23:17:45,628 - davarocr - INFO - Epoch [1][230/541] lr: 2.117e-06, eta: 1:25:32, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.3075, end_loss: 0.1210, loss: 0.4285, grad_norm: 5.1454 +2022-03-10 23:17:46,503 - davarocr - INFO - Epoch [1][235/541] lr: 2.163e-06, eta: 1:25:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2834, end_loss: 0.1302, loss: 0.4136, grad_norm: 5.0791 +2022-03-10 23:17:47,384 - davarocr - INFO - Epoch [1][240/541] lr: 2.209e-06, eta: 1:25:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.3157, end_loss: 0.1213, loss: 0.4369, grad_norm: 5.1216 +2022-03-10 23:17:48,266 - davarocr - INFO - Epoch [1][245/541] lr: 2.256e-06, eta: 1:25:03, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.3058, end_loss: 0.1150, loss: 0.4208, grad_norm: 5.0785 +2022-03-10 23:17:49,146 - davarocr - INFO - Epoch [1][250/541] lr: 2.302e-06, eta: 1:24:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2587, end_loss: 0.1104, loss: 0.3691, grad_norm: 5.1585 +2022-03-10 23:17:50,035 - davarocr - INFO - Epoch [1][255/541] lr: 2.348e-06, eta: 1:24:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.2661, end_loss: 0.1131, loss: 0.3792, grad_norm: 5.0319 +2022-03-10 23:17:50,914 - davarocr - INFO - Epoch [1][260/541] lr: 2.394e-06, eta: 1:24:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2893, end_loss: 0.1097, loss: 0.3990, grad_norm: 5.0836 +2022-03-10 23:17:51,788 - davarocr - INFO - Epoch [1][265/541] lr: 2.440e-06, eta: 1:24:31, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.2810, end_loss: 0.1033, loss: 0.3842, grad_norm: 5.1010 +2022-03-10 23:17:52,677 - davarocr - INFO - Epoch [1][270/541] lr: 2.487e-06, eta: 1:24:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.2543, end_loss: 0.0899, loss: 0.3442, grad_norm: 5.0927 +2022-03-10 23:17:53,565 - davarocr - INFO - Epoch [1][275/541] lr: 2.533e-06, eta: 1:24:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.2395, end_loss: 0.0892, loss: 0.3288, grad_norm: 5.1019 +2022-03-10 23:17:54,444 - davarocr - INFO - Epoch [1][280/541] lr: 2.579e-06, eta: 1:24:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.2438, end_loss: 0.0913, loss: 0.3351, grad_norm: 5.0877 +2022-03-10 23:17:55,323 - davarocr - INFO - Epoch [1][285/541] lr: 2.625e-06, eta: 1:24:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.2376, end_loss: 0.0891, loss: 0.3267, grad_norm: 5.0982 +2022-03-10 23:17:56,202 - davarocr - INFO - Epoch [1][290/541] lr: 2.671e-06, eta: 1:23:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.2391, end_loss: 0.0895, loss: 0.3286, grad_norm: 5.0911 +2022-03-10 23:17:57,087 - davarocr - INFO - Epoch [1][295/541] lr: 2.718e-06, eta: 1:23:51, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.2271, end_loss: 0.0742, loss: 0.3014, grad_norm: 5.1016 +2022-03-10 23:17:57,965 - davarocr - INFO - Epoch [1][300/541] lr: 2.764e-06, eta: 1:23:44, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.2367, end_loss: 0.0887, loss: 0.3254, grad_norm: 5.1008 +2022-03-10 23:17:58,858 - davarocr - INFO - Epoch [1][305/541] lr: 2.810e-06, eta: 1:23:39, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.2226, end_loss: 0.0909, loss: 0.3135, grad_norm: 5.1069 +2022-03-10 23:17:59,739 - davarocr - INFO - Epoch [1][310/541] lr: 2.856e-06, eta: 1:23:33, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.2243, end_loss: 0.0753, loss: 0.2996, grad_norm: 5.0917 +2022-03-10 23:18:00,628 - davarocr - INFO - Epoch [1][315/541] lr: 2.903e-06, eta: 1:23:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.2114, end_loss: 0.0866, loss: 0.2980, grad_norm: 5.0870 +2022-03-10 23:18:01,517 - davarocr - INFO - Epoch [1][320/541] lr: 2.949e-06, eta: 1:23:23, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.2006, end_loss: 0.0816, loss: 0.2822, grad_norm: 5.0534 +2022-03-10 23:18:02,390 - davarocr - INFO - Epoch [1][325/541] lr: 2.995e-06, eta: 1:23:17, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.2127, end_loss: 0.0803, loss: 0.2931, grad_norm: 5.1023 +2022-03-10 23:18:03,277 - davarocr - INFO - Epoch [1][330/541] lr: 3.041e-06, eta: 1:23:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.1969, end_loss: 0.0793, loss: 0.2762, grad_norm: 5.0473 +2022-03-10 23:18:04,165 - davarocr - INFO - Epoch [1][335/541] lr: 3.087e-06, eta: 1:23:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.1869, end_loss: 0.0641, loss: 0.2510, grad_norm: 5.1144 +2022-03-10 23:18:05,057 - davarocr - INFO - Epoch [1][340/541] lr: 3.134e-06, eta: 1:23:03, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.1800, end_loss: 0.0755, loss: 0.2555, grad_norm: 5.0836 +2022-03-10 23:18:05,945 - davarocr - INFO - Epoch [1][345/541] lr: 3.180e-06, eta: 1:22:59, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.1583, end_loss: 0.0695, loss: 0.2278, grad_norm: 5.0501 +2022-03-10 23:18:06,848 - davarocr - INFO - Epoch [1][350/541] lr: 3.226e-06, eta: 1:22:55, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.1921, end_loss: 0.0654, loss: 0.2575, grad_norm: 5.1030 +2022-03-10 23:18:07,760 - davarocr - INFO - Epoch [1][355/541] lr: 3.272e-06, eta: 1:22:53, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.1576, end_loss: 0.0670, loss: 0.2246, grad_norm: 5.0646 +2022-03-10 23:18:08,669 - davarocr - INFO - Epoch [1][360/541] lr: 3.318e-06, eta: 1:22:50, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1549, end_loss: 0.0552, loss: 0.2101, grad_norm: 5.0812 +2022-03-10 23:18:09,580 - davarocr - INFO - Epoch [1][365/541] lr: 3.365e-06, eta: 1:22:48, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1667, end_loss: 0.0591, loss: 0.2259, grad_norm: 5.0771 +2022-03-10 23:18:10,489 - davarocr - INFO - Epoch [1][370/541] lr: 3.411e-06, eta: 1:22:45, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.1606, end_loss: 0.0709, loss: 0.2314, grad_norm: 5.1004 +2022-03-10 23:18:11,396 - davarocr - INFO - Epoch [1][375/541] lr: 3.457e-06, eta: 1:22:43, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.1659, end_loss: 0.0638, loss: 0.2297, grad_norm: 5.0692 +2022-03-10 23:18:12,306 - davarocr - INFO - Epoch [1][380/541] lr: 3.503e-06, eta: 1:22:40, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1493, end_loss: 0.0509, loss: 0.2002, grad_norm: 5.0284 +2022-03-10 23:18:13,214 - davarocr - INFO - Epoch [1][385/541] lr: 3.549e-06, eta: 1:22:38, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1312, end_loss: 0.0488, loss: 0.1800, grad_norm: 5.0344 +2022-03-10 23:18:14,122 - davarocr - INFO - Epoch [1][390/541] lr: 3.596e-06, eta: 1:22:36, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.1412, end_loss: 0.0625, loss: 0.2036, grad_norm: 5.0776 +2022-03-10 23:18:15,020 - davarocr - INFO - Epoch [1][395/541] lr: 3.642e-06, eta: 1:22:33, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.1291, end_loss: 0.0556, loss: 0.1847, grad_norm: 5.0481 +2022-03-10 23:18:15,906 - davarocr - INFO - Epoch [1][400/541] lr: 3.688e-06, eta: 1:22:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.1483, end_loss: 0.0633, loss: 0.2117, grad_norm: 5.0090 +2022-03-10 23:18:16,793 - davarocr - INFO - Epoch [1][405/541] lr: 3.734e-06, eta: 1:22:25, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.1355, end_loss: 0.0544, loss: 0.1898, grad_norm: 5.0103 +2022-03-10 23:18:17,685 - davarocr - INFO - Epoch [1][410/541] lr: 3.780e-06, eta: 1:22:22, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.1366, end_loss: 0.0603, loss: 0.1969, grad_norm: 5.0569 +2022-03-10 23:18:18,593 - davarocr - INFO - Epoch [1][415/541] lr: 3.827e-06, eta: 1:22:20, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.1336, end_loss: 0.0649, loss: 0.1985, grad_norm: 5.0290 +2022-03-10 23:18:19,497 - davarocr - INFO - Epoch [1][420/541] lr: 3.873e-06, eta: 1:22:18, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.1205, end_loss: 0.0590, loss: 0.1796, grad_norm: 5.0401 +2022-03-10 23:18:20,407 - davarocr - INFO - Epoch [1][425/541] lr: 3.919e-06, eta: 1:22:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.1315, end_loss: 0.0577, loss: 0.1892, grad_norm: 5.0182 +2022-03-10 23:18:21,316 - davarocr - INFO - Epoch [1][430/541] lr: 3.965e-06, eta: 1:22:14, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.1105, end_loss: 0.0560, loss: 0.1665, grad_norm: 5.0698 +2022-03-10 23:18:22,233 - davarocr - INFO - Epoch [1][435/541] lr: 4.012e-06, eta: 1:22:12, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.1089, end_loss: 0.0553, loss: 0.1642, grad_norm: 4.8779 +2022-03-10 23:18:23,143 - davarocr - INFO - Epoch [1][440/541] lr: 4.058e-06, eta: 1:22:10, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.1051, end_loss: 0.0358, loss: 0.1410, grad_norm: 5.0845 +2022-03-10 23:18:24,057 - davarocr - INFO - Epoch [1][445/541] lr: 4.104e-06, eta: 1:22:08, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.1005, end_loss: 0.0507, loss: 0.1512, grad_norm: 4.9146 +2022-03-10 23:18:24,971 - davarocr - INFO - Epoch [1][450/541] lr: 4.150e-06, eta: 1:22:07, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.1080, end_loss: 0.0577, loss: 0.1657, grad_norm: 4.9488 +2022-03-10 23:18:25,885 - davarocr - INFO - Epoch [1][455/541] lr: 4.196e-06, eta: 1:22:05, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0981, end_loss: 0.0440, loss: 0.1421, grad_norm: 4.9152 +2022-03-10 23:18:26,800 - davarocr - INFO - Epoch [1][460/541] lr: 4.243e-06, eta: 1:22:04, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.1057, end_loss: 0.0568, loss: 0.1626, grad_norm: 4.9959 +2022-03-10 23:18:27,714 - davarocr - INFO - Epoch [1][465/541] lr: 4.289e-06, eta: 1:22:02, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0896, end_loss: 0.0466, loss: 0.1362, grad_norm: 4.9489 +2022-03-10 23:18:28,633 - davarocr - INFO - Epoch [1][470/541] lr: 4.335e-06, eta: 1:22:01, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0997, end_loss: 0.0551, loss: 0.1548, grad_norm: 5.1115 +2022-03-10 23:18:29,544 - davarocr - INFO - Epoch [1][475/541] lr: 4.381e-06, eta: 1:21:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0991, end_loss: 0.0608, loss: 0.1598, grad_norm: 4.7917 +2022-03-10 23:18:30,452 - davarocr - INFO - Epoch [1][480/541] lr: 4.427e-06, eta: 1:21:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0847, end_loss: 0.0406, loss: 0.1253, grad_norm: 4.8573 +2022-03-10 23:18:31,356 - davarocr - INFO - Epoch [1][485/541] lr: 4.474e-06, eta: 1:21:55, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0871, end_loss: 0.0426, loss: 0.1297, grad_norm: 4.9868 +2022-03-10 23:18:32,266 - davarocr - INFO - Epoch [1][490/541] lr: 4.520e-06, eta: 1:21:53, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0962, end_loss: 0.0538, loss: 0.1500, grad_norm: 5.0385 +2022-03-10 23:18:33,189 - davarocr - INFO - Epoch [1][495/541] lr: 4.566e-06, eta: 1:21:52, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0855, end_loss: 0.0540, loss: 0.1395, grad_norm: 4.8713 +2022-03-10 23:18:34,103 - davarocr - INFO - Epoch [1][500/541] lr: 4.612e-06, eta: 1:21:51, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0814, end_loss: 0.0581, loss: 0.1395, grad_norm: 4.9891 +2022-03-10 23:18:35,024 - davarocr - INFO - Epoch [1][505/541] lr: 4.658e-06, eta: 1:21:50, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0853, end_loss: 0.0537, loss: 0.1390, grad_norm: 4.9307 +2022-03-10 23:18:35,926 - davarocr - INFO - Epoch [1][510/541] lr: 4.705e-06, eta: 1:21:47, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0635, end_loss: 0.0418, loss: 0.1052, grad_norm: 4.9153 +2022-03-10 23:18:36,836 - davarocr - INFO - Epoch [1][515/541] lr: 4.751e-06, eta: 1:21:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0900, end_loss: 0.0503, loss: 0.1404, grad_norm: 4.9142 +2022-03-10 23:18:37,735 - davarocr - INFO - Epoch [1][520/541] lr: 4.797e-06, eta: 1:21:43, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0804, end_loss: 0.0417, loss: 0.1221, grad_norm: 4.8128 +2022-03-10 23:18:38,655 - davarocr - INFO - Epoch [1][525/541] lr: 4.843e-06, eta: 1:21:42, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0719, end_loss: 0.0404, loss: 0.1123, grad_norm: 4.7648 +2022-03-10 23:18:39,562 - davarocr - INFO - Epoch [1][530/541] lr: 4.890e-06, eta: 1:21:41, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0732, end_loss: 0.0398, loss: 0.1130, grad_norm: 4.4129 +2022-03-10 23:18:40,472 - davarocr - INFO - Epoch [1][535/541] lr: 4.936e-06, eta: 1:21:39, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0624, end_loss: 0.0404, loss: 0.1028, grad_norm: 4.5415 +2022-03-10 23:18:41,382 - davarocr - INFO - Epoch [1][540/541] lr: 4.982e-06, eta: 1:21:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0709, end_loss: 0.0507, loss: 0.1216, grad_norm: 4.7453 +2022-03-10 23:18:55,261 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.8304622046502871 +2022-03-10 23:18:55,262 - davarocr - INFO - current_metric 0.8304622046502871 is much better than previous best_metric 0, saving best model ! +2022-03-10 23:18:55,262 - davarocr - INFO - Saving checkpoint at epoch_1.pth +2022-03-10 23:18:57,023 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:18:57,023 - davarocr - INFO - Epoch(val) [1][541] LOC: {'precision': 0.8630553864881315, 'recall': 0.8501199040767387, 'f1-score': 0.8565388100271822}, PER: {'precision': 0.9710827168796234, 'recall': 0.8930117501546073, 'f1-score': 0.9304123711340206}, MISC: {'precision': 0.8834355828220859, 'recall': 0.41025641025641024, 'f1-score': 0.5603112840466925}, ORG: {'precision': 0.8301514154048716, 'recall': 0.7591812161348586, 'f1-score': 0.7930817610062894}, all: {'precision': 0.8866331658291458, 'recall': 0.7809844192634561, 'f1-score': 0.8304622046502871}, hmean: 0.8305 +2022-03-10 23:19:00,205 - davarocr - INFO - Epoch [2][5/541] lr: 4.798e-06, eta: 1:23:17, time: 0.635, data_time: 0.458, memory: 5192, start_loss: 0.0715, end_loss: 0.0408, loss: 0.1123, grad_norm: 4.8944 +2022-03-10 23:19:01,084 - davarocr - INFO - Epoch [2][10/541] lr: 4.842e-06, eta: 1:23:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0694, end_loss: 0.0448, loss: 0.1142, grad_norm: 4.8799 +2022-03-10 23:19:01,963 - davarocr - INFO - Epoch [2][15/541] lr: 4.886e-06, eta: 1:23:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0700, end_loss: 0.0496, loss: 0.1197, grad_norm: 4.9194 +2022-03-10 23:19:02,844 - davarocr - INFO - Epoch [2][20/541] lr: 4.930e-06, eta: 1:23:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0595, end_loss: 0.0372, loss: 0.0967, grad_norm: 4.9726 +2022-03-10 23:19:03,732 - davarocr - INFO - Epoch [2][25/541] lr: 4.974e-06, eta: 1:23:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0665, end_loss: 0.0439, loss: 0.1104, grad_norm: 5.0148 +2022-03-10 23:19:04,637 - davarocr - INFO - Epoch [2][30/541] lr: 5.018e-06, eta: 1:22:59, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0543, end_loss: 0.0376, loss: 0.0919, grad_norm: 5.2388 +2022-03-10 23:19:05,550 - davarocr - INFO - Epoch [2][35/541] lr: 5.062e-06, eta: 1:22:57, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0647, end_loss: 0.0391, loss: 0.1038, grad_norm: 4.1958 +2022-03-10 23:19:06,458 - davarocr - INFO - Epoch [2][40/541] lr: 5.106e-06, eta: 1:22:54, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0600, end_loss: 0.0317, loss: 0.0917, grad_norm: 4.3028 +2022-03-10 23:19:07,365 - davarocr - INFO - Epoch [2][45/541] lr: 5.150e-06, eta: 1:22:52, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0540, end_loss: 0.0309, loss: 0.0848, grad_norm: 4.3752 +2022-03-10 23:19:08,253 - davarocr - INFO - Epoch [2][50/541] lr: 5.194e-06, eta: 1:22:48, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0462, end_loss: 0.0316, loss: 0.0777, grad_norm: 4.4950 +2022-03-10 23:19:09,151 - davarocr - INFO - Epoch [2][55/541] lr: 5.238e-06, eta: 1:22:46, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0597, end_loss: 0.0394, loss: 0.0990, grad_norm: 4.6307 +2022-03-10 23:19:10,064 - davarocr - INFO - Epoch [2][60/541] lr: 5.282e-06, eta: 1:22:44, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0579, end_loss: 0.0473, loss: 0.1052, grad_norm: 4.6724 +2022-03-10 23:19:10,975 - davarocr - INFO - Epoch [2][65/541] lr: 5.326e-06, eta: 1:22:42, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0538, end_loss: 0.0365, loss: 0.0903, grad_norm: 4.7242 +2022-03-10 23:19:11,906 - davarocr - INFO - Epoch [2][70/541] lr: 5.370e-06, eta: 1:22:40, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0462, end_loss: 0.0305, loss: 0.0767, grad_norm: 4.7718 +2022-03-10 23:19:12,784 - davarocr - INFO - Epoch [2][75/541] lr: 5.414e-06, eta: 1:22:37, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0440, end_loss: 0.0317, loss: 0.0757, grad_norm: 4.8531 +2022-03-10 23:19:13,668 - davarocr - INFO - Epoch [2][80/541] lr: 5.458e-06, eta: 1:22:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0562, end_loss: 0.0497, loss: 0.1058, grad_norm: 5.0403 +2022-03-10 23:19:14,561 - davarocr - INFO - Epoch [2][85/541] lr: 5.502e-06, eta: 1:22:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0437, end_loss: 0.0314, loss: 0.0751, grad_norm: 4.7378 +2022-03-10 23:19:15,438 - davarocr - INFO - Epoch [2][90/541] lr: 5.546e-06, eta: 1:22:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0457, end_loss: 0.0397, loss: 0.0855, grad_norm: 4.9075 +2022-03-10 23:19:16,326 - davarocr - INFO - Epoch [2][95/541] lr: 5.590e-06, eta: 1:22:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0478, end_loss: 0.0361, loss: 0.0838, grad_norm: 4.8583 +2022-03-10 23:19:17,216 - davarocr - INFO - Epoch [2][100/541] lr: 5.634e-06, eta: 1:22:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0490, end_loss: 0.0301, loss: 0.0791, grad_norm: 4.9328 +2022-03-10 23:19:18,097 - davarocr - INFO - Epoch [2][105/541] lr: 5.678e-06, eta: 1:22:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0465, end_loss: 0.0412, loss: 0.0877, grad_norm: 4.9184 +2022-03-10 23:19:18,978 - davarocr - INFO - Epoch [2][110/541] lr: 5.722e-06, eta: 1:22:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0492, end_loss: 0.0355, loss: 0.0846, grad_norm: 4.8114 +2022-03-10 23:19:19,846 - davarocr - INFO - Epoch [2][115/541] lr: 5.766e-06, eta: 1:22:12, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0553, end_loss: 0.0342, loss: 0.0895, grad_norm: 4.8243 +2022-03-10 23:19:20,716 - davarocr - INFO - Epoch [2][120/541] lr: 5.810e-06, eta: 1:22:08, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0559, end_loss: 0.0442, loss: 0.1002, grad_norm: 4.8705 +2022-03-10 23:19:21,595 - davarocr - INFO - Epoch [2][125/541] lr: 5.854e-06, eta: 1:22:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0456, end_loss: 0.0413, loss: 0.0869, grad_norm: 4.6243 +2022-03-10 23:19:22,477 - davarocr - INFO - Epoch [2][130/541] lr: 5.898e-06, eta: 1:22:02, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0496, end_loss: 0.0347, loss: 0.0843, grad_norm: 4.5537 +2022-03-10 23:19:23,366 - davarocr - INFO - Epoch [2][135/541] lr: 5.942e-06, eta: 1:21:59, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0457, end_loss: 0.0314, loss: 0.0771, grad_norm: 4.6604 +2022-03-10 23:19:24,260 - davarocr - INFO - Epoch [2][140/541] lr: 5.986e-06, eta: 1:21:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0434, end_loss: 0.0336, loss: 0.0770, grad_norm: 4.6797 +2022-03-10 23:19:25,154 - davarocr - INFO - Epoch [2][145/541] lr: 6.030e-06, eta: 1:21:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0499, end_loss: 0.0322, loss: 0.0821, grad_norm: 4.7794 +2022-03-10 23:19:26,040 - davarocr - INFO - Epoch [2][150/541] lr: 6.074e-06, eta: 1:21:52, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0395, end_loss: 0.0241, loss: 0.0636, grad_norm: 4.7167 +2022-03-10 23:19:26,924 - davarocr - INFO - Epoch [2][155/541] lr: 6.118e-06, eta: 1:21:49, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0441, end_loss: 0.0270, loss: 0.0711, grad_norm: 4.7391 +2022-03-10 23:19:27,806 - davarocr - INFO - Epoch [2][160/541] lr: 6.162e-06, eta: 1:21:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0367, end_loss: 0.0318, loss: 0.0685, grad_norm: 4.2611 +2022-03-10 23:19:28,687 - davarocr - INFO - Epoch [2][165/541] lr: 6.206e-06, eta: 1:21:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0479, end_loss: 0.0298, loss: 0.0777, grad_norm: 4.3392 +2022-03-10 23:19:29,577 - davarocr - INFO - Epoch [2][170/541] lr: 6.250e-06, eta: 1:21:40, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0462, end_loss: 0.0335, loss: 0.0796, grad_norm: 4.3931 +2022-03-10 23:19:30,453 - davarocr - INFO - Epoch [2][175/541] lr: 6.294e-06, eta: 1:21:38, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0443, end_loss: 0.0395, loss: 0.0838, grad_norm: 4.5778 +2022-03-10 23:19:31,331 - davarocr - INFO - Epoch [2][180/541] lr: 6.338e-06, eta: 1:21:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0399, end_loss: 0.0336, loss: 0.0735, grad_norm: 4.4551 +2022-03-10 23:19:32,217 - davarocr - INFO - Epoch [2][185/541] lr: 6.382e-06, eta: 1:21:33, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0479, end_loss: 0.0396, loss: 0.0875, grad_norm: 4.4261 +2022-03-10 23:19:33,108 - davarocr - INFO - Epoch [2][190/541] lr: 6.426e-06, eta: 1:21:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0421, end_loss: 0.0296, loss: 0.0716, grad_norm: 4.6612 +2022-03-10 23:19:33,986 - davarocr - INFO - Epoch [2][195/541] lr: 6.470e-06, eta: 1:21:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0543, end_loss: 0.0463, loss: 0.1006, grad_norm: 4.6986 +2022-03-10 23:19:34,867 - davarocr - INFO - Epoch [2][200/541] lr: 6.514e-06, eta: 1:21:25, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0364, end_loss: 0.0345, loss: 0.0710, grad_norm: 4.5541 +2022-03-10 23:19:35,754 - davarocr - INFO - Epoch [2][205/541] lr: 6.558e-06, eta: 1:21:23, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0478, end_loss: 0.0342, loss: 0.0820, grad_norm: 4.6147 +2022-03-10 23:19:36,634 - davarocr - INFO - Epoch [2][210/541] lr: 6.602e-06, eta: 1:21:20, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0349, end_loss: 0.0347, loss: 0.0696, grad_norm: 4.6585 +2022-03-10 23:19:37,520 - davarocr - INFO - Epoch [2][215/541] lr: 6.646e-06, eta: 1:21:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0452, end_loss: 0.0444, loss: 0.0896, grad_norm: 4.6639 +2022-03-10 23:19:38,400 - davarocr - INFO - Epoch [2][220/541] lr: 6.690e-06, eta: 1:21:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0467, end_loss: 0.0395, loss: 0.0862, grad_norm: 4.4069 +2022-03-10 23:19:39,281 - davarocr - INFO - Epoch [2][225/541] lr: 6.734e-06, eta: 1:21:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0306, end_loss: 0.0291, loss: 0.0598, grad_norm: 4.4159 +2022-03-10 23:19:40,172 - davarocr - INFO - Epoch [2][230/541] lr: 6.778e-06, eta: 1:21:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0472, end_loss: 0.0286, loss: 0.0758, grad_norm: 4.4629 +2022-03-10 23:19:41,044 - davarocr - INFO - Epoch [2][235/541] lr: 6.822e-06, eta: 1:21:08, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0304, end_loss: 0.0325, loss: 0.0629, grad_norm: 4.5178 +2022-03-10 23:19:41,925 - davarocr - INFO - Epoch [2][240/541] lr: 6.866e-06, eta: 1:21:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0359, end_loss: 0.0262, loss: 0.0621, grad_norm: 4.5907 +2022-03-10 23:19:42,806 - davarocr - INFO - Epoch [2][245/541] lr: 6.910e-06, eta: 1:21:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0444, end_loss: 0.0336, loss: 0.0780, grad_norm: 4.6185 +2022-03-10 23:19:43,690 - davarocr - INFO - Epoch [2][250/541] lr: 6.954e-06, eta: 1:21:00, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0263, end_loss: 0.0252, loss: 0.0516, grad_norm: 4.2643 +2022-03-10 23:19:44,570 - davarocr - INFO - Epoch [2][255/541] lr: 6.998e-06, eta: 1:20:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0461, end_loss: 0.0334, loss: 0.0795, grad_norm: 4.3999 +2022-03-10 23:19:45,456 - davarocr - INFO - Epoch [2][260/541] lr: 7.042e-06, eta: 1:20:56, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0298, end_loss: 0.0272, loss: 0.0570, grad_norm: 4.3666 +2022-03-10 23:19:46,334 - davarocr - INFO - Epoch [2][265/541] lr: 7.086e-06, eta: 1:20:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0378, end_loss: 0.0364, loss: 0.0742, grad_norm: 4.4473 +2022-03-10 23:19:47,210 - davarocr - INFO - Epoch [2][270/541] lr: 7.130e-06, eta: 1:20:51, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0266, end_loss: 0.0260, loss: 0.0526, grad_norm: 4.4422 +2022-03-10 23:19:48,085 - davarocr - INFO - Epoch [2][275/541] lr: 7.174e-06, eta: 1:20:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0445, end_loss: 0.0357, loss: 0.0802, grad_norm: 4.6337 +2022-03-10 23:19:48,973 - davarocr - INFO - Epoch [2][280/541] lr: 7.218e-06, eta: 1:20:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0345, end_loss: 0.0263, loss: 0.0608, grad_norm: 4.4988 +2022-03-10 23:19:49,870 - davarocr - INFO - Epoch [2][285/541] lr: 7.262e-06, eta: 1:20:44, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0281, end_loss: 0.0256, loss: 0.0537, grad_norm: 4.5333 +2022-03-10 23:19:50,751 - davarocr - INFO - Epoch [2][290/541] lr: 7.306e-06, eta: 1:20:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0396, end_loss: 0.0395, loss: 0.0792, grad_norm: 4.7904 +2022-03-10 23:19:51,635 - davarocr - INFO - Epoch [2][295/541] lr: 7.350e-06, eta: 1:20:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0298, end_loss: 0.0347, loss: 0.0645, grad_norm: 4.6086 +2022-03-10 23:19:52,521 - davarocr - INFO - Epoch [2][300/541] lr: 7.394e-06, eta: 1:20:38, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0401, end_loss: 0.0333, loss: 0.0734, grad_norm: 4.6963 +2022-03-10 23:19:53,402 - davarocr - INFO - Epoch [2][305/541] lr: 7.438e-06, eta: 1:20:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0309, end_loss: 0.0292, loss: 0.0601, grad_norm: 4.6103 +2022-03-10 23:19:54,284 - davarocr - INFO - Epoch [2][310/541] lr: 7.482e-06, eta: 1:20:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0549, end_loss: 0.0454, loss: 0.1003, grad_norm: 4.7337 +2022-03-10 23:19:55,166 - davarocr - INFO - Epoch [2][315/541] lr: 7.526e-06, eta: 1:20:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0347, end_loss: 0.0235, loss: 0.0583, grad_norm: 4.6505 +2022-03-10 23:19:56,055 - davarocr - INFO - Epoch [2][320/541] lr: 7.570e-06, eta: 1:20:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0338, end_loss: 0.0287, loss: 0.0625, grad_norm: 4.7111 +2022-03-10 23:19:56,933 - davarocr - INFO - Epoch [2][325/541] lr: 7.614e-06, eta: 1:20:27, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0366, end_loss: 0.0253, loss: 0.0619, grad_norm: 4.7731 +2022-03-10 23:19:57,817 - davarocr - INFO - Epoch [2][330/541] lr: 7.658e-06, eta: 1:20:25, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0325, end_loss: 0.0387, loss: 0.0712, grad_norm: 4.6775 +2022-03-10 23:19:58,710 - davarocr - INFO - Epoch [2][335/541] lr: 7.702e-06, eta: 1:20:23, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0256, end_loss: 0.0229, loss: 0.0485, grad_norm: 4.4417 +2022-03-10 23:19:59,596 - davarocr - INFO - Epoch [2][340/541] lr: 7.746e-06, eta: 1:20:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0298, end_loss: 0.0278, loss: 0.0576, grad_norm: 4.4562 +2022-03-10 23:20:00,473 - davarocr - INFO - Epoch [2][345/541] lr: 7.790e-06, eta: 1:20:19, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0287, end_loss: 0.0211, loss: 0.0498, grad_norm: 4.6108 +2022-03-10 23:20:01,352 - davarocr - INFO - Epoch [2][350/541] lr: 7.834e-06, eta: 1:20:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0318, end_loss: 0.0242, loss: 0.0560, grad_norm: 4.6528 +2022-03-10 23:20:02,227 - davarocr - INFO - Epoch [2][355/541] lr: 7.878e-06, eta: 1:20:15, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0316, end_loss: 0.0276, loss: 0.0593, grad_norm: 4.7249 +2022-03-10 23:20:03,108 - davarocr - INFO - Epoch [2][360/541] lr: 7.922e-06, eta: 1:20:13, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0389, end_loss: 0.0372, loss: 0.0762, grad_norm: 4.7732 +2022-03-10 23:20:04,000 - davarocr - INFO - Epoch [2][365/541] lr: 7.966e-06, eta: 1:20:11, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0322, end_loss: 0.0225, loss: 0.0547, grad_norm: 4.7496 +2022-03-10 23:20:04,883 - davarocr - INFO - Epoch [2][370/541] lr: 8.010e-06, eta: 1:20:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0286, end_loss: 0.0246, loss: 0.0532, grad_norm: 4.7121 +2022-03-10 23:20:05,762 - davarocr - INFO - Epoch [2][375/541] lr: 8.054e-06, eta: 1:20:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0372, end_loss: 0.0287, loss: 0.0659, grad_norm: 4.8368 +2022-03-10 23:20:06,645 - davarocr - INFO - Epoch [2][380/541] lr: 8.098e-06, eta: 1:20:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0321, end_loss: 0.0303, loss: 0.0624, grad_norm: 4.8934 +2022-03-10 23:20:07,521 - davarocr - INFO - Epoch [2][385/541] lr: 8.142e-06, eta: 1:20:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0339, end_loss: 0.0274, loss: 0.0613, grad_norm: 4.3641 +2022-03-10 23:20:08,403 - davarocr - INFO - Epoch [2][390/541] lr: 8.186e-06, eta: 1:20:01, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0329, end_loss: 0.0331, loss: 0.0660, grad_norm: 4.4361 +2022-03-10 23:20:09,283 - davarocr - INFO - Epoch [2][395/541] lr: 8.230e-06, eta: 1:19:59, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0424, end_loss: 0.0471, loss: 0.0895, grad_norm: 4.2404 +2022-03-10 23:20:10,171 - davarocr - INFO - Epoch [2][400/541] lr: 8.274e-06, eta: 1:19:57, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0248, end_loss: 0.0231, loss: 0.0478, grad_norm: 3.7020 +2022-03-10 23:20:11,049 - davarocr - INFO - Epoch [2][405/541] lr: 8.318e-06, eta: 1:19:55, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0253, end_loss: 0.0236, loss: 0.0488, grad_norm: 3.7681 +2022-03-10 23:20:11,932 - davarocr - INFO - Epoch [2][410/541] lr: 8.362e-06, eta: 1:19:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0369, end_loss: 0.0328, loss: 0.0697, grad_norm: 3.8579 +2022-03-10 23:20:12,812 - davarocr - INFO - Epoch [2][415/541] lr: 8.406e-06, eta: 1:19:51, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0283, end_loss: 0.0229, loss: 0.0512, grad_norm: 3.7965 +2022-03-10 23:20:13,699 - davarocr - INFO - Epoch [2][420/541] lr: 8.450e-06, eta: 1:19:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0257, end_loss: 0.0222, loss: 0.0479, grad_norm: 3.8986 +2022-03-10 23:20:14,590 - davarocr - INFO - Epoch [2][425/541] lr: 8.494e-06, eta: 1:19:48, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0305, end_loss: 0.0316, loss: 0.0621, grad_norm: 3.9533 +2022-03-10 23:20:15,469 - davarocr - INFO - Epoch [2][430/541] lr: 8.538e-06, eta: 1:19:46, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0238, end_loss: 0.0178, loss: 0.0416, grad_norm: 3.9653 +2022-03-10 23:20:16,357 - davarocr - INFO - Epoch [2][435/541] lr: 8.582e-06, eta: 1:19:44, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0393, end_loss: 0.0294, loss: 0.0686, grad_norm: 4.0440 +2022-03-10 23:20:17,234 - davarocr - INFO - Epoch [2][440/541] lr: 8.626e-06, eta: 1:19:42, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0176, end_loss: 0.0162, loss: 0.0339, grad_norm: 3.9494 +2022-03-10 23:20:18,110 - davarocr - INFO - Epoch [2][445/541] lr: 8.670e-06, eta: 1:19:40, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0304, end_loss: 0.0328, loss: 0.0632, grad_norm: 4.0056 +2022-03-10 23:20:18,994 - davarocr - INFO - Epoch [2][450/541] lr: 8.714e-06, eta: 1:19:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0216, end_loss: 0.0143, loss: 0.0359, grad_norm: 3.9355 +2022-03-10 23:20:19,886 - davarocr - INFO - Epoch [2][455/541] lr: 8.758e-06, eta: 1:19:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0264, end_loss: 0.0136, loss: 0.0400, grad_norm: 4.0043 +2022-03-10 23:20:20,771 - davarocr - INFO - Epoch [2][460/541] lr: 8.802e-06, eta: 1:19:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0388, end_loss: 0.0429, loss: 0.0817, grad_norm: 4.1102 +2022-03-10 23:20:21,656 - davarocr - INFO - Epoch [2][465/541] lr: 8.846e-06, eta: 1:19:33, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0215, end_loss: 0.0141, loss: 0.0356, grad_norm: 3.9660 +2022-03-10 23:20:22,537 - davarocr - INFO - Epoch [2][470/541] lr: 8.890e-06, eta: 1:19:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0270, end_loss: 0.0161, loss: 0.0431, grad_norm: 4.0868 +2022-03-10 23:20:23,423 - davarocr - INFO - Epoch [2][475/541] lr: 8.934e-06, eta: 1:19:30, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0293, end_loss: 0.0256, loss: 0.0549, grad_norm: 3.9996 +2022-03-10 23:20:24,305 - davarocr - INFO - Epoch [2][480/541] lr: 8.978e-06, eta: 1:19:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0257, end_loss: 0.0291, loss: 0.0548, grad_norm: 4.1204 +2022-03-10 23:20:25,179 - davarocr - INFO - Epoch [2][485/541] lr: 9.022e-06, eta: 1:19:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0259, end_loss: 0.0205, loss: 0.0464, grad_norm: 4.0460 +2022-03-10 23:20:26,053 - davarocr - INFO - Epoch [2][490/541] lr: 9.066e-06, eta: 1:19:24, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0216, end_loss: 0.0196, loss: 0.0412, grad_norm: 4.0237 +2022-03-10 23:20:26,934 - davarocr - INFO - Epoch [2][495/541] lr: 9.110e-06, eta: 1:19:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0323, end_loss: 0.0265, loss: 0.0589, grad_norm: 4.1690 +2022-03-10 23:20:27,807 - davarocr - INFO - Epoch [2][500/541] lr: 9.155e-06, eta: 1:19:20, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0304, end_loss: 0.0325, loss: 0.0629, grad_norm: 4.3274 +2022-03-10 23:20:28,681 - davarocr - INFO - Epoch [2][505/541] lr: 9.199e-06, eta: 1:19:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0250, end_loss: 0.0346, loss: 0.0596, grad_norm: 4.2247 +2022-03-10 23:20:29,570 - davarocr - INFO - Epoch [2][510/541] lr: 9.243e-06, eta: 1:19:17, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0284, end_loss: 0.0292, loss: 0.0576, grad_norm: 4.3932 +2022-03-10 23:20:30,448 - davarocr - INFO - Epoch [2][515/541] lr: 9.287e-06, eta: 1:19:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0388, end_loss: 0.0529, loss: 0.0917, grad_norm: 4.3318 +2022-03-10 23:20:31,329 - davarocr - INFO - Epoch [2][520/541] lr: 9.331e-06, eta: 1:19:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0342, end_loss: 0.0325, loss: 0.0667, grad_norm: 4.1534 +2022-03-10 23:20:32,206 - davarocr - INFO - Epoch [2][525/541] lr: 9.375e-06, eta: 1:19:11, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0319, end_loss: 0.0305, loss: 0.0623, grad_norm: 4.2305 +2022-03-10 23:20:33,097 - davarocr - INFO - Epoch [2][530/541] lr: 9.419e-06, eta: 1:19:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0192, end_loss: 0.0201, loss: 0.0393, grad_norm: 4.1883 +2022-03-10 23:20:33,977 - davarocr - INFO - Epoch [2][535/541] lr: 9.463e-06, eta: 1:19:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0220, end_loss: 0.0161, loss: 0.0381, grad_norm: 4.3958 +2022-03-10 23:20:34,860 - davarocr - INFO - Epoch [2][540/541] lr: 9.507e-06, eta: 1:19:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0283, end_loss: 0.0223, loss: 0.0506, grad_norm: 4.1956 +2022-03-10 23:20:48,699 - davarocr - INFO - Now best checkpoint is epoch_2.pth. Best hmean is 0.9000447427293065 +2022-03-10 23:20:48,699 - davarocr - INFO - current_metric 0.9000447427293065 is much better than previous best_metric 0.8304622046502871, saving best model ! +2022-03-10 23:20:48,699 - davarocr - INFO - Saving checkpoint at epoch_2.pth +2022-03-10 23:20:50,505 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:20:50,506 - davarocr - INFO - Epoch(val) [2][541] LOC: {'precision': 0.9224242424242424, 'recall': 0.9124700239808153, 'f1-score': 0.9174201326100059}, PER: {'precision': 0.9667294413057125, 'recall': 0.9523809523809523, 'f1-score': 0.9595015576323987}, MISC: {'precision': 0.833063209076175, 'recall': 0.7321937321937322, 'f1-score': 0.7793783169067476}, ORG: {'precision': 0.871625674865027, 'recall': 0.8747742323901264, 'f1-score': 0.8731971153846153}, all: {'precision': 0.9098968699113443, 'recall': 0.8904036827195467, 'f1-score': 0.9000447427293065}, hmean: 0.9000 +2022-03-10 23:20:53,724 - davarocr - INFO - Epoch [3][5/541] lr: 9.125e-06, eta: 1:19:55, time: 0.640, data_time: 0.464, memory: 5192, start_loss: 0.0156, end_loss: 0.0146, loss: 0.0302, grad_norm: 4.0959 +2022-03-10 23:20:54,607 - davarocr - INFO - Epoch [3][10/541] lr: 9.167e-06, eta: 1:19:54, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0231, end_loss: 0.0202, loss: 0.0433, grad_norm: 4.1777 +2022-03-10 23:20:55,496 - davarocr - INFO - Epoch [3][15/541] lr: 9.209e-06, eta: 1:19:52, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0213, end_loss: 0.0140, loss: 0.0353, grad_norm: 4.1684 +2022-03-10 23:20:56,379 - davarocr - INFO - Epoch [3][20/541] lr: 9.251e-06, eta: 1:19:50, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0134, end_loss: 0.0121, loss: 0.0255, grad_norm: 4.1820 +2022-03-10 23:20:57,259 - davarocr - INFO - Epoch [3][25/541] lr: 9.293e-06, eta: 1:19:48, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0200, end_loss: 0.0152, loss: 0.0352, grad_norm: 4.2002 +2022-03-10 23:20:58,139 - davarocr - INFO - Epoch [3][30/541] lr: 9.335e-06, eta: 1:19:46, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0362, end_loss: 0.0308, loss: 0.0670, grad_norm: 4.2533 +2022-03-10 23:20:59,020 - davarocr - INFO - Epoch [3][35/541] lr: 9.377e-06, eta: 1:19:44, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0281, end_loss: 0.0261, loss: 0.0542, grad_norm: 4.3361 +2022-03-10 23:20:59,905 - davarocr - INFO - Epoch [3][40/541] lr: 9.419e-06, eta: 1:19:42, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0263, end_loss: 0.0240, loss: 0.0503, grad_norm: 4.3621 +2022-03-10 23:21:00,791 - davarocr - INFO - Epoch [3][45/541] lr: 9.461e-06, eta: 1:19:41, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0224, end_loss: 0.0187, loss: 0.0411, grad_norm: 4.1666 +2022-03-10 23:21:01,677 - davarocr - INFO - Epoch [3][50/541] lr: 9.503e-06, eta: 1:19:39, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0201, end_loss: 0.0169, loss: 0.0370, grad_norm: 4.1416 +2022-03-10 23:21:02,563 - davarocr - INFO - Epoch [3][55/541] lr: 9.545e-06, eta: 1:19:37, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0197, end_loss: 0.0250, loss: 0.0447, grad_norm: 4.0949 +2022-03-10 23:21:03,456 - davarocr - INFO - Epoch [3][60/541] lr: 9.587e-06, eta: 1:19:36, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0208, end_loss: 0.0208, loss: 0.0416, grad_norm: 4.2326 +2022-03-10 23:21:04,349 - davarocr - INFO - Epoch [3][65/541] lr: 9.629e-06, eta: 1:19:34, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0157, end_loss: 0.0139, loss: 0.0296, grad_norm: 4.1582 +2022-03-10 23:21:05,244 - davarocr - INFO - Epoch [3][70/541] lr: 9.671e-06, eta: 1:19:33, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0154, end_loss: 0.0176, loss: 0.0330, grad_norm: 4.2327 +2022-03-10 23:21:06,145 - davarocr - INFO - Epoch [3][75/541] lr: 9.713e-06, eta: 1:19:31, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0242, end_loss: 0.0202, loss: 0.0443, grad_norm: 4.2522 +2022-03-10 23:21:07,030 - davarocr - INFO - Epoch [3][80/541] lr: 9.755e-06, eta: 1:19:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0153, end_loss: 0.0133, loss: 0.0286, grad_norm: 4.1738 +2022-03-10 23:21:07,921 - davarocr - INFO - Epoch [3][85/541] lr: 9.797e-06, eta: 1:19:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0192, end_loss: 0.0218, loss: 0.0410, grad_norm: 4.2047 +2022-03-10 23:21:08,808 - davarocr - INFO - Epoch [3][90/541] lr: 9.839e-06, eta: 1:19:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0233, end_loss: 0.0222, loss: 0.0455, grad_norm: 4.2538 +2022-03-10 23:21:09,693 - davarocr - INFO - Epoch [3][95/541] lr: 9.881e-06, eta: 1:19:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0270, end_loss: 0.0323, loss: 0.0594, grad_norm: 4.3474 +2022-03-10 23:21:10,583 - davarocr - INFO - Epoch [3][100/541] lr: 9.923e-06, eta: 1:19:23, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0272, end_loss: 0.0281, loss: 0.0554, grad_norm: 4.3511 +2022-03-10 23:21:11,484 - davarocr - INFO - Epoch [3][105/541] lr: 9.965e-06, eta: 1:19:22, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0207, end_loss: 0.0159, loss: 0.0367, grad_norm: 4.2671 +2022-03-10 23:21:12,382 - davarocr - INFO - Epoch [3][110/541] lr: 1.001e-05, eta: 1:19:20, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0277, end_loss: 0.0244, loss: 0.0521, grad_norm: 4.3412 +2022-03-10 23:21:13,257 - davarocr - INFO - Epoch [3][115/541] lr: 1.005e-05, eta: 1:19:18, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0158, end_loss: 0.0149, loss: 0.0308, grad_norm: 4.2156 +2022-03-10 23:21:14,154 - davarocr - INFO - Epoch [3][120/541] lr: 1.009e-05, eta: 1:19:17, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0199, end_loss: 0.0203, loss: 0.0402, grad_norm: 4.2623 +2022-03-10 23:21:15,051 - davarocr - INFO - Epoch [3][125/541] lr: 1.013e-05, eta: 1:19:16, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0185, end_loss: 0.0148, loss: 0.0333, grad_norm: 4.2946 +2022-03-10 23:21:15,933 - davarocr - INFO - Epoch [3][130/541] lr: 1.018e-05, eta: 1:19:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0206, end_loss: 0.0216, loss: 0.0422, grad_norm: 4.3540 +2022-03-10 23:21:16,814 - davarocr - INFO - Epoch [3][135/541] lr: 1.022e-05, eta: 1:19:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0190, end_loss: 0.0148, loss: 0.0338, grad_norm: 4.5902 +2022-03-10 23:21:17,698 - davarocr - INFO - Epoch [3][140/541] lr: 1.026e-05, eta: 1:19:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0158, end_loss: 0.0130, loss: 0.0288, grad_norm: 4.0537 +2022-03-10 23:21:18,619 - davarocr - INFO - Epoch [3][145/541] lr: 1.030e-05, eta: 1:19:09, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0209, end_loss: 0.0226, loss: 0.0435, grad_norm: 4.1737 +2022-03-10 23:21:19,525 - davarocr - INFO - Epoch [3][150/541] lr: 1.034e-05, eta: 1:19:08, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0183, end_loss: 0.0147, loss: 0.0329, grad_norm: 3.9865 +2022-03-10 23:21:20,437 - davarocr - INFO - Epoch [3][155/541] lr: 1.039e-05, eta: 1:19:07, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0297, end_loss: 0.0216, loss: 0.0513, grad_norm: 4.1922 +2022-03-10 23:21:21,317 - davarocr - INFO - Epoch [3][160/541] lr: 1.043e-05, eta: 1:19:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0138, end_loss: 0.0180, loss: 0.0318, grad_norm: 4.0871 +2022-03-10 23:21:22,201 - davarocr - INFO - Epoch [3][165/541] lr: 1.047e-05, eta: 1:19:04, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0117, end_loss: 0.0109, loss: 0.0226, grad_norm: 4.0224 +2022-03-10 23:21:23,098 - davarocr - INFO - Epoch [3][170/541] lr: 1.051e-05, eta: 1:19:02, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0320, end_loss: 0.0390, loss: 0.0710, grad_norm: 4.2603 +2022-03-10 23:21:23,981 - davarocr - INFO - Epoch [3][175/541] lr: 1.055e-05, eta: 1:19:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0222, end_loss: 0.0261, loss: 0.0483, grad_norm: 4.2329 +2022-03-10 23:21:24,867 - davarocr - INFO - Epoch [3][180/541] lr: 1.060e-05, eta: 1:18:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0205, end_loss: 0.0221, loss: 0.0426, grad_norm: 4.1660 +2022-03-10 23:21:25,745 - davarocr - INFO - Epoch [3][185/541] lr: 1.064e-05, eta: 1:18:57, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0184, end_loss: 0.0066, loss: 0.0250, grad_norm: 4.1353 +2022-03-10 23:21:26,620 - davarocr - INFO - Epoch [3][190/541] lr: 1.068e-05, eta: 1:18:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0117, end_loss: 0.0109, loss: 0.0227, grad_norm: 4.0821 +2022-03-10 23:21:27,510 - davarocr - INFO - Epoch [3][195/541] lr: 1.072e-05, eta: 1:18:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0125, end_loss: 0.0098, loss: 0.0222, grad_norm: 4.1496 +2022-03-10 23:21:28,392 - davarocr - INFO - Epoch [3][200/541] lr: 1.076e-05, eta: 1:18:52, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0145, end_loss: 0.0096, loss: 0.0241, grad_norm: 4.1691 +2022-03-10 23:21:29,281 - davarocr - INFO - Epoch [3][205/541] lr: 1.081e-05, eta: 1:18:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0221, end_loss: 0.0211, loss: 0.0432, grad_norm: 4.2544 +2022-03-10 23:21:30,182 - davarocr - INFO - Epoch [3][210/541] lr: 1.085e-05, eta: 1:18:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0137, end_loss: 0.0132, loss: 0.0270, grad_norm: 4.2396 +2022-03-10 23:21:31,068 - davarocr - INFO - Epoch [3][215/541] lr: 1.089e-05, eta: 1:18:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0187, end_loss: 0.0125, loss: 0.0313, grad_norm: 4.2979 +2022-03-10 23:21:31,948 - davarocr - INFO - Epoch [3][220/541] lr: 1.093e-05, eta: 1:18:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0203, end_loss: 0.0152, loss: 0.0355, grad_norm: 4.3008 +2022-03-10 23:21:32,828 - davarocr - INFO - Epoch [3][225/541] lr: 1.097e-05, eta: 1:18:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0153, end_loss: 0.0212, loss: 0.0365, grad_norm: 4.2453 +2022-03-10 23:21:33,717 - davarocr - INFO - Epoch [3][230/541] lr: 1.102e-05, eta: 1:18:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0147, end_loss: 0.0158, loss: 0.0305, grad_norm: 4.3604 +2022-03-10 23:21:34,604 - davarocr - INFO - Epoch [3][235/541] lr: 1.106e-05, eta: 1:18:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0138, end_loss: 0.0169, loss: 0.0307, grad_norm: 4.3766 +2022-03-10 23:21:35,512 - davarocr - INFO - Epoch [3][240/541] lr: 1.110e-05, eta: 1:18:41, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0134, end_loss: 0.0175, loss: 0.0309, grad_norm: 4.4586 +2022-03-10 23:21:36,424 - davarocr - INFO - Epoch [3][245/541] lr: 1.114e-05, eta: 1:18:40, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0372, end_loss: 0.0246, loss: 0.0618, grad_norm: 4.3691 +2022-03-10 23:21:37,318 - davarocr - INFO - Epoch [3][250/541] lr: 1.118e-05, eta: 1:18:38, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0187, end_loss: 0.0198, loss: 0.0384, grad_norm: 4.2820 +2022-03-10 23:21:38,194 - davarocr - INFO - Epoch [3][255/541] lr: 1.123e-05, eta: 1:18:37, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0177, end_loss: 0.0223, loss: 0.0400, grad_norm: 4.3499 +2022-03-10 23:21:39,070 - davarocr - INFO - Epoch [3][260/541] lr: 1.127e-05, eta: 1:18:35, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0165, end_loss: 0.0164, loss: 0.0329, grad_norm: 4.3950 +2022-03-10 23:21:39,961 - davarocr - INFO - Epoch [3][265/541] lr: 1.131e-05, eta: 1:18:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0212, end_loss: 0.0146, loss: 0.0359, grad_norm: 4.4706 +2022-03-10 23:21:40,845 - davarocr - INFO - Epoch [3][270/541] lr: 1.135e-05, eta: 1:18:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0188, end_loss: 0.0128, loss: 0.0316, grad_norm: 4.2598 +2022-03-10 23:21:41,771 - davarocr - INFO - Epoch [3][275/541] lr: 1.139e-05, eta: 1:18:31, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0181, end_loss: 0.0167, loss: 0.0348, grad_norm: 4.3468 +2022-03-10 23:21:42,660 - davarocr - INFO - Epoch [3][280/541] lr: 1.144e-05, eta: 1:18:30, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0131, end_loss: 0.0134, loss: 0.0265, grad_norm: 4.3013 +2022-03-10 23:21:43,553 - davarocr - INFO - Epoch [3][285/541] lr: 1.148e-05, eta: 1:18:28, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0176, end_loss: 0.0191, loss: 0.0368, grad_norm: 4.3506 +2022-03-10 23:21:44,433 - davarocr - INFO - Epoch [3][290/541] lr: 1.152e-05, eta: 1:18:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0146, end_loss: 0.0157, loss: 0.0303, grad_norm: 4.3999 +2022-03-10 23:21:45,317 - davarocr - INFO - Epoch [3][295/541] lr: 1.156e-05, eta: 1:18:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0245, end_loss: 0.0214, loss: 0.0459, grad_norm: 4.4470 +2022-03-10 23:21:46,197 - davarocr - INFO - Epoch [3][300/541] lr: 1.160e-05, eta: 1:18:24, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0198, end_loss: 0.0149, loss: 0.0347, grad_norm: 4.4143 +2022-03-10 23:21:47,074 - davarocr - INFO - Epoch [3][305/541] lr: 1.165e-05, eta: 1:18:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0254, end_loss: 0.0234, loss: 0.0489, grad_norm: 4.5662 +2022-03-10 23:21:47,959 - davarocr - INFO - Epoch [3][310/541] lr: 1.169e-05, eta: 1:18:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0159, end_loss: 0.0110, loss: 0.0269, grad_norm: 4.3077 +2022-03-10 23:21:48,848 - davarocr - INFO - Epoch [3][315/541] lr: 1.173e-05, eta: 1:18:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0245, end_loss: 0.0220, loss: 0.0464, grad_norm: 4.3860 +2022-03-10 23:21:49,726 - davarocr - INFO - Epoch [3][320/541] lr: 1.177e-05, eta: 1:18:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0171, end_loss: 0.0191, loss: 0.0362, grad_norm: 4.3609 +2022-03-10 23:21:50,608 - davarocr - INFO - Epoch [3][325/541] lr: 1.181e-05, eta: 1:18:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0110, end_loss: 0.0123, loss: 0.0232, grad_norm: 4.3221 +2022-03-10 23:21:51,496 - davarocr - INFO - Epoch [3][330/541] lr: 1.186e-05, eta: 1:18:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0126, end_loss: 0.0121, loss: 0.0247, grad_norm: 4.4476 +2022-03-10 23:21:52,379 - davarocr - INFO - Epoch [3][335/541] lr: 1.190e-05, eta: 1:18:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0135, end_loss: 0.0138, loss: 0.0273, grad_norm: 4.3739 +2022-03-10 23:21:53,258 - davarocr - INFO - Epoch [3][340/541] lr: 1.194e-05, eta: 1:18:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0174, end_loss: 0.0167, loss: 0.0341, grad_norm: 4.4441 +2022-03-10 23:21:54,148 - davarocr - INFO - Epoch [3][345/541] lr: 1.198e-05, eta: 1:18:10, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0160, end_loss: 0.0134, loss: 0.0294, grad_norm: 4.4768 +2022-03-10 23:21:55,034 - davarocr - INFO - Epoch [3][350/541] lr: 1.202e-05, eta: 1:18:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0157, end_loss: 0.0098, loss: 0.0255, grad_norm: 4.5873 +2022-03-10 23:21:55,914 - davarocr - INFO - Epoch [3][355/541] lr: 1.207e-05, eta: 1:18:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0172, end_loss: 0.0201, loss: 0.0373, grad_norm: 4.5455 +2022-03-10 23:21:56,791 - davarocr - INFO - Epoch [3][360/541] lr: 1.211e-05, eta: 1:18:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0158, end_loss: 0.0158, loss: 0.0316, grad_norm: 4.5505 +2022-03-10 23:21:57,675 - davarocr - INFO - Epoch [3][365/541] lr: 1.215e-05, eta: 1:18:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0141, end_loss: 0.0193, loss: 0.0334, grad_norm: 4.6117 +2022-03-10 23:21:58,558 - davarocr - INFO - Epoch [3][370/541] lr: 1.219e-05, eta: 1:18:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0241, end_loss: 0.0268, loss: 0.0509, grad_norm: 4.6698 +2022-03-10 23:21:59,442 - davarocr - INFO - Epoch [3][375/541] lr: 1.223e-05, eta: 1:18:01, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0196, end_loss: 0.0202, loss: 0.0398, grad_norm: 4.6532 +2022-03-10 23:22:00,324 - davarocr - INFO - Epoch [3][380/541] lr: 1.228e-05, eta: 1:18:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0176, end_loss: 0.0153, loss: 0.0329, grad_norm: 4.4593 +2022-03-10 23:22:01,204 - davarocr - INFO - Epoch [3][385/541] lr: 1.232e-05, eta: 1:17:58, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0194, end_loss: 0.0214, loss: 0.0409, grad_norm: 4.3000 +2022-03-10 23:22:02,087 - davarocr - INFO - Epoch [3][390/541] lr: 1.236e-05, eta: 1:17:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0189, end_loss: 0.0148, loss: 0.0337, grad_norm: 4.3769 +2022-03-10 23:22:02,970 - davarocr - INFO - Epoch [3][395/541] lr: 1.240e-05, eta: 1:17:55, time: 0.177, data_time: 0.004, memory: 5192, start_loss: 0.0192, end_loss: 0.0200, loss: 0.0393, grad_norm: 4.3808 +2022-03-10 23:22:03,861 - davarocr - INFO - Epoch [3][400/541] lr: 1.244e-05, eta: 1:17:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0164, end_loss: 0.0154, loss: 0.0318, grad_norm: 4.3253 +2022-03-10 23:22:04,746 - davarocr - INFO - Epoch [3][405/541] lr: 1.249e-05, eta: 1:17:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0202, end_loss: 0.0158, loss: 0.0360, grad_norm: 4.3713 +2022-03-10 23:22:05,633 - davarocr - INFO - Epoch [3][410/541] lr: 1.253e-05, eta: 1:17:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0186, end_loss: 0.0211, loss: 0.0397, grad_norm: 4.4479 +2022-03-10 23:22:06,513 - davarocr - INFO - Epoch [3][415/541] lr: 1.257e-05, eta: 1:17:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0140, end_loss: 0.0152, loss: 0.0291, grad_norm: 4.3324 +2022-03-10 23:22:07,395 - davarocr - INFO - Epoch [3][420/541] lr: 1.261e-05, eta: 1:17:48, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0134, end_loss: 0.0161, loss: 0.0295, grad_norm: 4.4057 +2022-03-10 23:22:08,276 - davarocr - INFO - Epoch [3][425/541] lr: 1.265e-05, eta: 1:17:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0094, end_loss: 0.0105, loss: 0.0199, grad_norm: 4.3646 +2022-03-10 23:22:09,163 - davarocr - INFO - Epoch [3][430/541] lr: 1.270e-05, eta: 1:17:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0180, end_loss: 0.0167, loss: 0.0347, grad_norm: 4.4116 +2022-03-10 23:22:10,055 - davarocr - INFO - Epoch [3][435/541] lr: 1.274e-05, eta: 1:17:44, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0242, end_loss: 0.0269, loss: 0.0512, grad_norm: 4.5437 +2022-03-10 23:22:10,936 - davarocr - INFO - Epoch [3][440/541] lr: 1.278e-05, eta: 1:17:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0294, end_loss: 0.0238, loss: 0.0532, grad_norm: 4.5304 +2022-03-10 23:22:11,814 - davarocr - INFO - Epoch [3][445/541] lr: 1.282e-05, eta: 1:17:41, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0187, end_loss: 0.0163, loss: 0.0349, grad_norm: 4.3986 +2022-03-10 23:22:12,711 - davarocr - INFO - Epoch [3][450/541] lr: 1.286e-05, eta: 1:17:40, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0151, end_loss: 0.0147, loss: 0.0298, grad_norm: 4.2250 +2022-03-10 23:22:13,584 - davarocr - INFO - Epoch [3][455/541] lr: 1.291e-05, eta: 1:17:38, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0170, end_loss: 0.0141, loss: 0.0311, grad_norm: 4.2291 +2022-03-10 23:22:14,472 - davarocr - INFO - Epoch [3][460/541] lr: 1.295e-05, eta: 1:17:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0170, end_loss: 0.0174, loss: 0.0344, grad_norm: 4.2118 +2022-03-10 23:22:15,360 - davarocr - INFO - Epoch [3][465/541] lr: 1.299e-05, eta: 1:17:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0248, end_loss: 0.0231, loss: 0.0479, grad_norm: 4.2760 +2022-03-10 23:22:16,251 - davarocr - INFO - Epoch [3][470/541] lr: 1.303e-05, eta: 1:17:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0137, end_loss: 0.0113, loss: 0.0250, grad_norm: 4.2252 +2022-03-10 23:22:17,130 - davarocr - INFO - Epoch [3][475/541] lr: 1.307e-05, eta: 1:17:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0233, end_loss: 0.0230, loss: 0.0463, grad_norm: 4.3107 +2022-03-10 23:22:18,007 - davarocr - INFO - Epoch [3][480/541] lr: 1.312e-05, eta: 1:17:31, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0236, end_loss: 0.0189, loss: 0.0425, grad_norm: 4.2771 +2022-03-10 23:22:18,886 - davarocr - INFO - Epoch [3][485/541] lr: 1.316e-05, eta: 1:17:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0223, end_loss: 0.0189, loss: 0.0411, grad_norm: 4.2531 +2022-03-10 23:22:19,756 - davarocr - INFO - Epoch [3][490/541] lr: 1.320e-05, eta: 1:17:28, time: 0.173, data_time: 0.005, memory: 5192, start_loss: 0.0210, end_loss: 0.0201, loss: 0.0411, grad_norm: 4.2603 +2022-03-10 23:22:20,632 - davarocr - INFO - Epoch [3][495/541] lr: 1.324e-05, eta: 1:17:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0264, end_loss: 0.0333, loss: 0.0597, grad_norm: 4.3261 +2022-03-10 23:22:21,516 - davarocr - INFO - Epoch [3][500/541] lr: 1.328e-05, eta: 1:17:25, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0226, end_loss: 0.0216, loss: 0.0442, grad_norm: 4.2059 +2022-03-10 23:22:22,397 - davarocr - INFO - Epoch [3][505/541] lr: 1.333e-05, eta: 1:17:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0199, end_loss: 0.0221, loss: 0.0419, grad_norm: 4.2746 +2022-03-10 23:22:23,279 - davarocr - INFO - Epoch [3][510/541] lr: 1.337e-05, eta: 1:17:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0152, end_loss: 0.0182, loss: 0.0335, grad_norm: 4.2589 +2022-03-10 23:22:24,160 - davarocr - INFO - Epoch [3][515/541] lr: 1.341e-05, eta: 1:17:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0162, end_loss: 0.0302, loss: 0.0464, grad_norm: 4.2796 +2022-03-10 23:22:25,053 - davarocr - INFO - Epoch [3][520/541] lr: 1.345e-05, eta: 1:17:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0198, end_loss: 0.0228, loss: 0.0426, grad_norm: 4.3059 +2022-03-10 23:22:25,938 - davarocr - INFO - Epoch [3][525/541] lr: 1.349e-05, eta: 1:17:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0201, end_loss: 0.0141, loss: 0.0342, grad_norm: 4.4701 +2022-03-10 23:22:26,814 - davarocr - INFO - Epoch [3][530/541] lr: 1.354e-05, eta: 1:17:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0234, end_loss: 0.0280, loss: 0.0514, grad_norm: 4.3731 +2022-03-10 23:22:27,698 - davarocr - INFO - Epoch [3][535/541] lr: 1.358e-05, eta: 1:17:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0115, end_loss: 0.0145, loss: 0.0260, grad_norm: 4.2663 +2022-03-10 23:22:28,578 - davarocr - INFO - Epoch [3][540/541] lr: 1.362e-05, eta: 1:17:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0184, end_loss: 0.0236, loss: 0.0421, grad_norm: 4.3829 +2022-03-10 23:22:42,556 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.9089773335713011 +2022-03-10 23:22:42,557 - davarocr - INFO - current_metric 0.9089773335713011 is much better than previous best_metric 0.9000447427293065, saving best model ! +2022-03-10 23:22:42,557 - davarocr - INFO - Saving checkpoint at epoch_3.pth +2022-03-10 23:22:44,370 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:22:44,371 - davarocr - INFO - Epoch(val) [3][541] LOC: {'precision': 0.9313904068002429, 'recall': 0.919664268585132, 'f1-score': 0.9254901960784314}, PER: {'precision': 0.9625468164794008, 'recall': 0.9536178107606679, 'f1-score': 0.9580615097856477}, MISC: {'precision': 0.7956104252400549, 'recall': 0.8262108262108262, 'f1-score': 0.8106219426974143}, ORG: {'precision': 0.9094936708860759, 'recall': 0.8651414810355208, 'f1-score': 0.886763344646714}, all: {'precision': 0.9163368118028068, 'recall': 0.9017351274787535, 'f1-score': 0.9089773335713011}, hmean: 0.9090 +2022-03-10 23:22:47,686 - davarocr - INFO - Epoch [4][5/541] lr: 1.308e-05, eta: 1:17:48, time: 0.662, data_time: 0.485, memory: 5192, start_loss: 0.0103, end_loss: 0.0200, loss: 0.0303, grad_norm: 4.3541 +2022-03-10 23:22:48,576 - davarocr - INFO - Epoch [4][10/541] lr: 1.312e-05, eta: 1:17:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0096, end_loss: 0.0096, loss: 0.0192, grad_norm: 4.3293 +2022-03-10 23:22:49,469 - davarocr - INFO - Epoch [4][15/541] lr: 1.316e-05, eta: 1:17:45, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0126, end_loss: 0.0125, loss: 0.0250, grad_norm: 4.4191 +2022-03-10 23:22:50,356 - davarocr - INFO - Epoch [4][20/541] lr: 1.320e-05, eta: 1:17:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0160, end_loss: 0.0140, loss: 0.0300, grad_norm: 4.5315 +2022-03-10 23:22:51,250 - davarocr - INFO - Epoch [4][25/541] lr: 1.324e-05, eta: 1:17:43, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0133, end_loss: 0.0106, loss: 0.0239, grad_norm: 4.3403 +2022-03-10 23:22:52,132 - davarocr - INFO - Epoch [4][30/541] lr: 1.328e-05, eta: 1:17:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0125, end_loss: 0.0167, loss: 0.0292, grad_norm: 4.4094 +2022-03-10 23:22:53,021 - davarocr - INFO - Epoch [4][35/541] lr: 1.332e-05, eta: 1:17:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0076, end_loss: 0.0048, loss: 0.0124, grad_norm: 4.4265 +2022-03-10 23:22:53,903 - davarocr - INFO - Epoch [4][40/541] lr: 1.336e-05, eta: 1:17:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0219, end_loss: 0.0210, loss: 0.0429, grad_norm: 4.4592 +2022-03-10 23:22:54,799 - davarocr - INFO - Epoch [4][45/541] lr: 1.340e-05, eta: 1:17:37, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0083, end_loss: 0.0134, loss: 0.0217, grad_norm: 4.4463 +2022-03-10 23:22:55,686 - davarocr - INFO - Epoch [4][50/541] lr: 1.344e-05, eta: 1:17:36, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0064, end_loss: 0.0078, loss: 0.0141, grad_norm: 4.4553 +2022-03-10 23:22:56,569 - davarocr - INFO - Epoch [4][55/541] lr: 1.348e-05, eta: 1:17:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0130, end_loss: 0.0117, loss: 0.0247, grad_norm: 4.5093 +2022-03-10 23:22:57,457 - davarocr - INFO - Epoch [4][60/541] lr: 1.352e-05, eta: 1:17:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0121, end_loss: 0.0095, loss: 0.0216, grad_norm: 4.5520 +2022-03-10 23:22:58,335 - davarocr - INFO - Epoch [4][65/541] lr: 1.356e-05, eta: 1:17:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0093, end_loss: 0.0118, loss: 0.0210, grad_norm: 4.5866 +2022-03-10 23:22:59,219 - davarocr - INFO - Epoch [4][70/541] lr: 1.360e-05, eta: 1:17:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0075, end_loss: 0.0090, loss: 0.0165, grad_norm: 4.4771 +2022-03-10 23:23:00,110 - davarocr - INFO - Epoch [4][75/541] lr: 1.364e-05, eta: 1:17:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0124, end_loss: 0.0112, loss: 0.0236, grad_norm: 4.5326 +2022-03-10 23:23:01,076 - davarocr - INFO - Epoch [4][80/541] lr: 1.368e-05, eta: 1:17:29, time: 0.194, data_time: 0.024, memory: 5192, start_loss: 0.0129, end_loss: 0.0137, loss: 0.0266, grad_norm: 4.5406 +2022-03-10 23:23:01,961 - davarocr - INFO - Epoch [4][85/541] lr: 1.372e-05, eta: 1:17:27, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0116, end_loss: 0.0113, loss: 0.0229, grad_norm: 4.5355 +2022-03-10 23:23:02,842 - davarocr - INFO - Epoch [4][90/541] lr: 1.376e-05, eta: 1:17:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0101, end_loss: 0.0088, loss: 0.0189, grad_norm: 4.4905 +2022-03-10 23:23:03,723 - davarocr - INFO - Epoch [4][95/541] lr: 1.380e-05, eta: 1:17:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0112, end_loss: 0.0077, loss: 0.0189, grad_norm: 4.5125 +2022-03-10 23:23:04,608 - davarocr - INFO - Epoch [4][100/541] lr: 1.384e-05, eta: 1:17:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0082, end_loss: 0.0084, loss: 0.0166, grad_norm: 4.5281 +2022-03-10 23:23:05,489 - davarocr - INFO - Epoch [4][105/541] lr: 1.388e-05, eta: 1:17:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0059, end_loss: 0.0058, loss: 0.0117, grad_norm: 4.5533 +2022-03-10 23:23:06,371 - davarocr - INFO - Epoch [4][110/541] lr: 1.392e-05, eta: 1:17:20, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0183, end_loss: 0.0136, loss: 0.0320, grad_norm: 4.6884 +2022-03-10 23:23:07,251 - davarocr - INFO - Epoch [4][115/541] lr: 1.396e-05, eta: 1:17:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0085, end_loss: 0.0115, loss: 0.0200, grad_norm: 4.3297 +2022-03-10 23:23:08,137 - davarocr - INFO - Epoch [4][120/541] lr: 1.400e-05, eta: 1:17:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0146, end_loss: 0.0163, loss: 0.0310, grad_norm: 4.3363 +2022-03-10 23:23:09,020 - davarocr - INFO - Epoch [4][125/541] lr: 1.404e-05, eta: 1:17:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0118, end_loss: 0.0128, loss: 0.0245, grad_norm: 4.3469 +2022-03-10 23:23:09,896 - davarocr - INFO - Epoch [4][130/541] lr: 1.408e-05, eta: 1:17:14, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0082, end_loss: 0.0061, loss: 0.0143, grad_norm: 4.3246 +2022-03-10 23:23:10,777 - davarocr - INFO - Epoch [4][135/541] lr: 1.412e-05, eta: 1:17:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0079, end_loss: 0.0135, loss: 0.0214, grad_norm: 4.3434 +2022-03-10 23:23:11,669 - davarocr - INFO - Epoch [4][140/541] lr: 1.416e-05, eta: 1:17:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0256, end_loss: 0.0203, loss: 0.0459, grad_norm: 4.4556 +2022-03-10 23:23:12,547 - davarocr - INFO - Epoch [4][145/541] lr: 1.420e-05, eta: 1:17:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0111, end_loss: 0.0112, loss: 0.0223, grad_norm: 4.3560 +2022-03-10 23:23:13,431 - davarocr - INFO - Epoch [4][150/541] lr: 1.424e-05, eta: 1:17:09, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0107, end_loss: 0.0142, loss: 0.0249, grad_norm: 4.3355 +2022-03-10 23:23:14,315 - davarocr - INFO - Epoch [4][155/541] lr: 1.428e-05, eta: 1:17:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0181, end_loss: 0.0165, loss: 0.0346, grad_norm: 4.3545 +2022-03-10 23:23:15,206 - davarocr - INFO - Epoch [4][160/541] lr: 1.432e-05, eta: 1:17:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0101, end_loss: 0.0108, loss: 0.0210, grad_norm: 4.3495 +2022-03-10 23:23:16,117 - davarocr - INFO - Epoch [4][165/541] lr: 1.436e-05, eta: 1:17:05, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0115, end_loss: 0.0099, loss: 0.0214, grad_norm: 4.3557 +2022-03-10 23:23:17,047 - davarocr - INFO - Epoch [4][170/541] lr: 1.440e-05, eta: 1:17:04, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0140, end_loss: 0.0188, loss: 0.0328, grad_norm: 4.3917 +2022-03-10 23:23:17,934 - davarocr - INFO - Epoch [4][175/541] lr: 1.444e-05, eta: 1:17:03, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0088, end_loss: 0.0094, loss: 0.0182, grad_norm: 4.3835 +2022-03-10 23:23:18,824 - davarocr - INFO - Epoch [4][180/541] lr: 1.448e-05, eta: 1:17:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0084, end_loss: 0.0042, loss: 0.0126, grad_norm: 4.3777 +2022-03-10 23:23:19,714 - davarocr - INFO - Epoch [4][185/541] lr: 1.452e-05, eta: 1:17:00, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0100, end_loss: 0.0103, loss: 0.0203, grad_norm: 4.4933 +2022-03-10 23:23:20,602 - davarocr - INFO - Epoch [4][190/541] lr: 1.456e-05, eta: 1:16:59, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0159, end_loss: 0.0133, loss: 0.0292, grad_norm: 4.5747 +2022-03-10 23:23:21,475 - davarocr - INFO - Epoch [4][195/541] lr: 1.460e-05, eta: 1:16:58, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0085, end_loss: 0.0097, loss: 0.0182, grad_norm: 4.4423 +2022-03-10 23:23:22,360 - davarocr - INFO - Epoch [4][200/541] lr: 1.464e-05, eta: 1:16:56, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0169, end_loss: 0.0180, loss: 0.0349, grad_norm: 4.5740 +2022-03-10 23:23:23,247 - davarocr - INFO - Epoch [4][205/541] lr: 1.468e-05, eta: 1:16:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0143, end_loss: 0.0159, loss: 0.0302, grad_norm: 4.5004 +2022-03-10 23:23:24,123 - davarocr - INFO - Epoch [4][210/541] lr: 1.472e-05, eta: 1:16:53, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0086, end_loss: 0.0092, loss: 0.0178, grad_norm: 4.4285 +2022-03-10 23:23:25,006 - davarocr - INFO - Epoch [4][215/541] lr: 1.476e-05, eta: 1:16:52, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0202, end_loss: 0.0199, loss: 0.0401, grad_norm: 4.5019 +2022-03-10 23:23:25,883 - davarocr - INFO - Epoch [4][220/541] lr: 1.480e-05, eta: 1:16:51, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0109, end_loss: 0.0086, loss: 0.0195, grad_norm: 4.4069 +2022-03-10 23:23:26,761 - davarocr - INFO - Epoch [4][225/541] lr: 1.484e-05, eta: 1:16:49, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0119, end_loss: 0.0107, loss: 0.0226, grad_norm: 4.4536 +2022-03-10 23:23:27,642 - davarocr - INFO - Epoch [4][230/541] lr: 1.488e-05, eta: 1:16:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0143, end_loss: 0.0118, loss: 0.0261, grad_norm: 4.4439 +2022-03-10 23:23:28,519 - davarocr - INFO - Epoch [4][235/541] lr: 1.492e-05, eta: 1:16:46, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0136, end_loss: 0.0166, loss: 0.0302, grad_norm: 4.5750 +2022-03-10 23:23:29,394 - davarocr - INFO - Epoch [4][240/541] lr: 1.496e-05, eta: 1:16:45, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0137, end_loss: 0.0102, loss: 0.0239, grad_norm: 4.5760 +2022-03-10 23:23:30,292 - davarocr - INFO - Epoch [4][245/541] lr: 1.500e-05, eta: 1:16:44, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0119, end_loss: 0.0108, loss: 0.0226, grad_norm: 4.6620 +2022-03-10 23:23:31,168 - davarocr - INFO - Epoch [4][250/541] lr: 1.504e-05, eta: 1:16:42, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0118, end_loss: 0.0133, loss: 0.0251, grad_norm: 4.7150 +2022-03-10 23:23:32,050 - davarocr - INFO - Epoch [4][255/541] lr: 1.509e-05, eta: 1:16:41, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0161, end_loss: 0.0181, loss: 0.0342, grad_norm: 4.4963 +2022-03-10 23:23:32,938 - davarocr - INFO - Epoch [4][260/541] lr: 1.513e-05, eta: 1:16:40, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0152, end_loss: 0.0126, loss: 0.0278, grad_norm: 4.4498 +2022-03-10 23:23:33,820 - davarocr - INFO - Epoch [4][265/541] lr: 1.517e-05, eta: 1:16:39, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0086, end_loss: 0.0103, loss: 0.0188, grad_norm: 4.5593 +2022-03-10 23:23:34,702 - davarocr - INFO - Epoch [4][270/541] lr: 1.521e-05, eta: 1:16:37, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0083, end_loss: 0.0091, loss: 0.0174, grad_norm: 4.4082 +2022-03-10 23:23:35,592 - davarocr - INFO - Epoch [4][275/541] lr: 1.525e-05, eta: 1:16:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0078, end_loss: 0.0138, loss: 0.0217, grad_norm: 4.4196 +2022-03-10 23:23:36,470 - davarocr - INFO - Epoch [4][280/541] lr: 1.529e-05, eta: 1:16:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0198, end_loss: 0.0213, loss: 0.0411, grad_norm: 4.4775 +2022-03-10 23:23:37,359 - davarocr - INFO - Epoch [4][285/541] lr: 1.533e-05, eta: 1:16:34, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0119, end_loss: 0.0104, loss: 0.0223, grad_norm: 4.5100 +2022-03-10 23:23:38,251 - davarocr - INFO - Epoch [4][290/541] lr: 1.537e-05, eta: 1:16:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0127, end_loss: 0.0105, loss: 0.0232, grad_norm: 4.4343 +2022-03-10 23:23:39,139 - davarocr - INFO - Epoch [4][295/541] lr: 1.541e-05, eta: 1:16:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0108, end_loss: 0.0127, loss: 0.0235, grad_norm: 4.5131 +2022-03-10 23:23:40,024 - davarocr - INFO - Epoch [4][300/541] lr: 1.545e-05, eta: 1:16:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0108, end_loss: 0.0104, loss: 0.0212, grad_norm: 4.3718 +2022-03-10 23:23:40,893 - davarocr - INFO - Epoch [4][305/541] lr: 1.549e-05, eta: 1:16:28, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0102, end_loss: 0.0097, loss: 0.0200, grad_norm: 4.3955 +2022-03-10 23:23:41,779 - davarocr - INFO - Epoch [4][310/541] lr: 1.553e-05, eta: 1:16:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0154, end_loss: 0.0155, loss: 0.0310, grad_norm: 4.3223 +2022-03-10 23:23:42,657 - davarocr - INFO - Epoch [4][315/541] lr: 1.557e-05, eta: 1:16:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0128, end_loss: 0.0111, loss: 0.0238, grad_norm: 4.3579 +2022-03-10 23:23:43,538 - davarocr - INFO - Epoch [4][320/541] lr: 1.561e-05, eta: 1:16:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0110, end_loss: 0.0112, loss: 0.0222, grad_norm: 4.3714 +2022-03-10 23:23:44,418 - davarocr - INFO - Epoch [4][325/541] lr: 1.565e-05, eta: 1:16:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0117, end_loss: 0.0110, loss: 0.0226, grad_norm: 4.3616 +2022-03-10 23:23:45,299 - davarocr - INFO - Epoch [4][330/541] lr: 1.569e-05, eta: 1:16:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0062, end_loss: 0.0057, loss: 0.0119, grad_norm: 4.3600 +2022-03-10 23:23:46,183 - davarocr - INFO - Epoch [4][335/541] lr: 1.573e-05, eta: 1:16:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0061, end_loss: 0.0108, loss: 0.0170, grad_norm: 4.3921 +2022-03-10 23:23:47,070 - davarocr - INFO - Epoch [4][340/541] lr: 1.577e-05, eta: 1:16:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0171, end_loss: 0.0145, loss: 0.0316, grad_norm: 4.4418 +2022-03-10 23:23:47,946 - davarocr - INFO - Epoch [4][345/541] lr: 1.581e-05, eta: 1:16:18, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0062, end_loss: 0.0054, loss: 0.0117, grad_norm: 4.1881 +2022-03-10 23:23:48,819 - davarocr - INFO - Epoch [4][350/541] lr: 1.585e-05, eta: 1:16:16, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0139, end_loss: 0.0140, loss: 0.0279, grad_norm: 4.2801 +2022-03-10 23:23:49,697 - davarocr - INFO - Epoch [4][355/541] lr: 1.589e-05, eta: 1:16:15, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0123, end_loss: 0.0127, loss: 0.0250, grad_norm: 4.3293 +2022-03-10 23:23:50,582 - davarocr - INFO - Epoch [4][360/541] lr: 1.593e-05, eta: 1:16:14, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0169, end_loss: 0.0221, loss: 0.0390, grad_norm: 4.3125 +2022-03-10 23:23:51,461 - davarocr - INFO - Epoch [4][365/541] lr: 1.597e-05, eta: 1:16:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0204, end_loss: 0.0198, loss: 0.0402, grad_norm: 4.2688 +2022-03-10 23:23:52,336 - davarocr - INFO - Epoch [4][370/541] lr: 1.601e-05, eta: 1:16:11, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0101, end_loss: 0.0117, loss: 0.0219, grad_norm: 4.2200 +2022-03-10 23:23:53,213 - davarocr - INFO - Epoch [4][375/541] lr: 1.605e-05, eta: 1:16:10, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0118, end_loss: 0.0068, loss: 0.0186, grad_norm: 4.1658 +2022-03-10 23:23:54,088 - davarocr - INFO - Epoch [4][380/541] lr: 1.609e-05, eta: 1:16:08, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0193, end_loss: 0.0140, loss: 0.0333, grad_norm: 4.3023 +2022-03-10 23:23:54,969 - davarocr - INFO - Epoch [4][385/541] lr: 1.613e-05, eta: 1:16:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0104, end_loss: 0.0092, loss: 0.0197, grad_norm: 4.2336 +2022-03-10 23:23:55,841 - davarocr - INFO - Epoch [4][390/541] lr: 1.617e-05, eta: 1:16:06, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0119, end_loss: 0.0089, loss: 0.0208, grad_norm: 4.2740 +2022-03-10 23:23:56,722 - davarocr - INFO - Epoch [4][395/541] lr: 1.621e-05, eta: 1:16:04, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0122, end_loss: 0.0129, loss: 0.0250, grad_norm: 4.2880 +2022-03-10 23:23:57,603 - davarocr - INFO - Epoch [4][400/541] lr: 1.625e-05, eta: 1:16:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0113, end_loss: 0.0116, loss: 0.0229, grad_norm: 4.3436 +2022-03-10 23:23:58,481 - davarocr - INFO - Epoch [4][405/541] lr: 1.629e-05, eta: 1:16:02, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0105, end_loss: 0.0109, loss: 0.0214, grad_norm: 4.2800 +2022-03-10 23:23:59,380 - davarocr - INFO - Epoch [4][410/541] lr: 1.633e-05, eta: 1:16:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0121, end_loss: 0.0112, loss: 0.0232, grad_norm: 4.3194 +2022-03-10 23:24:00,288 - davarocr - INFO - Epoch [4][415/541] lr: 1.637e-05, eta: 1:16:00, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0103, end_loss: 0.0056, loss: 0.0159, grad_norm: 4.2968 +2022-03-10 23:24:01,191 - davarocr - INFO - Epoch [4][420/541] lr: 1.641e-05, eta: 1:15:59, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0122, end_loss: 0.0137, loss: 0.0259, grad_norm: 4.4644 +2022-03-10 23:24:02,102 - davarocr - INFO - Epoch [4][425/541] lr: 1.645e-05, eta: 1:15:58, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0083, end_loss: 0.0062, loss: 0.0145, grad_norm: 4.3734 +2022-03-10 23:24:02,984 - davarocr - INFO - Epoch [4][430/541] lr: 1.649e-05, eta: 1:15:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0307, end_loss: 0.0263, loss: 0.0569, grad_norm: 4.4386 +2022-03-10 23:24:03,864 - davarocr - INFO - Epoch [4][435/541] lr: 1.653e-05, eta: 1:15:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0091, end_loss: 0.0093, loss: 0.0184, grad_norm: 4.3012 +2022-03-10 23:24:04,755 - davarocr - INFO - Epoch [4][440/541] lr: 1.657e-05, eta: 1:15:54, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0108, end_loss: 0.0098, loss: 0.0206, grad_norm: 4.3097 +2022-03-10 23:24:05,632 - davarocr - INFO - Epoch [4][445/541] lr: 1.661e-05, eta: 1:15:53, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0106, end_loss: 0.0089, loss: 0.0195, grad_norm: 4.3029 +2022-03-10 23:24:06,510 - davarocr - INFO - Epoch [4][450/541] lr: 1.665e-05, eta: 1:15:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0055, loss: 0.0108, grad_norm: 4.2790 +2022-03-10 23:24:07,401 - davarocr - INFO - Epoch [4][455/541] lr: 1.669e-05, eta: 1:15:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0075, end_loss: 0.0064, loss: 0.0139, grad_norm: 4.4389 +2022-03-10 23:24:08,280 - davarocr - INFO - Epoch [4][460/541] lr: 1.673e-05, eta: 1:15:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0074, end_loss: 0.0061, loss: 0.0136, grad_norm: 4.3294 +2022-03-10 23:24:09,158 - davarocr - INFO - Epoch [4][465/541] lr: 1.677e-05, eta: 1:15:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0162, end_loss: 0.0178, loss: 0.0339, grad_norm: 4.4648 +2022-03-10 23:24:10,043 - davarocr - INFO - Epoch [4][470/541] lr: 1.681e-05, eta: 1:15:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0086, end_loss: 0.0111, loss: 0.0197, grad_norm: 4.4534 +2022-03-10 23:24:10,927 - davarocr - INFO - Epoch [4][475/541] lr: 1.685e-05, eta: 1:15:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0132, end_loss: 0.0173, loss: 0.0306, grad_norm: 4.4882 +2022-03-10 23:24:11,799 - davarocr - INFO - Epoch [4][480/541] lr: 1.689e-05, eta: 1:15:44, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0102, end_loss: 0.0079, loss: 0.0181, grad_norm: 4.2541 +2022-03-10 23:24:12,680 - davarocr - INFO - Epoch [4][485/541] lr: 1.693e-05, eta: 1:15:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0093, end_loss: 0.0071, loss: 0.0164, grad_norm: 4.2931 +2022-03-10 23:24:13,557 - davarocr - INFO - Epoch [4][490/541] lr: 1.697e-05, eta: 1:15:41, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0113, end_loss: 0.0138, loss: 0.0251, grad_norm: 4.4381 +2022-03-10 23:24:14,461 - davarocr - INFO - Epoch [4][495/541] lr: 1.701e-05, eta: 1:15:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0097, end_loss: 0.0089, loss: 0.0185, grad_norm: 4.2540 +2022-03-10 23:24:15,343 - davarocr - INFO - Epoch [4][500/541] lr: 1.705e-05, eta: 1:15:39, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0079, end_loss: 0.0092, loss: 0.0172, grad_norm: 4.2664 +2022-03-10 23:24:16,222 - davarocr - INFO - Epoch [4][505/541] lr: 1.709e-05, eta: 1:15:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0122, end_loss: 0.0147, loss: 0.0269, grad_norm: 4.2705 +2022-03-10 23:24:17,094 - davarocr - INFO - Epoch [4][510/541] lr: 1.713e-05, eta: 1:15:36, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0078, end_loss: 0.0066, loss: 0.0144, grad_norm: 4.2719 +2022-03-10 23:24:17,981 - davarocr - INFO - Epoch [4][515/541] lr: 1.717e-05, eta: 1:15:35, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0167, end_loss: 0.0230, loss: 0.0397, grad_norm: 4.4009 +2022-03-10 23:24:18,863 - davarocr - INFO - Epoch [4][520/541] lr: 1.721e-05, eta: 1:15:34, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0160, end_loss: 0.0174, loss: 0.0334, grad_norm: 4.4669 +2022-03-10 23:24:19,741 - davarocr - INFO - Epoch [4][525/541] lr: 1.725e-05, eta: 1:15:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0142, end_loss: 0.0175, loss: 0.0317, grad_norm: 4.5247 +2022-03-10 23:24:20,622 - davarocr - INFO - Epoch [4][530/541] lr: 1.730e-05, eta: 1:15:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0145, end_loss: 0.0128, loss: 0.0273, grad_norm: 4.3405 +2022-03-10 23:24:21,514 - davarocr - INFO - Epoch [4][535/541] lr: 1.734e-05, eta: 1:15:30, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0223, end_loss: 0.0196, loss: 0.0419, grad_norm: 4.5679 +2022-03-10 23:24:22,398 - davarocr - INFO - Epoch [4][540/541] lr: 1.738e-05, eta: 1:15:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0105, end_loss: 0.0120, loss: 0.0225, grad_norm: 4.2390 +2022-03-10 23:24:36,324 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9107237189646064 +2022-03-10 23:24:36,325 - davarocr - INFO - current_metric 0.9107237189646064 is much better than previous best_metric 0.9089773335713011, saving best model ! +2022-03-10 23:24:36,325 - davarocr - INFO - Saving checkpoint at epoch_4.pth +2022-03-10 23:24:38,105 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:24:38,105 - davarocr - INFO - Epoch(val) [4][541] LOC: {'precision': 0.9323262839879154, 'recall': 0.9250599520383693, 'f1-score': 0.9286789046042733}, PER: {'precision': 0.9719745222929936, 'recall': 0.9437229437229437, 'f1-score': 0.9576404141826169}, MISC: {'precision': 0.7700258397932817, 'recall': 0.8490028490028491, 'f1-score': 0.8075880758807588}, ORG: {'precision': 0.880771478667446, 'recall': 0.9072847682119205, 'f1-score': 0.8938315539739028}, all: {'precision': 0.9057793345008757, 'recall': 0.9157223796033994, 'f1-score': 0.9107237189646064}, hmean: 0.9107 +2022-03-10 23:24:41,305 - davarocr - INFO - Epoch [5][5/541] lr: 1.670e-05, eta: 1:15:52, time: 0.638, data_time: 0.457, memory: 5192, start_loss: 0.0211, end_loss: 0.0207, loss: 0.0419, grad_norm: 4.2695 +2022-03-10 23:24:42,216 - davarocr - INFO - Epoch [5][10/541] lr: 1.674e-05, eta: 1:15:51, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0098, end_loss: 0.0160, loss: 0.0258, grad_norm: 4.1832 +2022-03-10 23:24:43,137 - davarocr - INFO - Epoch [5][15/541] lr: 1.677e-05, eta: 1:15:50, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0120, end_loss: 0.0144, loss: 0.0263, grad_norm: 4.1358 +2022-03-10 23:24:44,047 - davarocr - INFO - Epoch [5][20/541] lr: 1.681e-05, eta: 1:15:49, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0093, end_loss: 0.0083, loss: 0.0176, grad_norm: 4.2825 +2022-03-10 23:24:44,957 - davarocr - INFO - Epoch [5][25/541] lr: 1.685e-05, eta: 1:15:48, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0088, end_loss: 0.0067, loss: 0.0155, grad_norm: 4.0868 +2022-03-10 23:24:45,871 - davarocr - INFO - Epoch [5][30/541] lr: 1.689e-05, eta: 1:15:47, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0059, end_loss: 0.0078, loss: 0.0137, grad_norm: 4.1305 +2022-03-10 23:24:46,791 - davarocr - INFO - Epoch [5][35/541] lr: 1.693e-05, eta: 1:15:46, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0135, end_loss: 0.0096, loss: 0.0231, grad_norm: 4.2481 +2022-03-10 23:24:47,703 - davarocr - INFO - Epoch [5][40/541] lr: 1.697e-05, eta: 1:15:45, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0084, end_loss: 0.0079, loss: 0.0163, grad_norm: 4.1716 +2022-03-10 23:24:48,640 - davarocr - INFO - Epoch [5][45/541] lr: 1.701e-05, eta: 1:15:45, time: 0.187, data_time: 0.006, memory: 5192, start_loss: 0.0127, end_loss: 0.0042, loss: 0.0169, grad_norm: 4.2072 +2022-03-10 23:24:49,552 - davarocr - INFO - Epoch [5][50/541] lr: 1.704e-05, eta: 1:15:44, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0048, end_loss: 0.0088, loss: 0.0136, grad_norm: 4.2108 +2022-03-10 23:24:50,463 - davarocr - INFO - Epoch [5][55/541] lr: 1.708e-05, eta: 1:15:43, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0110, end_loss: 0.0074, loss: 0.0184, grad_norm: 4.2622 +2022-03-10 23:24:51,372 - davarocr - INFO - Epoch [5][60/541] lr: 1.712e-05, eta: 1:15:42, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0051, loss: 0.0080, grad_norm: 4.2597 +2022-03-10 23:24:52,312 - davarocr - INFO - Epoch [5][65/541] lr: 1.716e-05, eta: 1:15:41, time: 0.188, data_time: 0.007, memory: 5192, start_loss: 0.0084, end_loss: 0.0073, loss: 0.0157, grad_norm: 4.3819 +2022-03-10 23:24:53,227 - davarocr - INFO - Epoch [5][70/541] lr: 1.720e-05, eta: 1:15:40, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0089, end_loss: 0.0098, loss: 0.0187, grad_norm: 4.2989 +2022-03-10 23:24:54,140 - davarocr - INFO - Epoch [5][75/541] lr: 1.724e-05, eta: 1:15:39, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0120, end_loss: 0.0087, loss: 0.0207, grad_norm: 4.3636 +2022-03-10 23:24:55,060 - davarocr - INFO - Epoch [5][80/541] lr: 1.728e-05, eta: 1:15:39, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0078, end_loss: 0.0122, loss: 0.0200, grad_norm: 4.3298 +2022-03-10 23:24:55,972 - davarocr - INFO - Epoch [5][85/541] lr: 1.731e-05, eta: 1:15:38, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0077, end_loss: 0.0126, loss: 0.0204, grad_norm: 4.3093 +2022-03-10 23:24:56,892 - davarocr - INFO - Epoch [5][90/541] lr: 1.735e-05, eta: 1:15:37, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0083, loss: 0.0174, grad_norm: 4.2870 +2022-03-10 23:24:57,802 - davarocr - INFO - Epoch [5][95/541] lr: 1.739e-05, eta: 1:15:36, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0057, end_loss: 0.0044, loss: 0.0101, grad_norm: 4.3064 +2022-03-10 23:24:58,714 - davarocr - INFO - Epoch [5][100/541] lr: 1.743e-05, eta: 1:15:35, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0061, end_loss: 0.0072, loss: 0.0133, grad_norm: 4.3743 +2022-03-10 23:24:59,637 - davarocr - INFO - Epoch [5][105/541] lr: 1.747e-05, eta: 1:15:34, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0056, loss: 0.0111, grad_norm: 4.3175 +2022-03-10 23:25:00,548 - davarocr - INFO - Epoch [5][110/541] lr: 1.751e-05, eta: 1:15:33, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0069, end_loss: 0.0066, loss: 0.0136, grad_norm: 4.3796 +2022-03-10 23:25:01,457 - davarocr - INFO - Epoch [5][115/541] lr: 1.754e-05, eta: 1:15:32, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0111, end_loss: 0.0044, loss: 0.0155, grad_norm: 4.3650 +2022-03-10 23:25:02,366 - davarocr - INFO - Epoch [5][120/541] lr: 1.758e-05, eta: 1:15:31, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0056, end_loss: 0.0045, loss: 0.0101, grad_norm: 4.3441 +2022-03-10 23:25:03,278 - davarocr - INFO - Epoch [5][125/541] lr: 1.762e-05, eta: 1:15:30, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0063, end_loss: 0.0040, loss: 0.0103, grad_norm: 4.3433 +2022-03-10 23:25:04,191 - davarocr - INFO - Epoch [5][130/541] lr: 1.766e-05, eta: 1:15:29, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0114, end_loss: 0.0131, loss: 0.0245, grad_norm: 4.3768 +2022-03-10 23:25:05,100 - davarocr - INFO - Epoch [5][135/541] lr: 1.770e-05, eta: 1:15:28, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0052, end_loss: 0.0046, loss: 0.0097, grad_norm: 4.3334 +2022-03-10 23:25:06,021 - davarocr - INFO - Epoch [5][140/541] lr: 1.774e-05, eta: 1:15:27, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0056, end_loss: 0.0052, loss: 0.0109, grad_norm: 4.3830 +2022-03-10 23:25:06,932 - davarocr - INFO - Epoch [5][145/541] lr: 1.778e-05, eta: 1:15:26, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0061, end_loss: 0.0066, loss: 0.0128, grad_norm: 4.3647 +2022-03-10 23:25:07,845 - davarocr - INFO - Epoch [5][150/541] lr: 1.781e-05, eta: 1:15:25, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0079, loss: 0.0135, grad_norm: 4.3593 +2022-03-10 23:25:08,757 - davarocr - INFO - Epoch [5][155/541] lr: 1.785e-05, eta: 1:15:25, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0099, loss: 0.0150, grad_norm: 4.4010 +2022-03-10 23:25:09,669 - davarocr - INFO - Epoch [5][160/541] lr: 1.789e-05, eta: 1:15:24, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0062, end_loss: 0.0108, loss: 0.0170, grad_norm: 4.4249 +2022-03-10 23:25:10,579 - davarocr - INFO - Epoch [5][165/541] lr: 1.793e-05, eta: 1:15:23, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0163, end_loss: 0.0134, loss: 0.0297, grad_norm: 4.5573 +2022-03-10 23:25:11,489 - davarocr - INFO - Epoch [5][170/541] lr: 1.797e-05, eta: 1:15:22, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0072, end_loss: 0.0066, loss: 0.0139, grad_norm: 4.4037 +2022-03-10 23:25:12,417 - davarocr - INFO - Epoch [5][175/541] lr: 1.801e-05, eta: 1:15:21, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0050, loss: 0.0085, grad_norm: 4.4106 +2022-03-10 23:25:13,329 - davarocr - INFO - Epoch [5][180/541] lr: 1.805e-05, eta: 1:15:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0119, end_loss: 0.0067, loss: 0.0186, grad_norm: 4.3949 +2022-03-10 23:25:14,239 - davarocr - INFO - Epoch [5][185/541] lr: 1.808e-05, eta: 1:15:19, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0066, end_loss: 0.0073, loss: 0.0139, grad_norm: 4.5331 +2022-03-10 23:25:15,148 - davarocr - INFO - Epoch [5][190/541] lr: 1.812e-05, eta: 1:15:18, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0043, end_loss: 0.0101, loss: 0.0144, grad_norm: 4.4585 +2022-03-10 23:25:16,056 - davarocr - INFO - Epoch [5][195/541] lr: 1.816e-05, eta: 1:15:17, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0052, end_loss: 0.0070, loss: 0.0122, grad_norm: 4.4159 +2022-03-10 23:25:16,967 - davarocr - INFO - Epoch [5][200/541] lr: 1.820e-05, eta: 1:15:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0016, loss: 0.0058, grad_norm: 4.4115 +2022-03-10 23:25:17,880 - davarocr - INFO - Epoch [5][205/541] lr: 1.824e-05, eta: 1:15:15, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0113, end_loss: 0.0119, loss: 0.0232, grad_norm: 4.5833 +2022-03-10 23:25:18,783 - davarocr - INFO - Epoch [5][210/541] lr: 1.828e-05, eta: 1:15:14, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0049, end_loss: 0.0092, loss: 0.0141, grad_norm: 4.4712 +2022-03-10 23:25:19,689 - davarocr - INFO - Epoch [5][215/541] lr: 1.832e-05, eta: 1:15:13, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0061, end_loss: 0.0091, loss: 0.0152, grad_norm: 4.4393 +2022-03-10 23:25:20,599 - davarocr - INFO - Epoch [5][220/541] lr: 1.835e-05, eta: 1:15:12, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0115, end_loss: 0.0127, loss: 0.0243, grad_norm: 4.4036 +2022-03-10 23:25:21,505 - davarocr - INFO - Epoch [5][225/541] lr: 1.839e-05, eta: 1:15:11, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0066, end_loss: 0.0093, loss: 0.0159, grad_norm: 4.3879 +2022-03-10 23:25:22,415 - davarocr - INFO - Epoch [5][230/541] lr: 1.843e-05, eta: 1:15:10, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0121, end_loss: 0.0128, loss: 0.0249, grad_norm: 4.4041 +2022-03-10 23:25:23,326 - davarocr - INFO - Epoch [5][235/541] lr: 1.847e-05, eta: 1:15:09, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0061, end_loss: 0.0072, loss: 0.0132, grad_norm: 4.3823 +2022-03-10 23:25:24,228 - davarocr - INFO - Epoch [5][240/541] lr: 1.851e-05, eta: 1:15:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0184, end_loss: 0.0161, loss: 0.0345, grad_norm: 4.5094 +2022-03-10 23:25:25,137 - davarocr - INFO - Epoch [5][245/541] lr: 1.855e-05, eta: 1:15:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0070, end_loss: 0.0084, loss: 0.0154, grad_norm: 4.3689 +2022-03-10 23:25:26,050 - davarocr - INFO - Epoch [5][250/541] lr: 1.858e-05, eta: 1:15:06, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0110, end_loss: 0.0111, loss: 0.0221, grad_norm: 4.4256 +2022-03-10 23:25:26,971 - davarocr - INFO - Epoch [5][255/541] lr: 1.862e-05, eta: 1:15:05, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0111, end_loss: 0.0121, loss: 0.0233, grad_norm: 4.6139 +2022-03-10 23:25:27,881 - davarocr - INFO - Epoch [5][260/541] lr: 1.866e-05, eta: 1:15:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0080, end_loss: 0.0104, loss: 0.0185, grad_norm: 4.3657 +2022-03-10 23:25:28,793 - davarocr - INFO - Epoch [5][265/541] lr: 1.870e-05, eta: 1:15:03, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0062, loss: 0.0093, grad_norm: 4.2914 +2022-03-10 23:25:29,704 - davarocr - INFO - Epoch [5][270/541] lr: 1.874e-05, eta: 1:15:03, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0099, end_loss: 0.0114, loss: 0.0214, grad_norm: 4.3137 +2022-03-10 23:25:30,615 - davarocr - INFO - Epoch [5][275/541] lr: 1.878e-05, eta: 1:15:02, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0103, end_loss: 0.0107, loss: 0.0211, grad_norm: 4.3531 +2022-03-10 23:25:31,524 - davarocr - INFO - Epoch [5][280/541] lr: 1.882e-05, eta: 1:15:01, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0080, end_loss: 0.0075, loss: 0.0155, grad_norm: 4.3385 +2022-03-10 23:25:32,440 - davarocr - INFO - Epoch [5][285/541] lr: 1.885e-05, eta: 1:15:00, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0040, end_loss: 0.0072, loss: 0.0112, grad_norm: 4.3492 +2022-03-10 23:25:33,349 - davarocr - INFO - Epoch [5][290/541] lr: 1.889e-05, eta: 1:14:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0148, loss: 0.0188, grad_norm: 4.3750 +2022-03-10 23:25:34,275 - davarocr - INFO - Epoch [5][295/541] lr: 1.893e-05, eta: 1:14:58, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0070, end_loss: 0.0050, loss: 0.0120, grad_norm: 4.3869 +2022-03-10 23:25:35,178 - davarocr - INFO - Epoch [5][300/541] lr: 1.897e-05, eta: 1:14:57, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0047, end_loss: 0.0065, loss: 0.0112, grad_norm: 4.3729 +2022-03-10 23:25:36,084 - davarocr - INFO - Epoch [5][305/541] lr: 1.901e-05, eta: 1:14:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0047, end_loss: 0.0048, loss: 0.0095, grad_norm: 4.3713 +2022-03-10 23:25:37,003 - davarocr - INFO - Epoch [5][310/541] lr: 1.905e-05, eta: 1:14:55, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0042, end_loss: 0.0077, loss: 0.0119, grad_norm: 4.3941 +2022-03-10 23:25:37,915 - davarocr - INFO - Epoch [5][315/541] lr: 1.909e-05, eta: 1:14:54, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0103, end_loss: 0.0087, loss: 0.0190, grad_norm: 4.4814 +2022-03-10 23:25:38,826 - davarocr - INFO - Epoch [5][320/541] lr: 1.912e-05, eta: 1:14:53, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0097, end_loss: 0.0098, loss: 0.0195, grad_norm: 4.4285 +2022-03-10 23:25:39,740 - davarocr - INFO - Epoch [5][325/541] lr: 1.916e-05, eta: 1:14:52, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0069, end_loss: 0.0087, loss: 0.0156, grad_norm: 4.5743 +2022-03-10 23:25:40,646 - davarocr - INFO - Epoch [5][330/541] lr: 1.920e-05, eta: 1:14:51, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0054, end_loss: 0.0050, loss: 0.0104, grad_norm: 4.4537 +2022-03-10 23:25:41,552 - davarocr - INFO - Epoch [5][335/541] lr: 1.924e-05, eta: 1:14:50, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0144, end_loss: 0.0076, loss: 0.0219, grad_norm: 4.4869 +2022-03-10 23:25:42,457 - davarocr - INFO - Epoch [5][340/541] lr: 1.928e-05, eta: 1:14:49, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0098, end_loss: 0.0051, loss: 0.0149, grad_norm: 4.4322 +2022-03-10 23:25:43,360 - davarocr - INFO - Epoch [5][345/541] lr: 1.932e-05, eta: 1:14:48, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0101, end_loss: 0.0124, loss: 0.0225, grad_norm: 4.7020 +2022-03-10 23:25:44,266 - davarocr - INFO - Epoch [5][350/541] lr: 1.935e-05, eta: 1:14:47, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0079, end_loss: 0.0062, loss: 0.0141, grad_norm: 4.4600 +2022-03-10 23:25:45,177 - davarocr - INFO - Epoch [5][355/541] lr: 1.939e-05, eta: 1:14:46, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0060, end_loss: 0.0059, loss: 0.0119, grad_norm: 4.4325 +2022-03-10 23:25:46,082 - davarocr - INFO - Epoch [5][360/541] lr: 1.943e-05, eta: 1:14:45, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0088, end_loss: 0.0045, loss: 0.0132, grad_norm: 4.4118 +2022-03-10 23:25:46,984 - davarocr - INFO - Epoch [5][365/541] lr: 1.947e-05, eta: 1:14:44, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0128, end_loss: 0.0101, loss: 0.0229, grad_norm: 4.4913 +2022-03-10 23:25:47,873 - davarocr - INFO - Epoch [5][370/541] lr: 1.951e-05, eta: 1:14:43, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0062, end_loss: 0.0060, loss: 0.0122, grad_norm: 4.4136 +2022-03-10 23:25:48,755 - davarocr - INFO - Epoch [5][375/541] lr: 1.955e-05, eta: 1:14:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0108, end_loss: 0.0072, loss: 0.0180, grad_norm: 4.4122 +2022-03-10 23:25:49,632 - davarocr - INFO - Epoch [5][380/541] lr: 1.959e-05, eta: 1:14:41, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0075, loss: 0.0126, grad_norm: 4.5357 +2022-03-10 23:25:50,510 - davarocr - INFO - Epoch [5][385/541] lr: 1.962e-05, eta: 1:14:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0067, end_loss: 0.0093, loss: 0.0160, grad_norm: 4.5011 +2022-03-10 23:25:51,381 - davarocr - INFO - Epoch [5][390/541] lr: 1.966e-05, eta: 1:14:38, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0072, end_loss: 0.0074, loss: 0.0146, grad_norm: 4.4554 +2022-03-10 23:25:52,270 - davarocr - INFO - Epoch [5][395/541] lr: 1.970e-05, eta: 1:14:37, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0041, end_loss: 0.0037, loss: 0.0078, grad_norm: 4.4831 +2022-03-10 23:25:53,156 - davarocr - INFO - Epoch [5][400/541] lr: 1.974e-05, eta: 1:14:36, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0150, end_loss: 0.0109, loss: 0.0259, grad_norm: 4.5875 +2022-03-10 23:25:54,034 - davarocr - INFO - Epoch [5][405/541] lr: 1.978e-05, eta: 1:14:34, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0097, end_loss: 0.0070, loss: 0.0167, grad_norm: 4.5986 +2022-03-10 23:25:54,923 - davarocr - INFO - Epoch [5][410/541] lr: 1.982e-05, eta: 1:14:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0083, end_loss: 0.0121, loss: 0.0204, grad_norm: 4.6002 +2022-03-10 23:25:55,815 - davarocr - INFO - Epoch [5][415/541] lr: 1.986e-05, eta: 1:14:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0096, end_loss: 0.0140, loss: 0.0236, grad_norm: 4.5684 +2022-03-10 23:25:56,696 - davarocr - INFO - Epoch [5][420/541] lr: 1.989e-05, eta: 1:14:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0087, loss: 0.0179, grad_norm: 4.5276 +2022-03-10 23:25:57,578 - davarocr - INFO - Epoch [5][425/541] lr: 1.993e-05, eta: 1:14:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0110, loss: 0.0178, grad_norm: 4.6191 +2022-03-10 23:25:58,457 - davarocr - INFO - Epoch [5][430/541] lr: 1.997e-05, eta: 1:14:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0095, end_loss: 0.0102, loss: 0.0196, grad_norm: 4.7186 +2022-03-10 23:25:59,347 - davarocr - INFO - Epoch [5][435/541] lr: 2.001e-05, eta: 1:14:27, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0075, end_loss: 0.0079, loss: 0.0154, grad_norm: 4.5968 +2022-03-10 23:26:00,232 - davarocr - INFO - Epoch [5][440/541] lr: 2.005e-05, eta: 1:14:26, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0097, end_loss: 0.0135, loss: 0.0232, grad_norm: 4.5470 +2022-03-10 23:26:01,107 - davarocr - INFO - Epoch [5][445/541] lr: 2.009e-05, eta: 1:14:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0134, end_loss: 0.0140, loss: 0.0275, grad_norm: 4.6209 +2022-03-10 23:26:01,982 - davarocr - INFO - Epoch [5][450/541] lr: 2.012e-05, eta: 1:14:24, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0116, end_loss: 0.0086, loss: 0.0202, grad_norm: 4.4914 +2022-03-10 23:26:02,875 - davarocr - INFO - Epoch [5][455/541] lr: 2.016e-05, eta: 1:14:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0067, end_loss: 0.0092, loss: 0.0159, grad_norm: 4.4922 +2022-03-10 23:26:03,752 - davarocr - INFO - Epoch [5][460/541] lr: 2.020e-05, eta: 1:14:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0071, end_loss: 0.0078, loss: 0.0148, grad_norm: 4.6262 +2022-03-10 23:26:04,635 - davarocr - INFO - Epoch [5][465/541] lr: 2.024e-05, eta: 1:14:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0064, end_loss: 0.0079, loss: 0.0143, grad_norm: 4.5461 +2022-03-10 23:26:05,524 - davarocr - INFO - Epoch [5][470/541] lr: 2.028e-05, eta: 1:14:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0101, loss: 0.0150, grad_norm: 4.5834 +2022-03-10 23:26:06,413 - davarocr - INFO - Epoch [5][475/541] lr: 2.032e-05, eta: 1:14:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0119, end_loss: 0.0133, loss: 0.0252, grad_norm: 4.6791 +2022-03-10 23:26:07,288 - davarocr - INFO - Epoch [5][480/541] lr: 2.036e-05, eta: 1:14:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0090, loss: 0.0182, grad_norm: 4.6027 +2022-03-10 23:26:08,170 - davarocr - INFO - Epoch [5][485/541] lr: 2.039e-05, eta: 1:14:15, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0081, end_loss: 0.0073, loss: 0.0155, grad_norm: 4.5726 +2022-03-10 23:26:09,043 - davarocr - INFO - Epoch [5][490/541] lr: 2.043e-05, eta: 1:14:14, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0111, end_loss: 0.0102, loss: 0.0213, grad_norm: 4.5924 +2022-03-10 23:26:09,921 - davarocr - INFO - Epoch [5][495/541] lr: 2.047e-05, eta: 1:14:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0080, end_loss: 0.0057, loss: 0.0137, grad_norm: 4.6122 +2022-03-10 23:26:10,812 - davarocr - INFO - Epoch [5][500/541] lr: 2.051e-05, eta: 1:14:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0059, end_loss: 0.0072, loss: 0.0131, grad_norm: 4.6004 +2022-03-10 23:26:11,695 - davarocr - INFO - Epoch [5][505/541] lr: 2.055e-05, eta: 1:14:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0108, end_loss: 0.0102, loss: 0.0210, grad_norm: 4.5940 +2022-03-10 23:26:12,583 - davarocr - INFO - Epoch [5][510/541] lr: 2.059e-05, eta: 1:14:09, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0041, end_loss: 0.0045, loss: 0.0086, grad_norm: 4.5732 +2022-03-10 23:26:13,467 - davarocr - INFO - Epoch [5][515/541] lr: 2.063e-05, eta: 1:14:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0086, end_loss: 0.0085, loss: 0.0171, grad_norm: 4.7205 +2022-03-10 23:26:14,348 - davarocr - INFO - Epoch [5][520/541] lr: 2.066e-05, eta: 1:14:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0039, loss: 0.0069, grad_norm: 4.5237 +2022-03-10 23:26:15,227 - davarocr - INFO - Epoch [5][525/541] lr: 2.070e-05, eta: 1:14:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0044, end_loss: 0.0073, loss: 0.0117, grad_norm: 4.6038 +2022-03-10 23:26:16,109 - davarocr - INFO - Epoch [5][530/541] lr: 2.074e-05, eta: 1:14:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0087, end_loss: 0.0053, loss: 0.0140, grad_norm: 4.5810 +2022-03-10 23:26:16,993 - davarocr - INFO - Epoch [5][535/541] lr: 2.078e-05, eta: 1:14:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0070, end_loss: 0.0077, loss: 0.0147, grad_norm: 4.5058 +2022-03-10 23:26:17,887 - davarocr - INFO - Epoch [5][540/541] lr: 2.082e-05, eta: 1:14:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0060, loss: 0.0094, grad_norm: 4.5063 +2022-03-10 23:26:31,771 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.9107237189646064 +2022-03-10 23:26:31,772 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:26:31,772 - davarocr - INFO - Epoch(val) [5][541] LOC: {'precision': 0.9467821782178217, 'recall': 0.9172661870503597, 'f1-score': 0.9317904993909865}, PER: {'precision': 0.9738732854343566, 'recall': 0.922077922077922, 'f1-score': 0.9472681067344345}, MISC: {'precision': 0.8517964071856288, 'recall': 0.8105413105413105, 'f1-score': 0.8306569343065694}, ORG: {'precision': 0.8544339096486335, 'recall': 0.9223359422034919, 'f1-score': 0.8870874348581355}, all: {'precision': 0.9133380884450785, 'recall': 0.9068696883852692, 'f1-score': 0.9100923951670221}, hmean: 0.9101 +2022-03-10 23:26:35,174 - davarocr - INFO - Epoch [6][5/541] lr: 2.003e-05, eta: 1:14:22, time: 0.679, data_time: 0.490, memory: 5192, start_loss: 0.0025, end_loss: 0.0064, loss: 0.0089, grad_norm: 4.5747 +2022-03-10 23:26:36,067 - davarocr - INFO - Epoch [6][10/541] lr: 2.007e-05, eta: 1:14:21, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0024, loss: 0.0043, grad_norm: 4.5092 +2022-03-10 23:26:36,941 - davarocr - INFO - Epoch [6][15/541] lr: 2.010e-05, eta: 1:14:19, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0093, end_loss: 0.0121, loss: 0.0214, grad_norm: 4.7486 +2022-03-10 23:26:37,826 - davarocr - INFO - Epoch [6][20/541] lr: 2.014e-05, eta: 1:14:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0064, loss: 0.0110, grad_norm: 4.4760 +2022-03-10 23:26:38,727 - davarocr - INFO - Epoch [6][25/541] lr: 2.018e-05, eta: 1:14:17, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0067, end_loss: 0.0064, loss: 0.0131, grad_norm: 4.5822 +2022-03-10 23:26:39,604 - davarocr - INFO - Epoch [6][30/541] lr: 2.021e-05, eta: 1:14:16, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0036, end_loss: 0.0031, loss: 0.0067, grad_norm: 4.4869 +2022-03-10 23:26:40,488 - davarocr - INFO - Epoch [6][35/541] lr: 2.025e-05, eta: 1:14:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0091, end_loss: 0.0050, loss: 0.0142, grad_norm: 4.4993 +2022-03-10 23:26:41,356 - davarocr - INFO - Epoch [6][40/541] lr: 2.029e-05, eta: 1:14:13, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0019, loss: 0.0047, grad_norm: 4.5014 +2022-03-10 23:26:42,245 - davarocr - INFO - Epoch [6][45/541] lr: 2.033e-05, eta: 1:14:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0077, end_loss: 0.0031, loss: 0.0108, grad_norm: 4.5141 +2022-03-10 23:26:43,128 - davarocr - INFO - Epoch [6][50/541] lr: 2.036e-05, eta: 1:14:11, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0016, loss: 0.0041, grad_norm: 4.5255 +2022-03-10 23:26:44,029 - davarocr - INFO - Epoch [6][55/541] lr: 2.040e-05, eta: 1:14:10, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0073, end_loss: 0.0087, loss: 0.0161, grad_norm: 4.6146 +2022-03-10 23:26:44,909 - davarocr - INFO - Epoch [6][60/541] lr: 2.044e-05, eta: 1:14:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0083, end_loss: 0.0076, loss: 0.0159, grad_norm: 4.6231 +2022-03-10 23:26:45,793 - davarocr - INFO - Epoch [6][65/541] lr: 2.047e-05, eta: 1:14:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0044, loss: 0.0097, grad_norm: 4.5924 +2022-03-10 23:26:46,674 - davarocr - INFO - Epoch [6][70/541] lr: 2.051e-05, eta: 1:14:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0113, loss: 0.0181, grad_norm: 4.6310 +2022-03-10 23:26:47,556 - davarocr - INFO - Epoch [6][75/541] lr: 2.055e-05, eta: 1:14:05, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0043, end_loss: 0.0045, loss: 0.0088, grad_norm: 4.5051 +2022-03-10 23:26:48,451 - davarocr - INFO - Epoch [6][80/541] lr: 2.058e-05, eta: 1:14:04, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0077, loss: 0.0131, grad_norm: 4.5686 +2022-03-10 23:26:49,333 - davarocr - INFO - Epoch [6][85/541] lr: 2.062e-05, eta: 1:14:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0120, loss: 0.0166, grad_norm: 4.5078 +2022-03-10 23:26:50,232 - davarocr - INFO - Epoch [6][90/541] lr: 2.066e-05, eta: 1:14:02, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0061, end_loss: 0.0039, loss: 0.0100, grad_norm: 4.4498 +2022-03-10 23:26:51,118 - davarocr - INFO - Epoch [6][95/541] lr: 2.070e-05, eta: 1:14:01, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0064, end_loss: 0.0052, loss: 0.0115, grad_norm: 4.5078 +2022-03-10 23:26:52,007 - davarocr - INFO - Epoch [6][100/541] lr: 2.073e-05, eta: 1:13:59, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0063, end_loss: 0.0069, loss: 0.0132, grad_norm: 4.4283 +2022-03-10 23:26:52,889 - davarocr - INFO - Epoch [6][105/541] lr: 2.077e-05, eta: 1:13:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0054, loss: 0.0103, grad_norm: 4.5467 +2022-03-10 23:26:53,769 - davarocr - INFO - Epoch [6][110/541] lr: 2.081e-05, eta: 1:13:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0040, loss: 0.0075, grad_norm: 4.3322 +2022-03-10 23:26:54,649 - davarocr - INFO - Epoch [6][115/541] lr: 2.084e-05, eta: 1:13:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0075, loss: 0.0124, grad_norm: 4.3527 +2022-03-10 23:26:55,532 - davarocr - INFO - Epoch [6][120/541] lr: 2.088e-05, eta: 1:13:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0030, loss: 0.0076, grad_norm: 4.3753 +2022-03-10 23:26:56,417 - davarocr - INFO - Epoch [6][125/541] lr: 2.092e-05, eta: 1:13:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0023, loss: 0.0038, grad_norm: 4.3567 +2022-03-10 23:26:57,296 - davarocr - INFO - Epoch [6][130/541] lr: 2.095e-05, eta: 1:13:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0044, loss: 0.0068, grad_norm: 4.3678 +2022-03-10 23:26:58,178 - davarocr - INFO - Epoch [6][135/541] lr: 2.099e-05, eta: 1:13:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0104, loss: 0.0196, grad_norm: 4.4786 +2022-03-10 23:26:59,089 - davarocr - INFO - Epoch [6][140/541] lr: 2.103e-05, eta: 1:13:50, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0047, end_loss: 0.0036, loss: 0.0082, grad_norm: 4.3932 +2022-03-10 23:26:59,971 - davarocr - INFO - Epoch [6][145/541] lr: 2.106e-05, eta: 1:13:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0047, end_loss: 0.0072, loss: 0.0119, grad_norm: 4.4190 +2022-03-10 23:27:00,857 - davarocr - INFO - Epoch [6][150/541] lr: 2.110e-05, eta: 1:13:48, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0080, end_loss: 0.0057, loss: 0.0137, grad_norm: 4.4487 +2022-03-10 23:27:01,744 - davarocr - INFO - Epoch [6][155/541] lr: 2.114e-05, eta: 1:13:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0053, loss: 0.0074, grad_norm: 4.4214 +2022-03-10 23:27:02,623 - davarocr - INFO - Epoch [6][160/541] lr: 2.118e-05, eta: 1:13:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0046, loss: 0.0095, grad_norm: 4.4126 +2022-03-10 23:27:03,513 - davarocr - INFO - Epoch [6][165/541] lr: 2.121e-05, eta: 1:13:44, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0121, end_loss: 0.0074, loss: 0.0195, grad_norm: 4.4527 +2022-03-10 23:27:04,391 - davarocr - INFO - Epoch [6][170/541] lr: 2.125e-05, eta: 1:13:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0047, loss: 0.0089, grad_norm: 4.4147 +2022-03-10 23:27:05,281 - davarocr - INFO - Epoch [6][175/541] lr: 2.129e-05, eta: 1:13:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0047, end_loss: 0.0042, loss: 0.0089, grad_norm: 4.4460 +2022-03-10 23:27:06,159 - davarocr - INFO - Epoch [6][180/541] lr: 2.132e-05, eta: 1:13:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0068, loss: 0.0108, grad_norm: 4.4252 +2022-03-10 23:27:07,044 - davarocr - INFO - Epoch [6][185/541] lr: 2.136e-05, eta: 1:13:39, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0077, end_loss: 0.0088, loss: 0.0165, grad_norm: 4.4635 +2022-03-10 23:27:07,923 - davarocr - INFO - Epoch [6][190/541] lr: 2.140e-05, eta: 1:13:38, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0058, end_loss: 0.0043, loss: 0.0100, grad_norm: 4.4658 +2022-03-10 23:27:08,812 - davarocr - INFO - Epoch [6][195/541] lr: 2.143e-05, eta: 1:13:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0097, end_loss: 0.0088, loss: 0.0186, grad_norm: 4.4216 +2022-03-10 23:27:09,692 - davarocr - INFO - Epoch [6][200/541] lr: 2.147e-05, eta: 1:13:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0071, loss: 0.0121, grad_norm: 4.3885 +2022-03-10 23:27:10,573 - davarocr - INFO - Epoch [6][205/541] lr: 2.151e-05, eta: 1:13:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0037, end_loss: 0.0035, loss: 0.0072, grad_norm: 4.3962 +2022-03-10 23:27:11,460 - davarocr - INFO - Epoch [6][210/541] lr: 2.155e-05, eta: 1:13:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0033, loss: 0.0082, grad_norm: 4.4223 +2022-03-10 23:27:12,349 - davarocr - INFO - Epoch [6][215/541] lr: 2.158e-05, eta: 1:13:32, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0057, end_loss: 0.0061, loss: 0.0118, grad_norm: 4.4979 +2022-03-10 23:27:13,232 - davarocr - INFO - Epoch [6][220/541] lr: 2.162e-05, eta: 1:13:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0048, loss: 0.0094, grad_norm: 4.4106 +2022-03-10 23:27:14,107 - davarocr - INFO - Epoch [6][225/541] lr: 2.166e-05, eta: 1:13:30, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0086, end_loss: 0.0083, loss: 0.0169, grad_norm: 4.4248 +2022-03-10 23:27:15,014 - davarocr - INFO - Epoch [6][230/541] lr: 2.169e-05, eta: 1:13:29, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0083, end_loss: 0.0057, loss: 0.0140, grad_norm: 4.4516 +2022-03-10 23:27:15,891 - davarocr - INFO - Epoch [6][235/541] lr: 2.173e-05, eta: 1:13:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0070, loss: 0.0115, grad_norm: 4.4533 +2022-03-10 23:27:16,777 - davarocr - INFO - Epoch [6][240/541] lr: 2.177e-05, eta: 1:13:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0066, loss: 0.0098, grad_norm: 4.4340 +2022-03-10 23:27:17,664 - davarocr - INFO - Epoch [6][245/541] lr: 2.180e-05, eta: 1:13:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0077, loss: 0.0122, grad_norm: 4.4234 +2022-03-10 23:27:18,545 - davarocr - INFO - Epoch [6][250/541] lr: 2.184e-05, eta: 1:13:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0093, loss: 0.0140, grad_norm: 4.6416 +2022-03-10 23:27:19,424 - davarocr - INFO - Epoch [6][255/541] lr: 2.188e-05, eta: 1:13:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0044, loss: 0.0079, grad_norm: 4.5003 +2022-03-10 23:27:20,298 - davarocr - INFO - Epoch [6][260/541] lr: 2.192e-05, eta: 1:13:22, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0059, end_loss: 0.0100, loss: 0.0158, grad_norm: 4.4158 +2022-03-10 23:27:21,176 - davarocr - INFO - Epoch [6][265/541] lr: 2.195e-05, eta: 1:13:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0033, end_loss: 0.0022, loss: 0.0055, grad_norm: 4.3708 +2022-03-10 23:27:22,051 - davarocr - INFO - Epoch [6][270/541] lr: 2.199e-05, eta: 1:13:19, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0022, loss: 0.0042, grad_norm: 4.3744 +2022-03-10 23:27:22,936 - davarocr - INFO - Epoch [6][275/541] lr: 2.203e-05, eta: 1:13:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0062, end_loss: 0.0068, loss: 0.0131, grad_norm: 4.4287 +2022-03-10 23:27:23,825 - davarocr - INFO - Epoch [6][280/541] lr: 2.206e-05, eta: 1:13:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0084, end_loss: 0.0074, loss: 0.0158, grad_norm: 4.4831 +2022-03-10 23:27:24,708 - davarocr - INFO - Epoch [6][285/541] lr: 2.210e-05, eta: 1:13:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0067, end_loss: 0.0038, loss: 0.0106, grad_norm: 4.4624 +2022-03-10 23:27:25,584 - davarocr - INFO - Epoch [6][290/541] lr: 2.214e-05, eta: 1:13:15, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0060, end_loss: 0.0078, loss: 0.0138, grad_norm: 4.4339 +2022-03-10 23:27:26,461 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:27:26,461 - davarocr - INFO - Epoch [6][295/541] lr: 2.217e-05, eta: 1:13:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0051, loss: 0.0097, grad_norm: 4.4074 +2022-03-10 23:27:27,348 - davarocr - INFO - Epoch [6][300/541] lr: 2.221e-05, eta: 1:13:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0086, end_loss: 0.0097, loss: 0.0183, grad_norm: 4.5338 +2022-03-10 23:27:28,229 - davarocr - INFO - Epoch [6][305/541] lr: 2.225e-05, eta: 1:13:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0048, end_loss: 0.0056, loss: 0.0104, grad_norm: 4.4662 +2022-03-10 23:27:29,111 - davarocr - INFO - Epoch [6][310/541] lr: 2.228e-05, eta: 1:13:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0135, end_loss: 0.0035, loss: 0.0169, grad_norm: 4.4458 +2022-03-10 23:27:29,978 - davarocr - INFO - Epoch [6][315/541] lr: 2.232e-05, eta: 1:13:09, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0103, end_loss: 0.0039, loss: 0.0142, grad_norm: 4.6820 +2022-03-10 23:27:30,859 - davarocr - INFO - Epoch [6][320/541] lr: 2.236e-05, eta: 1:13:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0062, loss: 0.0100, grad_norm: 4.3775 +2022-03-10 23:27:31,742 - davarocr - INFO - Epoch [6][325/541] lr: 2.240e-05, eta: 1:13:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0106, end_loss: 0.0062, loss: 0.0167, grad_norm: 4.4776 +2022-03-10 23:27:32,628 - davarocr - INFO - Epoch [6][330/541] lr: 2.243e-05, eta: 1:13:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0090, end_loss: 0.0088, loss: 0.0178, grad_norm: 4.4320 +2022-03-10 23:27:33,516 - davarocr - INFO - Epoch [6][335/541] lr: 2.247e-05, eta: 1:13:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0051, end_loss: 0.0050, loss: 0.0102, grad_norm: 4.5053 +2022-03-10 23:27:34,399 - davarocr - INFO - Epoch [6][340/541] lr: 2.251e-05, eta: 1:13:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0061, loss: 0.0115, grad_norm: 4.4091 +2022-03-10 23:27:35,291 - davarocr - INFO - Epoch [6][345/541] lr: 2.254e-05, eta: 1:13:02, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0018, loss: 0.0064, grad_norm: 4.3850 +2022-03-10 23:27:36,177 - davarocr - INFO - Epoch [6][350/541] lr: 2.258e-05, eta: 1:13:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0057, loss: 0.0095, grad_norm: 4.3954 +2022-03-10 23:27:37,061 - davarocr - INFO - Epoch [6][355/541] lr: 2.262e-05, eta: 1:13:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0083, end_loss: 0.0070, loss: 0.0153, grad_norm: 4.4758 +2022-03-10 23:27:37,962 - davarocr - INFO - Epoch [6][360/541] lr: 2.265e-05, eta: 1:12:59, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0085, end_loss: 0.0133, loss: 0.0218, grad_norm: 4.4124 +2022-03-10 23:27:38,846 - davarocr - INFO - Epoch [6][365/541] lr: 2.269e-05, eta: 1:12:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0100, end_loss: 0.0070, loss: 0.0169, grad_norm: 4.4485 +2022-03-10 23:27:39,791 - davarocr - INFO - Epoch [6][370/541] lr: 2.273e-05, eta: 1:12:57, time: 0.188, data_time: 0.014, memory: 5192, start_loss: 0.0060, end_loss: 0.0085, loss: 0.0145, grad_norm: 4.4323 +2022-03-10 23:27:40,685 - davarocr - INFO - Epoch [6][375/541] lr: 2.277e-05, eta: 1:12:56, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0033, loss: 0.0059, grad_norm: 4.3314 +2022-03-10 23:27:41,581 - davarocr - INFO - Epoch [6][380/541] lr: 2.280e-05, eta: 1:12:55, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0079, end_loss: 0.0063, loss: 0.0142, grad_norm: 4.3731 +2022-03-10 23:27:42,487 - davarocr - INFO - Epoch [6][385/541] lr: 2.284e-05, eta: 1:12:54, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0072, end_loss: 0.0088, loss: 0.0160, grad_norm: 4.2520 +2022-03-10 23:27:43,361 - davarocr - INFO - Epoch [6][390/541] lr: 2.288e-05, eta: 1:12:53, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0097, end_loss: 0.0095, loss: 0.0193, grad_norm: 4.3461 +2022-03-10 23:27:44,249 - davarocr - INFO - Epoch [6][395/541] lr: 2.291e-05, eta: 1:12:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0079, end_loss: 0.0062, loss: 0.0140, grad_norm: 4.1634 +2022-03-10 23:27:45,141 - davarocr - INFO - Epoch [6][400/541] lr: 2.295e-05, eta: 1:12:51, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0064, end_loss: 0.0094, loss: 0.0158, grad_norm: 4.1934 +2022-03-10 23:27:46,024 - davarocr - INFO - Epoch [6][405/541] lr: 2.299e-05, eta: 1:12:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0057, end_loss: 0.0068, loss: 0.0125, grad_norm: 4.1076 +2022-03-10 23:27:46,905 - davarocr - INFO - Epoch [6][410/541] lr: 2.302e-05, eta: 1:12:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0034, end_loss: 0.0069, loss: 0.0103, grad_norm: 4.1161 +2022-03-10 23:27:47,794 - davarocr - INFO - Epoch [6][415/541] lr: 2.306e-05, eta: 1:12:47, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0053, end_loss: 0.0060, loss: 0.0113, grad_norm: 4.0722 +2022-03-10 23:27:48,678 - davarocr - INFO - Epoch [6][420/541] lr: 2.310e-05, eta: 1:12:46, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0051, end_loss: 0.0091, loss: 0.0141, grad_norm: 4.2035 +2022-03-10 23:27:49,566 - davarocr - INFO - Epoch [6][425/541] lr: 2.314e-05, eta: 1:12:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0059, end_loss: 0.0026, loss: 0.0085, grad_norm: 4.1803 +2022-03-10 23:27:50,449 - davarocr - INFO - Epoch [6][430/541] lr: 2.317e-05, eta: 1:12:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0024, loss: 0.0055, grad_norm: 4.1136 +2022-03-10 23:27:51,343 - davarocr - INFO - Epoch [6][435/541] lr: 2.321e-05, eta: 1:12:43, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0085, end_loss: 0.0092, loss: 0.0177, grad_norm: 4.3039 +2022-03-10 23:27:52,229 - davarocr - INFO - Epoch [6][440/541] lr: 2.325e-05, eta: 1:12:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0106, end_loss: 0.0077, loss: 0.0183, grad_norm: 4.2165 +2022-03-10 23:27:53,110 - davarocr - INFO - Epoch [6][445/541] lr: 2.328e-05, eta: 1:12:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0055, loss: 0.0104, grad_norm: 4.0814 +2022-03-10 23:27:53,985 - davarocr - INFO - Epoch [6][450/541] lr: 2.332e-05, eta: 1:12:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0053, end_loss: 0.0064, loss: 0.0117, grad_norm: 4.2161 +2022-03-10 23:27:54,864 - davarocr - INFO - Epoch [6][455/541] lr: 2.336e-05, eta: 1:12:38, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0104, end_loss: 0.0132, loss: 0.0236, grad_norm: 4.3014 +2022-03-10 23:27:55,742 - davarocr - INFO - Epoch [6][460/541] lr: 2.339e-05, eta: 1:12:37, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0094, end_loss: 0.0091, loss: 0.0185, grad_norm: 4.4018 +2022-03-10 23:27:56,654 - davarocr - INFO - Epoch [6][465/541] lr: 2.343e-05, eta: 1:12:36, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0059, loss: 0.0112, grad_norm: 4.1941 +2022-03-10 23:27:57,561 - davarocr - INFO - Epoch [6][470/541] lr: 2.347e-05, eta: 1:12:35, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0063, end_loss: 0.0068, loss: 0.0131, grad_norm: 4.2898 +2022-03-10 23:27:58,466 - davarocr - INFO - Epoch [6][475/541] lr: 2.350e-05, eta: 1:12:34, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0110, end_loss: 0.0129, loss: 0.0239, grad_norm: 4.3543 +2022-03-10 23:27:59,377 - davarocr - INFO - Epoch [6][480/541] lr: 2.354e-05, eta: 1:12:33, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0098, end_loss: 0.0072, loss: 0.0170, grad_norm: 4.3676 +2022-03-10 23:28:00,287 - davarocr - INFO - Epoch [6][485/541] lr: 2.358e-05, eta: 1:12:32, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0059, loss: 0.0084, grad_norm: 4.1884 +2022-03-10 23:28:01,195 - davarocr - INFO - Epoch [6][490/541] lr: 2.362e-05, eta: 1:12:31, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0078, end_loss: 0.0064, loss: 0.0142, grad_norm: 4.3328 +2022-03-10 23:28:02,098 - davarocr - INFO - Epoch [6][495/541] lr: 2.365e-05, eta: 1:12:30, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0062, end_loss: 0.0109, loss: 0.0171, grad_norm: 4.2841 +2022-03-10 23:28:02,987 - davarocr - INFO - Epoch [6][500/541] lr: 2.369e-05, eta: 1:12:29, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0059, end_loss: 0.0048, loss: 0.0107, grad_norm: 4.2241 +2022-03-10 23:28:03,862 - davarocr - INFO - Epoch [6][505/541] lr: 2.373e-05, eta: 1:12:28, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0089, loss: 0.0143, grad_norm: 4.3237 +2022-03-10 23:28:04,740 - davarocr - INFO - Epoch [6][510/541] lr: 2.376e-05, eta: 1:12:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0123, end_loss: 0.0125, loss: 0.0248, grad_norm: 4.2374 +2022-03-10 23:28:05,634 - davarocr - INFO - Epoch [6][515/541] lr: 2.380e-05, eta: 1:12:26, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0057, end_loss: 0.0050, loss: 0.0107, grad_norm: 4.2634 +2022-03-10 23:28:06,521 - davarocr - INFO - Epoch [6][520/541] lr: 2.384e-05, eta: 1:12:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0092, end_loss: 0.0125, loss: 0.0218, grad_norm: 4.2010 +2022-03-10 23:28:07,416 - davarocr - INFO - Epoch [6][525/541] lr: 2.387e-05, eta: 1:12:24, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0112, loss: 0.0152, grad_norm: 4.2118 +2022-03-10 23:28:08,298 - davarocr - INFO - Epoch [6][530/541] lr: 2.391e-05, eta: 1:12:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0044, loss: 0.0090, grad_norm: 4.1909 +2022-03-10 23:28:09,181 - davarocr - INFO - Epoch [6][535/541] lr: 2.395e-05, eta: 1:12:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0059, end_loss: 0.0081, loss: 0.0140, grad_norm: 4.2312 +2022-03-10 23:28:10,266 - davarocr - INFO - Epoch [6][540/541] lr: 2.399e-05, eta: 1:12:22, time: 0.217, data_time: 0.049, memory: 5192, start_loss: 0.0031, end_loss: 0.0048, loss: 0.0079, grad_norm: 4.2575 +2022-03-10 23:28:24,233 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.9168367799769239 +2022-03-10 23:28:24,234 - davarocr - INFO - current_metric 0.9168367799769239 is much better than previous best_metric 0.9107237189646064, saving best model ! +2022-03-10 23:28:24,234 - davarocr - INFO - Saving checkpoint at epoch_6.pth +2022-03-10 23:28:26,094 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:28:26,095 - davarocr - INFO - Epoch(val) [6][541] LOC: {'precision': 0.9292989814260036, 'recall': 0.9298561151079137, 'f1-score': 0.9295774647887325}, PER: {'precision': 0.9669576059850374, 'recall': 0.9591836734693877, 'f1-score': 0.9630549518782986}, MISC: {'precision': 0.8183098591549296, 'recall': 0.8276353276353277, 'f1-score': 0.8229461756373938}, ORG: {'precision': 0.9058679706601467, 'recall': 0.8922335942203492, 'f1-score': 0.8989990900818927}, all: {'precision': 0.9192027051076704, 'recall': 0.9144830028328612, 'f1-score': 0.9168367799769239}, hmean: 0.9168 +2022-03-10 23:28:29,305 - davarocr - INFO - Epoch [7][5/541] lr: 2.311e-05, eta: 1:12:36, time: 0.640, data_time: 0.459, memory: 5192, start_loss: 0.0040, end_loss: 0.0045, loss: 0.0085, grad_norm: 4.2017 +2022-03-10 23:28:30,206 - davarocr - INFO - Epoch [7][10/541] lr: 2.314e-05, eta: 1:12:35, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0073, end_loss: 0.0096, loss: 0.0169, grad_norm: 4.3198 +2022-03-10 23:28:31,092 - davarocr - INFO - Epoch [7][15/541] lr: 2.318e-05, eta: 1:12:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0039, loss: 0.0088, grad_norm: 4.2209 +2022-03-10 23:28:31,970 - davarocr - INFO - Epoch [7][20/541] lr: 2.321e-05, eta: 1:12:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0052, end_loss: 0.0071, loss: 0.0123, grad_norm: 4.1859 +2022-03-10 23:28:32,855 - davarocr - INFO - Epoch [7][25/541] lr: 2.325e-05, eta: 1:12:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0044, loss: 0.0069, grad_norm: 3.9229 +2022-03-10 23:28:33,748 - davarocr - INFO - Epoch [7][30/541] lr: 2.328e-05, eta: 1:12:31, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0012, loss: 0.0026, grad_norm: 3.8433 +2022-03-10 23:28:34,659 - davarocr - INFO - Epoch [7][35/541] lr: 2.332e-05, eta: 1:12:30, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0054, loss: 0.0104, grad_norm: 3.9305 +2022-03-10 23:28:35,570 - davarocr - INFO - Epoch [7][40/541] lr: 2.335e-05, eta: 1:12:29, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0047, end_loss: 0.0045, loss: 0.0092, grad_norm: 3.9427 +2022-03-10 23:28:36,462 - davarocr - INFO - Epoch [7][45/541] lr: 2.339e-05, eta: 1:12:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0031, loss: 0.0049, grad_norm: 3.9211 +2022-03-10 23:28:37,353 - davarocr - INFO - Epoch [7][50/541] lr: 2.343e-05, eta: 1:12:27, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0067, end_loss: 0.0078, loss: 0.0145, grad_norm: 4.0291 +2022-03-10 23:28:38,247 - davarocr - INFO - Epoch [7][55/541] lr: 2.346e-05, eta: 1:12:25, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0063, loss: 0.0122, grad_norm: 3.9505 +2022-03-10 23:28:39,132 - davarocr - INFO - Epoch [7][60/541] lr: 2.350e-05, eta: 1:12:24, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0098, end_loss: 0.0065, loss: 0.0163, grad_norm: 4.0010 +2022-03-10 23:28:40,023 - davarocr - INFO - Epoch [7][65/541] lr: 2.353e-05, eta: 1:12:23, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0018, loss: 0.0034, grad_norm: 3.9416 +2022-03-10 23:28:40,897 - davarocr - INFO - Epoch [7][70/541] lr: 2.357e-05, eta: 1:12:22, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0086, end_loss: 0.0049, loss: 0.0135, grad_norm: 3.9226 +2022-03-10 23:28:41,776 - davarocr - INFO - Epoch [7][75/541] lr: 2.360e-05, eta: 1:12:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0088, end_loss: 0.0096, loss: 0.0183, grad_norm: 3.9388 +2022-03-10 23:28:42,646 - davarocr - INFO - Epoch [7][80/541] lr: 2.364e-05, eta: 1:12:20, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0080, end_loss: 0.0030, loss: 0.0111, grad_norm: 3.9263 +2022-03-10 23:28:43,523 - davarocr - INFO - Epoch [7][85/541] lr: 2.367e-05, eta: 1:12:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0026, loss: 0.0052, grad_norm: 3.9223 +2022-03-10 23:28:44,410 - davarocr - INFO - Epoch [7][90/541] lr: 2.371e-05, eta: 1:12:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0054, end_loss: 0.0074, loss: 0.0128, grad_norm: 3.9812 +2022-03-10 23:28:45,290 - davarocr - INFO - Epoch [7][95/541] lr: 2.375e-05, eta: 1:12:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0042, end_loss: 0.0042, loss: 0.0084, grad_norm: 3.9625 +2022-03-10 23:28:46,178 - davarocr - INFO - Epoch [7][100/541] lr: 2.378e-05, eta: 1:12:15, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0015, end_loss: 0.0048, loss: 0.0062, grad_norm: 3.9426 +2022-03-10 23:28:47,054 - davarocr - INFO - Epoch [7][105/541] lr: 2.382e-05, eta: 1:12:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0059, end_loss: 0.0056, loss: 0.0116, grad_norm: 3.9923 +2022-03-10 23:28:47,944 - davarocr - INFO - Epoch [7][110/541] lr: 2.385e-05, eta: 1:12:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0045, loss: 0.0077, grad_norm: 4.0775 +2022-03-10 23:28:48,825 - davarocr - INFO - Epoch [7][115/541] lr: 2.389e-05, eta: 1:12:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0052, end_loss: 0.0061, loss: 0.0112, grad_norm: 3.9809 +2022-03-10 23:28:49,704 - davarocr - INFO - Epoch [7][120/541] lr: 2.392e-05, eta: 1:12:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0048, loss: 0.0081, grad_norm: 3.9989 +2022-03-10 23:28:50,588 - davarocr - INFO - Epoch [7][125/541] lr: 2.396e-05, eta: 1:12:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0067, loss: 0.0100, grad_norm: 3.9860 +2022-03-10 23:28:51,470 - davarocr - INFO - Epoch [7][130/541] lr: 2.399e-05, eta: 1:12:08, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0025, end_loss: 0.0040, loss: 0.0065, grad_norm: 3.9954 +2022-03-10 23:28:52,364 - davarocr - INFO - Epoch [7][135/541] lr: 2.403e-05, eta: 1:12:07, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0036, loss: 0.0054, grad_norm: 4.0012 +2022-03-10 23:28:53,258 - davarocr - INFO - Epoch [7][140/541] lr: 2.407e-05, eta: 1:12:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0053, loss: 0.0080, grad_norm: 4.1012 +2022-03-10 23:28:54,187 - davarocr - INFO - Epoch [7][145/541] lr: 2.410e-05, eta: 1:12:05, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0045, end_loss: 0.0041, loss: 0.0086, grad_norm: 3.9979 +2022-03-10 23:28:55,081 - davarocr - INFO - Epoch [7][150/541] lr: 2.414e-05, eta: 1:12:04, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0055, end_loss: 0.0051, loss: 0.0106, grad_norm: 3.9740 +2022-03-10 23:28:55,964 - davarocr - INFO - Epoch [7][155/541] lr: 2.417e-05, eta: 1:12:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0063, end_loss: 0.0072, loss: 0.0136, grad_norm: 3.9791 +2022-03-10 23:28:56,853 - davarocr - INFO - Epoch [7][160/541] lr: 2.421e-05, eta: 1:12:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0017, loss: 0.0069, grad_norm: 3.9754 +2022-03-10 23:28:57,744 - davarocr - INFO - Epoch [7][165/541] lr: 2.424e-05, eta: 1:12:01, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0043, loss: 0.0077, grad_norm: 3.9871 +2022-03-10 23:28:58,641 - davarocr - INFO - Epoch [7][170/541] lr: 2.428e-05, eta: 1:12:00, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0026, loss: 0.0043, grad_norm: 3.9824 +2022-03-10 23:28:59,527 - davarocr - INFO - Epoch [7][175/541] lr: 2.431e-05, eta: 1:11:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0044, end_loss: 0.0033, loss: 0.0077, grad_norm: 4.0591 +2022-03-10 23:29:00,420 - davarocr - INFO - Epoch [7][180/541] lr: 2.435e-05, eta: 1:11:58, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0040, loss: 0.0095, grad_norm: 4.0328 +2022-03-10 23:29:01,303 - davarocr - INFO - Epoch [7][185/541] lr: 2.439e-05, eta: 1:11:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0066, end_loss: 0.0075, loss: 0.0141, grad_norm: 4.1988 +2022-03-10 23:29:02,185 - davarocr - INFO - Epoch [7][190/541] lr: 2.442e-05, eta: 1:11:55, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0030, loss: 0.0048, grad_norm: 4.0011 +2022-03-10 23:29:03,070 - davarocr - INFO - Epoch [7][195/541] lr: 2.446e-05, eta: 1:11:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0034, loss: 0.0048, grad_norm: 4.0228 +2022-03-10 23:29:03,950 - davarocr - INFO - Epoch [7][200/541] lr: 2.449e-05, eta: 1:11:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0039, end_loss: 0.0042, loss: 0.0080, grad_norm: 4.0066 +2022-03-10 23:29:04,845 - davarocr - INFO - Epoch [7][205/541] lr: 2.453e-05, eta: 1:11:52, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0039, loss: 0.0057, grad_norm: 4.0602 +2022-03-10 23:29:05,747 - davarocr - INFO - Epoch [7][210/541] lr: 2.456e-05, eta: 1:11:51, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0084, loss: 0.0152, grad_norm: 4.0986 +2022-03-10 23:29:06,628 - davarocr - INFO - Epoch [7][215/541] lr: 2.460e-05, eta: 1:11:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0040, loss: 0.0055, grad_norm: 4.1480 +2022-03-10 23:29:07,508 - davarocr - INFO - Epoch [7][220/541] lr: 2.463e-05, eta: 1:11:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0056, loss: 0.0089, grad_norm: 4.1041 +2022-03-10 23:29:08,403 - davarocr - INFO - Epoch [7][225/541] lr: 2.467e-05, eta: 1:11:48, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0031, loss: 0.0047, grad_norm: 4.0106 +2022-03-10 23:29:09,296 - davarocr - INFO - Epoch [7][230/541] lr: 2.471e-05, eta: 1:11:47, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0031, loss: 0.0042, grad_norm: 4.0379 +2022-03-10 23:29:10,187 - davarocr - INFO - Epoch [7][235/541] lr: 2.474e-05, eta: 1:11:46, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0062, loss: 0.0097, grad_norm: 4.0875 +2022-03-10 23:29:11,073 - davarocr - INFO - Epoch [7][240/541] lr: 2.478e-05, eta: 1:11:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0088, end_loss: 0.0067, loss: 0.0155, grad_norm: 4.2879 +2022-03-10 23:29:11,956 - davarocr - INFO - Epoch [7][245/541] lr: 2.481e-05, eta: 1:11:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0072, end_loss: 0.0094, loss: 0.0165, grad_norm: 4.1574 +2022-03-10 23:29:12,848 - davarocr - INFO - Epoch [7][250/541] lr: 2.485e-05, eta: 1:11:42, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0051, end_loss: 0.0057, loss: 0.0108, grad_norm: 4.0585 +2022-03-10 23:29:13,738 - davarocr - INFO - Epoch [7][255/541] lr: 2.488e-05, eta: 1:11:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0059, loss: 0.0096, grad_norm: 4.1145 +2022-03-10 23:29:14,620 - davarocr - INFO - Epoch [7][260/541] lr: 2.492e-05, eta: 1:11:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0095, end_loss: 0.0109, loss: 0.0204, grad_norm: 4.1532 +2022-03-10 23:29:15,495 - davarocr - INFO - Epoch [7][265/541] lr: 2.495e-05, eta: 1:11:39, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0032, loss: 0.0077, grad_norm: 4.0682 +2022-03-10 23:29:16,377 - davarocr - INFO - Epoch [7][270/541] lr: 2.499e-05, eta: 1:11:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0053, end_loss: 0.0076, loss: 0.0129, grad_norm: 4.0915 +2022-03-10 23:29:17,266 - davarocr - INFO - Epoch [7][275/541] lr: 2.503e-05, eta: 1:11:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0044, end_loss: 0.0031, loss: 0.0074, grad_norm: 4.1285 +2022-03-10 23:29:18,148 - davarocr - INFO - Epoch [7][280/541] lr: 2.506e-05, eta: 1:11:36, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0053, loss: 0.0089, grad_norm: 4.0665 +2022-03-10 23:29:19,037 - davarocr - INFO - Epoch [7][285/541] lr: 2.510e-05, eta: 1:11:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0077, end_loss: 0.0054, loss: 0.0131, grad_norm: 4.0328 +2022-03-10 23:29:19,920 - davarocr - INFO - Epoch [7][290/541] lr: 2.513e-05, eta: 1:11:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0097, loss: 0.0146, grad_norm: 4.0719 +2022-03-10 23:29:20,808 - davarocr - INFO - Epoch [7][295/541] lr: 2.517e-05, eta: 1:11:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0034, loss: 0.0069, grad_norm: 4.0300 +2022-03-10 23:29:21,688 - davarocr - INFO - Epoch [7][300/541] lr: 2.520e-05, eta: 1:11:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0080, end_loss: 0.0070, loss: 0.0150, grad_norm: 4.1685 +2022-03-10 23:29:22,574 - davarocr - INFO - Epoch [7][305/541] lr: 2.524e-05, eta: 1:11:30, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0018, loss: 0.0055, grad_norm: 4.0722 +2022-03-10 23:29:23,459 - davarocr - INFO - Epoch [7][310/541] lr: 2.527e-05, eta: 1:11:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0011, loss: 0.0032, grad_norm: 4.0553 +2022-03-10 23:29:24,342 - davarocr - INFO - Epoch [7][315/541] lr: 2.531e-05, eta: 1:11:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0034, loss: 0.0068, grad_norm: 4.1167 +2022-03-10 23:29:25,221 - davarocr - INFO - Epoch [7][320/541] lr: 2.534e-05, eta: 1:11:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0038, loss: 0.0067, grad_norm: 4.1233 +2022-03-10 23:29:26,100 - davarocr - INFO - Epoch [7][325/541] lr: 2.538e-05, eta: 1:11:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0050, loss: 0.0083, grad_norm: 4.1032 +2022-03-10 23:29:26,988 - davarocr - INFO - Epoch [7][330/541] lr: 2.542e-05, eta: 1:11:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0034, loss: 0.0083, grad_norm: 4.0558 +2022-03-10 23:29:27,863 - davarocr - INFO - Epoch [7][335/541] lr: 2.545e-05, eta: 1:11:24, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0034, end_loss: 0.0058, loss: 0.0092, grad_norm: 4.1262 +2022-03-10 23:29:28,732 - davarocr - INFO - Epoch [7][340/541] lr: 2.549e-05, eta: 1:11:22, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0065, end_loss: 0.0030, loss: 0.0095, grad_norm: 4.1004 +2022-03-10 23:29:29,614 - davarocr - INFO - Epoch [7][345/541] lr: 2.552e-05, eta: 1:11:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0047, loss: 0.0069, grad_norm: 4.0737 +2022-03-10 23:29:30,487 - davarocr - INFO - Epoch [7][350/541] lr: 2.556e-05, eta: 1:11:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0016, loss: 0.0047, grad_norm: 4.2436 +2022-03-10 23:29:31,367 - davarocr - INFO - Epoch [7][355/541] lr: 2.559e-05, eta: 1:11:19, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0086, end_loss: 0.0072, loss: 0.0158, grad_norm: 4.2607 +2022-03-10 23:29:32,250 - davarocr - INFO - Epoch [7][360/541] lr: 2.563e-05, eta: 1:11:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0076, loss: 0.0106, grad_norm: 4.2108 +2022-03-10 23:29:33,133 - davarocr - INFO - Epoch [7][365/541] lr: 2.566e-05, eta: 1:11:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0031, loss: 0.0076, grad_norm: 4.2061 +2022-03-10 23:29:34,023 - davarocr - INFO - Epoch [7][370/541] lr: 2.570e-05, eta: 1:11:16, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0043, end_loss: 0.0087, loss: 0.0129, grad_norm: 4.1648 +2022-03-10 23:29:34,905 - davarocr - INFO - Epoch [7][375/541] lr: 2.574e-05, eta: 1:11:15, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0084, end_loss: 0.0117, loss: 0.0201, grad_norm: 4.1822 +2022-03-10 23:29:35,788 - davarocr - INFO - Epoch [7][380/541] lr: 2.577e-05, eta: 1:11:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0074, end_loss: 0.0044, loss: 0.0118, grad_norm: 4.1320 +2022-03-10 23:29:36,670 - davarocr - INFO - Epoch [7][385/541] lr: 2.581e-05, eta: 1:11:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0043, end_loss: 0.0039, loss: 0.0082, grad_norm: 4.0625 +2022-03-10 23:29:37,558 - davarocr - INFO - Epoch [7][390/541] lr: 2.584e-05, eta: 1:11:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0038, end_loss: 0.0059, loss: 0.0097, grad_norm: 4.0919 +2022-03-10 23:29:38,435 - davarocr - INFO - Epoch [7][395/541] lr: 2.588e-05, eta: 1:11:10, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0059, end_loss: 0.0067, loss: 0.0126, grad_norm: 4.1799 +2022-03-10 23:29:39,312 - davarocr - INFO - Epoch [7][400/541] lr: 2.591e-05, eta: 1:11:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0033, loss: 0.0074, grad_norm: 4.1417 +2022-03-10 23:29:40,206 - davarocr - INFO - Epoch [7][405/541] lr: 2.595e-05, eta: 1:11:08, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0028, end_loss: 0.0050, loss: 0.0079, grad_norm: 4.1189 +2022-03-10 23:29:41,091 - davarocr - INFO - Epoch [7][410/541] lr: 2.598e-05, eta: 1:11:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0075, end_loss: 0.0062, loss: 0.0138, grad_norm: 4.1449 +2022-03-10 23:29:41,981 - davarocr - INFO - Epoch [7][415/541] lr: 2.602e-05, eta: 1:11:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0025, loss: 0.0048, grad_norm: 4.1157 +2022-03-10 23:29:42,866 - davarocr - INFO - Epoch [7][420/541] lr: 2.606e-05, eta: 1:11:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0088, end_loss: 0.0108, loss: 0.0196, grad_norm: 4.2610 +2022-03-10 23:29:43,755 - davarocr - INFO - Epoch [7][425/541] lr: 2.609e-05, eta: 1:11:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0048, loss: 0.0086, grad_norm: 4.1069 +2022-03-10 23:29:44,640 - davarocr - INFO - Epoch [7][430/541] lr: 2.613e-05, eta: 1:11:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0066, loss: 0.0095, grad_norm: 4.1067 +2022-03-10 23:29:45,529 - davarocr - INFO - Epoch [7][435/541] lr: 2.616e-05, eta: 1:11:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0053, loss: 0.0099, grad_norm: 4.1688 +2022-03-10 23:29:46,418 - davarocr - INFO - Epoch [7][440/541] lr: 2.620e-05, eta: 1:11:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0081, loss: 0.0100, grad_norm: 4.1681 +2022-03-10 23:29:47,301 - davarocr - INFO - Epoch [7][445/541] lr: 2.623e-05, eta: 1:10:59, time: 0.173, data_time: 0.008, memory: 5192, start_loss: 0.0050, end_loss: 0.0070, loss: 0.0121, grad_norm: 4.1369 +2022-03-10 23:29:48,183 - davarocr - INFO - Epoch [7][450/541] lr: 2.627e-05, eta: 1:10:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0061, end_loss: 0.0059, loss: 0.0120, grad_norm: 4.2795 +2022-03-10 23:29:49,067 - davarocr - INFO - Epoch [7][455/541] lr: 2.630e-05, eta: 1:10:57, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0035, end_loss: 0.0035, loss: 0.0070, grad_norm: 4.1698 +2022-03-10 23:29:49,952 - davarocr - INFO - Epoch [7][460/541] lr: 2.634e-05, eta: 1:10:56, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0044, loss: 0.0073, grad_norm: 4.2093 +2022-03-10 23:29:50,829 - davarocr - INFO - Epoch [7][465/541] lr: 2.638e-05, eta: 1:10:55, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0032, end_loss: 0.0034, loss: 0.0067, grad_norm: 4.2036 +2022-03-10 23:29:51,707 - davarocr - INFO - Epoch [7][470/541] lr: 2.641e-05, eta: 1:10:54, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0042, end_loss: 0.0050, loss: 0.0092, grad_norm: 4.3527 +2022-03-10 23:29:52,592 - davarocr - INFO - Epoch [7][475/541] lr: 2.645e-05, eta: 1:10:53, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0055, end_loss: 0.0071, loss: 0.0126, grad_norm: 4.3441 +2022-03-10 23:29:53,480 - davarocr - INFO - Epoch [7][480/541] lr: 2.648e-05, eta: 1:10:52, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0018, end_loss: 0.0022, loss: 0.0040, grad_norm: 4.1872 +2022-03-10 23:29:54,359 - davarocr - INFO - Epoch [7][485/541] lr: 2.652e-05, eta: 1:10:51, time: 0.179, data_time: 0.011, memory: 5192, start_loss: 0.0033, end_loss: 0.0069, loss: 0.0102, grad_norm: 4.2204 +2022-03-10 23:29:55,247 - davarocr - INFO - Epoch [7][490/541] lr: 2.655e-05, eta: 1:10:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0065, end_loss: 0.0072, loss: 0.0137, grad_norm: 4.2496 +2022-03-10 23:29:56,142 - davarocr - INFO - Epoch [7][495/541] lr: 2.659e-05, eta: 1:10:49, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0036, end_loss: 0.0085, loss: 0.0121, grad_norm: 4.2609 +2022-03-10 23:29:57,024 - davarocr - INFO - Epoch [7][500/541] lr: 2.662e-05, eta: 1:10:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0076, end_loss: 0.0048, loss: 0.0124, grad_norm: 3.6727 +2022-03-10 23:29:57,915 - davarocr - INFO - Epoch [7][505/541] lr: 2.666e-05, eta: 1:10:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0092, end_loss: 0.0067, loss: 0.0159, grad_norm: 3.9506 +2022-03-10 23:29:58,796 - davarocr - INFO - Epoch [7][510/541] lr: 2.670e-05, eta: 1:10:45, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0076, end_loss: 0.0065, loss: 0.0141, grad_norm: 3.6934 +2022-03-10 23:29:59,694 - davarocr - INFO - Epoch [7][515/541] lr: 2.673e-05, eta: 1:10:44, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0045, end_loss: 0.0056, loss: 0.0101, grad_norm: 3.7597 +2022-03-10 23:30:00,562 - davarocr - INFO - Epoch [7][520/541] lr: 2.677e-05, eta: 1:10:43, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0031, loss: 0.0061, grad_norm: 3.6665 +2022-03-10 23:30:01,446 - davarocr - INFO - Epoch [7][525/541] lr: 2.680e-05, eta: 1:10:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0019, loss: 0.0037, grad_norm: 3.6465 +2022-03-10 23:30:02,325 - davarocr - INFO - Epoch [7][530/541] lr: 2.684e-05, eta: 1:10:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0040, loss: 0.0073, grad_norm: 3.7548 +2022-03-10 23:30:03,217 - davarocr - INFO - Epoch [7][535/541] lr: 2.687e-05, eta: 1:10:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0050, loss: 0.0089, grad_norm: 3.7188 +2022-03-10 23:30:04,100 - davarocr - INFO - Epoch [7][540/541] lr: 2.691e-05, eta: 1:10:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0030, loss: 0.0049, grad_norm: 3.6570 +2022-03-10 23:30:18,503 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:30:18,504 - davarocr - INFO - current_metric 0.91748351452504 is much better than previous best_metric 0.9168367799769239, saving best model ! +2022-03-10 23:30:18,504 - davarocr - INFO - Saving checkpoint at epoch_7.pth +2022-03-10 23:30:20,277 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:30:20,277 - davarocr - INFO - Epoch(val) [7][541] LOC: {'precision': 0.9428926132836747, 'recall': 0.9106714628297362, 'f1-score': 0.9265019823116803}, PER: {'precision': 0.9645962732919254, 'recall': 0.9604205318491033, 'f1-score': 0.9625038735667802}, MISC: {'precision': 0.8357142857142857, 'recall': 0.8333333333333334, 'f1-score': 0.834522111269615}, ORG: {'precision': 0.9019963702359347, 'recall': 0.8976520168573149, 'f1-score': 0.899818949909475}, all: {'precision': 0.9235737351991389, 'recall': 0.9114730878186968, 'f1-score': 0.91748351452504}, hmean: 0.9175 +2022-03-10 23:30:23,513 - davarocr - INFO - Epoch [8][5/541] lr: 2.595e-05, eta: 1:10:51, time: 0.646, data_time: 0.466, memory: 5192, start_loss: 0.0039, end_loss: 0.0011, loss: 0.0050, grad_norm: 3.7004 +2022-03-10 23:30:24,403 - davarocr - INFO - Epoch [8][10/541] lr: 2.599e-05, eta: 1:10:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0069, end_loss: 0.0057, loss: 0.0126, grad_norm: 3.7433 +2022-03-10 23:30:25,339 - davarocr - INFO - Epoch [8][15/541] lr: 2.602e-05, eta: 1:10:49, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0052, loss: 0.0103, grad_norm: 3.7665 +2022-03-10 23:30:26,240 - davarocr - INFO - Epoch [8][20/541] lr: 2.606e-05, eta: 1:10:48, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0032, end_loss: 0.0019, loss: 0.0050, grad_norm: 3.7211 +2022-03-10 23:30:27,126 - davarocr - INFO - Epoch [8][25/541] lr: 2.609e-05, eta: 1:10:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0017, loss: 0.0052, grad_norm: 3.7051 +2022-03-10 23:30:28,022 - davarocr - INFO - Epoch [8][30/541] lr: 2.612e-05, eta: 1:10:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0062, loss: 0.0109, grad_norm: 3.7430 +2022-03-10 23:30:28,908 - davarocr - INFO - Epoch [8][35/541] lr: 2.616e-05, eta: 1:10:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0052, loss: 0.0081, grad_norm: 3.7153 +2022-03-10 23:30:29,785 - davarocr - INFO - Epoch [8][40/541] lr: 2.619e-05, eta: 1:10:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0042, loss: 0.0065, grad_norm: 3.9070 +2022-03-10 23:30:30,672 - davarocr - INFO - Epoch [8][45/541] lr: 2.623e-05, eta: 1:10:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0039, loss: 0.0055, grad_norm: 3.6744 +2022-03-10 23:30:31,553 - davarocr - INFO - Epoch [8][50/541] lr: 2.626e-05, eta: 1:10:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0011, loss: 0.0024, grad_norm: 3.6967 +2022-03-10 23:30:32,442 - davarocr - INFO - Epoch [8][55/541] lr: 2.630e-05, eta: 1:10:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0016, loss: 0.0029, grad_norm: 3.6854 +2022-03-10 23:30:33,324 - davarocr - INFO - Epoch [8][60/541] lr: 2.633e-05, eta: 1:10:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0045, end_loss: 0.0046, loss: 0.0092, grad_norm: 4.0471 +2022-03-10 23:30:34,211 - davarocr - INFO - Epoch [8][65/541] lr: 2.636e-05, eta: 1:10:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 3.6839 +2022-03-10 23:30:35,095 - davarocr - INFO - Epoch [8][70/541] lr: 2.640e-05, eta: 1:10:37, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0015, loss: 0.0030, grad_norm: 3.7125 +2022-03-10 23:30:35,978 - davarocr - INFO - Epoch [8][75/541] lr: 2.643e-05, eta: 1:10:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0031, loss: 0.0071, grad_norm: 3.9203 +2022-03-10 23:30:36,861 - davarocr - INFO - Epoch [8][80/541] lr: 2.647e-05, eta: 1:10:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0031, loss: 0.0071, grad_norm: 3.7682 +2022-03-10 23:30:37,753 - davarocr - INFO - Epoch [8][85/541] lr: 2.650e-05, eta: 1:10:34, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0024, end_loss: 0.0040, loss: 0.0064, grad_norm: 3.7519 +2022-03-10 23:30:38,650 - davarocr - INFO - Epoch [8][90/541] lr: 2.654e-05, eta: 1:10:33, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0032, loss: 0.0052, grad_norm: 3.7531 +2022-03-10 23:30:39,542 - davarocr - INFO - Epoch [8][95/541] lr: 2.657e-05, eta: 1:10:32, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0097, end_loss: 0.0083, loss: 0.0180, grad_norm: 3.8990 +2022-03-10 23:30:40,432 - davarocr - INFO - Epoch [8][100/541] lr: 2.660e-05, eta: 1:10:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0023, loss: 0.0047, grad_norm: 3.3143 +2022-03-10 23:30:41,319 - davarocr - INFO - Epoch [8][105/541] lr: 2.664e-05, eta: 1:10:30, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0041, loss: 0.0068, grad_norm: 3.2894 +2022-03-10 23:30:42,209 - davarocr - INFO - Epoch [8][110/541] lr: 2.667e-05, eta: 1:10:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0043, end_loss: 0.0043, loss: 0.0086, grad_norm: 3.2900 +2022-03-10 23:30:43,081 - davarocr - INFO - Epoch [8][115/541] lr: 2.671e-05, eta: 1:10:28, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0063, end_loss: 0.0036, loss: 0.0099, grad_norm: 3.3627 +2022-03-10 23:30:43,961 - davarocr - INFO - Epoch [8][120/541] lr: 2.674e-05, eta: 1:10:26, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0050, end_loss: 0.0044, loss: 0.0094, grad_norm: 3.2996 +2022-03-10 23:30:44,844 - davarocr - INFO - Epoch [8][125/541] lr: 2.677e-05, eta: 1:10:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0040, loss: 0.0076, grad_norm: 3.4110 +2022-03-10 23:30:45,723 - davarocr - INFO - Epoch [8][130/541] lr: 2.681e-05, eta: 1:10:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0043, loss: 0.0067, grad_norm: 3.3331 +2022-03-10 23:30:46,614 - davarocr - INFO - Epoch [8][135/541] lr: 2.684e-05, eta: 1:10:23, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0055, end_loss: 0.0022, loss: 0.0077, grad_norm: 3.2724 +2022-03-10 23:30:47,502 - davarocr - INFO - Epoch [8][140/541] lr: 2.688e-05, eta: 1:10:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0008, loss: 0.0035, grad_norm: 3.2768 +2022-03-10 23:30:48,384 - davarocr - INFO - Epoch [8][145/541] lr: 2.691e-05, eta: 1:10:21, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0066, end_loss: 0.0062, loss: 0.0128, grad_norm: 3.4856 +2022-03-10 23:30:49,274 - davarocr - INFO - Epoch [8][150/541] lr: 2.695e-05, eta: 1:10:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0017, loss: 0.0047, grad_norm: 3.3127 +2022-03-10 23:30:50,172 - davarocr - INFO - Epoch [8][155/541] lr: 2.698e-05, eta: 1:10:19, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0070, end_loss: 0.0050, loss: 0.0120, grad_norm: 3.3516 +2022-03-10 23:30:51,055 - davarocr - INFO - Epoch [8][160/541] lr: 2.701e-05, eta: 1:10:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0044, end_loss: 0.0043, loss: 0.0087, grad_norm: 3.4400 +2022-03-10 23:30:51,942 - davarocr - INFO - Epoch [8][165/541] lr: 2.705e-05, eta: 1:10:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0058, loss: 0.0088, grad_norm: 3.3741 +2022-03-10 23:30:52,827 - davarocr - INFO - Epoch [8][170/541] lr: 2.708e-05, eta: 1:10:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0044, loss: 0.0085, grad_norm: 3.3483 +2022-03-10 23:30:53,718 - davarocr - INFO - Epoch [8][175/541] lr: 2.712e-05, eta: 1:10:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0025, loss: 0.0045, grad_norm: 3.3690 +2022-03-10 23:30:54,607 - davarocr - INFO - Epoch [8][180/541] lr: 2.715e-05, eta: 1:10:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0045, loss: 0.0094, grad_norm: 3.4143 +2022-03-10 23:30:55,494 - davarocr - INFO - Epoch [8][185/541] lr: 2.719e-05, eta: 1:10:13, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0046, loss: 0.0080, grad_norm: 3.3477 +2022-03-10 23:30:56,377 - davarocr - INFO - Epoch [8][190/541] lr: 2.722e-05, eta: 1:10:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0126, loss: 0.0146, grad_norm: 3.5510 +2022-03-10 23:30:57,259 - davarocr - INFO - Epoch [8][195/541] lr: 2.725e-05, eta: 1:10:10, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0060, end_loss: 0.0059, loss: 0.0119, grad_norm: 3.4026 +2022-03-10 23:30:58,145 - davarocr - INFO - Epoch [8][200/541] lr: 2.729e-05, eta: 1:10:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0043, end_loss: 0.0079, loss: 0.0122, grad_norm: 3.6048 +2022-03-10 23:30:59,024 - davarocr - INFO - Epoch [8][205/541] lr: 2.732e-05, eta: 1:10:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0060, end_loss: 0.0049, loss: 0.0109, grad_norm: 3.4395 +2022-03-10 23:30:59,908 - davarocr - INFO - Epoch [8][210/541] lr: 2.736e-05, eta: 1:10:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0048, loss: 0.0082, grad_norm: 3.4486 +2022-03-10 23:31:00,788 - davarocr - INFO - Epoch [8][215/541] lr: 2.739e-05, eta: 1:10:06, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0040, end_loss: 0.0042, loss: 0.0082, grad_norm: 3.4599 +2022-03-10 23:31:01,676 - davarocr - INFO - Epoch [8][220/541] lr: 2.743e-05, eta: 1:10:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0055, end_loss: 0.0061, loss: 0.0115, grad_norm: 3.6186 +2022-03-10 23:31:02,557 - davarocr - INFO - Epoch [8][225/541] lr: 2.746e-05, eta: 1:10:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0042, end_loss: 0.0044, loss: 0.0086, grad_norm: 3.5038 +2022-03-10 23:31:03,434 - davarocr - INFO - Epoch [8][230/541] lr: 2.749e-05, eta: 1:10:03, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0056, loss: 0.0074, grad_norm: 3.3981 +2022-03-10 23:31:04,315 - davarocr - INFO - Epoch [8][235/541] lr: 2.753e-05, eta: 1:10:02, time: 0.173, data_time: 0.007, memory: 5192, start_loss: 0.0068, end_loss: 0.0016, loss: 0.0084, grad_norm: 3.3645 +2022-03-10 23:31:05,203 - davarocr - INFO - Epoch [8][240/541] lr: 2.756e-05, eta: 1:10:01, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0033, end_loss: 0.0027, loss: 0.0059, grad_norm: 3.3874 +2022-03-10 23:31:06,087 - davarocr - INFO - Epoch [8][245/541] lr: 2.760e-05, eta: 1:10:00, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0034, end_loss: 0.0063, loss: 0.0097, grad_norm: 3.4166 +2022-03-10 23:31:06,965 - davarocr - INFO - Epoch [8][250/541] lr: 2.763e-05, eta: 1:09:58, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0074, end_loss: 0.0067, loss: 0.0142, grad_norm: 3.4651 +2022-03-10 23:31:07,850 - davarocr - INFO - Epoch [8][255/541] lr: 2.766e-05, eta: 1:09:57, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0036, loss: 0.0053, grad_norm: 3.4484 +2022-03-10 23:31:08,737 - davarocr - INFO - Epoch [8][260/541] lr: 2.770e-05, eta: 1:09:56, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0084, end_loss: 0.0099, loss: 0.0183, grad_norm: 3.6710 +2022-03-10 23:31:09,612 - davarocr - INFO - Epoch [8][265/541] lr: 2.773e-05, eta: 1:09:55, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0029, end_loss: 0.0016, loss: 0.0044, grad_norm: 3.4062 +2022-03-10 23:31:10,483 - davarocr - INFO - Epoch [8][270/541] lr: 2.777e-05, eta: 1:09:54, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0014, loss: 0.0021, grad_norm: 3.3610 +2022-03-10 23:31:11,377 - davarocr - INFO - Epoch [8][275/541] lr: 2.780e-05, eta: 1:09:53, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0020, end_loss: 0.0044, loss: 0.0064, grad_norm: 3.4129 +2022-03-10 23:31:12,253 - davarocr - INFO - Epoch [8][280/541] lr: 2.784e-05, eta: 1:09:52, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0067, end_loss: 0.0090, loss: 0.0157, grad_norm: 3.4815 +2022-03-10 23:31:13,131 - davarocr - INFO - Epoch [8][285/541] lr: 2.787e-05, eta: 1:09:51, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0032, end_loss: 0.0026, loss: 0.0057, grad_norm: 3.4437 +2022-03-10 23:31:14,011 - davarocr - INFO - Epoch [8][290/541] lr: 2.790e-05, eta: 1:09:50, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0058, end_loss: 0.0026, loss: 0.0084, grad_norm: 3.4697 +2022-03-10 23:31:14,890 - davarocr - INFO - Epoch [8][295/541] lr: 2.794e-05, eta: 1:09:49, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0028, loss: 0.0039, grad_norm: 3.4467 +2022-03-10 23:31:15,802 - davarocr - INFO - Epoch [8][300/541] lr: 2.797e-05, eta: 1:09:48, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0061, end_loss: 0.0057, loss: 0.0118, grad_norm: 3.4733 +2022-03-10 23:31:16,681 - davarocr - INFO - Epoch [8][305/541] lr: 2.801e-05, eta: 1:09:47, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0033, loss: 0.0045, grad_norm: 3.5079 +2022-03-10 23:31:17,557 - davarocr - INFO - Epoch [8][310/541] lr: 2.804e-05, eta: 1:09:45, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0018, end_loss: 0.0031, loss: 0.0049, grad_norm: 3.4684 +2022-03-10 23:31:18,446 - davarocr - INFO - Epoch [8][315/541] lr: 2.808e-05, eta: 1:09:44, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0013, loss: 0.0035, grad_norm: 3.4615 +2022-03-10 23:31:19,337 - davarocr - INFO - Epoch [8][320/541] lr: 2.811e-05, eta: 1:09:43, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0038, end_loss: 0.0034, loss: 0.0073, grad_norm: 3.4841 +2022-03-10 23:31:20,224 - davarocr - INFO - Epoch [8][325/541] lr: 2.814e-05, eta: 1:09:42, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0020, end_loss: 0.0052, loss: 0.0072, grad_norm: 3.5533 +2022-03-10 23:31:21,106 - davarocr - INFO - Epoch [8][330/541] lr: 2.818e-05, eta: 1:09:41, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0033, end_loss: 0.0032, loss: 0.0066, grad_norm: 3.5344 +2022-03-10 23:31:21,990 - davarocr - INFO - Epoch [8][335/541] lr: 2.821e-05, eta: 1:09:40, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0026, loss: 0.0048, grad_norm: 3.4745 +2022-03-10 23:31:22,877 - davarocr - INFO - Epoch [8][340/541] lr: 2.825e-05, eta: 1:09:39, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0083, end_loss: 0.0100, loss: 0.0183, grad_norm: 3.5988 +2022-03-10 23:31:23,760 - davarocr - INFO - Epoch [8][345/541] lr: 2.828e-05, eta: 1:09:38, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0060, end_loss: 0.0065, loss: 0.0124, grad_norm: 3.5866 +2022-03-10 23:31:24,645 - davarocr - INFO - Epoch [8][350/541] lr: 2.832e-05, eta: 1:09:37, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0058, end_loss: 0.0043, loss: 0.0101, grad_norm: 3.6511 +2022-03-10 23:31:25,525 - davarocr - INFO - Epoch [8][355/541] lr: 2.835e-05, eta: 1:09:36, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0027, end_loss: 0.0035, loss: 0.0062, grad_norm: 3.6602 +2022-03-10 23:31:26,407 - davarocr - INFO - Epoch [8][360/541] lr: 2.838e-05, eta: 1:09:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0012, loss: 0.0027, grad_norm: 3.4815 +2022-03-10 23:31:27,292 - davarocr - INFO - Epoch [8][365/541] lr: 2.842e-05, eta: 1:09:34, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0054, end_loss: 0.0031, loss: 0.0086, grad_norm: 3.5432 +2022-03-10 23:31:28,170 - davarocr - INFO - Epoch [8][370/541] lr: 2.845e-05, eta: 1:09:33, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0024, loss: 0.0049, grad_norm: 3.5354 +2022-03-10 23:31:29,055 - davarocr - INFO - Epoch [8][375/541] lr: 2.849e-05, eta: 1:09:32, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0028, end_loss: 0.0053, loss: 0.0081, grad_norm: 3.5486 +2022-03-10 23:31:29,941 - davarocr - INFO - Epoch [8][380/541] lr: 2.852e-05, eta: 1:09:31, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0023, end_loss: 0.0013, loss: 0.0036, grad_norm: 3.5921 +2022-03-10 23:31:30,823 - davarocr - INFO - Epoch [8][385/541] lr: 2.855e-05, eta: 1:09:30, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0035, end_loss: 0.0033, loss: 0.0068, grad_norm: 3.5363 +2022-03-10 23:31:31,709 - davarocr - INFO - Epoch [8][390/541] lr: 2.859e-05, eta: 1:09:29, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0023, end_loss: 0.0035, loss: 0.0058, grad_norm: 3.5996 +2022-03-10 23:31:32,599 - davarocr - INFO - Epoch [8][395/541] lr: 2.862e-05, eta: 1:09:27, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0088, end_loss: 0.0073, loss: 0.0161, grad_norm: 3.6393 +2022-03-10 23:31:33,481 - davarocr - INFO - Epoch [8][400/541] lr: 2.866e-05, eta: 1:09:26, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0039, end_loss: 0.0048, loss: 0.0087, grad_norm: 3.5382 +2022-03-10 23:31:34,369 - davarocr - INFO - Epoch [8][405/541] lr: 2.869e-05, eta: 1:09:25, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0063, end_loss: 0.0023, loss: 0.0086, grad_norm: 3.7344 +2022-03-10 23:31:35,261 - davarocr - INFO - Epoch [8][410/541] lr: 2.873e-05, eta: 1:09:24, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0070, end_loss: 0.0044, loss: 0.0115, grad_norm: 3.6016 +2022-03-10 23:31:36,146 - davarocr - INFO - Epoch [8][415/541] lr: 2.876e-05, eta: 1:09:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0041, loss: 0.0056, grad_norm: 3.5666 +2022-03-10 23:31:37,031 - davarocr - INFO - Epoch [8][420/541] lr: 2.879e-05, eta: 1:09:22, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0018, loss: 0.0074, grad_norm: 3.5898 +2022-03-10 23:31:37,932 - davarocr - INFO - Epoch [8][425/541] lr: 2.883e-05, eta: 1:09:21, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0101, end_loss: 0.0045, loss: 0.0146, grad_norm: 3.5979 +2022-03-10 23:31:38,815 - davarocr - INFO - Epoch [8][430/541] lr: 2.886e-05, eta: 1:09:20, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0022, loss: 0.0051, grad_norm: 3.5253 +2022-03-10 23:31:39,697 - davarocr - INFO - Epoch [8][435/541] lr: 2.890e-05, eta: 1:09:19, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0058, end_loss: 0.0031, loss: 0.0089, grad_norm: 3.5493 +2022-03-10 23:31:40,572 - davarocr - INFO - Epoch [8][440/541] lr: 2.893e-05, eta: 1:09:18, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0048, loss: 0.0078, grad_norm: 3.6024 +2022-03-10 23:31:41,452 - davarocr - INFO - Epoch [8][445/541] lr: 2.897e-05, eta: 1:09:17, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0064, end_loss: 0.0058, loss: 0.0121, grad_norm: 3.5136 +2022-03-10 23:31:42,345 - davarocr - INFO - Epoch [8][450/541] lr: 2.900e-05, eta: 1:09:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0073, loss: 0.0126, grad_norm: 3.5994 +2022-03-10 23:31:43,223 - davarocr - INFO - Epoch [8][455/541] lr: 2.903e-05, eta: 1:09:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0027, loss: 0.0044, grad_norm: 3.5520 +2022-03-10 23:31:44,111 - davarocr - INFO - Epoch [8][460/541] lr: 2.907e-05, eta: 1:09:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0023, loss: 0.0059, grad_norm: 3.5876 +2022-03-10 23:31:44,988 - davarocr - INFO - Epoch [8][465/541] lr: 2.910e-05, eta: 1:09:13, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0041, end_loss: 0.0038, loss: 0.0079, grad_norm: 3.5556 +2022-03-10 23:31:45,873 - davarocr - INFO - Epoch [8][470/541] lr: 2.914e-05, eta: 1:09:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0083, loss: 0.0106, grad_norm: 3.7766 +2022-03-10 23:31:46,761 - davarocr - INFO - Epoch [8][475/541] lr: 2.917e-05, eta: 1:09:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0010, loss: 0.0023, grad_norm: 3.6773 +2022-03-10 23:31:47,650 - davarocr - INFO - Epoch [8][480/541] lr: 2.921e-05, eta: 1:09:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0027, end_loss: 0.0016, loss: 0.0043, grad_norm: 3.6027 +2022-03-10 23:31:48,541 - davarocr - INFO - Epoch [8][485/541] lr: 2.924e-05, eta: 1:09:09, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0067, end_loss: 0.0145, loss: 0.0212, grad_norm: 3.8206 +2022-03-10 23:31:49,425 - davarocr - INFO - Epoch [8][490/541] lr: 2.927e-05, eta: 1:09:08, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0045, end_loss: 0.0046, loss: 0.0092, grad_norm: 3.6187 +2022-03-10 23:31:50,308 - davarocr - INFO - Epoch [8][495/541] lr: 2.931e-05, eta: 1:09:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0076, end_loss: 0.0077, loss: 0.0154, grad_norm: 3.7215 +2022-03-10 23:31:51,188 - davarocr - INFO - Epoch [8][500/541] lr: 2.934e-05, eta: 1:09:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0079, end_loss: 0.0067, loss: 0.0146, grad_norm: 3.6838 +2022-03-10 23:31:52,066 - davarocr - INFO - Epoch [8][505/541] lr: 2.938e-05, eta: 1:09:04, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0018, loss: 0.0046, grad_norm: 3.5520 +2022-03-10 23:31:52,943 - davarocr - INFO - Epoch [8][510/541] lr: 2.941e-05, eta: 1:09:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0083, loss: 0.0121, grad_norm: 3.6381 +2022-03-10 23:31:53,825 - davarocr - INFO - Epoch [8][515/541] lr: 2.944e-05, eta: 1:09:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0029, loss: 0.0064, grad_norm: 3.5835 +2022-03-10 23:31:54,710 - davarocr - INFO - Epoch [8][520/541] lr: 2.948e-05, eta: 1:09:01, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0016, loss: 0.0035, grad_norm: 3.5823 +2022-03-10 23:31:55,587 - davarocr - INFO - Epoch [8][525/541] lr: 2.951e-05, eta: 1:09:00, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0041, end_loss: 0.0038, loss: 0.0079, grad_norm: 3.6511 +2022-03-10 23:31:56,461 - davarocr - INFO - Epoch [8][530/541] lr: 2.955e-05, eta: 1:08:59, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0058, loss: 0.0081, grad_norm: 3.6960 +2022-03-10 23:31:57,342 - davarocr - INFO - Epoch [8][535/541] lr: 2.958e-05, eta: 1:08:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0052, end_loss: 0.0018, loss: 0.0070, grad_norm: 3.6621 +2022-03-10 23:31:58,225 - davarocr - INFO - Epoch [8][540/541] lr: 2.962e-05, eta: 1:08:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0053, loss: 0.0080, grad_norm: 3.7526 +2022-03-10 23:32:12,829 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:32:12,830 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:32:12,830 - davarocr - INFO - Epoch(val) [8][541] LOC: {'precision': 0.9215339233038348, 'recall': 0.9364508393285371, 'f1-score': 0.9289325007433838}, PER: {'precision': 0.9759188846641318, 'recall': 0.9523809523809523, 'f1-score': 0.9640062597809076}, MISC: {'precision': 0.8202898550724638, 'recall': 0.8062678062678063, 'f1-score': 0.8132183908045977}, ORG: {'precision': 0.9014510278113664, 'recall': 0.8976520168573149, 'f1-score': 0.8995475113122172}, all: {'precision': 0.9184618123553498, 'recall': 0.9134206798866855, 'f1-score': 0.9159343098091434}, hmean: 0.9159 +2022-03-10 23:32:16,228 - davarocr - INFO - Epoch [9][5/541] lr: 2.860e-05, eta: 1:09:08, time: 0.677, data_time: 0.488, memory: 5192, start_loss: 0.0039, end_loss: 0.0016, loss: 0.0055, grad_norm: 3.6287 +2022-03-10 23:32:17,113 - davarocr - INFO - Epoch [9][10/541] lr: 2.863e-05, eta: 1:09:07, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0029, loss: 0.0044, grad_norm: 3.6062 +2022-03-10 23:32:17,992 - davarocr - INFO - Epoch [9][15/541] lr: 2.866e-05, eta: 1:09:06, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0041, loss: 0.0051, grad_norm: 3.6526 +2022-03-10 23:32:18,867 - davarocr - INFO - Epoch [9][20/541] lr: 2.870e-05, eta: 1:09:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0039, loss: 0.0043, grad_norm: 3.6079 +2022-03-10 23:32:19,754 - davarocr - INFO - Epoch [9][25/541] lr: 2.873e-05, eta: 1:09:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0025, loss: 0.0053, grad_norm: 3.7486 +2022-03-10 23:32:20,640 - davarocr - INFO - Epoch [9][30/541] lr: 2.876e-05, eta: 1:09:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0029, loss: 0.0044, grad_norm: 3.6314 +2022-03-10 23:32:21,538 - davarocr - INFO - Epoch [9][35/541] lr: 2.880e-05, eta: 1:09:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0024, loss: 0.0063, grad_norm: 3.7351 +2022-03-10 23:32:22,430 - davarocr - INFO - Epoch [9][40/541] lr: 2.883e-05, eta: 1:09:01, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0033, loss: 0.0069, grad_norm: 3.6667 +2022-03-10 23:32:23,321 - davarocr - INFO - Epoch [9][45/541] lr: 2.886e-05, eta: 1:08:59, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0072, end_loss: 0.0069, loss: 0.0141, grad_norm: 3.6451 +2022-03-10 23:32:24,201 - davarocr - INFO - Epoch [9][50/541] lr: 2.889e-05, eta: 1:08:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0048, end_loss: 0.0042, loss: 0.0090, grad_norm: 3.7977 +2022-03-10 23:32:25,092 - davarocr - INFO - Epoch [9][55/541] lr: 2.893e-05, eta: 1:08:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0030, loss: 0.0049, grad_norm: 3.6433 +2022-03-10 23:32:25,959 - davarocr - INFO - Epoch [9][60/541] lr: 2.896e-05, eta: 1:08:56, time: 0.173, data_time: 0.005, memory: 5192, start_loss: 0.0015, end_loss: 0.0027, loss: 0.0042, grad_norm: 3.6998 +2022-03-10 23:32:26,841 - davarocr - INFO - Epoch [9][65/541] lr: 2.899e-05, eta: 1:08:55, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0022, end_loss: 0.0030, loss: 0.0051, grad_norm: 3.8388 +2022-03-10 23:32:27,734 - davarocr - INFO - Epoch [9][70/541] lr: 2.903e-05, eta: 1:08:54, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0031, end_loss: 0.0018, loss: 0.0049, grad_norm: 3.7059 +2022-03-10 23:32:28,613 - davarocr - INFO - Epoch [9][75/541] lr: 2.906e-05, eta: 1:08:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0062, loss: 0.0093, grad_norm: 3.8793 +2022-03-10 23:32:29,500 - davarocr - INFO - Epoch [9][80/541] lr: 2.909e-05, eta: 1:08:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0014, loss: 0.0036, grad_norm: 3.6629 +2022-03-10 23:32:30,379 - davarocr - INFO - Epoch [9][85/541] lr: 2.913e-05, eta: 1:08:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0043, loss: 0.0077, grad_norm: 3.7120 +2022-03-10 23:32:31,261 - davarocr - INFO - Epoch [9][90/541] lr: 2.916e-05, eta: 1:08:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0023, loss: 0.0040, grad_norm: 3.6820 +2022-03-10 23:32:32,151 - davarocr - INFO - Epoch [9][95/541] lr: 2.919e-05, eta: 1:08:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0013, loss: 0.0024, grad_norm: 3.6704 +2022-03-10 23:32:33,040 - davarocr - INFO - Epoch [9][100/541] lr: 2.923e-05, eta: 1:08:48, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0013, loss: 0.0029, grad_norm: 3.6780 +2022-03-10 23:32:33,923 - davarocr - INFO - Epoch [9][105/541] lr: 2.926e-05, eta: 1:08:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 3.6432 +2022-03-10 23:32:34,802 - davarocr - INFO - Epoch [9][110/541] lr: 2.929e-05, eta: 1:08:46, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0031, loss: 0.0057, grad_norm: 3.6886 +2022-03-10 23:32:35,683 - davarocr - INFO - Epoch [9][115/541] lr: 2.932e-05, eta: 1:08:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 3.6888 +2022-03-10 23:32:36,562 - davarocr - INFO - Epoch [9][120/541] lr: 2.936e-05, eta: 1:08:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0007, loss: 0.0021, grad_norm: 3.6848 +2022-03-10 23:32:37,443 - davarocr - INFO - Epoch [9][125/541] lr: 2.939e-05, eta: 1:08:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0034, loss: 0.0064, grad_norm: 3.7553 +2022-03-10 23:32:38,324 - davarocr - INFO - Epoch [9][130/541] lr: 2.942e-05, eta: 1:08:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 3.6964 +2022-03-10 23:32:39,207 - davarocr - INFO - Epoch [9][135/541] lr: 2.946e-05, eta: 1:08:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0011, loss: 0.0026, grad_norm: 3.7231 +2022-03-10 23:32:40,093 - davarocr - INFO - Epoch [9][140/541] lr: 2.949e-05, eta: 1:08:39, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0035, end_loss: 0.0078, loss: 0.0113, grad_norm: 3.9654 +2022-03-10 23:32:40,979 - davarocr - INFO - Epoch [9][145/541] lr: 2.952e-05, eta: 1:08:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0085, end_loss: 0.0060, loss: 0.0145, grad_norm: 3.8141 +2022-03-10 23:32:41,878 - davarocr - INFO - Epoch [9][150/541] lr: 2.956e-05, eta: 1:08:37, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0034, end_loss: 0.0019, loss: 0.0053, grad_norm: 3.9154 +2022-03-10 23:32:42,799 - davarocr - INFO - Epoch [9][155/541] lr: 2.959e-05, eta: 1:08:36, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0027, loss: 0.0048, grad_norm: 3.7087 +2022-03-10 23:32:43,743 - davarocr - INFO - Epoch [9][160/541] lr: 2.962e-05, eta: 1:08:36, time: 0.190, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0022, loss: 0.0032, grad_norm: 3.7244 +2022-03-10 23:32:44,626 - davarocr - INFO - Epoch [9][165/541] lr: 2.965e-05, eta: 1:08:35, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0039, end_loss: 0.0053, loss: 0.0092, grad_norm: 3.9488 +2022-03-10 23:32:45,506 - davarocr - INFO - Epoch [9][170/541] lr: 2.969e-05, eta: 1:08:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0014, loss: 0.0055, grad_norm: 3.7034 +2022-03-10 23:32:46,427 - davarocr - INFO - Epoch [9][175/541] lr: 2.972e-05, eta: 1:08:33, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0050, loss: 0.0065, grad_norm: 3.7143 +2022-03-10 23:32:47,340 - davarocr - INFO - Epoch [9][180/541] lr: 2.975e-05, eta: 1:08:32, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0024, loss: 0.0065, grad_norm: 3.8830 +2022-03-10 23:32:48,248 - davarocr - INFO - Epoch [9][185/541] lr: 2.979e-05, eta: 1:08:31, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0026, loss: 0.0046, grad_norm: 3.7407 +2022-03-10 23:32:49,146 - davarocr - INFO - Epoch [9][190/541] lr: 2.982e-05, eta: 1:08:30, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0019, loss: 0.0037, grad_norm: 3.7712 +2022-03-10 23:32:50,049 - davarocr - INFO - Epoch [9][195/541] lr: 2.985e-05, eta: 1:08:29, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0040, end_loss: 0.0068, loss: 0.0108, grad_norm: 3.9001 +2022-03-10 23:32:50,952 - davarocr - INFO - Epoch [9][200/541] lr: 2.989e-05, eta: 1:08:28, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0039, loss: 0.0056, grad_norm: 3.9405 +2022-03-10 23:32:51,854 - davarocr - INFO - Epoch [9][205/541] lr: 2.992e-05, eta: 1:08:27, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0027, loss: 0.0045, grad_norm: 3.6421 +2022-03-10 23:32:52,763 - davarocr - INFO - Epoch [9][210/541] lr: 2.995e-05, eta: 1:08:26, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0011, loss: 0.0031, grad_norm: 3.6612 +2022-03-10 23:32:53,670 - davarocr - INFO - Epoch [9][215/541] lr: 2.998e-05, eta: 1:08:25, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0020, loss: 0.0054, grad_norm: 3.6464 +2022-03-10 23:32:54,554 - davarocr - INFO - Epoch [9][220/541] lr: 3.002e-05, eta: 1:08:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0018, loss: 0.0051, grad_norm: 3.6817 +2022-03-10 23:32:55,452 - davarocr - INFO - Epoch [9][225/541] lr: 3.005e-05, eta: 1:08:23, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0018, loss: 0.0054, grad_norm: 3.7007 +2022-03-10 23:32:56,374 - davarocr - INFO - Epoch [9][230/541] lr: 3.008e-05, eta: 1:08:22, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0018, loss: 0.0031, grad_norm: 3.6589 +2022-03-10 23:32:57,285 - davarocr - INFO - Epoch [9][235/541] lr: 3.012e-05, eta: 1:08:21, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0023, end_loss: 0.0014, loss: 0.0038, grad_norm: 3.7475 +2022-03-10 23:32:58,160 - davarocr - INFO - Epoch [9][240/541] lr: 3.015e-05, eta: 1:08:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0041, loss: 0.0074, grad_norm: 3.7001 +2022-03-10 23:32:59,038 - davarocr - INFO - Epoch [9][245/541] lr: 3.018e-05, eta: 1:08:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0065, loss: 0.0121, grad_norm: 3.8190 +2022-03-10 23:32:59,939 - davarocr - INFO - Epoch [9][250/541] lr: 3.022e-05, eta: 1:08:18, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0048, loss: 0.0089, grad_norm: 3.7734 +2022-03-10 23:33:00,835 - davarocr - INFO - Epoch [9][255/541] lr: 3.025e-05, eta: 1:08:17, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0024, end_loss: 0.0017, loss: 0.0041, grad_norm: 3.6646 +2022-03-10 23:33:01,719 - davarocr - INFO - Epoch [9][260/541] lr: 3.028e-05, eta: 1:08:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0010, loss: 0.0027, grad_norm: 3.6572 +2022-03-10 23:33:02,626 - davarocr - INFO - Epoch [9][265/541] lr: 3.031e-05, eta: 1:08:15, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0010, loss: 0.0031, grad_norm: 3.6276 +2022-03-10 23:33:03,515 - davarocr - INFO - Epoch [9][270/541] lr: 3.035e-05, eta: 1:08:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0039, loss: 0.0047, grad_norm: 3.6907 +2022-03-10 23:33:04,403 - davarocr - INFO - Epoch [9][275/541] lr: 3.038e-05, eta: 1:08:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0048, end_loss: 0.0050, loss: 0.0098, grad_norm: 3.8077 +2022-03-10 23:33:05,287 - davarocr - INFO - Epoch [9][280/541] lr: 3.041e-05, eta: 1:08:12, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0087, end_loss: 0.0058, loss: 0.0146, grad_norm: 3.8109 +2022-03-10 23:33:06,164 - davarocr - INFO - Epoch [9][285/541] lr: 3.045e-05, eta: 1:08:11, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0023, loss: 0.0036, grad_norm: 3.6393 +2022-03-10 23:33:07,050 - davarocr - INFO - Epoch [9][290/541] lr: 3.048e-05, eta: 1:08:10, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0078, end_loss: 0.0081, loss: 0.0160, grad_norm: 3.7629 +2022-03-10 23:33:07,940 - davarocr - INFO - Epoch [9][295/541] lr: 3.051e-05, eta: 1:08:09, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0036, end_loss: 0.0055, loss: 0.0091, grad_norm: 3.7154 +2022-03-10 23:33:08,813 - davarocr - INFO - Epoch [9][300/541] lr: 3.055e-05, eta: 1:08:08, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0016, end_loss: 0.0022, loss: 0.0038, grad_norm: 3.6276 +2022-03-10 23:33:09,738 - davarocr - INFO - Epoch [9][305/541] lr: 3.058e-05, eta: 1:08:07, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0028, loss: 0.0053, grad_norm: 3.6990 +2022-03-10 23:33:10,647 - davarocr - INFO - Epoch [9][310/541] lr: 3.061e-05, eta: 1:08:06, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0033, end_loss: 0.0022, loss: 0.0056, grad_norm: 3.6777 +2022-03-10 23:33:11,551 - davarocr - INFO - Epoch [9][315/541] lr: 3.064e-05, eta: 1:08:05, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0027, end_loss: 0.0039, loss: 0.0066, grad_norm: 3.7308 +2022-03-10 23:33:12,454 - davarocr - INFO - Epoch [9][320/541] lr: 3.068e-05, eta: 1:08:04, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0006, loss: 0.0012, grad_norm: 3.6724 +2022-03-10 23:33:13,384 - davarocr - INFO - Epoch [9][325/541] lr: 3.071e-05, eta: 1:08:03, time: 0.186, data_time: 0.009, memory: 5192, start_loss: 0.0035, end_loss: 0.0042, loss: 0.0077, grad_norm: 3.7634 +2022-03-10 23:33:14,285 - davarocr - INFO - Epoch [9][330/541] lr: 3.074e-05, eta: 1:08:02, time: 0.183, data_time: 0.013, memory: 5192, start_loss: 0.0059, end_loss: 0.0045, loss: 0.0104, grad_norm: 3.7429 +2022-03-10 23:33:15,200 - davarocr - INFO - Epoch [9][335/541] lr: 3.078e-05, eta: 1:08:01, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0031, loss: 0.0051, grad_norm: 3.7001 +2022-03-10 23:33:16,086 - davarocr - INFO - Epoch [9][340/541] lr: 3.081e-05, eta: 1:08:00, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0017, grad_norm: 3.7283 +2022-03-10 23:33:16,980 - davarocr - INFO - Epoch [9][345/541] lr: 3.084e-05, eta: 1:07:59, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0017, loss: 0.0030, grad_norm: 3.7598 +2022-03-10 23:33:17,884 - davarocr - INFO - Epoch [9][350/541] lr: 3.088e-05, eta: 1:07:58, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0017, end_loss: 0.0010, loss: 0.0028, grad_norm: 3.7726 +2022-03-10 23:33:18,778 - davarocr - INFO - Epoch [9][355/541] lr: 3.091e-05, eta: 1:07:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0073, end_loss: 0.0007, loss: 0.0080, grad_norm: 3.8976 +2022-03-10 23:33:19,680 - davarocr - INFO - Epoch [9][360/541] lr: 3.094e-05, eta: 1:07:56, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0042, end_loss: 0.0040, loss: 0.0082, grad_norm: 3.7996 +2022-03-10 23:33:20,578 - davarocr - INFO - Epoch [9][365/541] lr: 3.097e-05, eta: 1:07:55, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0059, end_loss: 0.0049, loss: 0.0109, grad_norm: 3.8202 +2022-03-10 23:33:21,489 - davarocr - INFO - Epoch [9][370/541] lr: 3.101e-05, eta: 1:07:55, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0023, loss: 0.0038, grad_norm: 3.7775 +2022-03-10 23:33:22,399 - davarocr - INFO - Epoch [9][375/541] lr: 3.104e-05, eta: 1:07:54, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0043, loss: 0.0092, grad_norm: 3.8808 +2022-03-10 23:33:23,312 - davarocr - INFO - Epoch [9][380/541] lr: 3.107e-05, eta: 1:07:53, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0009, loss: 0.0037, grad_norm: 3.6980 +2022-03-10 23:33:24,187 - davarocr - INFO - Epoch [9][385/541] lr: 3.111e-05, eta: 1:07:52, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0032, end_loss: 0.0029, loss: 0.0060, grad_norm: 3.7592 +2022-03-10 23:33:25,067 - davarocr - INFO - Epoch [9][390/541] lr: 3.114e-05, eta: 1:07:51, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0017, end_loss: 0.0038, loss: 0.0055, grad_norm: 3.7689 +2022-03-10 23:33:25,956 - davarocr - INFO - Epoch [9][395/541] lr: 3.117e-05, eta: 1:07:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 3.7352 +2022-03-10 23:33:26,838 - davarocr - INFO - Epoch [9][400/541] lr: 3.121e-05, eta: 1:07:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0188, loss: 0.0243, grad_norm: 3.9681 +2022-03-10 23:33:27,722 - davarocr - INFO - Epoch [9][405/541] lr: 3.124e-05, eta: 1:07:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0019, loss: 0.0052, grad_norm: 3.7244 +2022-03-10 23:33:28,610 - davarocr - INFO - Epoch [9][410/541] lr: 3.127e-05, eta: 1:07:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0019, loss: 0.0045, grad_norm: 3.7350 +2022-03-10 23:33:29,489 - davarocr - INFO - Epoch [9][415/541] lr: 3.130e-05, eta: 1:07:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0022, grad_norm: 3.7739 +2022-03-10 23:33:30,369 - davarocr - INFO - Epoch [9][420/541] lr: 3.134e-05, eta: 1:07:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0012, loss: 0.0026, grad_norm: 3.7185 +2022-03-10 23:33:31,250 - davarocr - INFO - Epoch [9][425/541] lr: 3.137e-05, eta: 1:07:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0051, loss: 0.0092, grad_norm: 3.7216 +2022-03-10 23:33:32,145 - davarocr - INFO - Epoch [9][430/541] lr: 3.140e-05, eta: 1:07:42, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0035, loss: 0.0065, grad_norm: 3.9753 +2022-03-10 23:33:33,042 - davarocr - INFO - Epoch [9][435/541] lr: 3.144e-05, eta: 1:07:41, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0097, end_loss: 0.0080, loss: 0.0178, grad_norm: 3.8824 +2022-03-10 23:33:33,931 - davarocr - INFO - Epoch [9][440/541] lr: 3.147e-05, eta: 1:07:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0053, loss: 0.0075, grad_norm: 3.8128 +2022-03-10 23:33:34,830 - davarocr - INFO - Epoch [9][445/541] lr: 3.150e-05, eta: 1:07:39, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0028, end_loss: 0.0047, loss: 0.0075, grad_norm: 3.7525 +2022-03-10 23:33:35,741 - davarocr - INFO - Epoch [9][450/541] lr: 3.154e-05, eta: 1:07:38, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0090, end_loss: 0.0086, loss: 0.0176, grad_norm: 3.9739 +2022-03-10 23:33:36,640 - davarocr - INFO - Epoch [9][455/541] lr: 3.157e-05, eta: 1:07:37, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0050, end_loss: 0.0062, loss: 0.0111, grad_norm: 3.9518 +2022-03-10 23:33:37,542 - davarocr - INFO - Epoch [9][460/541] lr: 3.160e-05, eta: 1:07:37, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0043, end_loss: 0.0068, loss: 0.0112, grad_norm: 3.9733 +2022-03-10 23:33:38,444 - davarocr - INFO - Epoch [9][465/541] lr: 3.163e-05, eta: 1:07:36, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0049, loss: 0.0080, grad_norm: 3.8927 +2022-03-10 23:33:39,366 - davarocr - INFO - Epoch [9][470/541] lr: 3.167e-05, eta: 1:07:35, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0060, end_loss: 0.0053, loss: 0.0113, grad_norm: 3.9030 +2022-03-10 23:33:40,262 - davarocr - INFO - Epoch [9][475/541] lr: 3.170e-05, eta: 1:07:34, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0071, end_loss: 0.0022, loss: 0.0092, grad_norm: 3.8458 +2022-03-10 23:33:41,135 - davarocr - INFO - Epoch [9][480/541] lr: 3.173e-05, eta: 1:07:33, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0057, end_loss: 0.0028, loss: 0.0085, grad_norm: 4.0992 +2022-03-10 23:33:42,037 - davarocr - INFO - Epoch [9][485/541] lr: 3.177e-05, eta: 1:07:32, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0050, end_loss: 0.0032, loss: 0.0083, grad_norm: 3.8603 +2022-03-10 23:33:42,920 - davarocr - INFO - Epoch [9][490/541] lr: 3.180e-05, eta: 1:07:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0019, loss: 0.0035, grad_norm: 3.9077 +2022-03-10 23:33:43,802 - davarocr - INFO - Epoch [9][495/541] lr: 3.183e-05, eta: 1:07:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0018, loss: 0.0034, grad_norm: 3.8877 +2022-03-10 23:33:44,697 - davarocr - INFO - Epoch [9][500/541] lr: 3.187e-05, eta: 1:07:29, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0078, end_loss: 0.0078, loss: 0.0156, grad_norm: 3.8868 +2022-03-10 23:33:45,579 - davarocr - INFO - Epoch [9][505/541] lr: 3.190e-05, eta: 1:07:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0073, end_loss: 0.0095, loss: 0.0167, grad_norm: 3.8909 +2022-03-10 23:33:46,457 - davarocr - INFO - Epoch [9][510/541] lr: 3.193e-05, eta: 1:07:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0020, loss: 0.0044, grad_norm: 3.8072 +2022-03-10 23:33:47,343 - davarocr - INFO - Epoch [9][515/541] lr: 3.196e-05, eta: 1:07:25, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0064, loss: 0.0101, grad_norm: 3.9090 +2022-03-10 23:33:48,227 - davarocr - INFO - Epoch [9][520/541] lr: 3.200e-05, eta: 1:07:24, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0055, end_loss: 0.0038, loss: 0.0093, grad_norm: 3.9000 +2022-03-10 23:33:49,141 - davarocr - INFO - Epoch [9][525/541] lr: 3.203e-05, eta: 1:07:23, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0026, loss: 0.0037, grad_norm: 3.8323 +2022-03-10 23:33:50,031 - davarocr - INFO - Epoch [9][530/541] lr: 3.206e-05, eta: 1:07:22, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0039, end_loss: 0.0046, loss: 0.0085, grad_norm: 3.8538 +2022-03-10 23:33:50,907 - davarocr - INFO - Epoch [9][535/541] lr: 3.210e-05, eta: 1:07:21, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0059, loss: 0.0107, grad_norm: 3.7730 +2022-03-10 23:33:51,780 - davarocr - INFO - Epoch [9][540/541] lr: 3.213e-05, eta: 1:07:20, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0027, end_loss: 0.0020, loss: 0.0047, grad_norm: 3.7711 +2022-03-10 23:34:05,755 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:34:05,756 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:34:05,756 - davarocr - INFO - Epoch(val) [9][541] LOC: {'precision': 0.9382192610539067, 'recall': 0.9286570743405276, 'f1-score': 0.9334136788189213}, PER: {'precision': 0.9705694177863083, 'recall': 0.9381570810142239, 'f1-score': 0.9540880503144654}, MISC: {'precision': 0.8586466165413534, 'recall': 0.8133903133903134, 'f1-score': 0.8354059985369422}, ORG: {'precision': 0.8566610455311973, 'recall': 0.917519566526189, 'f1-score': 0.8860465116279069}, all: {'precision': 0.9121597737716508, 'recall': 0.9137747875354107, 'f1-score': 0.9129665664249071}, hmean: 0.9130 +2022-03-10 23:34:09,140 - davarocr - INFO - Epoch [10][5/541] lr: 3.106e-05, eta: 1:07:30, time: 0.672, data_time: 0.488, memory: 5192, start_loss: 0.0016, end_loss: 0.0014, loss: 0.0030, grad_norm: 3.7611 +2022-03-10 23:34:10,032 - davarocr - INFO - Epoch [10][10/541] lr: 3.109e-05, eta: 1:07:29, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0019, loss: 0.0041, grad_norm: 3.7957 +2022-03-10 23:34:10,929 - davarocr - INFO - Epoch [10][15/541] lr: 3.112e-05, eta: 1:07:28, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0047, end_loss: 0.0028, loss: 0.0075, grad_norm: 3.8653 +2022-03-10 23:34:11,838 - davarocr - INFO - Epoch [10][20/541] lr: 3.116e-05, eta: 1:07:27, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 3.7731 +2022-03-10 23:34:12,734 - davarocr - INFO - Epoch [10][25/541] lr: 3.119e-05, eta: 1:07:26, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0021, end_loss: 0.0034, loss: 0.0054, grad_norm: 3.8064 +2022-03-10 23:34:13,641 - davarocr - INFO - Epoch [10][30/541] lr: 3.122e-05, eta: 1:07:25, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0048, loss: 0.0068, grad_norm: 3.8641 +2022-03-10 23:34:14,571 - davarocr - INFO - Epoch [10][35/541] lr: 3.125e-05, eta: 1:07:24, time: 0.186, data_time: 0.009, memory: 5192, start_loss: 0.0016, end_loss: 0.0012, loss: 0.0028, grad_norm: 3.8199 +2022-03-10 23:34:15,483 - davarocr - INFO - Epoch [10][40/541] lr: 3.128e-05, eta: 1:07:23, time: 0.185, data_time: 0.010, memory: 5192, start_loss: 0.0022, end_loss: 0.0017, loss: 0.0039, grad_norm: 3.8248 +2022-03-10 23:34:16,393 - davarocr - INFO - Epoch [10][45/541] lr: 3.131e-05, eta: 1:07:22, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0012, grad_norm: 3.7796 +2022-03-10 23:34:17,303 - davarocr - INFO - Epoch [10][50/541] lr: 3.135e-05, eta: 1:07:21, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0031, loss: 0.0043, grad_norm: 3.8175 +2022-03-10 23:34:18,213 - davarocr - INFO - Epoch [10][55/541] lr: 3.138e-05, eta: 1:07:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0023, loss: 0.0026, grad_norm: 3.8348 +2022-03-10 23:34:19,137 - davarocr - INFO - Epoch [10][60/541] lr: 3.141e-05, eta: 1:07:19, time: 0.185, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0021, loss: 0.0056, grad_norm: 3.9636 +2022-03-10 23:34:20,033 - davarocr - INFO - Epoch [10][65/541] lr: 3.144e-05, eta: 1:07:18, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0042, loss: 0.0068, grad_norm: 3.9051 +2022-03-10 23:34:20,942 - davarocr - INFO - Epoch [10][70/541] lr: 3.147e-05, eta: 1:07:17, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0052, end_loss: 0.0057, loss: 0.0108, grad_norm: 3.8847 +2022-03-10 23:34:21,847 - davarocr - INFO - Epoch [10][75/541] lr: 3.151e-05, eta: 1:07:16, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0016, loss: 0.0036, grad_norm: 3.8314 +2022-03-10 23:34:22,755 - davarocr - INFO - Epoch [10][80/541] lr: 3.154e-05, eta: 1:07:16, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0006, grad_norm: 3.8082 +2022-03-10 23:34:23,661 - davarocr - INFO - Epoch [10][85/541] lr: 3.157e-05, eta: 1:07:15, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0062, loss: 0.0096, grad_norm: 3.8582 +2022-03-10 23:34:24,579 - davarocr - INFO - Epoch [10][90/541] lr: 3.160e-05, eta: 1:07:14, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0012, loss: 0.0018, grad_norm: 3.8243 +2022-03-10 23:34:25,479 - davarocr - INFO - Epoch [10][95/541] lr: 3.163e-05, eta: 1:07:13, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0015, grad_norm: 3.8276 +2022-03-10 23:34:26,397 - davarocr - INFO - Epoch [10][100/541] lr: 3.167e-05, eta: 1:07:12, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0008, loss: 0.0023, grad_norm: 3.8667 +2022-03-10 23:34:27,296 - davarocr - INFO - Epoch [10][105/541] lr: 3.170e-05, eta: 1:07:11, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0039, end_loss: 0.0031, loss: 0.0070, grad_norm: 3.9073 +2022-03-10 23:34:28,200 - davarocr - INFO - Epoch [10][110/541] lr: 3.173e-05, eta: 1:07:10, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0021, loss: 0.0041, grad_norm: 3.8543 +2022-03-10 23:34:29,101 - davarocr - INFO - Epoch [10][115/541] lr: 3.176e-05, eta: 1:07:09, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0089, end_loss: 0.0065, loss: 0.0154, grad_norm: 4.2138 +2022-03-10 23:34:30,017 - davarocr - INFO - Epoch [10][120/541] lr: 3.179e-05, eta: 1:07:08, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0010, loss: 0.0034, grad_norm: 3.8359 +2022-03-10 23:34:30,929 - davarocr - INFO - Epoch [10][125/541] lr: 3.182e-05, eta: 1:07:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0068, end_loss: 0.0025, loss: 0.0093, grad_norm: 4.0173 +2022-03-10 23:34:31,835 - davarocr - INFO - Epoch [10][130/541] lr: 3.186e-05, eta: 1:07:06, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0017, loss: 0.0037, grad_norm: 3.8648 +2022-03-10 23:34:32,736 - davarocr - INFO - Epoch [10][135/541] lr: 3.189e-05, eta: 1:07:05, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0015, loss: 0.0040, grad_norm: 3.8903 +2022-03-10 23:34:33,631 - davarocr - INFO - Epoch [10][140/541] lr: 3.192e-05, eta: 1:07:04, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0017, loss: 0.0029, grad_norm: 3.8666 +2022-03-10 23:34:34,531 - davarocr - INFO - Epoch [10][145/541] lr: 3.195e-05, eta: 1:07:03, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0020, loss: 0.0029, grad_norm: 3.8397 +2022-03-10 23:34:35,440 - davarocr - INFO - Epoch [10][150/541] lr: 3.198e-05, eta: 1:07:02, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0035, loss: 0.0057, grad_norm: 3.8831 +2022-03-10 23:34:36,345 - davarocr - INFO - Epoch [10][155/541] lr: 3.202e-05, eta: 1:07:01, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0027, loss: 0.0045, grad_norm: 3.8885 +2022-03-10 23:34:37,248 - davarocr - INFO - Epoch [10][160/541] lr: 3.205e-05, eta: 1:07:00, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0033, loss: 0.0048, grad_norm: 3.8611 +2022-03-10 23:34:38,152 - davarocr - INFO - Epoch [10][165/541] lr: 3.208e-05, eta: 1:06:59, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0008, loss: 0.0026, grad_norm: 3.8888 +2022-03-10 23:34:39,052 - davarocr - INFO - Epoch [10][170/541] lr: 3.211e-05, eta: 1:06:58, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0036, loss: 0.0047, grad_norm: 3.8825 +2022-03-10 23:34:39,949 - davarocr - INFO - Epoch [10][175/541] lr: 3.214e-05, eta: 1:06:58, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0027, loss: 0.0050, grad_norm: 3.9038 +2022-03-10 23:34:40,860 - davarocr - INFO - Epoch [10][180/541] lr: 3.218e-05, eta: 1:06:57, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0014, loss: 0.0028, grad_norm: 3.8779 +2022-03-10 23:34:41,764 - davarocr - INFO - Epoch [10][185/541] lr: 3.221e-05, eta: 1:06:56, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0030, loss: 0.0070, grad_norm: 3.9290 +2022-03-10 23:34:42,670 - davarocr - INFO - Epoch [10][190/541] lr: 3.224e-05, eta: 1:06:55, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0023, loss: 0.0048, grad_norm: 3.9801 +2022-03-10 23:34:43,568 - davarocr - INFO - Epoch [10][195/541] lr: 3.227e-05, eta: 1:06:54, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0024, loss: 0.0034, grad_norm: 3.9108 +2022-03-10 23:34:44,482 - davarocr - INFO - Epoch [10][200/541] lr: 3.230e-05, eta: 1:06:53, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0029, loss: 0.0060, grad_norm: 4.1134 +2022-03-10 23:34:45,393 - davarocr - INFO - Epoch [10][205/541] lr: 3.233e-05, eta: 1:06:52, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0009, loss: 0.0016, grad_norm: 3.8520 +2022-03-10 23:34:46,299 - davarocr - INFO - Epoch [10][210/541] lr: 3.237e-05, eta: 1:06:51, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0014, loss: 0.0027, grad_norm: 3.9383 +2022-03-10 23:34:47,205 - davarocr - INFO - Epoch [10][215/541] lr: 3.240e-05, eta: 1:06:50, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0042, end_loss: 0.0046, loss: 0.0088, grad_norm: 3.9850 +2022-03-10 23:34:48,104 - davarocr - INFO - Epoch [10][220/541] lr: 3.243e-05, eta: 1:06:49, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0010, loss: 0.0037, grad_norm: 3.8715 +2022-03-10 23:34:49,003 - davarocr - INFO - Epoch [10][225/541] lr: 3.246e-05, eta: 1:06:48, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0007, loss: 0.0018, grad_norm: 3.8355 +2022-03-10 23:34:49,900 - davarocr - INFO - Epoch [10][230/541] lr: 3.249e-05, eta: 1:06:47, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0062, loss: 0.0103, grad_norm: 4.0150 +2022-03-10 23:34:50,808 - davarocr - INFO - Epoch [10][235/541] lr: 3.253e-05, eta: 1:06:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0037, loss: 0.0065, grad_norm: 3.8950 +2022-03-10 23:34:51,710 - davarocr - INFO - Epoch [10][240/541] lr: 3.256e-05, eta: 1:06:45, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0020, loss: 0.0040, grad_norm: 3.8415 +2022-03-10 23:34:52,619 - davarocr - INFO - Epoch [10][245/541] lr: 3.259e-05, eta: 1:06:44, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0072, loss: 0.0082, grad_norm: 3.9549 +2022-03-10 23:34:53,523 - davarocr - INFO - Epoch [10][250/541] lr: 3.262e-05, eta: 1:06:43, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 3.8677 +2022-03-10 23:34:54,431 - davarocr - INFO - Epoch [10][255/541] lr: 3.265e-05, eta: 1:06:42, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0044, loss: 0.0073, grad_norm: 3.8602 +2022-03-10 23:34:55,332 - davarocr - INFO - Epoch [10][260/541] lr: 3.269e-05, eta: 1:06:41, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0019, loss: 0.0041, grad_norm: 3.8875 +2022-03-10 23:34:56,236 - davarocr - INFO - Epoch [10][265/541] lr: 3.272e-05, eta: 1:06:40, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0009, loss: 0.0034, grad_norm: 3.9374 +2022-03-10 23:34:57,124 - davarocr - INFO - Epoch [10][270/541] lr: 3.275e-05, eta: 1:06:39, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0014, loss: 0.0034, grad_norm: 3.9191 +2022-03-10 23:34:58,013 - davarocr - INFO - Epoch [10][275/541] lr: 3.278e-05, eta: 1:06:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0013, loss: 0.0023, grad_norm: 3.8929 +2022-03-10 23:34:58,900 - davarocr - INFO - Epoch [10][280/541] lr: 3.281e-05, eta: 1:06:37, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 3.8986 +2022-03-10 23:34:59,784 - davarocr - INFO - Epoch [10][285/541] lr: 3.284e-05, eta: 1:06:36, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0026, end_loss: 0.0038, loss: 0.0063, grad_norm: 3.9250 +2022-03-10 23:35:00,673 - davarocr - INFO - Epoch [10][290/541] lr: 3.288e-05, eta: 1:06:35, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0012, loss: 0.0031, grad_norm: 3.8732 +2022-03-10 23:35:01,559 - davarocr - INFO - Epoch [10][295/541] lr: 3.291e-05, eta: 1:06:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0030, loss: 0.0033, grad_norm: 3.8733 +2022-03-10 23:35:02,449 - davarocr - INFO - Epoch [10][300/541] lr: 3.294e-05, eta: 1:06:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0010, loss: 0.0021, grad_norm: 3.9159 +2022-03-10 23:35:03,338 - davarocr - INFO - Epoch [10][305/541] lr: 3.297e-05, eta: 1:06:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0019, loss: 0.0040, grad_norm: 4.0758 +2022-03-10 23:35:04,216 - davarocr - INFO - Epoch [10][310/541] lr: 3.300e-05, eta: 1:06:31, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0029, end_loss: 0.0016, loss: 0.0044, grad_norm: 4.0336 +2022-03-10 23:35:05,103 - davarocr - INFO - Epoch [10][315/541] lr: 3.304e-05, eta: 1:06:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0054, end_loss: 0.0011, loss: 0.0065, grad_norm: 3.9297 +2022-03-10 23:35:05,986 - davarocr - INFO - Epoch [10][320/541] lr: 3.307e-05, eta: 1:06:29, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0082, end_loss: 0.0074, loss: 0.0155, grad_norm: 4.1730 +2022-03-10 23:35:06,869 - davarocr - INFO - Epoch [10][325/541] lr: 3.310e-05, eta: 1:06:28, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0047, end_loss: 0.0040, loss: 0.0087, grad_norm: 3.9753 +2022-03-10 23:35:07,758 - davarocr - INFO - Epoch [10][330/541] lr: 3.313e-05, eta: 1:06:27, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0019, end_loss: 0.0016, loss: 0.0034, grad_norm: 3.9508 +2022-03-10 23:35:08,636 - davarocr - INFO - Epoch [10][335/541] lr: 3.316e-05, eta: 1:06:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0016, loss: 0.0030, grad_norm: 3.8551 +2022-03-10 23:35:09,513 - davarocr - INFO - Epoch [10][340/541] lr: 3.320e-05, eta: 1:06:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0071, loss: 0.0107, grad_norm: 3.9686 +2022-03-10 23:35:10,393 - davarocr - INFO - Epoch [10][345/541] lr: 3.323e-05, eta: 1:06:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0053, end_loss: 0.0085, loss: 0.0138, grad_norm: 4.3964 +2022-03-10 23:35:11,272 - davarocr - INFO - Epoch [10][350/541] lr: 3.326e-05, eta: 1:06:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0037, end_loss: 0.0033, loss: 0.0070, grad_norm: 3.3699 +2022-03-10 23:35:12,156 - davarocr - INFO - Epoch [10][355/541] lr: 3.329e-05, eta: 1:06:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0074, end_loss: 0.0090, loss: 0.0164, grad_norm: 3.3781 +2022-03-10 23:35:13,042 - davarocr - INFO - Epoch [10][360/541] lr: 3.332e-05, eta: 1:06:21, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0039, loss: 0.0056, grad_norm: 3.2619 +2022-03-10 23:35:13,934 - davarocr - INFO - Epoch [10][365/541] lr: 3.335e-05, eta: 1:06:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0031, loss: 0.0064, grad_norm: 3.3198 +2022-03-10 23:35:14,813 - davarocr - INFO - Epoch [10][370/541] lr: 3.339e-05, eta: 1:06:19, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0050, end_loss: 0.0044, loss: 0.0094, grad_norm: 3.6491 +2022-03-10 23:35:15,708 - davarocr - INFO - Epoch [10][375/541] lr: 3.342e-05, eta: 1:06:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0057, loss: 0.0076, grad_norm: 3.3435 +2022-03-10 23:35:16,596 - davarocr - INFO - Epoch [10][380/541] lr: 3.345e-05, eta: 1:06:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0031, loss: 0.0056, grad_norm: 3.2931 +2022-03-10 23:35:17,485 - davarocr - INFO - Epoch [10][385/541] lr: 3.348e-05, eta: 1:06:16, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0031, loss: 0.0054, grad_norm: 3.3262 +2022-03-10 23:35:18,375 - davarocr - INFO - Epoch [10][390/541] lr: 3.351e-05, eta: 1:06:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0012, loss: 0.0052, grad_norm: 3.4548 +2022-03-10 23:35:19,256 - davarocr - INFO - Epoch [10][395/541] lr: 3.355e-05, eta: 1:06:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0114, end_loss: 0.0045, loss: 0.0159, grad_norm: 3.4210 +2022-03-10 23:35:20,141 - davarocr - INFO - Epoch [10][400/541] lr: 3.358e-05, eta: 1:06:13, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0019, end_loss: 0.0024, loss: 0.0043, grad_norm: 3.3063 +2022-03-10 23:35:21,024 - davarocr - INFO - Epoch [10][405/541] lr: 3.361e-05, eta: 1:06:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0067, loss: 0.0117, grad_norm: 3.4902 +2022-03-10 23:35:21,910 - davarocr - INFO - Epoch [10][410/541] lr: 3.364e-05, eta: 1:06:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0047, loss: 0.0085, grad_norm: 3.3268 +2022-03-10 23:35:22,786 - davarocr - INFO - Epoch [10][415/541] lr: 3.367e-05, eta: 1:06:10, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0040, loss: 0.0060, grad_norm: 3.2836 +2022-03-10 23:35:23,664 - davarocr - INFO - Epoch [10][420/541] lr: 3.371e-05, eta: 1:06:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0034, loss: 0.0055, grad_norm: 3.2946 +2022-03-10 23:35:24,563 - davarocr - INFO - Epoch [10][425/541] lr: 3.374e-05, eta: 1:06:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0054, end_loss: 0.0044, loss: 0.0098, grad_norm: 3.3770 +2022-03-10 23:35:25,447 - davarocr - INFO - Epoch [10][430/541] lr: 3.377e-05, eta: 1:06:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0047, loss: 0.0067, grad_norm: 3.3778 +2022-03-10 23:35:26,328 - davarocr - INFO - Epoch [10][435/541] lr: 3.380e-05, eta: 1:06:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0048, end_loss: 0.0050, loss: 0.0097, grad_norm: 3.4584 +2022-03-10 23:35:27,215 - davarocr - INFO - Epoch [10][440/541] lr: 3.383e-05, eta: 1:06:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0016, loss: 0.0037, grad_norm: 3.2913 +2022-03-10 23:35:28,103 - davarocr - INFO - Epoch [10][445/541] lr: 3.386e-05, eta: 1:06:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0012, loss: 0.0027, grad_norm: 3.3939 +2022-03-10 23:35:28,983 - davarocr - INFO - Epoch [10][450/541] lr: 3.390e-05, eta: 1:06:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0042, loss: 0.0055, grad_norm: 3.3083 +2022-03-10 23:35:29,867 - davarocr - INFO - Epoch [10][455/541] lr: 3.393e-05, eta: 1:06:01, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0018, loss: 0.0034, grad_norm: 3.3764 +2022-03-10 23:35:30,766 - davarocr - INFO - Epoch [10][460/541] lr: 3.396e-05, eta: 1:06:01, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0028, loss: 0.0033, grad_norm: 3.3403 +2022-03-10 23:35:31,641 - davarocr - INFO - Epoch [10][465/541] lr: 3.399e-05, eta: 1:05:59, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0012, end_loss: 0.0043, loss: 0.0055, grad_norm: 3.5495 +2022-03-10 23:35:32,527 - davarocr - INFO - Epoch [10][470/541] lr: 3.402e-05, eta: 1:05:58, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0047, end_loss: 0.0039, loss: 0.0086, grad_norm: 3.4052 +2022-03-10 23:35:33,418 - davarocr - INFO - Epoch [10][475/541] lr: 3.406e-05, eta: 1:05:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0087, end_loss: 0.0042, loss: 0.0129, grad_norm: 3.3863 +2022-03-10 23:35:34,333 - davarocr - INFO - Epoch [10][480/541] lr: 3.409e-05, eta: 1:05:57, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0014, end_loss: 0.0027, loss: 0.0041, grad_norm: 3.3684 +2022-03-10 23:35:35,210 - davarocr - INFO - Epoch [10][485/541] lr: 3.412e-05, eta: 1:05:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0037, end_loss: 0.0032, loss: 0.0068, grad_norm: 3.3752 +2022-03-10 23:35:36,087 - davarocr - INFO - Epoch [10][490/541] lr: 3.415e-05, eta: 1:05:54, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0022, end_loss: 0.0026, loss: 0.0048, grad_norm: 3.2681 +2022-03-10 23:35:36,977 - davarocr - INFO - Epoch [10][495/541] lr: 3.418e-05, eta: 1:05:53, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0052, end_loss: 0.0060, loss: 0.0111, grad_norm: 3.3863 +2022-03-10 23:35:37,872 - davarocr - INFO - Epoch [10][500/541] lr: 3.422e-05, eta: 1:05:52, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0015, loss: 0.0021, grad_norm: 3.2962 +2022-03-10 23:35:38,759 - davarocr - INFO - Epoch [10][505/541] lr: 3.425e-05, eta: 1:05:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0058, loss: 0.0068, grad_norm: 3.4630 +2022-03-10 23:35:39,642 - davarocr - INFO - Epoch [10][510/541] lr: 3.428e-05, eta: 1:05:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0043, end_loss: 0.0052, loss: 0.0095, grad_norm: 3.3877 +2022-03-10 23:35:40,536 - davarocr - INFO - Epoch [10][515/541] lr: 3.431e-05, eta: 1:05:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0051, end_loss: 0.0043, loss: 0.0093, grad_norm: 3.3958 +2022-03-10 23:35:41,426 - davarocr - INFO - Epoch [10][520/541] lr: 3.434e-05, eta: 1:05:48, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0055, loss: 0.0069, grad_norm: 3.4098 +2022-03-10 23:35:42,316 - davarocr - INFO - Epoch [10][525/541] lr: 3.437e-05, eta: 1:05:47, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0063, loss: 0.0073, grad_norm: 3.4157 +2022-03-10 23:35:43,196 - davarocr - INFO - Epoch [10][530/541] lr: 3.441e-05, eta: 1:05:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0043, end_loss: 0.0033, loss: 0.0076, grad_norm: 3.4920 +2022-03-10 23:35:44,075 - davarocr - INFO - Epoch [10][535/541] lr: 3.444e-05, eta: 1:05:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0087, loss: 0.0129, grad_norm: 3.5436 +2022-03-10 23:35:44,951 - davarocr - INFO - Epoch [10][540/541] lr: 3.447e-05, eta: 1:05:44, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0065, end_loss: 0.0056, loss: 0.0120, grad_norm: 3.4370 +2022-03-10 23:35:58,736 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:35:58,737 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:35:58,737 - davarocr - INFO - Epoch(val) [10][541] LOC: {'precision': 0.945712523133868, 'recall': 0.9190647482014388, 'f1-score': 0.9321982365460626}, PER: {'precision': 0.9706632653061225, 'recall': 0.9412492269635127, 'f1-score': 0.9557299843014129}, MISC: {'precision': 0.7936085219707057, 'recall': 0.8490028490028491, 'f1-score': 0.8203716448726773}, ORG: {'precision': 0.88459250446163, 'recall': 0.8952438290186635, 'f1-score': 0.8898862956313583}, all: {'precision': 0.9140722291407223, 'recall': 0.9097025495750708, 'f1-score': 0.9118821545833703}, hmean: 0.9119 +2022-03-10 23:36:02,107 - davarocr - INFO - Epoch [11][5/541] lr: 3.333e-05, eta: 1:05:52, time: 0.673, data_time: 0.489, memory: 5192, start_loss: 0.0031, end_loss: 0.0011, loss: 0.0041, grad_norm: 3.3578 +2022-03-10 23:36:02,996 - davarocr - INFO - Epoch [11][10/541] lr: 3.333e-05, eta: 1:05:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0026, loss: 0.0067, grad_norm: 3.3875 +2022-03-10 23:36:03,880 - davarocr - INFO - Epoch [11][15/541] lr: 3.333e-05, eta: 1:05:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0009, loss: 0.0024, grad_norm: 3.3225 +2022-03-10 23:36:04,772 - davarocr - INFO - Epoch [11][20/541] lr: 3.333e-05, eta: 1:05:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0036, loss: 0.0060, grad_norm: 3.4684 +2022-03-10 23:36:05,665 - davarocr - INFO - Epoch [11][25/541] lr: 3.333e-05, eta: 1:05:48, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0056, end_loss: 0.0042, loss: 0.0099, grad_norm: 3.6306 +2022-03-10 23:36:06,652 - davarocr - INFO - Epoch [11][30/541] lr: 3.333e-05, eta: 1:05:48, time: 0.197, data_time: 0.024, memory: 5192, start_loss: 0.0023, end_loss: 0.0048, loss: 0.0072, grad_norm: 3.3764 +2022-03-10 23:36:07,533 - davarocr - INFO - Epoch [11][35/541] lr: 3.333e-05, eta: 1:05:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0049, loss: 0.0085, grad_norm: 3.4466 +2022-03-10 23:36:08,405 - davarocr - INFO - Epoch [11][40/541] lr: 3.333e-05, eta: 1:05:46, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0035, loss: 0.0054, grad_norm: 3.6109 +2022-03-10 23:36:09,301 - davarocr - INFO - Epoch [11][45/541] lr: 3.333e-05, eta: 1:05:45, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0022, end_loss: 0.0020, loss: 0.0043, grad_norm: 3.3971 +2022-03-10 23:36:10,186 - davarocr - INFO - Epoch [11][50/541] lr: 3.333e-05, eta: 1:05:43, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0034, end_loss: 0.0076, loss: 0.0110, grad_norm: 4.5351 +2022-03-10 23:36:11,075 - davarocr - INFO - Epoch [11][55/541] lr: 3.333e-05, eta: 1:05:42, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0078, loss: 0.0101, grad_norm: 1.6382 +2022-03-10 23:36:11,955 - davarocr - INFO - Epoch [11][60/541] lr: 3.333e-05, eta: 1:05:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0036, end_loss: 0.0079, loss: 0.0116, grad_norm: 2.0370 +2022-03-10 23:36:12,840 - davarocr - INFO - Epoch [11][65/541] lr: 3.333e-05, eta: 1:05:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0064, end_loss: 0.0059, loss: 0.0123, grad_norm: 2.2303 +2022-03-10 23:36:13,723 - davarocr - INFO - Epoch [11][70/541] lr: 3.333e-05, eta: 1:05:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0029, loss: 0.0050, grad_norm: 1.7424 +2022-03-10 23:36:14,605 - davarocr - INFO - Epoch [11][75/541] lr: 3.333e-05, eta: 1:05:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0019, loss: 0.0034, grad_norm: 1.6332 +2022-03-10 23:36:15,493 - davarocr - INFO - Epoch [11][80/541] lr: 3.333e-05, eta: 1:05:37, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0028, loss: 0.0050, grad_norm: 1.6514 +2022-03-10 23:36:16,382 - davarocr - INFO - Epoch [11][85/541] lr: 3.333e-05, eta: 1:05:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0021, loss: 0.0075, grad_norm: 1.7522 +2022-03-10 23:36:17,265 - davarocr - INFO - Epoch [11][90/541] lr: 3.333e-05, eta: 1:05:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0055, loss: 0.0091, grad_norm: 1.9254 +2022-03-10 23:36:18,143 - davarocr - INFO - Epoch [11][95/541] lr: 3.333e-05, eta: 1:05:34, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0022, loss: 0.0030, grad_norm: 1.6113 +2022-03-10 23:36:19,031 - davarocr - INFO - Epoch [11][100/541] lr: 3.333e-05, eta: 1:05:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.6044 +2022-03-10 23:36:19,917 - davarocr - INFO - Epoch [11][105/541] lr: 3.333e-05, eta: 1:05:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0020, loss: 0.0033, grad_norm: 1.6892 +2022-03-10 23:36:20,797 - davarocr - INFO - Epoch [11][110/541] lr: 3.333e-05, eta: 1:05:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0034, end_loss: 0.0025, loss: 0.0059, grad_norm: 2.1901 +2022-03-10 23:36:21,673 - davarocr - INFO - Epoch [11][115/541] lr: 3.333e-05, eta: 1:05:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0047, end_loss: 0.0024, loss: 0.0071, grad_norm: 1.9375 +2022-03-10 23:36:22,572 - davarocr - INFO - Epoch [11][120/541] lr: 3.333e-05, eta: 1:05:29, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0006, loss: 0.0023, grad_norm: 1.6901 +2022-03-10 23:36:23,458 - davarocr - INFO - Epoch [11][125/541] lr: 3.333e-05, eta: 1:05:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0073, loss: 0.0100, grad_norm: 1.7957 +2022-03-10 23:36:24,345 - davarocr - INFO - Epoch [11][130/541] lr: 3.333e-05, eta: 1:05:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0026, loss: 0.0080, grad_norm: 1.9560 +2022-03-10 23:36:25,240 - davarocr - INFO - Epoch [11][135/541] lr: 3.333e-05, eta: 1:05:26, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0061, loss: 0.0101, grad_norm: 1.7670 +2022-03-10 23:36:26,119 - davarocr - INFO - Epoch [11][140/541] lr: 3.333e-05, eta: 1:05:25, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0067, end_loss: 0.0051, loss: 0.0119, grad_norm: 1.9508 +2022-03-10 23:36:27,002 - davarocr - INFO - Epoch [11][145/541] lr: 3.333e-05, eta: 1:05:24, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0027, loss: 0.0040, grad_norm: 1.7435 +2022-03-10 23:36:27,886 - davarocr - INFO - Epoch [11][150/541] lr: 3.333e-05, eta: 1:05:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0038, loss: 0.0061, grad_norm: 1.7946 +2022-03-10 23:36:28,772 - davarocr - INFO - Epoch [11][155/541] lr: 3.333e-05, eta: 1:05:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0032, loss: 0.0040, grad_norm: 1.7243 +2022-03-10 23:36:29,651 - davarocr - INFO - Epoch [11][160/541] lr: 3.333e-05, eta: 1:05:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0026, end_loss: 0.0019, loss: 0.0045, grad_norm: 1.9244 +2022-03-10 23:36:30,528 - davarocr - INFO - Epoch [11][165/541] lr: 3.333e-05, eta: 1:05:20, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0027, end_loss: 0.0018, loss: 0.0045, grad_norm: 1.7560 +2022-03-10 23:36:31,410 - davarocr - INFO - Epoch [11][170/541] lr: 3.333e-05, eta: 1:05:19, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0036, loss: 0.0050, grad_norm: 1.8038 +2022-03-10 23:36:32,297 - davarocr - INFO - Epoch [11][175/541] lr: 3.333e-05, eta: 1:05:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.7112 +2022-03-10 23:36:33,172 - davarocr - INFO - Epoch [11][180/541] lr: 3.333e-05, eta: 1:05:17, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0020, loss: 0.0042, grad_norm: 1.7432 +2022-03-10 23:36:34,052 - davarocr - INFO - Epoch [11][185/541] lr: 3.333e-05, eta: 1:05:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0029, loss: 0.0048, grad_norm: 1.8398 +2022-03-10 23:36:34,930 - davarocr - INFO - Epoch [11][190/541] lr: 3.333e-05, eta: 1:05:15, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0015, loss: 0.0018, grad_norm: 1.7323 +2022-03-10 23:36:35,816 - davarocr - INFO - Epoch [11][195/541] lr: 3.333e-05, eta: 1:05:14, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0018, loss: 0.0035, grad_norm: 1.7662 +2022-03-10 23:36:36,697 - davarocr - INFO - Epoch [11][200/541] lr: 3.333e-05, eta: 1:05:13, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0038, loss: 0.0054, grad_norm: 2.1590 +2022-03-10 23:36:37,580 - davarocr - INFO - Epoch [11][205/541] lr: 3.333e-05, eta: 1:05:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0051, loss: 0.0082, grad_norm: 1.9856 +2022-03-10 23:36:38,467 - davarocr - INFO - Epoch [11][210/541] lr: 3.333e-05, eta: 1:05:11, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0022, loss: 0.0038, grad_norm: 1.7956 +2022-03-10 23:36:39,354 - davarocr - INFO - Epoch [11][215/541] lr: 3.333e-05, eta: 1:05:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0035, loss: 0.0062, grad_norm: 1.8384 +2022-03-10 23:36:40,240 - davarocr - INFO - Epoch [11][220/541] lr: 3.333e-05, eta: 1:05:09, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0032, loss: 0.0055, grad_norm: 2.1832 +2022-03-10 23:36:41,122 - davarocr - INFO - Epoch [11][225/541] lr: 3.333e-05, eta: 1:05:08, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0022, end_loss: 0.0036, loss: 0.0058, grad_norm: 1.8705 +2022-03-10 23:36:42,000 - davarocr - INFO - Epoch [11][230/541] lr: 3.333e-05, eta: 1:05:07, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0027, grad_norm: 1.8308 +2022-03-10 23:36:42,895 - davarocr - INFO - Epoch [11][235/541] lr: 3.333e-05, eta: 1:05:06, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0038, loss: 0.0059, grad_norm: 1.8858 +2022-03-10 23:36:43,777 - davarocr - INFO - Epoch [11][240/541] lr: 3.333e-05, eta: 1:05:05, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0029, end_loss: 0.0018, loss: 0.0047, grad_norm: 1.8840 +2022-03-10 23:36:44,658 - davarocr - INFO - Epoch [11][245/541] lr: 3.333e-05, eta: 1:05:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.8017 +2022-03-10 23:36:45,543 - davarocr - INFO - Epoch [11][250/541] lr: 3.333e-05, eta: 1:05:03, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0035, end_loss: 0.0096, loss: 0.0131, grad_norm: 2.7377 +2022-03-10 23:36:46,436 - davarocr - INFO - Epoch [11][255/541] lr: 3.333e-05, eta: 1:05:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0049, loss: 0.0078, grad_norm: 1.9625 +2022-03-10 23:36:47,309 - davarocr - INFO - Epoch [11][260/541] lr: 3.333e-05, eta: 1:05:00, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0044, loss: 0.0113, grad_norm: 2.2103 +2022-03-10 23:36:48,190 - davarocr - INFO - Epoch [11][265/541] lr: 3.333e-05, eta: 1:04:59, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.8173 +2022-03-10 23:36:49,071 - davarocr - INFO - Epoch [11][270/541] lr: 3.333e-05, eta: 1:04:58, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0046, end_loss: 0.0058, loss: 0.0104, grad_norm: 2.1439 +2022-03-10 23:36:49,958 - davarocr - INFO - Epoch [11][275/541] lr: 3.333e-05, eta: 1:04:57, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0059, end_loss: 0.0043, loss: 0.0102, grad_norm: 2.1109 +2022-03-10 23:36:50,839 - davarocr - INFO - Epoch [11][280/541] lr: 3.333e-05, eta: 1:04:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0043, end_loss: 0.0030, loss: 0.0073, grad_norm: 2.1774 +2022-03-10 23:36:51,725 - davarocr - INFO - Epoch [11][285/541] lr: 3.333e-05, eta: 1:04:55, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0023, end_loss: 0.0022, loss: 0.0045, grad_norm: 2.0770 +2022-03-10 23:36:52,611 - davarocr - INFO - Epoch [11][290/541] lr: 3.333e-05, eta: 1:04:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0065, end_loss: 0.0044, loss: 0.0109, grad_norm: 2.0255 +2022-03-10 23:36:53,493 - davarocr - INFO - Epoch [11][295/541] lr: 3.333e-05, eta: 1:04:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0053, end_loss: 0.0052, loss: 0.0105, grad_norm: 2.0403 +2022-03-10 23:36:54,392 - davarocr - INFO - Epoch [11][300/541] lr: 3.333e-05, eta: 1:04:52, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0019, loss: 0.0041, grad_norm: 1.8632 +2022-03-10 23:36:55,276 - davarocr - INFO - Epoch [11][305/541] lr: 3.333e-05, eta: 1:04:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0054, loss: 0.0084, grad_norm: 2.1774 +2022-03-10 23:36:56,172 - davarocr - INFO - Epoch [11][310/541] lr: 3.333e-05, eta: 1:04:50, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0022, loss: 0.0040, grad_norm: 1.9387 +2022-03-10 23:36:57,062 - davarocr - INFO - Epoch [11][315/541] lr: 3.333e-05, eta: 1:04:49, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0005, loss: 0.0041, grad_norm: 1.9689 +2022-03-10 23:36:57,947 - davarocr - INFO - Epoch [11][320/541] lr: 3.333e-05, eta: 1:04:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0021, loss: 0.0027, grad_norm: 1.9004 +2022-03-10 23:36:58,832 - davarocr - INFO - Epoch [11][325/541] lr: 3.333e-05, eta: 1:04:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0021, loss: 0.0045, grad_norm: 2.0357 +2022-03-10 23:36:59,719 - davarocr - INFO - Epoch [11][330/541] lr: 3.333e-05, eta: 1:04:46, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0014, end_loss: 0.0003, loss: 0.0017, grad_norm: 1.8884 +2022-03-10 23:37:00,601 - davarocr - INFO - Epoch [11][335/541] lr: 3.333e-05, eta: 1:04:45, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0030, end_loss: 0.0048, loss: 0.0078, grad_norm: 2.1299 +2022-03-10 23:37:01,487 - davarocr - INFO - Epoch [11][340/541] lr: 3.333e-05, eta: 1:04:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.9860 +2022-03-10 23:37:02,371 - davarocr - INFO - Epoch [11][345/541] lr: 3.333e-05, eta: 1:04:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0056, loss: 0.0091, grad_norm: 2.2497 +2022-03-10 23:37:03,246 - davarocr - INFO - Epoch [11][350/541] lr: 3.333e-05, eta: 1:04:42, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0014, loss: 0.0040, grad_norm: 2.1688 +2022-03-10 23:37:04,126 - davarocr - INFO - Epoch [11][355/541] lr: 3.333e-05, eta: 1:04:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0018, loss: 0.0043, grad_norm: 2.1699 +2022-03-10 23:37:05,014 - davarocr - INFO - Epoch [11][360/541] lr: 3.333e-05, eta: 1:04:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0041, loss: 0.0079, grad_norm: 2.1595 +2022-03-10 23:37:05,898 - davarocr - INFO - Epoch [11][365/541] lr: 3.333e-05, eta: 1:04:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0028, loss: 0.0039, grad_norm: 2.0717 +2022-03-10 23:37:06,775 - davarocr - INFO - Epoch [11][370/541] lr: 3.333e-05, eta: 1:04:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0048, end_loss: 0.0030, loss: 0.0079, grad_norm: 2.1807 +2022-03-10 23:37:07,659 - davarocr - INFO - Epoch [11][375/541] lr: 3.333e-05, eta: 1:04:37, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0035, loss: 0.0057, grad_norm: 2.1021 +2022-03-10 23:37:08,535 - davarocr - INFO - Epoch [11][380/541] lr: 3.333e-05, eta: 1:04:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0031, loss: 0.0050, grad_norm: 2.0717 +2022-03-10 23:37:09,429 - davarocr - INFO - Epoch [11][385/541] lr: 3.333e-05, eta: 1:04:35, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0013, loss: 0.0022, grad_norm: 2.0374 +2022-03-10 23:37:10,308 - davarocr - INFO - Epoch [11][390/541] lr: 3.333e-05, eta: 1:04:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0019, loss: 0.0030, grad_norm: 2.0242 +2022-03-10 23:37:11,192 - davarocr - INFO - Epoch [11][395/541] lr: 3.333e-05, eta: 1:04:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0037, loss: 0.0044, grad_norm: 2.5384 +2022-03-10 23:37:12,073 - davarocr - INFO - Epoch [11][400/541] lr: 3.333e-05, eta: 1:04:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0011, loss: 0.0028, grad_norm: 2.0083 +2022-03-10 23:37:12,954 - davarocr - INFO - Epoch [11][405/541] lr: 3.333e-05, eta: 1:04:31, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0007, loss: 0.0020, grad_norm: 2.0673 +2022-03-10 23:37:13,840 - davarocr - INFO - Epoch [11][410/541] lr: 3.333e-05, eta: 1:04:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0026, loss: 0.0067, grad_norm: 2.1176 +2022-03-10 23:37:14,728 - davarocr - INFO - Epoch [11][415/541] lr: 3.333e-05, eta: 1:04:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0055, loss: 0.0066, grad_norm: 2.2908 +2022-03-10 23:37:15,611 - davarocr - INFO - Epoch [11][420/541] lr: 3.333e-05, eta: 1:04:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0022, loss: 0.0025, grad_norm: 2.0273 +2022-03-10 23:37:16,491 - davarocr - INFO - Epoch [11][425/541] lr: 3.333e-05, eta: 1:04:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0026, loss: 0.0035, grad_norm: 2.0517 +2022-03-10 23:37:17,366 - davarocr - INFO - Epoch [11][430/541] lr: 3.333e-05, eta: 1:04:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0061, end_loss: 0.0077, loss: 0.0139, grad_norm: 2.6850 +2022-03-10 23:37:18,254 - davarocr - INFO - Epoch [11][435/541] lr: 3.333e-05, eta: 1:04:25, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0050, end_loss: 0.0039, loss: 0.0088, grad_norm: 2.2038 +2022-03-10 23:37:19,134 - davarocr - INFO - Epoch [11][440/541] lr: 3.333e-05, eta: 1:04:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0025, loss: 0.0035, grad_norm: 2.0477 +2022-03-10 23:37:20,017 - davarocr - INFO - Epoch [11][445/541] lr: 3.333e-05, eta: 1:04:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0015, loss: 0.0032, grad_norm: 2.0519 +2022-03-10 23:37:20,901 - davarocr - INFO - Epoch [11][450/541] lr: 3.333e-05, eta: 1:04:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0022, grad_norm: 2.0495 +2022-03-10 23:37:21,796 - davarocr - INFO - Epoch [11][455/541] lr: 3.333e-05, eta: 1:04:21, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0038, loss: 0.0041, grad_norm: 2.0410 +2022-03-10 23:37:22,676 - davarocr - INFO - Epoch [11][460/541] lr: 3.333e-05, eta: 1:04:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0060, end_loss: 0.0040, loss: 0.0100, grad_norm: 2.1359 +2022-03-10 23:37:23,589 - davarocr - INFO - Epoch [11][465/541] lr: 3.333e-05, eta: 1:04:19, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0057, end_loss: 0.0026, loss: 0.0083, grad_norm: 2.2161 +2022-03-10 23:37:24,475 - davarocr - INFO - Epoch [11][470/541] lr: 3.333e-05, eta: 1:04:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0048, loss: 0.0081, grad_norm: 2.2486 +2022-03-10 23:37:25,361 - davarocr - INFO - Epoch [11][475/541] lr: 3.333e-05, eta: 1:04:17, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0046, end_loss: 0.0065, loss: 0.0111, grad_norm: 2.1048 +2022-03-10 23:37:26,233 - davarocr - INFO - Epoch [11][480/541] lr: 3.333e-05, eta: 1:04:16, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0033, loss: 0.0054, grad_norm: 2.2828 +2022-03-10 23:37:27,120 - davarocr - INFO - Epoch [11][485/541] lr: 3.333e-05, eta: 1:04:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0039, loss: 0.0055, grad_norm: 2.1245 +2022-03-10 23:37:28,002 - davarocr - INFO - Epoch [11][490/541] lr: 3.333e-05, eta: 1:04:14, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0024, end_loss: 0.0019, loss: 0.0043, grad_norm: 2.1015 +2022-03-10 23:37:28,889 - davarocr - INFO - Epoch [11][495/541] lr: 3.333e-05, eta: 1:04:13, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0038, end_loss: 0.0020, loss: 0.0058, grad_norm: 2.1116 +2022-03-10 23:37:29,767 - davarocr - INFO - Epoch [11][500/541] lr: 3.333e-05, eta: 1:04:12, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0038, end_loss: 0.0042, loss: 0.0080, grad_norm: 2.1797 +2022-03-10 23:37:30,644 - davarocr - INFO - Epoch [11][505/541] lr: 3.333e-05, eta: 1:04:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0006, loss: 0.0035, grad_norm: 2.1107 +2022-03-10 23:37:31,526 - davarocr - INFO - Epoch [11][510/541] lr: 3.333e-05, eta: 1:04:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0017, loss: 0.0033, grad_norm: 2.1401 +2022-03-10 23:37:32,417 - davarocr - INFO - Epoch [11][515/541] lr: 3.333e-05, eta: 1:04:09, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0018, loss: 0.0048, grad_norm: 2.4478 +2022-03-10 23:37:33,323 - davarocr - INFO - Epoch [11][520/541] lr: 3.333e-05, eta: 1:04:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0036, end_loss: 0.0041, loss: 0.0078, grad_norm: 2.1575 +2022-03-10 23:37:34,201 - davarocr - INFO - Epoch [11][525/541] lr: 3.333e-05, eta: 1:04:07, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0027, end_loss: 0.0028, loss: 0.0055, grad_norm: 2.7811 +2022-03-10 23:37:35,088 - davarocr - INFO - Epoch [11][530/541] lr: 3.333e-05, eta: 1:04:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0032, loss: 0.0070, grad_norm: 2.3082 +2022-03-10 23:37:35,986 - davarocr - INFO - Epoch [11][535/541] lr: 3.333e-05, eta: 1:04:05, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0070, end_loss: 0.0044, loss: 0.0115, grad_norm: 2.8391 +2022-03-10 23:37:36,856 - davarocr - INFO - Epoch [11][540/541] lr: 3.333e-05, eta: 1:04:04, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0034, loss: 0.0059, grad_norm: 2.3091 +2022-03-10 23:37:50,839 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:37:50,840 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:37:50,840 - davarocr - INFO - Epoch(val) [11][541] LOC: {'precision': 0.9105263157894737, 'recall': 0.9334532374100719, 'f1-score': 0.9218472468916518}, PER: {'precision': 0.9583333333333334, 'recall': 0.9529993815708101, 'f1-score': 0.9556589147286821}, MISC: {'precision': 0.8449275362318841, 'recall': 0.8304843304843305, 'f1-score': 0.8376436781609196}, ORG: {'precision': 0.9031657355679702, 'recall': 0.8759783263094522, 'f1-score': 0.8893643031784841}, all: {'precision': 0.9140416444207154, 'recall': 0.9093484419263456, 'f1-score': 0.9116890032839267}, hmean: 0.9117 +2022-03-10 23:37:54,219 - davarocr - INFO - Epoch [12][5/541] lr: 3.226e-05, eta: 1:04:11, time: 0.675, data_time: 0.488, memory: 5192, start_loss: 0.0005, end_loss: 0.0010, loss: 0.0015, grad_norm: 2.2066 +2022-03-10 23:37:55,098 - davarocr - INFO - Epoch [12][10/541] lr: 3.226e-05, eta: 1:04:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0058, end_loss: 0.0112, loss: 0.0171, grad_norm: 2.2616 +2022-03-10 23:37:55,979 - davarocr - INFO - Epoch [12][15/541] lr: 3.226e-05, eta: 1:04:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0095, end_loss: 0.0041, loss: 0.0136, grad_norm: 2.9391 +2022-03-10 23:37:56,856 - davarocr - INFO - Epoch [12][20/541] lr: 3.226e-05, eta: 1:04:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0008, loss: 0.0038, grad_norm: 2.0319 +2022-03-10 23:37:57,754 - davarocr - INFO - Epoch [12][25/541] lr: 3.226e-05, eta: 1:04:07, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0013, loss: 0.0025, grad_norm: 2.0047 +2022-03-10 23:37:58,645 - davarocr - INFO - Epoch [12][30/541] lr: 3.226e-05, eta: 1:04:06, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0063, loss: 0.0110, grad_norm: 2.1831 +2022-03-10 23:37:59,531 - davarocr - INFO - Epoch [12][35/541] lr: 3.226e-05, eta: 1:04:05, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0030, loss: 0.0043, grad_norm: 2.3846 +2022-03-10 23:38:00,420 - davarocr - INFO - Epoch [12][40/541] lr: 3.226e-05, eta: 1:04:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0018, loss: 0.0021, grad_norm: 1.9783 +2022-03-10 23:38:01,314 - davarocr - INFO - Epoch [12][45/541] lr: 3.226e-05, eta: 1:04:03, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0053, loss: 0.0079, grad_norm: 2.3309 +2022-03-10 23:38:02,225 - davarocr - INFO - Epoch [12][50/541] lr: 3.226e-05, eta: 1:04:02, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0019, loss: 0.0029, grad_norm: 2.0800 +2022-03-10 23:38:03,108 - davarocr - INFO - Epoch [12][55/541] lr: 3.226e-05, eta: 1:04:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 2.0472 +2022-03-10 23:38:04,005 - davarocr - INFO - Epoch [12][60/541] lr: 3.226e-05, eta: 1:04:00, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0036, loss: 0.0055, grad_norm: 2.0807 +2022-03-10 23:38:04,895 - davarocr - INFO - Epoch [12][65/541] lr: 3.226e-05, eta: 1:03:59, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0026, loss: 0.0039, grad_norm: 2.0549 +2022-03-10 23:38:05,785 - davarocr - INFO - Epoch [12][70/541] lr: 3.226e-05, eta: 1:03:58, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0028, loss: 0.0050, grad_norm: 2.3241 +2022-03-10 23:38:06,665 - davarocr - INFO - Epoch [12][75/541] lr: 3.226e-05, eta: 1:03:57, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0006, loss: 0.0019, grad_norm: 2.1306 +2022-03-10 23:38:07,561 - davarocr - INFO - Epoch [12][80/541] lr: 3.226e-05, eta: 1:03:56, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 2.0587 +2022-03-10 23:38:08,455 - davarocr - INFO - Epoch [12][85/541] lr: 3.226e-05, eta: 1:03:55, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0024, loss: 0.0059, grad_norm: 2.3274 +2022-03-10 23:38:09,359 - davarocr - INFO - Epoch [12][90/541] lr: 3.226e-05, eta: 1:03:54, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 2.1137 +2022-03-10 23:38:10,272 - davarocr - INFO - Epoch [12][95/541] lr: 3.226e-05, eta: 1:03:53, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 2.1101 +2022-03-10 23:38:11,182 - davarocr - INFO - Epoch [12][100/541] lr: 3.226e-05, eta: 1:03:52, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0002, loss: 0.0028, grad_norm: 2.0646 +2022-03-10 23:38:12,075 - davarocr - INFO - Epoch [12][105/541] lr: 3.226e-05, eta: 1:03:51, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0067, end_loss: 0.0025, loss: 0.0092, grad_norm: 2.4877 +2022-03-10 23:38:12,961 - davarocr - INFO - Epoch [12][110/541] lr: 3.226e-05, eta: 1:03:50, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0042, end_loss: 0.0045, loss: 0.0087, grad_norm: 2.2796 +2022-03-10 23:38:13,843 - davarocr - INFO - Epoch [12][115/541] lr: 3.226e-05, eta: 1:03:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0039, loss: 0.0069, grad_norm: 2.7406 +2022-03-10 23:38:14,732 - davarocr - INFO - Epoch [12][120/541] lr: 3.226e-05, eta: 1:03:48, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0014, loss: 0.0034, grad_norm: 2.1867 +2022-03-10 23:38:15,633 - davarocr - INFO - Epoch [12][125/541] lr: 3.226e-05, eta: 1:03:47, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0017, loss: 0.0067, grad_norm: 2.3093 +2022-03-10 23:38:16,525 - davarocr - INFO - Epoch [12][130/541] lr: 3.226e-05, eta: 1:03:46, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0043, loss: 0.0090, grad_norm: 2.2724 +2022-03-10 23:38:17,422 - davarocr - INFO - Epoch [12][135/541] lr: 3.226e-05, eta: 1:03:45, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0030, end_loss: 0.0050, loss: 0.0080, grad_norm: 2.6163 +2022-03-10 23:38:18,314 - davarocr - INFO - Epoch [12][140/541] lr: 3.226e-05, eta: 1:03:44, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0009, loss: 0.0047, grad_norm: 2.5018 +2022-03-10 23:38:19,205 - davarocr - INFO - Epoch [12][145/541] lr: 3.226e-05, eta: 1:03:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0051, end_loss: 0.0068, loss: 0.0120, grad_norm: 2.3164 +2022-03-10 23:38:20,092 - davarocr - INFO - Epoch [12][150/541] lr: 3.226e-05, eta: 1:03:42, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0028, end_loss: 0.0105, loss: 0.0133, grad_norm: 2.2528 +2022-03-10 23:38:20,977 - davarocr - INFO - Epoch [12][155/541] lr: 3.226e-05, eta: 1:03:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0069, end_loss: 0.0083, loss: 0.0152, grad_norm: 2.5859 +2022-03-10 23:38:21,876 - davarocr - INFO - Epoch [12][160/541] lr: 3.226e-05, eta: 1:03:40, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0034, loss: 0.0057, grad_norm: 2.2172 +2022-03-10 23:38:22,785 - davarocr - INFO - Epoch [12][165/541] lr: 3.226e-05, eta: 1:03:39, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0059, loss: 0.0075, grad_norm: 2.4639 +2022-03-10 23:38:23,684 - davarocr - INFO - Epoch [12][170/541] lr: 3.226e-05, eta: 1:03:38, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0070, loss: 0.0095, grad_norm: 2.6961 +2022-03-10 23:38:24,606 - davarocr - INFO - Epoch [12][175/541] lr: 3.226e-05, eta: 1:03:38, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0064, end_loss: 0.0066, loss: 0.0130, grad_norm: 2.4869 +2022-03-10 23:38:25,517 - davarocr - INFO - Epoch [12][180/541] lr: 3.226e-05, eta: 1:03:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0021, loss: 0.0036, grad_norm: 2.2268 +2022-03-10 23:38:26,429 - davarocr - INFO - Epoch [12][185/541] lr: 3.226e-05, eta: 1:03:36, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0023, loss: 0.0043, grad_norm: 2.2851 +2022-03-10 23:38:27,337 - davarocr - INFO - Epoch [12][190/541] lr: 3.226e-05, eta: 1:03:35, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0015, loss: 0.0031, grad_norm: 2.3907 +2022-03-10 23:38:28,249 - davarocr - INFO - Epoch [12][195/541] lr: 3.226e-05, eta: 1:03:34, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0025, grad_norm: 2.4122 +2022-03-10 23:38:29,160 - davarocr - INFO - Epoch [12][200/541] lr: 3.226e-05, eta: 1:03:33, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0044, end_loss: 0.0027, loss: 0.0071, grad_norm: 2.3841 +2022-03-10 23:38:30,073 - davarocr - INFO - Epoch [12][205/541] lr: 3.226e-05, eta: 1:03:32, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0031, loss: 0.0044, grad_norm: 2.2998 +2022-03-10 23:38:30,982 - davarocr - INFO - Epoch [12][210/541] lr: 3.226e-05, eta: 1:03:31, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 2.4387 +2022-03-10 23:38:31,894 - davarocr - INFO - Epoch [12][215/541] lr: 3.226e-05, eta: 1:03:30, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0040, loss: 0.0062, grad_norm: 2.3603 +2022-03-10 23:38:32,800 - davarocr - INFO - Epoch [12][220/541] lr: 3.226e-05, eta: 1:03:29, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0003, loss: 0.0025, grad_norm: 2.3145 +2022-03-10 23:38:33,707 - davarocr - INFO - Epoch [12][225/541] lr: 3.226e-05, eta: 1:03:28, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0057, loss: 0.0084, grad_norm: 2.8532 +2022-03-10 23:38:34,614 - davarocr - INFO - Epoch [12][230/541] lr: 3.226e-05, eta: 1:03:27, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0007, loss: 0.0024, grad_norm: 2.3048 +2022-03-10 23:38:35,518 - davarocr - INFO - Epoch [12][235/541] lr: 3.226e-05, eta: 1:03:27, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0032, loss: 0.0059, grad_norm: 2.5992 +2022-03-10 23:38:36,429 - davarocr - INFO - Epoch [12][240/541] lr: 3.226e-05, eta: 1:03:26, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0022, loss: 0.0039, grad_norm: 2.3356 +2022-03-10 23:38:37,340 - davarocr - INFO - Epoch [12][245/541] lr: 3.226e-05, eta: 1:03:25, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0020, loss: 0.0042, grad_norm: 2.5366 +2022-03-10 23:38:38,250 - davarocr - INFO - Epoch [12][250/541] lr: 3.226e-05, eta: 1:03:24, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0067, end_loss: 0.0068, loss: 0.0135, grad_norm: 2.4116 +2022-03-10 23:38:39,150 - davarocr - INFO - Epoch [12][255/541] lr: 3.226e-05, eta: 1:03:23, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 2.4828 +2022-03-10 23:38:40,062 - davarocr - INFO - Epoch [12][260/541] lr: 3.226e-05, eta: 1:03:22, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0068, end_loss: 0.0071, loss: 0.0139, grad_norm: 2.5805 +2022-03-10 23:38:40,964 - davarocr - INFO - Epoch [12][265/541] lr: 3.226e-05, eta: 1:03:21, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0008, loss: 0.0015, grad_norm: 2.2915 +2022-03-10 23:38:41,874 - davarocr - INFO - Epoch [12][270/541] lr: 3.226e-05, eta: 1:03:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 2.2880 +2022-03-10 23:38:42,800 - davarocr - INFO - Epoch [12][275/541] lr: 3.226e-05, eta: 1:03:19, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0017, loss: 0.0021, grad_norm: 2.3695 +2022-03-10 23:38:43,710 - davarocr - INFO - Epoch [12][280/541] lr: 3.226e-05, eta: 1:03:18, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0040, loss: 0.0061, grad_norm: 2.5083 +2022-03-10 23:38:44,616 - davarocr - INFO - Epoch [12][285/541] lr: 3.226e-05, eta: 1:03:17, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0016, loss: 0.0026, grad_norm: 2.3367 +2022-03-10 23:38:45,532 - davarocr - INFO - Epoch [12][290/541] lr: 3.226e-05, eta: 1:03:16, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0053, loss: 0.0112, grad_norm: 2.3396 +2022-03-10 23:38:46,448 - davarocr - INFO - Epoch [12][295/541] lr: 3.226e-05, eta: 1:03:16, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.2845 +2022-03-10 23:38:47,364 - davarocr - INFO - Epoch [12][300/541] lr: 3.226e-05, eta: 1:03:15, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0020, loss: 0.0032, grad_norm: 2.4155 +2022-03-10 23:38:48,281 - davarocr - INFO - Epoch [12][305/541] lr: 3.226e-05, eta: 1:03:14, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0036, loss: 0.0056, grad_norm: 2.3537 +2022-03-10 23:38:49,186 - davarocr - INFO - Epoch [12][310/541] lr: 3.226e-05, eta: 1:03:13, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0038, loss: 0.0067, grad_norm: 2.6897 +2022-03-10 23:38:50,100 - davarocr - INFO - Epoch [12][315/541] lr: 3.226e-05, eta: 1:03:12, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0013, loss: 0.0025, grad_norm: 2.4072 +2022-03-10 23:38:51,005 - davarocr - INFO - Epoch [12][320/541] lr: 3.226e-05, eta: 1:03:11, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0025, loss: 0.0050, grad_norm: 2.4842 +2022-03-10 23:38:51,926 - davarocr - INFO - Epoch [12][325/541] lr: 3.226e-05, eta: 1:03:10, time: 0.185, data_time: 0.006, memory: 5192, start_loss: 0.0047, end_loss: 0.0042, loss: 0.0089, grad_norm: 2.4789 +2022-03-10 23:38:52,833 - davarocr - INFO - Epoch [12][330/541] lr: 3.226e-05, eta: 1:03:09, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0028, loss: 0.0051, grad_norm: 2.5026 +2022-03-10 23:38:53,735 - davarocr - INFO - Epoch [12][335/541] lr: 3.226e-05, eta: 1:03:08, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0028, loss: 0.0038, grad_norm: 2.4103 +2022-03-10 23:38:54,637 - davarocr - INFO - Epoch [12][340/541] lr: 3.226e-05, eta: 1:03:07, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0012, loss: 0.0027, grad_norm: 2.3787 +2022-03-10 23:38:55,544 - davarocr - INFO - Epoch [12][345/541] lr: 3.226e-05, eta: 1:03:06, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0017, grad_norm: 2.3668 +2022-03-10 23:38:56,454 - davarocr - INFO - Epoch [12][350/541] lr: 3.226e-05, eta: 1:03:05, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0022, loss: 0.0047, grad_norm: 2.3720 +2022-03-10 23:38:57,361 - davarocr - INFO - Epoch [12][355/541] lr: 3.226e-05, eta: 1:03:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0027, loss: 0.0062, grad_norm: 2.5128 +2022-03-10 23:38:58,264 - davarocr - INFO - Epoch [12][360/541] lr: 3.226e-05, eta: 1:03:04, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0021, loss: 0.0038, grad_norm: 2.5834 +2022-03-10 23:38:59,174 - davarocr - INFO - Epoch [12][365/541] lr: 3.226e-05, eta: 1:03:03, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0006, loss: 0.0016, grad_norm: 2.3472 +2022-03-10 23:39:00,083 - davarocr - INFO - Epoch [12][370/541] lr: 3.226e-05, eta: 1:03:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0045, loss: 0.0067, grad_norm: 2.4505 +2022-03-10 23:39:00,986 - davarocr - INFO - Epoch [12][375/541] lr: 3.226e-05, eta: 1:03:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0051, loss: 0.0068, grad_norm: 2.5823 +2022-03-10 23:39:01,888 - davarocr - INFO - Epoch [12][380/541] lr: 3.226e-05, eta: 1:03:00, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0037, loss: 0.0044, grad_norm: 2.4814 +2022-03-10 23:39:02,798 - davarocr - INFO - Epoch [12][385/541] lr: 3.226e-05, eta: 1:02:59, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0017, loss: 0.0039, grad_norm: 2.4484 +2022-03-10 23:39:03,710 - davarocr - INFO - Epoch [12][390/541] lr: 3.226e-05, eta: 1:02:58, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0011, loss: 0.0021, grad_norm: 2.3853 +2022-03-10 23:39:04,619 - davarocr - INFO - Epoch [12][395/541] lr: 3.226e-05, eta: 1:02:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0028, loss: 0.0036, grad_norm: 2.7065 +2022-03-10 23:39:05,525 - davarocr - INFO - Epoch [12][400/541] lr: 3.226e-05, eta: 1:02:56, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0029, loss: 0.0051, grad_norm: 2.6372 +2022-03-10 23:39:06,437 - davarocr - INFO - Epoch [12][405/541] lr: 3.226e-05, eta: 1:02:55, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0034, loss: 0.0041, grad_norm: 2.5060 +2022-03-10 23:39:07,350 - davarocr - INFO - Epoch [12][410/541] lr: 3.226e-05, eta: 1:02:54, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0032, loss: 0.0046, grad_norm: 2.5368 +2022-03-10 23:39:08,261 - davarocr - INFO - Epoch [12][415/541] lr: 3.226e-05, eta: 1:02:53, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0082, end_loss: 0.0040, loss: 0.0122, grad_norm: 2.5720 +2022-03-10 23:39:09,163 - davarocr - INFO - Epoch [12][420/541] lr: 3.226e-05, eta: 1:02:52, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0070, end_loss: 0.0065, loss: 0.0135, grad_norm: 2.5688 +2022-03-10 23:39:10,073 - davarocr - INFO - Epoch [12][425/541] lr: 3.226e-05, eta: 1:02:51, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0012, loss: 0.0029, grad_norm: 2.4321 +2022-03-10 23:39:10,972 - davarocr - INFO - Epoch [12][430/541] lr: 3.226e-05, eta: 1:02:51, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0004, loss: 0.0022, grad_norm: 2.4223 +2022-03-10 23:39:11,874 - davarocr - INFO - Epoch [12][435/541] lr: 3.226e-05, eta: 1:02:50, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0010, loss: 0.0024, grad_norm: 2.4504 +2022-03-10 23:39:12,781 - davarocr - INFO - Epoch [12][440/541] lr: 3.226e-05, eta: 1:02:49, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0027, loss: 0.0041, grad_norm: 2.4304 +2022-03-10 23:39:13,694 - davarocr - INFO - Epoch [12][445/541] lr: 3.226e-05, eta: 1:02:48, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0033, end_loss: 0.0075, loss: 0.0107, grad_norm: 2.6289 +2022-03-10 23:39:14,603 - davarocr - INFO - Epoch [12][450/541] lr: 3.226e-05, eta: 1:02:47, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0031, loss: 0.0049, grad_norm: 2.5426 +2022-03-10 23:39:15,511 - davarocr - INFO - Epoch [12][455/541] lr: 3.226e-05, eta: 1:02:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0029, loss: 0.0044, grad_norm: 2.5177 +2022-03-10 23:39:16,437 - davarocr - INFO - Epoch [12][460/541] lr: 3.226e-05, eta: 1:02:45, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0021, loss: 0.0047, grad_norm: 2.4586 +2022-03-10 23:39:17,346 - davarocr - INFO - Epoch [12][465/541] lr: 3.226e-05, eta: 1:02:44, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0007, loss: 0.0022, grad_norm: 2.4252 +2022-03-10 23:39:18,254 - davarocr - INFO - Epoch [12][470/541] lr: 3.226e-05, eta: 1:02:43, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0033, loss: 0.0054, grad_norm: 2.5745 +2022-03-10 23:39:19,173 - davarocr - INFO - Epoch [12][475/541] lr: 3.226e-05, eta: 1:02:42, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 2.4292 +2022-03-10 23:39:20,081 - davarocr - INFO - Epoch [12][480/541] lr: 3.226e-05, eta: 1:02:41, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0022, loss: 0.0047, grad_norm: 2.5274 +2022-03-10 23:39:20,991 - davarocr - INFO - Epoch [12][485/541] lr: 3.226e-05, eta: 1:02:40, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0030, loss: 0.0047, grad_norm: 2.7556 +2022-03-10 23:39:21,895 - davarocr - INFO - Epoch [12][490/541] lr: 3.226e-05, eta: 1:02:40, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0062, loss: 0.0086, grad_norm: 2.7301 +2022-03-10 23:39:22,806 - davarocr - INFO - Epoch [12][495/541] lr: 3.226e-05, eta: 1:02:39, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0007, loss: 0.0014, grad_norm: 2.5869 +2022-03-10 23:39:23,719 - davarocr - INFO - Epoch [12][500/541] lr: 3.226e-05, eta: 1:02:38, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0010, loss: 0.0018, grad_norm: 2.5347 +2022-03-10 23:39:24,630 - davarocr - INFO - Epoch [12][505/541] lr: 3.226e-05, eta: 1:02:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0013, loss: 0.0026, grad_norm: 2.6403 +2022-03-10 23:39:25,536 - davarocr - INFO - Epoch [12][510/541] lr: 3.226e-05, eta: 1:02:36, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0039, loss: 0.0052, grad_norm: 2.6743 +2022-03-10 23:39:26,442 - davarocr - INFO - Epoch [12][515/541] lr: 3.226e-05, eta: 1:02:35, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0008, loss: 0.0018, grad_norm: 2.5820 +2022-03-10 23:39:27,340 - davarocr - INFO - Epoch [12][520/541] lr: 3.226e-05, eta: 1:02:34, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0042, end_loss: 0.0059, loss: 0.0101, grad_norm: 2.8502 +2022-03-10 23:39:28,238 - davarocr - INFO - Epoch [12][525/541] lr: 3.226e-05, eta: 1:02:33, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0053, loss: 0.0058, grad_norm: 2.5826 +2022-03-10 23:39:29,140 - davarocr - INFO - Epoch [12][530/541] lr: 3.226e-05, eta: 1:02:32, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0011, grad_norm: 2.5522 +2022-03-10 23:39:30,048 - davarocr - INFO - Epoch [12][535/541] lr: 3.226e-05, eta: 1:02:31, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 2.5542 +2022-03-10 23:39:30,965 - davarocr - INFO - Epoch [12][540/541] lr: 3.226e-05, eta: 1:02:30, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0014, loss: 0.0029, grad_norm: 2.6585 +2022-03-10 23:39:45,629 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:39:45,630 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:39:45,630 - davarocr - INFO - Epoch(val) [12][541] LOC: {'precision': 0.9337386018237082, 'recall': 0.920863309352518, 'f1-score': 0.9272562632055539}, PER: {'precision': 0.9539312039312039, 'recall': 0.9604205318491033, 'f1-score': 0.9571648690292757}, MISC: {'precision': 0.8013698630136986, 'recall': 0.8333333333333334, 'f1-score': 0.8170391061452514}, ORG: {'precision': 0.8854415274463007, 'recall': 0.893437688139675, 'f1-score': 0.8894216362001798}, all: {'precision': 0.9082584962141222, 'recall': 0.9132436260623229, 'f1-score': 0.9107442394279156}, hmean: 0.9107 +2022-03-10 23:39:49,010 - davarocr - INFO - Epoch [13][5/541] lr: 3.125e-05, eta: 1:02:36, time: 0.674, data_time: 0.495, memory: 5192, start_loss: 0.0012, end_loss: 0.0026, loss: 0.0038, grad_norm: 2.9451 +2022-03-10 23:39:49,929 - davarocr - INFO - Epoch [13][10/541] lr: 3.125e-05, eta: 1:02:35, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0020, loss: 0.0022, grad_norm: 2.6072 +2022-03-10 23:39:50,825 - davarocr - INFO - Epoch [13][15/541] lr: 3.125e-05, eta: 1:02:34, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0007, loss: 0.0024, grad_norm: 2.6168 +2022-03-10 23:39:51,703 - davarocr - INFO - Epoch [13][20/541] lr: 3.125e-05, eta: 1:02:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0033, loss: 0.0068, grad_norm: 3.1712 +2022-03-10 23:39:52,592 - davarocr - INFO - Epoch [13][25/541] lr: 3.125e-05, eta: 1:02:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.5602 +2022-03-10 23:39:53,481 - davarocr - INFO - Epoch [13][30/541] lr: 3.125e-05, eta: 1:02:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.5429 +2022-03-10 23:39:54,372 - davarocr - INFO - Epoch [13][35/541] lr: 3.125e-05, eta: 1:02:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.5488 +2022-03-10 23:39:55,261 - davarocr - INFO - Epoch [13][40/541] lr: 3.125e-05, eta: 1:02:29, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0030, loss: 0.0036, grad_norm: 1.5738 +2022-03-10 23:39:56,140 - davarocr - INFO - Epoch [13][45/541] lr: 3.125e-05, eta: 1:02:28, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5407 +2022-03-10 23:39:57,022 - davarocr - INFO - Epoch [13][50/541] lr: 3.125e-05, eta: 1:02:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.5434 +2022-03-10 23:39:57,904 - davarocr - INFO - Epoch [13][55/541] lr: 3.125e-05, eta: 1:02:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0032, loss: 0.0035, grad_norm: 1.5883 +2022-03-10 23:39:58,798 - davarocr - INFO - Epoch [13][60/541] lr: 3.125e-05, eta: 1:02:25, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5409 +2022-03-10 23:39:59,682 - davarocr - INFO - Epoch [13][65/541] lr: 3.125e-05, eta: 1:02:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.6117 +2022-03-10 23:40:00,571 - davarocr - INFO - Epoch [13][70/541] lr: 3.125e-05, eta: 1:02:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0074, loss: 0.0079, grad_norm: 1.8342 +2022-03-10 23:40:01,453 - davarocr - INFO - Epoch [13][75/541] lr: 3.125e-05, eta: 1:02:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0002, loss: 0.0014, grad_norm: 1.8056 +2022-03-10 23:40:02,342 - davarocr - INFO - Epoch [13][80/541] lr: 3.125e-05, eta: 1:02:21, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0037, loss: 0.0055, grad_norm: 1.5967 +2022-03-10 23:40:03,225 - davarocr - INFO - Epoch [13][85/541] lr: 3.125e-05, eta: 1:02:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.5332 +2022-03-10 23:40:04,115 - davarocr - INFO - Epoch [13][90/541] lr: 3.125e-05, eta: 1:02:19, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0012, loss: 0.0017, grad_norm: 1.6236 +2022-03-10 23:40:04,991 - davarocr - INFO - Epoch [13][95/541] lr: 3.125e-05, eta: 1:02:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0037, loss: 0.0074, grad_norm: 1.5441 +2022-03-10 23:40:05,881 - davarocr - INFO - Epoch [13][100/541] lr: 3.125e-05, eta: 1:02:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0026, loss: 0.0055, grad_norm: 1.6194 +2022-03-10 23:40:06,759 - davarocr - INFO - Epoch [13][105/541] lr: 3.125e-05, eta: 1:02:16, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0030, end_loss: 0.0018, loss: 0.0049, grad_norm: 2.0157 +2022-03-10 23:40:07,653 - davarocr - INFO - Epoch [13][110/541] lr: 3.125e-05, eta: 1:02:15, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.5841 +2022-03-10 23:40:08,544 - davarocr - INFO - Epoch [13][115/541] lr: 3.125e-05, eta: 1:02:14, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0014, loss: 0.0026, grad_norm: 1.5943 +2022-03-10 23:40:09,427 - davarocr - INFO - Epoch [13][120/541] lr: 3.125e-05, eta: 1:02:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0037, end_loss: 0.0012, loss: 0.0049, grad_norm: 1.8033 +2022-03-10 23:40:10,314 - davarocr - INFO - Epoch [13][125/541] lr: 3.125e-05, eta: 1:02:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0056, end_loss: 0.0018, loss: 0.0075, grad_norm: 1.8361 +2022-03-10 23:40:11,197 - davarocr - INFO - Epoch [13][130/541] lr: 3.125e-05, eta: 1:02:11, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.6210 +2022-03-10 23:40:12,069 - davarocr - INFO - Epoch [13][135/541] lr: 3.125e-05, eta: 1:02:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0032, loss: 0.0057, grad_norm: 2.0990 +2022-03-10 23:40:12,962 - davarocr - INFO - Epoch [13][140/541] lr: 3.125e-05, eta: 1:02:09, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.6070 +2022-03-10 23:40:13,847 - davarocr - INFO - Epoch [13][145/541] lr: 3.125e-05, eta: 1:02:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.6093 +2022-03-10 23:40:14,725 - davarocr - INFO - Epoch [13][150/541] lr: 3.125e-05, eta: 1:02:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0014, grad_norm: 1.6455 +2022-03-10 23:40:15,605 - davarocr - INFO - Epoch [13][155/541] lr: 3.125e-05, eta: 1:02:06, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0084, loss: 0.0103, grad_norm: 2.0194 +2022-03-10 23:40:16,491 - davarocr - INFO - Epoch [13][160/541] lr: 3.125e-05, eta: 1:02:05, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0058, loss: 0.0073, grad_norm: 1.7750 +2022-03-10 23:40:17,373 - davarocr - INFO - Epoch [13][165/541] lr: 3.125e-05, eta: 1:02:04, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.6777 +2022-03-10 23:40:18,259 - davarocr - INFO - Epoch [13][170/541] lr: 3.125e-05, eta: 1:02:03, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0036, loss: 0.0048, grad_norm: 1.9241 +2022-03-10 23:40:19,138 - davarocr - INFO - Epoch [13][175/541] lr: 3.125e-05, eta: 1:02:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0023, loss: 0.0027, grad_norm: 1.7560 +2022-03-10 23:40:20,019 - davarocr - INFO - Epoch [13][180/541] lr: 3.125e-05, eta: 1:02:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0015, loss: 0.0031, grad_norm: 1.7217 +2022-03-10 23:40:20,903 - davarocr - INFO - Epoch [13][185/541] lr: 3.125e-05, eta: 1:02:00, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.7012 +2022-03-10 23:40:21,783 - davarocr - INFO - Epoch [13][190/541] lr: 3.125e-05, eta: 1:01:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0034, loss: 0.0042, grad_norm: 1.8225 +2022-03-10 23:40:22,671 - davarocr - INFO - Epoch [13][195/541] lr: 3.125e-05, eta: 1:01:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0046, loss: 0.0068, grad_norm: 1.7972 +2022-03-10 23:40:23,567 - davarocr - INFO - Epoch [13][200/541] lr: 3.125e-05, eta: 1:01:57, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6813 +2022-03-10 23:40:24,442 - davarocr - INFO - Epoch [13][205/541] lr: 3.125e-05, eta: 1:01:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0071, end_loss: 0.0029, loss: 0.0100, grad_norm: 1.8500 +2022-03-10 23:40:25,327 - davarocr - INFO - Epoch [13][210/541] lr: 3.125e-05, eta: 1:01:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.8291 +2022-03-10 23:40:26,217 - davarocr - INFO - Epoch [13][215/541] lr: 3.125e-05, eta: 1:01:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0027, loss: 0.0035, grad_norm: 1.8574 +2022-03-10 23:40:27,100 - davarocr - INFO - Epoch [13][220/541] lr: 3.125e-05, eta: 1:01:53, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0028, loss: 0.0040, grad_norm: 1.7732 +2022-03-10 23:40:27,970 - davarocr - INFO - Epoch [13][225/541] lr: 3.125e-05, eta: 1:01:52, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0007, loss: 0.0017, grad_norm: 1.8131 +2022-03-10 23:40:28,845 - davarocr - INFO - Epoch [13][230/541] lr: 3.125e-05, eta: 1:01:51, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.7022 +2022-03-10 23:40:29,730 - davarocr - INFO - Epoch [13][235/541] lr: 3.125e-05, eta: 1:01:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0011, loss: 0.0021, grad_norm: 1.7752 +2022-03-10 23:40:30,625 - davarocr - INFO - Epoch [13][240/541] lr: 3.125e-05, eta: 1:01:49, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0003, loss: 0.0018, grad_norm: 1.8006 +2022-03-10 23:40:31,502 - davarocr - INFO - Epoch [13][245/541] lr: 3.125e-05, eta: 1:01:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.7310 +2022-03-10 23:40:32,379 - davarocr - INFO - Epoch [13][250/541] lr: 3.125e-05, eta: 1:01:47, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0029, loss: 0.0034, grad_norm: 1.9461 +2022-03-10 23:40:33,280 - davarocr - INFO - Epoch [13][255/541] lr: 3.125e-05, eta: 1:01:46, time: 0.181, data_time: 0.012, memory: 5192, start_loss: 0.0006, end_loss: 0.0009, loss: 0.0014, grad_norm: 2.3690 +2022-03-10 23:40:34,166 - davarocr - INFO - Epoch [13][260/541] lr: 3.125e-05, eta: 1:01:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0039, loss: 0.0048, grad_norm: 2.0471 +2022-03-10 23:40:35,049 - davarocr - INFO - Epoch [13][265/541] lr: 3.125e-05, eta: 1:01:44, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0014, end_loss: 0.0015, loss: 0.0030, grad_norm: 1.9855 +2022-03-10 23:40:35,930 - davarocr - INFO - Epoch [13][270/541] lr: 3.125e-05, eta: 1:01:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.7994 +2022-03-10 23:40:36,839 - davarocr - INFO - Epoch [13][275/541] lr: 3.125e-05, eta: 1:01:42, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0069, end_loss: 0.0099, loss: 0.0168, grad_norm: 2.0103 +2022-03-10 23:40:37,727 - davarocr - INFO - Epoch [13][280/541] lr: 3.125e-05, eta: 1:01:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0004, loss: 0.0023, grad_norm: 1.7705 +2022-03-10 23:40:38,607 - davarocr - INFO - Epoch [13][285/541] lr: 3.125e-05, eta: 1:01:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.7653 +2022-03-10 23:40:39,492 - davarocr - INFO - Epoch [13][290/541] lr: 3.125e-05, eta: 1:01:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0074, loss: 0.0091, grad_norm: 2.1032 +2022-03-10 23:40:40,374 - davarocr - INFO - Epoch [13][295/541] lr: 3.125e-05, eta: 1:01:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0014, loss: 0.0034, grad_norm: 1.8723 +2022-03-10 23:40:41,261 - davarocr - INFO - Epoch [13][300/541] lr: 3.125e-05, eta: 1:01:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0028, loss: 0.0056, grad_norm: 1.9430 +2022-03-10 23:40:42,150 - davarocr - INFO - Epoch [13][305/541] lr: 3.125e-05, eta: 1:01:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0090, end_loss: 0.0088, loss: 0.0178, grad_norm: 2.1629 +2022-03-10 23:40:43,039 - davarocr - INFO - Epoch [13][310/541] lr: 3.125e-05, eta: 1:01:35, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0036, loss: 0.0051, grad_norm: 1.8134 +2022-03-10 23:40:43,924 - davarocr - INFO - Epoch [13][315/541] lr: 3.125e-05, eta: 1:01:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0026, loss: 0.0052, grad_norm: 3.2368 +2022-03-10 23:40:44,806 - davarocr - INFO - Epoch [13][320/541] lr: 3.125e-05, eta: 1:01:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0027, loss: 0.0031, grad_norm: 1.1204 +2022-03-10 23:40:45,689 - davarocr - INFO - Epoch [13][325/541] lr: 3.125e-05, eta: 1:01:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0017, loss: 0.0031, grad_norm: 1.3017 +2022-03-10 23:40:46,570 - davarocr - INFO - Epoch [13][330/541] lr: 3.125e-05, eta: 1:01:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.0899 +2022-03-10 23:40:47,448 - davarocr - INFO - Epoch [13][335/541] lr: 3.125e-05, eta: 1:01:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0007, loss: 0.0023, grad_norm: 1.0936 +2022-03-10 23:40:48,331 - davarocr - INFO - Epoch [13][340/541] lr: 3.125e-05, eta: 1:01:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0022, loss: 0.0031, grad_norm: 1.4871 +2022-03-10 23:40:49,213 - davarocr - INFO - Epoch [13][345/541] lr: 3.125e-05, eta: 1:01:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0038, loss: 0.0076, grad_norm: 1.8469 +2022-03-10 23:40:50,111 - davarocr - INFO - Epoch [13][350/541] lr: 3.125e-05, eta: 1:01:27, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0029, end_loss: 0.0035, loss: 0.0064, grad_norm: 1.5961 +2022-03-10 23:40:50,990 - davarocr - INFO - Epoch [13][355/541] lr: 3.125e-05, eta: 1:01:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0011, grad_norm: 1.1644 +2022-03-10 23:40:51,870 - davarocr - INFO - Epoch [13][360/541] lr: 3.125e-05, eta: 1:01:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0073, end_loss: 0.0086, loss: 0.0159, grad_norm: 1.6920 +2022-03-10 23:40:52,750 - davarocr - INFO - Epoch [13][365/541] lr: 3.125e-05, eta: 1:01:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0023, loss: 0.0029, grad_norm: 1.2509 +2022-03-10 23:40:53,629 - davarocr - INFO - Epoch [13][370/541] lr: 3.125e-05, eta: 1:01:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.1946 +2022-03-10 23:40:54,513 - davarocr - INFO - Epoch [13][375/541] lr: 3.125e-05, eta: 1:01:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0019, loss: 0.0035, grad_norm: 1.2504 +2022-03-10 23:40:55,403 - davarocr - INFO - Epoch [13][380/541] lr: 3.125e-05, eta: 1:01:21, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0028, end_loss: 0.0030, loss: 0.0058, grad_norm: 1.1933 +2022-03-10 23:40:56,293 - davarocr - INFO - Epoch [13][385/541] lr: 3.125e-05, eta: 1:01:20, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0045, end_loss: 0.0026, loss: 0.0070, grad_norm: 1.3877 +2022-03-10 23:40:57,183 - davarocr - INFO - Epoch [13][390/541] lr: 3.125e-05, eta: 1:01:19, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.1747 +2022-03-10 23:40:58,069 - davarocr - INFO - Epoch [13][395/541] lr: 3.125e-05, eta: 1:01:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0017, loss: 0.0026, grad_norm: 1.2470 +2022-03-10 23:40:58,956 - davarocr - INFO - Epoch [13][400/541] lr: 3.125e-05, eta: 1:01:18, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.2048 +2022-03-10 23:40:59,857 - davarocr - INFO - Epoch [13][405/541] lr: 3.125e-05, eta: 1:01:17, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.1982 +2022-03-10 23:41:00,738 - davarocr - INFO - Epoch [13][410/541] lr: 3.125e-05, eta: 1:01:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0081, end_loss: 0.0055, loss: 0.0136, grad_norm: 1.3421 +2022-03-10 23:41:01,622 - davarocr - INFO - Epoch [13][415/541] lr: 3.125e-05, eta: 1:01:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.6789 +2022-03-10 23:41:02,500 - davarocr - INFO - Epoch [13][420/541] lr: 3.125e-05, eta: 1:01:14, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0024, loss: 0.0044, grad_norm: 1.3354 +2022-03-10 23:41:03,382 - davarocr - INFO - Epoch [13][425/541] lr: 3.125e-05, eta: 1:01:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0042, end_loss: 0.0051, loss: 0.0093, grad_norm: 1.4778 +2022-03-10 23:41:04,259 - davarocr - INFO - Epoch [13][430/541] lr: 3.125e-05, eta: 1:01:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0032, loss: 0.0047, grad_norm: 1.8774 +2022-03-10 23:41:05,141 - davarocr - INFO - Epoch [13][435/541] lr: 3.125e-05, eta: 1:01:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0036, loss: 0.0052, grad_norm: 1.4330 +2022-03-10 23:41:06,027 - davarocr - INFO - Epoch [13][440/541] lr: 3.125e-05, eta: 1:01:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0017, loss: 0.0050, grad_norm: 1.4447 +2022-03-10 23:41:06,913 - davarocr - INFO - Epoch [13][445/541] lr: 3.125e-05, eta: 1:01:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0034, loss: 0.0052, grad_norm: 1.3390 +2022-03-10 23:41:07,790 - davarocr - INFO - Epoch [13][450/541] lr: 3.125e-05, eta: 1:01:08, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0014, loss: 0.0043, grad_norm: 1.4332 +2022-03-10 23:41:08,678 - davarocr - INFO - Epoch [13][455/541] lr: 3.125e-05, eta: 1:01:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0006, loss: 0.0022, grad_norm: 1.2973 +2022-03-10 23:41:09,565 - davarocr - INFO - Epoch [13][460/541] lr: 3.125e-05, eta: 1:01:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0007, loss: 0.0017, grad_norm: 1.3189 +2022-03-10 23:41:10,443 - davarocr - INFO - Epoch [13][465/541] lr: 3.125e-05, eta: 1:01:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0011, loss: 0.0016, grad_norm: 1.3701 +2022-03-10 23:41:11,330 - davarocr - INFO - Epoch [13][470/541] lr: 3.125e-05, eta: 1:01:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0021, loss: 0.0039, grad_norm: 1.3090 +2022-03-10 23:41:12,211 - davarocr - INFO - Epoch [13][475/541] lr: 3.125e-05, eta: 1:01:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0023, loss: 0.0029, grad_norm: 1.3820 +2022-03-10 23:41:13,103 - davarocr - INFO - Epoch [13][480/541] lr: 3.125e-05, eta: 1:01:02, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2681 +2022-03-10 23:41:13,978 - davarocr - INFO - Epoch [13][485/541] lr: 3.125e-05, eta: 1:01:01, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0025, grad_norm: 1.3291 +2022-03-10 23:41:14,864 - davarocr - INFO - Epoch [13][490/541] lr: 3.125e-05, eta: 1:01:00, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0054, loss: 0.0058, grad_norm: 1.4176 +2022-03-10 23:41:15,745 - davarocr - INFO - Epoch [13][495/541] lr: 3.125e-05, eta: 1:00:59, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0015, loss: 0.0029, grad_norm: 1.3965 +2022-03-10 23:41:16,623 - davarocr - INFO - Epoch [13][500/541] lr: 3.125e-05, eta: 1:00:58, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0016, loss: 0.0017, grad_norm: 1.3315 +2022-03-10 23:41:17,507 - davarocr - INFO - Epoch [13][505/541] lr: 3.125e-05, eta: 1:00:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0064, end_loss: 0.0021, loss: 0.0085, grad_norm: 1.4884 +2022-03-10 23:41:18,387 - davarocr - INFO - Epoch [13][510/541] lr: 3.125e-05, eta: 1:00:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0021, loss: 0.0035, grad_norm: 1.5684 +2022-03-10 23:41:19,265 - davarocr - INFO - Epoch [13][515/541] lr: 3.125e-05, eta: 1:00:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0054, end_loss: 0.0035, loss: 0.0089, grad_norm: 2.0941 +2022-03-10 23:41:20,149 - davarocr - INFO - Epoch [13][520/541] lr: 3.125e-05, eta: 1:00:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0032, loss: 0.0058, grad_norm: 1.7569 +2022-03-10 23:41:21,030 - davarocr - INFO - Epoch [13][525/541] lr: 3.125e-05, eta: 1:00:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0013, grad_norm: 1.4050 +2022-03-10 23:41:21,910 - davarocr - INFO - Epoch [13][530/541] lr: 3.125e-05, eta: 1:00:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0023, loss: 0.0036, grad_norm: 1.8554 +2022-03-10 23:41:22,795 - davarocr - INFO - Epoch [13][535/541] lr: 3.125e-05, eta: 1:00:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0029, loss: 0.0070, grad_norm: 1.7528 +2022-03-10 23:41:23,674 - davarocr - INFO - Epoch [13][540/541] lr: 3.125e-05, eta: 1:00:50, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.4046 +2022-03-10 23:41:37,591 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:41:37,592 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:41:37,592 - davarocr - INFO - Epoch(val) [13][541] LOC: {'precision': 0.9585194639438417, 'recall': 0.9004796163069544, 'f1-score': 0.9285935085007728}, PER: {'precision': 0.9565217391304348, 'recall': 0.9523809523809523, 'f1-score': 0.9544468546637744}, MISC: {'precision': 0.8681672025723473, 'recall': 0.7692307692307693, 'f1-score': 0.8157099697885195}, ORG: {'precision': 0.853429203539823, 'recall': 0.9289584587597832, 'f1-score': 0.8895935428077255}, all: {'precision': 0.9140360263955769, 'recall': 0.9074008498583569, 'f1-score': 0.9107063527321191}, hmean: 0.9107 +2022-03-10 23:41:40,980 - davarocr - INFO - Epoch [14][5/541] lr: 3.030e-05, eta: 1:00:55, time: 0.677, data_time: 0.485, memory: 5192, start_loss: 0.0026, end_loss: 0.0030, loss: 0.0056, grad_norm: 1.4457 +2022-03-10 23:41:41,869 - davarocr - INFO - Epoch [14][10/541] lr: 3.030e-05, eta: 1:00:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0015, loss: 0.0018, grad_norm: 1.5642 +2022-03-10 23:41:42,748 - davarocr - INFO - Epoch [14][15/541] lr: 3.030e-05, eta: 1:00:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0039, end_loss: 0.0050, loss: 0.0089, grad_norm: 2.0838 +2022-03-10 23:41:43,646 - davarocr - INFO - Epoch [14][20/541] lr: 3.030e-05, eta: 1:00:52, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0024, loss: 0.0031, grad_norm: 1.7754 +2022-03-10 23:41:44,546 - davarocr - INFO - Epoch [14][25/541] lr: 3.030e-05, eta: 1:00:51, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0014, loss: 0.0045, grad_norm: 1.6242 +2022-03-10 23:41:45,432 - davarocr - INFO - Epoch [14][30/541] lr: 3.030e-05, eta: 1:00:50, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0024, loss: 0.0036, grad_norm: 1.5693 +2022-03-10 23:41:46,318 - davarocr - INFO - Epoch [14][35/541] lr: 3.030e-05, eta: 1:00:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0004, loss: 0.0014, grad_norm: 1.5379 +2022-03-10 23:41:47,205 - davarocr - INFO - Epoch [14][40/541] lr: 3.030e-05, eta: 1:00:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0004, loss: 0.0030, grad_norm: 1.5303 +2022-03-10 23:41:48,094 - davarocr - INFO - Epoch [14][45/541] lr: 3.030e-05, eta: 1:00:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0005, loss: 0.0024, grad_norm: 1.5120 +2022-03-10 23:41:48,971 - davarocr - INFO - Epoch [14][50/541] lr: 3.030e-05, eta: 1:00:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0070, loss: 0.0078, grad_norm: 2.8495 +2022-03-10 23:41:49,860 - davarocr - INFO - Epoch [14][55/541] lr: 3.030e-05, eta: 1:00:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0009, grad_norm: 0.9412 +2022-03-10 23:41:50,743 - davarocr - INFO - Epoch [14][60/541] lr: 3.030e-05, eta: 1:00:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 0.9582 +2022-03-10 23:41:51,627 - davarocr - INFO - Epoch [14][65/541] lr: 3.030e-05, eta: 1:00:43, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.9074 +2022-03-10 23:41:52,515 - davarocr - INFO - Epoch [14][70/541] lr: 3.030e-05, eta: 1:00:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 0.9646 +2022-03-10 23:41:53,395 - davarocr - INFO - Epoch [14][75/541] lr: 3.030e-05, eta: 1:00:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0036, loss: 0.0038, grad_norm: 1.1956 +2022-03-10 23:41:54,277 - davarocr - INFO - Epoch [14][80/541] lr: 3.030e-05, eta: 1:00:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0021, loss: 0.0034, grad_norm: 1.4025 +2022-03-10 23:41:55,172 - davarocr - INFO - Epoch [14][85/541] lr: 3.030e-05, eta: 1:00:39, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0016, loss: 0.0031, grad_norm: 1.4029 +2022-03-10 23:41:56,044 - davarocr - INFO - Epoch [14][90/541] lr: 3.030e-05, eta: 1:00:38, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0006 +2022-03-10 23:41:56,924 - davarocr - INFO - Epoch [14][95/541] lr: 3.030e-05, eta: 1:00:37, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0018, loss: 0.0051, grad_norm: 1.7690 +2022-03-10 23:41:57,805 - davarocr - INFO - Epoch [14][100/541] lr: 3.030e-05, eta: 1:00:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0029, loss: 0.0048, grad_norm: 1.3505 +2022-03-10 23:41:58,699 - davarocr - INFO - Epoch [14][105/541] lr: 3.030e-05, eta: 1:00:35, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0013, loss: 0.0031, grad_norm: 1.2595 +2022-03-10 23:41:59,583 - davarocr - INFO - Epoch [14][110/541] lr: 3.030e-05, eta: 1:00:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0023, loss: 0.0049, grad_norm: 1.9573 +2022-03-10 23:42:00,468 - davarocr - INFO - Epoch [14][115/541] lr: 3.030e-05, eta: 1:00:33, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0041, loss: 0.0054, grad_norm: 1.4164 +2022-03-10 23:42:01,348 - davarocr - INFO - Epoch [14][120/541] lr: 3.030e-05, eta: 1:00:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0022, loss: 0.0032, grad_norm: 1.2088 +2022-03-10 23:42:02,244 - davarocr - INFO - Epoch [14][125/541] lr: 3.030e-05, eta: 1:00:31, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0028, loss: 0.0062, grad_norm: 1.2720 +2022-03-10 23:42:03,136 - davarocr - INFO - Epoch [14][130/541] lr: 3.030e-05, eta: 1:00:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0010, loss: 0.0030, grad_norm: 1.2855 +2022-03-10 23:42:04,020 - davarocr - INFO - Epoch [14][135/541] lr: 3.030e-05, eta: 1:00:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.1786 +2022-03-10 23:42:04,899 - davarocr - INFO - Epoch [14][140/541] lr: 3.030e-05, eta: 1:00:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0049, loss: 0.0055, grad_norm: 1.5758 +2022-03-10 23:42:05,777 - davarocr - INFO - Epoch [14][145/541] lr: 3.030e-05, eta: 1:00:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0024, loss: 0.0048, grad_norm: 1.3734 +2022-03-10 23:42:06,659 - davarocr - INFO - Epoch [14][150/541] lr: 3.030e-05, eta: 1:00:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0012, loss: 0.0015, grad_norm: 1.1460 +2022-03-10 23:42:07,560 - davarocr - INFO - Epoch [14][155/541] lr: 3.030e-05, eta: 1:00:25, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.1347 +2022-03-10 23:42:08,447 - davarocr - INFO - Epoch [14][160/541] lr: 3.030e-05, eta: 1:00:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0038, loss: 0.0053, grad_norm: 1.5410 +2022-03-10 23:42:09,327 - davarocr - INFO - Epoch [14][165/541] lr: 3.030e-05, eta: 1:00:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.1491 +2022-03-10 23:42:10,211 - davarocr - INFO - Epoch [14][170/541] lr: 3.030e-05, eta: 1:00:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0039, loss: 0.0081, grad_norm: 1.4606 +2022-03-10 23:42:11,099 - davarocr - INFO - Epoch [14][175/541] lr: 3.030e-05, eta: 1:00:21, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0022, loss: 0.0044, grad_norm: 1.2530 +2022-03-10 23:42:11,979 - davarocr - INFO - Epoch [14][180/541] lr: 3.030e-05, eta: 1:00:20, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.1433 +2022-03-10 23:42:12,853 - davarocr - INFO - Epoch [14][185/541] lr: 3.030e-05, eta: 1:00:19, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0027, grad_norm: 1.4196 +2022-03-10 23:42:13,733 - davarocr - INFO - Epoch [14][190/541] lr: 3.030e-05, eta: 1:00:18, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0019, loss: 0.0021, grad_norm: 1.2604 +2022-03-10 23:42:14,623 - davarocr - INFO - Epoch [14][195/541] lr: 3.030e-05, eta: 1:00:17, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0015, loss: 0.0026, grad_norm: 1.2559 +2022-03-10 23:42:15,505 - davarocr - INFO - Epoch [14][200/541] lr: 3.030e-05, eta: 1:00:16, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.3266 +2022-03-10 23:42:16,383 - davarocr - INFO - Epoch [14][205/541] lr: 3.030e-05, eta: 1:00:15, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0016, loss: 0.0017, grad_norm: 1.1971 +2022-03-10 23:42:17,262 - davarocr - INFO - Epoch [14][210/541] lr: 3.030e-05, eta: 1:00:14, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0016, end_loss: 0.0024, loss: 0.0040, grad_norm: 1.3326 +2022-03-10 23:42:18,143 - davarocr - INFO - Epoch [14][215/541] lr: 3.030e-05, eta: 1:00:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.1863 +2022-03-10 23:42:19,034 - davarocr - INFO - Epoch [14][220/541] lr: 3.030e-05, eta: 1:00:12, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0053, end_loss: 0.0050, loss: 0.0103, grad_norm: 1.8457 +2022-03-10 23:42:19,935 - davarocr - INFO - Epoch [14][225/541] lr: 3.030e-05, eta: 1:00:11, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.2879 +2022-03-10 23:42:20,818 - davarocr - INFO - Epoch [14][230/541] lr: 3.030e-05, eta: 1:00:10, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0039, end_loss: 0.0017, loss: 0.0056, grad_norm: 1.5399 +2022-03-10 23:42:21,703 - davarocr - INFO - Epoch [14][235/541] lr: 3.030e-05, eta: 1:00:09, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0031, end_loss: 0.0028, loss: 0.0058, grad_norm: 1.7189 +2022-03-10 23:42:22,588 - davarocr - INFO - Epoch [14][240/541] lr: 3.030e-05, eta: 1:00:08, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.3456 +2022-03-10 23:42:23,468 - davarocr - INFO - Epoch [14][245/541] lr: 3.030e-05, eta: 1:00:07, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0025, grad_norm: 1.4197 +2022-03-10 23:42:24,348 - davarocr - INFO - Epoch [14][250/541] lr: 3.030e-05, eta: 1:00:06, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2464 +2022-03-10 23:42:25,229 - davarocr - INFO - Epoch [14][255/541] lr: 3.030e-05, eta: 1:00:05, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0012, loss: 0.0018, grad_norm: 1.4075 +2022-03-10 23:42:26,114 - davarocr - INFO - Epoch [14][260/541] lr: 3.030e-05, eta: 1:00:04, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.2710 +2022-03-10 23:42:27,006 - davarocr - INFO - Epoch [14][265/541] lr: 3.030e-05, eta: 1:00:04, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0036, end_loss: 0.0052, loss: 0.0087, grad_norm: 1.6880 +2022-03-10 23:42:27,890 - davarocr - INFO - Epoch [14][270/541] lr: 3.030e-05, eta: 1:00:03, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.2672 +2022-03-10 23:42:28,778 - davarocr - INFO - Epoch [14][275/541] lr: 3.030e-05, eta: 1:00:02, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0007, loss: 0.0020, grad_norm: 1.3109 +2022-03-10 23:42:29,655 - davarocr - INFO - Epoch [14][280/541] lr: 3.030e-05, eta: 1:00:01, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0034, loss: 0.0059, grad_norm: 2.3894 +2022-03-10 23:42:30,539 - davarocr - INFO - Epoch [14][285/541] lr: 3.030e-05, eta: 1:00:00, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.2384 +2022-03-10 23:42:31,430 - davarocr - INFO - Epoch [14][290/541] lr: 3.030e-05, eta: 0:59:59, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.3077 +2022-03-10 23:42:32,316 - davarocr - INFO - Epoch [14][295/541] lr: 3.030e-05, eta: 0:59:58, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0026, end_loss: 0.0003, loss: 0.0029, grad_norm: 1.6094 +2022-03-10 23:42:33,206 - davarocr - INFO - Epoch [14][300/541] lr: 3.030e-05, eta: 0:59:57, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0032, end_loss: 0.0060, loss: 0.0091, grad_norm: 1.7596 +2022-03-10 23:42:34,091 - davarocr - INFO - Epoch [14][305/541] lr: 3.030e-05, eta: 0:59:56, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0013, loss: 0.0032, grad_norm: 2.1008 +2022-03-10 23:42:34,974 - davarocr - INFO - Epoch [14][310/541] lr: 3.030e-05, eta: 0:59:55, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0024, loss: 0.0042, grad_norm: 1.4713 +2022-03-10 23:42:35,881 - davarocr - INFO - Epoch [14][315/541] lr: 3.030e-05, eta: 0:59:54, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0011, end_loss: 0.0025, loss: 0.0036, grad_norm: 1.6476 +2022-03-10 23:42:36,761 - davarocr - INFO - Epoch [14][320/541] lr: 3.030e-05, eta: 0:59:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.3443 +2022-03-10 23:42:37,667 - davarocr - INFO - Epoch [14][325/541] lr: 3.030e-05, eta: 0:59:52, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0076, loss: 0.0090, grad_norm: 1.5739 +2022-03-10 23:42:38,575 - davarocr - INFO - Epoch [14][330/541] lr: 3.030e-05, eta: 0:59:51, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0043, end_loss: 0.0056, loss: 0.0100, grad_norm: 1.5502 +2022-03-10 23:42:39,453 - davarocr - INFO - Epoch [14][335/541] lr: 3.030e-05, eta: 0:59:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.3042 +2022-03-10 23:42:40,338 - davarocr - INFO - Epoch [14][340/541] lr: 3.030e-05, eta: 0:59:49, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.3914 +2022-03-10 23:42:41,220 - davarocr - INFO - Epoch [14][345/541] lr: 3.030e-05, eta: 0:59:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.3034 +2022-03-10 23:42:42,108 - davarocr - INFO - Epoch [14][350/541] lr: 3.030e-05, eta: 0:59:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.3591 +2022-03-10 23:42:42,990 - davarocr - INFO - Epoch [14][355/541] lr: 3.030e-05, eta: 0:59:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2818 +2022-03-10 23:42:43,861 - davarocr - INFO - Epoch [14][360/541] lr: 3.030e-05, eta: 0:59:45, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.4852 +2022-03-10 23:42:44,749 - davarocr - INFO - Epoch [14][365/541] lr: 3.030e-05, eta: 0:59:44, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0034, end_loss: 0.0027, loss: 0.0061, grad_norm: 1.4572 +2022-03-10 23:42:45,632 - davarocr - INFO - Epoch [14][370/541] lr: 3.030e-05, eta: 0:59:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0043, loss: 0.0054, grad_norm: 1.8570 +2022-03-10 23:42:46,515 - davarocr - INFO - Epoch [14][375/541] lr: 3.030e-05, eta: 0:59:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0011, grad_norm: 1.3598 +2022-03-10 23:42:47,393 - davarocr - INFO - Epoch [14][380/541] lr: 3.030e-05, eta: 0:59:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0044, loss: 0.0050, grad_norm: 1.5365 +2022-03-10 23:42:48,279 - davarocr - INFO - Epoch [14][385/541] lr: 3.030e-05, eta: 0:59:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0023, loss: 0.0033, grad_norm: 1.3506 +2022-03-10 23:42:49,174 - davarocr - INFO - Epoch [14][390/541] lr: 3.030e-05, eta: 0:59:39, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0029, end_loss: 0.0023, loss: 0.0052, grad_norm: 1.4142 +2022-03-10 23:42:50,061 - davarocr - INFO - Epoch [14][395/541] lr: 3.030e-05, eta: 0:59:38, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0016, loss: 0.0029, grad_norm: 1.4730 +2022-03-10 23:42:50,941 - davarocr - INFO - Epoch [14][400/541] lr: 3.030e-05, eta: 0:59:37, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3172 +2022-03-10 23:42:51,827 - davarocr - INFO - Epoch [14][405/541] lr: 3.030e-05, eta: 0:59:36, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0008, loss: 0.0016, grad_norm: 1.3581 +2022-03-10 23:42:52,705 - davarocr - INFO - Epoch [14][410/541] lr: 3.030e-05, eta: 0:59:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0043, end_loss: 0.0006, loss: 0.0049, grad_norm: 2.9662 +2022-03-10 23:42:53,591 - davarocr - INFO - Epoch [14][415/541] lr: 3.030e-05, eta: 0:59:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0040, end_loss: 0.0043, loss: 0.0083, grad_norm: 1.5401 +2022-03-10 23:42:54,469 - davarocr - INFO - Epoch [14][420/541] lr: 3.030e-05, eta: 0:59:33, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0015, loss: 0.0024, grad_norm: 1.1471 +2022-03-10 23:42:55,354 - davarocr - INFO - Epoch [14][425/541] lr: 3.030e-05, eta: 0:59:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.0646 +2022-03-10 23:42:56,240 - davarocr - INFO - Epoch [14][430/541] lr: 3.030e-05, eta: 0:59:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0038, end_loss: 0.0036, loss: 0.0074, grad_norm: 1.3016 +2022-03-10 23:42:57,120 - davarocr - INFO - Epoch [14][435/541] lr: 3.030e-05, eta: 0:59:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.0028 +2022-03-10 23:42:58,003 - davarocr - INFO - Epoch [14][440/541] lr: 3.030e-05, eta: 0:59:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 0.9760 +2022-03-10 23:42:58,881 - davarocr - INFO - Epoch [14][445/541] lr: 3.030e-05, eta: 0:59:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0015, loss: 0.0023, grad_norm: 1.3740 +2022-03-10 23:42:59,764 - davarocr - INFO - Epoch [14][450/541] lr: 3.030e-05, eta: 0:59:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0015, grad_norm: 1.1033 +2022-03-10 23:43:00,651 - davarocr - INFO - Epoch [14][455/541] lr: 3.030e-05, eta: 0:59:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.0824 +2022-03-10 23:43:01,534 - davarocr - INFO - Epoch [14][460/541] lr: 3.030e-05, eta: 0:59:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0007, loss: 0.0017, grad_norm: 1.0957 +2022-03-10 23:43:02,424 - davarocr - INFO - Epoch [14][465/541] lr: 3.030e-05, eta: 0:59:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0035, loss: 0.0056, grad_norm: 1.4090 +2022-03-10 23:43:03,321 - davarocr - INFO - Epoch [14][470/541] lr: 3.030e-05, eta: 0:59:23, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0043, loss: 0.0055, grad_norm: 1.5726 +2022-03-10 23:43:04,207 - davarocr - INFO - Epoch [14][475/541] lr: 3.030e-05, eta: 0:59:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0033, end_loss: 0.0031, loss: 0.0064, grad_norm: 1.6907 +2022-03-10 23:43:05,091 - davarocr - INFO - Epoch [14][480/541] lr: 3.030e-05, eta: 0:59:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0019, loss: 0.0030, grad_norm: 1.8970 +2022-03-10 23:43:05,973 - davarocr - INFO - Epoch [14][485/541] lr: 3.030e-05, eta: 0:59:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0085, end_loss: 0.0059, loss: 0.0144, grad_norm: 1.5351 +2022-03-10 23:43:06,851 - davarocr - INFO - Epoch [14][490/541] lr: 3.030e-05, eta: 0:59:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0019, loss: 0.0044, grad_norm: 1.3146 +2022-03-10 23:43:07,746 - davarocr - INFO - Epoch [14][495/541] lr: 3.030e-05, eta: 0:59:18, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0044, end_loss: 0.0097, loss: 0.0141, grad_norm: 1.6415 +2022-03-10 23:43:08,629 - davarocr - INFO - Epoch [14][500/541] lr: 3.030e-05, eta: 0:59:17, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0079, end_loss: 0.0048, loss: 0.0127, grad_norm: 1.6451 +2022-03-10 23:43:09,506 - davarocr - INFO - Epoch [14][505/541] lr: 3.030e-05, eta: 0:59:16, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0055, end_loss: 0.0057, loss: 0.0111, grad_norm: 1.3679 +2022-03-10 23:43:10,385 - davarocr - INFO - Epoch [14][510/541] lr: 3.030e-05, eta: 0:59:15, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0039, end_loss: 0.0051, loss: 0.0090, grad_norm: 1.6088 +2022-03-10 23:43:11,269 - davarocr - INFO - Epoch [14][515/541] lr: 3.030e-05, eta: 0:59:14, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0021, grad_norm: 1.2507 +2022-03-10 23:43:12,143 - davarocr - INFO - Epoch [14][520/541] lr: 3.030e-05, eta: 0:59:13, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0015, loss: 0.0028, grad_norm: 1.2591 +2022-03-10 23:43:13,095 - davarocr - INFO - Epoch [14][525/541] lr: 3.030e-05, eta: 0:59:13, time: 0.191, data_time: 0.024, memory: 5192, start_loss: 0.0021, end_loss: 0.0031, loss: 0.0052, grad_norm: 1.4123 +2022-03-10 23:43:13,981 - davarocr - INFO - Epoch [14][530/541] lr: 3.030e-05, eta: 0:59:12, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0015, loss: 0.0019, grad_norm: 1.2506 +2022-03-10 23:43:14,858 - davarocr - INFO - Epoch [14][535/541] lr: 3.030e-05, eta: 0:59:11, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0060, loss: 0.0071, grad_norm: 1.3090 +2022-03-10 23:43:15,731 - davarocr - INFO - Epoch [14][540/541] lr: 3.030e-05, eta: 0:59:10, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0019, loss: 0.0025, grad_norm: 1.3580 +2022-03-10 23:43:29,711 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:43:29,713 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:43:29,713 - davarocr - INFO - Epoch(val) [14][541] LOC: {'precision': 0.927710843373494, 'recall': 0.9232613908872902, 'f1-score': 0.9254807692307693}, PER: {'precision': 0.9722580645161291, 'recall': 0.9319727891156463, 'f1-score': 0.9516892958635934}, MISC: {'precision': 0.8387573964497042, 'recall': 0.8076923076923077, 'f1-score': 0.8229317851959362}, ORG: {'precision': 0.8886241810601548, 'recall': 0.8982540638169777, 'f1-score': 0.8934131736526946}, all: {'precision': 0.9175202156334232, 'recall': 0.9040368271954674, 'f1-score': 0.910728618567734}, hmean: 0.9107 +2022-03-10 23:43:33,072 - davarocr - INFO - Epoch [15][5/541] lr: 2.941e-05, eta: 0:59:14, time: 0.671, data_time: 0.486, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0016, grad_norm: 1.2405 +2022-03-10 23:43:33,963 - davarocr - INFO - Epoch [15][10/541] lr: 2.941e-05, eta: 0:59:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0052, loss: 0.0069, grad_norm: 1.9093 +2022-03-10 23:43:34,848 - davarocr - INFO - Epoch [15][15/541] lr: 2.941e-05, eta: 0:59:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.2748 +2022-03-10 23:43:35,741 - davarocr - INFO - Epoch [15][20/541] lr: 2.941e-05, eta: 0:59:11, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.2766 +2022-03-10 23:43:36,639 - davarocr - INFO - Epoch [15][25/541] lr: 2.941e-05, eta: 0:59:10, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0057, loss: 0.0069, grad_norm: 1.6161 +2022-03-10 23:43:37,521 - davarocr - INFO - Epoch [15][30/541] lr: 2.941e-05, eta: 0:59:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.4463 +2022-03-10 23:43:38,426 - davarocr - INFO - Epoch [15][35/541] lr: 2.941e-05, eta: 0:59:08, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0010, loss: 0.0039, grad_norm: 1.5006 +2022-03-10 23:43:39,300 - davarocr - INFO - Epoch [15][40/541] lr: 2.941e-05, eta: 0:59:07, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0029, loss: 0.0035, grad_norm: 1.4422 +2022-03-10 23:43:40,187 - davarocr - INFO - Epoch [15][45/541] lr: 2.941e-05, eta: 0:59:06, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0036, end_loss: 0.0036, loss: 0.0072, grad_norm: 1.7213 +2022-03-10 23:43:41,079 - davarocr - INFO - Epoch [15][50/541] lr: 2.941e-05, eta: 0:59:06, time: 0.178, data_time: 0.011, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 1.5572 +2022-03-10 23:43:41,959 - davarocr - INFO - Epoch [15][55/541] lr: 2.941e-05, eta: 0:59:05, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0027, loss: 0.0039, grad_norm: 1.8759 +2022-03-10 23:43:42,839 - davarocr - INFO - Epoch [15][60/541] lr: 2.941e-05, eta: 0:59:04, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0016, loss: 0.0021, grad_norm: 1.4037 +2022-03-10 23:43:43,718 - davarocr - INFO - Epoch [15][65/541] lr: 2.941e-05, eta: 0:59:03, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0013, grad_norm: 1.4049 +2022-03-10 23:43:44,599 - davarocr - INFO - Epoch [15][70/541] lr: 2.941e-05, eta: 0:59:02, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0034, end_loss: 0.0040, loss: 0.0074, grad_norm: 1.5688 +2022-03-10 23:43:45,482 - davarocr - INFO - Epoch [15][75/541] lr: 2.941e-05, eta: 0:59:01, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0017, end_loss: 0.0031, loss: 0.0048, grad_norm: 1.5161 +2022-03-10 23:43:46,356 - davarocr - INFO - Epoch [15][80/541] lr: 2.941e-05, eta: 0:59:00, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0016, loss: 0.0027, grad_norm: 1.6230 +2022-03-10 23:43:47,235 - davarocr - INFO - Epoch [15][85/541] lr: 2.941e-05, eta: 0:58:59, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0023, end_loss: 0.0006, loss: 0.0028, grad_norm: 1.4337 +2022-03-10 23:43:48,117 - davarocr - INFO - Epoch [15][90/541] lr: 2.941e-05, eta: 0:58:58, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.3986 +2022-03-10 23:43:48,995 - davarocr - INFO - Epoch [15][95/541] lr: 2.941e-05, eta: 0:58:57, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0023, end_loss: 0.0004, loss: 0.0027, grad_norm: 1.5804 +2022-03-10 23:43:49,870 - davarocr - INFO - Epoch [15][100/541] lr: 2.941e-05, eta: 0:58:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0002, loss: 0.0015, grad_norm: 1.4058 +2022-03-10 23:43:50,754 - davarocr - INFO - Epoch [15][105/541] lr: 2.941e-05, eta: 0:58:55, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0014, loss: 0.0039, grad_norm: 1.6093 +2022-03-10 23:43:51,633 - davarocr - INFO - Epoch [15][110/541] lr: 2.941e-05, eta: 0:58:54, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0041, loss: 0.0055, grad_norm: 1.5618 +2022-03-10 23:43:52,520 - davarocr - INFO - Epoch [15][115/541] lr: 2.941e-05, eta: 0:58:53, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0032, loss: 0.0054, grad_norm: 1.5362 +2022-03-10 23:43:53,399 - davarocr - INFO - Epoch [15][120/541] lr: 2.941e-05, eta: 0:58:52, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0011, loss: 0.0016, grad_norm: 1.4464 +2022-03-10 23:43:54,284 - davarocr - INFO - Epoch [15][125/541] lr: 2.941e-05, eta: 0:58:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0017, loss: 0.0020, grad_norm: 1.4671 +2022-03-10 23:43:55,165 - davarocr - INFO - Epoch [15][130/541] lr: 2.941e-05, eta: 0:58:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0039, loss: 0.0046, grad_norm: 1.4322 +2022-03-10 23:43:56,046 - davarocr - INFO - Epoch [15][135/541] lr: 2.941e-05, eta: 0:58:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0012, loss: 0.0014, grad_norm: 1.4635 +2022-03-10 23:43:56,936 - davarocr - INFO - Epoch [15][140/541] lr: 2.941e-05, eta: 0:58:48, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0034, loss: 0.0084, grad_norm: 1.5259 +2022-03-10 23:43:57,822 - davarocr - INFO - Epoch [15][145/541] lr: 2.941e-05, eta: 0:58:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.4076 +2022-03-10 23:43:58,707 - davarocr - INFO - Epoch [15][150/541] lr: 2.941e-05, eta: 0:58:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0019, loss: 0.0023, grad_norm: 1.4288 +2022-03-10 23:43:59,590 - davarocr - INFO - Epoch [15][155/541] lr: 2.941e-05, eta: 0:58:45, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0030, loss: 0.0039, grad_norm: 1.5737 +2022-03-10 23:44:00,471 - davarocr - INFO - Epoch [15][160/541] lr: 2.941e-05, eta: 0:58:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4089 +2022-03-10 23:44:01,365 - davarocr - INFO - Epoch [15][165/541] lr: 2.941e-05, eta: 0:58:43, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0015, loss: 0.0033, grad_norm: 1.5644 +2022-03-10 23:44:02,244 - davarocr - INFO - Epoch [15][170/541] lr: 2.941e-05, eta: 0:58:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0044, loss: 0.0062, grad_norm: 1.4116 +2022-03-10 23:44:03,128 - davarocr - INFO - Epoch [15][175/541] lr: 2.941e-05, eta: 0:58:41, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0026, loss: 0.0048, grad_norm: 1.4152 +2022-03-10 23:44:04,020 - davarocr - INFO - Epoch [15][180/541] lr: 2.941e-05, eta: 0:58:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0008, loss: 0.0018, grad_norm: 1.4084 +2022-03-10 23:44:04,905 - davarocr - INFO - Epoch [15][185/541] lr: 2.941e-05, eta: 0:58:39, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.3925 +2022-03-10 23:44:05,782 - davarocr - INFO - Epoch [15][190/541] lr: 2.941e-05, eta: 0:58:38, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0003, loss: 0.0038, grad_norm: 1.4052 +2022-03-10 23:44:06,658 - davarocr - INFO - Epoch [15][195/541] lr: 2.941e-05, eta: 0:58:37, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0012, loss: 0.0016, grad_norm: 1.4429 +2022-03-10 23:44:07,548 - davarocr - INFO - Epoch [15][200/541] lr: 2.941e-05, eta: 0:58:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.5040 +2022-03-10 23:44:08,433 - davarocr - INFO - Epoch [15][205/541] lr: 2.941e-05, eta: 0:58:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.4346 +2022-03-10 23:44:09,312 - davarocr - INFO - Epoch [15][210/541] lr: 2.941e-05, eta: 0:58:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.4784 +2022-03-10 23:44:10,190 - davarocr - INFO - Epoch [15][215/541] lr: 2.941e-05, eta: 0:58:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0012, loss: 0.0024, grad_norm: 1.5366 +2022-03-10 23:44:11,081 - davarocr - INFO - Epoch [15][220/541] lr: 2.941e-05, eta: 0:58:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0054, loss: 0.0071, grad_norm: 1.5187 +2022-03-10 23:44:11,962 - davarocr - INFO - Epoch [15][225/541] lr: 2.941e-05, eta: 0:58:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0013, loss: 0.0037, grad_norm: 1.4374 +2022-03-10 23:44:12,847 - davarocr - INFO - Epoch [15][230/541] lr: 2.941e-05, eta: 0:58:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3954 +2022-03-10 23:44:13,733 - davarocr - INFO - Epoch [15][235/541] lr: 2.941e-05, eta: 0:58:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0027, end_loss: 0.0005, loss: 0.0032, grad_norm: 1.7924 +2022-03-10 23:44:14,635 - davarocr - INFO - Epoch [15][240/541] lr: 2.941e-05, eta: 0:58:28, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0028, loss: 0.0040, grad_norm: 1.5338 +2022-03-10 23:44:15,509 - davarocr - INFO - Epoch [15][245/541] lr: 2.941e-05, eta: 0:58:27, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0016, loss: 0.0045, grad_norm: 2.0703 +2022-03-10 23:44:16,394 - davarocr - INFO - Epoch [15][250/541] lr: 2.941e-05, eta: 0:58:26, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0049, loss: 0.0085, grad_norm: 1.6911 +2022-03-10 23:44:17,289 - davarocr - INFO - Epoch [15][255/541] lr: 2.941e-05, eta: 0:58:25, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0008, end_loss: 0.0012, loss: 0.0019, grad_norm: 1.5775 +2022-03-10 23:44:18,166 - davarocr - INFO - Epoch [15][260/541] lr: 2.941e-05, eta: 0:58:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.5029 +2022-03-10 23:44:19,052 - davarocr - INFO - Epoch [15][265/541] lr: 2.941e-05, eta: 0:58:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.4708 +2022-03-10 23:44:19,938 - davarocr - INFO - Epoch [15][270/541] lr: 2.941e-05, eta: 0:58:22, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0005, loss: 0.0020, grad_norm: 1.5914 +2022-03-10 23:44:20,832 - davarocr - INFO - Epoch [15][275/541] lr: 2.941e-05, eta: 0:58:21, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0006, loss: 0.0014, grad_norm: 1.4764 +2022-03-10 23:44:21,707 - davarocr - INFO - Epoch [15][280/541] lr: 2.941e-05, eta: 0:58:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0028, loss: 0.0053, grad_norm: 1.5515 +2022-03-10 23:44:22,594 - davarocr - INFO - Epoch [15][285/541] lr: 2.941e-05, eta: 0:58:19, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.4971 +2022-03-10 23:44:23,483 - davarocr - INFO - Epoch [15][290/541] lr: 2.941e-05, eta: 0:58:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.4672 +2022-03-10 23:44:24,363 - davarocr - INFO - Epoch [15][295/541] lr: 2.941e-05, eta: 0:58:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0050, loss: 0.0118, grad_norm: 2.0723 +2022-03-10 23:44:25,248 - davarocr - INFO - Epoch [15][300/541] lr: 2.941e-05, eta: 0:58:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0003, loss: 0.0018, grad_norm: 1.5006 +2022-03-10 23:44:26,130 - davarocr - INFO - Epoch [15][305/541] lr: 2.941e-05, eta: 0:58:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0045, loss: 0.0049, grad_norm: 1.5207 +2022-03-10 23:44:27,007 - davarocr - INFO - Epoch [15][310/541] lr: 2.941e-05, eta: 0:58:14, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0008, loss: 0.0011, grad_norm: 1.4932 +2022-03-10 23:44:27,898 - davarocr - INFO - Epoch [15][315/541] lr: 2.941e-05, eta: 0:58:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0069, loss: 0.0086, grad_norm: 1.5835 +2022-03-10 23:44:28,776 - davarocr - INFO - Epoch [15][320/541] lr: 2.941e-05, eta: 0:58:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0013, loss: 0.0026, grad_norm: 1.5966 +2022-03-10 23:44:29,663 - davarocr - INFO - Epoch [15][325/541] lr: 2.941e-05, eta: 0:58:11, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.4865 +2022-03-10 23:44:30,552 - davarocr - INFO - Epoch [15][330/541] lr: 2.941e-05, eta: 0:58:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.5082 +2022-03-10 23:44:31,429 - davarocr - INFO - Epoch [15][335/541] lr: 2.941e-05, eta: 0:58:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0040, loss: 0.0057, grad_norm: 1.7669 +2022-03-10 23:44:32,321 - davarocr - INFO - Epoch [15][340/541] lr: 2.941e-05, eta: 0:58:09, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0058, loss: 0.0080, grad_norm: 2.1129 +2022-03-10 23:44:33,200 - davarocr - INFO - Epoch [15][345/541] lr: 2.941e-05, eta: 0:58:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.5398 +2022-03-10 23:44:34,070 - davarocr - INFO - Epoch [15][350/541] lr: 2.941e-05, eta: 0:58:07, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.5299 +2022-03-10 23:44:34,954 - davarocr - INFO - Epoch [15][355/541] lr: 2.941e-05, eta: 0:58:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0023, loss: 0.0043, grad_norm: 2.0075 +2022-03-10 23:44:35,837 - davarocr - INFO - Epoch [15][360/541] lr: 2.941e-05, eta: 0:58:05, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0020, loss: 0.0046, grad_norm: 1.9275 +2022-03-10 23:44:36,719 - davarocr - INFO - Epoch [15][365/541] lr: 2.941e-05, eta: 0:58:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0023, loss: 0.0045, grad_norm: 1.7037 +2022-03-10 23:44:37,601 - davarocr - INFO - Epoch [15][370/541] lr: 2.941e-05, eta: 0:58:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0035, loss: 0.0047, grad_norm: 1.8512 +2022-03-10 23:44:38,482 - davarocr - INFO - Epoch [15][375/541] lr: 2.941e-05, eta: 0:58:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0025, loss: 0.0047, grad_norm: 1.7083 +2022-03-10 23:44:39,366 - davarocr - INFO - Epoch [15][380/541] lr: 2.941e-05, eta: 0:58:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.6295 +2022-03-10 23:44:40,253 - davarocr - INFO - Epoch [15][385/541] lr: 2.941e-05, eta: 0:58:00, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0049, loss: 0.0089, grad_norm: 1.9929 +2022-03-10 23:44:41,137 - davarocr - INFO - Epoch [15][390/541] lr: 2.941e-05, eta: 0:57:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0002, loss: 0.0014, grad_norm: 1.5957 +2022-03-10 23:44:42,019 - davarocr - INFO - Epoch [15][395/541] lr: 2.941e-05, eta: 0:57:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0021, loss: 0.0022, grad_norm: 1.5963 +2022-03-10 23:44:42,908 - davarocr - INFO - Epoch [15][400/541] lr: 2.941e-05, eta: 0:57:57, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0008, loss: 0.0047, grad_norm: 1.7336 +2022-03-10 23:44:43,789 - davarocr - INFO - Epoch [15][405/541] lr: 2.941e-05, eta: 0:57:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0037, loss: 0.0041, grad_norm: 1.6045 +2022-03-10 23:44:44,673 - davarocr - INFO - Epoch [15][410/541] lr: 2.941e-05, eta: 0:57:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0020, loss: 0.0046, grad_norm: 1.6308 +2022-03-10 23:44:45,550 - davarocr - INFO - Epoch [15][415/541] lr: 2.941e-05, eta: 0:57:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.5847 +2022-03-10 23:44:46,437 - davarocr - INFO - Epoch [15][420/541] lr: 2.941e-05, eta: 0:57:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.5761 +2022-03-10 23:44:47,343 - davarocr - INFO - Epoch [15][425/541] lr: 2.941e-05, eta: 0:57:52, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0009, loss: 0.0028, grad_norm: 1.9544 +2022-03-10 23:44:48,246 - davarocr - INFO - Epoch [15][430/541] lr: 2.941e-05, eta: 0:57:51, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0024, loss: 0.0059, grad_norm: 1.6739 +2022-03-10 23:44:49,123 - davarocr - INFO - Epoch [15][435/541] lr: 2.941e-05, eta: 0:57:50, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.6317 +2022-03-10 23:44:50,007 - davarocr - INFO - Epoch [15][440/541] lr: 2.941e-05, eta: 0:57:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.5803 +2022-03-10 23:44:50,876 - davarocr - INFO - Epoch [15][445/541] lr: 2.941e-05, eta: 0:57:48, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0026, loss: 0.0029, grad_norm: 1.5994 +2022-03-10 23:44:51,760 - davarocr - INFO - Epoch [15][450/541] lr: 2.941e-05, eta: 0:57:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5813 +2022-03-10 23:44:52,644 - davarocr - INFO - Epoch [15][455/541] lr: 2.941e-05, eta: 0:57:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0024, loss: 0.0049, grad_norm: 1.8770 +2022-03-10 23:44:53,526 - davarocr - INFO - Epoch [15][460/541] lr: 2.941e-05, eta: 0:57:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0025, loss: 0.0026, grad_norm: 1.6286 +2022-03-10 23:44:54,403 - davarocr - INFO - Epoch [15][465/541] lr: 2.941e-05, eta: 0:57:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0034, loss: 0.0043, grad_norm: 1.6585 +2022-03-10 23:44:55,289 - davarocr - INFO - Epoch [15][470/541] lr: 2.941e-05, eta: 0:57:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0025, loss: 0.0037, grad_norm: 1.6797 +2022-03-10 23:44:56,183 - davarocr - INFO - Epoch [15][475/541] lr: 2.941e-05, eta: 0:57:42, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0033, loss: 0.0038, grad_norm: 1.7596 +2022-03-10 23:44:57,065 - davarocr - INFO - Epoch [15][480/541] lr: 2.941e-05, eta: 0:57:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0022, loss: 0.0031, grad_norm: 1.6921 +2022-03-10 23:44:57,954 - davarocr - INFO - Epoch [15][485/541] lr: 2.941e-05, eta: 0:57:40, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.6726 +2022-03-10 23:44:58,842 - davarocr - INFO - Epoch [15][490/541] lr: 2.941e-05, eta: 0:57:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0018, loss: 0.0023, grad_norm: 1.6362 +2022-03-10 23:44:59,721 - davarocr - INFO - Epoch [15][495/541] lr: 2.941e-05, eta: 0:57:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0047, loss: 0.0058, grad_norm: 1.9658 +2022-03-10 23:45:00,597 - davarocr - INFO - Epoch [15][500/541] lr: 2.941e-05, eta: 0:57:37, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0016, grad_norm: 1.6314 +2022-03-10 23:45:01,477 - davarocr - INFO - Epoch [15][505/541] lr: 2.941e-05, eta: 0:57:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0017, grad_norm: 1.6605 +2022-03-10 23:45:02,363 - davarocr - INFO - Epoch [15][510/541] lr: 2.941e-05, eta: 0:57:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0007, loss: 0.0026, grad_norm: 1.6905 +2022-03-10 23:45:03,247 - davarocr - INFO - Epoch [15][515/541] lr: 2.941e-05, eta: 0:57:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0013, loss: 0.0048, grad_norm: 1.7365 +2022-03-10 23:45:04,124 - davarocr - INFO - Epoch [15][520/541] lr: 2.941e-05, eta: 0:57:33, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0011, grad_norm: 1.6864 +2022-03-10 23:45:05,012 - davarocr - INFO - Epoch [15][525/541] lr: 2.941e-05, eta: 0:57:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.6602 +2022-03-10 23:45:05,894 - davarocr - INFO - Epoch [15][530/541] lr: 2.941e-05, eta: 0:57:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0057, end_loss: 0.0034, loss: 0.0092, grad_norm: 2.1883 +2022-03-10 23:45:06,769 - davarocr - INFO - Epoch [15][535/541] lr: 2.941e-05, eta: 0:57:30, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0016, loss: 0.0026, grad_norm: 1.8304 +2022-03-10 23:45:07,655 - davarocr - INFO - Epoch [15][540/541] lr: 2.941e-05, eta: 0:57:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0042, end_loss: 0.0033, loss: 0.0075, grad_norm: 1.9395 +2022-03-10 23:45:21,508 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:45:21,509 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:45:21,509 - davarocr - INFO - Epoch(val) [15][541] LOC: {'precision': 0.9479876160990712, 'recall': 0.9178657074340527, 'f1-score': 0.9326835211696619}, PER: {'precision': 0.9618511569731082, 'recall': 0.9511440940012369, 'f1-score': 0.9564676616915424}, MISC: {'precision': 0.8404099560761347, 'recall': 0.8176638176638177, 'f1-score': 0.8288808664259927}, ORG: {'precision': 0.8853130485664131, 'recall': 0.9108970499698976, 'f1-score': 0.8979228486646884}, all: {'precision': 0.9197288619336426, 'recall': 0.9128895184135978, 'f1-score': 0.9162964279367336}, hmean: 0.9163 +2022-03-10 23:45:24,868 - davarocr - INFO - Epoch [16][5/541] lr: 2.857e-05, eta: 0:57:34, time: 0.670, data_time: 0.496, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.6559 +2022-03-10 23:45:25,744 - davarocr - INFO - Epoch [16][10/541] lr: 2.857e-05, eta: 0:57:33, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0022, loss: 0.0034, grad_norm: 1.7224 +2022-03-10 23:45:26,622 - davarocr - INFO - Epoch [16][15/541] lr: 2.857e-05, eta: 0:57:32, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0021, grad_norm: 1.7429 +2022-03-10 23:45:27,497 - davarocr - INFO - Epoch [16][20/541] lr: 2.857e-05, eta: 0:57:31, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0015, loss: 0.0036, grad_norm: 2.0893 +2022-03-10 23:45:28,382 - davarocr - INFO - Epoch [16][25/541] lr: 2.857e-05, eta: 0:57:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6564 +2022-03-10 23:45:29,272 - davarocr - INFO - Epoch [16][30/541] lr: 2.857e-05, eta: 0:57:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0041, loss: 0.0062, grad_norm: 1.8044 +2022-03-10 23:45:30,158 - davarocr - INFO - Epoch [16][35/541] lr: 2.857e-05, eta: 0:57:28, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.6825 +2022-03-10 23:45:31,042 - davarocr - INFO - Epoch [16][40/541] lr: 2.857e-05, eta: 0:57:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0026, loss: 0.0036, grad_norm: 1.8196 +2022-03-10 23:45:31,918 - davarocr - INFO - Epoch [16][45/541] lr: 2.857e-05, eta: 0:57:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0013, loss: 0.0024, grad_norm: 1.6919 +2022-03-10 23:45:32,823 - davarocr - INFO - Epoch [16][50/541] lr: 2.857e-05, eta: 0:57:25, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.6803 +2022-03-10 23:45:33,701 - davarocr - INFO - Epoch [16][55/541] lr: 2.857e-05, eta: 0:57:24, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0006, loss: 0.0021, grad_norm: 2.0095 +2022-03-10 23:45:34,586 - davarocr - INFO - Epoch [16][60/541] lr: 2.857e-05, eta: 0:57:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0032, loss: 0.0051, grad_norm: 1.8914 +2022-03-10 23:45:35,480 - davarocr - INFO - Epoch [16][65/541] lr: 2.857e-05, eta: 0:57:22, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0004, loss: 0.0021, grad_norm: 1.7295 +2022-03-10 23:45:36,359 - davarocr - INFO - Epoch [16][70/541] lr: 2.857e-05, eta: 0:57:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.7078 +2022-03-10 23:45:37,241 - davarocr - INFO - Epoch [16][75/541] lr: 2.857e-05, eta: 0:57:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0001, loss: 0.0018, grad_norm: 1.7257 +2022-03-10 23:45:38,125 - davarocr - INFO - Epoch [16][80/541] lr: 2.857e-05, eta: 0:57:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.6995 +2022-03-10 23:45:39,011 - davarocr - INFO - Epoch [16][85/541] lr: 2.857e-05, eta: 0:57:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 1.9437 +2022-03-10 23:45:39,881 - davarocr - INFO - Epoch [16][90/541] lr: 2.857e-05, eta: 0:57:17, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0001, loss: 0.0019, grad_norm: 1.8898 +2022-03-10 23:45:40,766 - davarocr - INFO - Epoch [16][95/541] lr: 2.857e-05, eta: 0:57:16, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.7483 +2022-03-10 23:45:41,652 - davarocr - INFO - Epoch [16][100/541] lr: 2.857e-05, eta: 0:57:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7159 +2022-03-10 23:45:42,531 - davarocr - INFO - Epoch [16][105/541] lr: 2.857e-05, eta: 0:57:14, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0014, loss: 0.0025, grad_norm: 1.8895 +2022-03-10 23:45:43,419 - davarocr - INFO - Epoch [16][110/541] lr: 2.857e-05, eta: 0:57:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0016, loss: 0.0031, grad_norm: 1.8305 +2022-03-10 23:45:44,308 - davarocr - INFO - Epoch [16][115/541] lr: 2.857e-05, eta: 0:57:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0030, loss: 0.0055, grad_norm: 1.8128 +2022-03-10 23:45:45,198 - davarocr - INFO - Epoch [16][120/541] lr: 2.857e-05, eta: 0:57:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.8576 +2022-03-10 23:45:46,075 - davarocr - INFO - Epoch [16][125/541] lr: 2.857e-05, eta: 0:57:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0008, loss: 0.0021, grad_norm: 1.8526 +2022-03-10 23:45:46,965 - davarocr - INFO - Epoch [16][130/541] lr: 2.857e-05, eta: 0:57:09, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0001, loss: 0.0012, grad_norm: 1.7184 +2022-03-10 23:45:47,849 - davarocr - INFO - Epoch [16][135/541] lr: 2.857e-05, eta: 0:57:08, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.7173 +2022-03-10 23:45:48,727 - davarocr - INFO - Epoch [16][140/541] lr: 2.857e-05, eta: 0:57:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0004, loss: 0.0014, grad_norm: 1.7579 +2022-03-10 23:45:49,606 - davarocr - INFO - Epoch [16][145/541] lr: 2.857e-05, eta: 0:57:06, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.7362 +2022-03-10 23:45:50,503 - davarocr - INFO - Epoch [16][150/541] lr: 2.857e-05, eta: 0:57:05, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0006, loss: 0.0013, grad_norm: 1.7700 +2022-03-10 23:45:51,385 - davarocr - INFO - Epoch [16][155/541] lr: 2.857e-05, eta: 0:57:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.8016 +2022-03-10 23:45:52,275 - davarocr - INFO - Epoch [16][160/541] lr: 2.857e-05, eta: 0:57:03, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0028, loss: 0.0041, grad_norm: 1.8157 +2022-03-10 23:45:53,159 - davarocr - INFO - Epoch [16][165/541] lr: 2.857e-05, eta: 0:57:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.7767 +2022-03-10 23:45:54,051 - davarocr - INFO - Epoch [16][170/541] lr: 2.857e-05, eta: 0:57:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0026, loss: 0.0027, grad_norm: 1.7719 +2022-03-10 23:45:54,933 - davarocr - INFO - Epoch [16][175/541] lr: 2.857e-05, eta: 0:57:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7209 +2022-03-10 23:45:55,813 - davarocr - INFO - Epoch [16][180/541] lr: 2.857e-05, eta: 0:56:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0002, loss: 0.0020, grad_norm: 1.7683 +2022-03-10 23:45:56,699 - davarocr - INFO - Epoch [16][185/541] lr: 2.857e-05, eta: 0:56:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0035, loss: 0.0055, grad_norm: 2.0485 +2022-03-10 23:45:57,572 - davarocr - INFO - Epoch [16][190/541] lr: 2.857e-05, eta: 0:56:57, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.7708 +2022-03-10 23:45:58,442 - davarocr - INFO - Epoch [16][195/541] lr: 2.857e-05, eta: 0:56:56, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 1.8075 +2022-03-10 23:45:59,324 - davarocr - INFO - Epoch [16][200/541] lr: 2.857e-05, eta: 0:56:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0008, loss: 0.0014, grad_norm: 1.8194 +2022-03-10 23:46:00,218 - davarocr - INFO - Epoch [16][205/541] lr: 2.857e-05, eta: 0:56:55, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0011, grad_norm: 1.8025 +2022-03-10 23:46:01,103 - davarocr - INFO - Epoch [16][210/541] lr: 2.857e-05, eta: 0:56:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.9878 +2022-03-10 23:46:01,989 - davarocr - INFO - Epoch [16][215/541] lr: 2.857e-05, eta: 0:56:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0027, loss: 0.0034, grad_norm: 1.9235 +2022-03-10 23:46:02,871 - davarocr - INFO - Epoch [16][220/541] lr: 2.857e-05, eta: 0:56:52, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0015, grad_norm: 1.8504 +2022-03-10 23:46:03,763 - davarocr - INFO - Epoch [16][225/541] lr: 2.857e-05, eta: 0:56:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0019, loss: 0.0033, grad_norm: 1.8704 +2022-03-10 23:46:04,656 - davarocr - INFO - Epoch [16][230/541] lr: 2.857e-05, eta: 0:56:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0021, loss: 0.0038, grad_norm: 1.8316 +2022-03-10 23:46:05,541 - davarocr - INFO - Epoch [16][235/541] lr: 2.857e-05, eta: 0:56:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7912 +2022-03-10 23:46:06,426 - davarocr - INFO - Epoch [16][240/541] lr: 2.857e-05, eta: 0:56:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.8227 +2022-03-10 23:46:07,314 - davarocr - INFO - Epoch [16][245/541] lr: 2.857e-05, eta: 0:56:47, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0019, end_loss: 0.0003, loss: 0.0022, grad_norm: 1.8540 +2022-03-10 23:46:08,193 - davarocr - INFO - Epoch [16][250/541] lr: 2.857e-05, eta: 0:56:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0017, loss: 0.0029, grad_norm: 1.8850 +2022-03-10 23:46:09,078 - davarocr - INFO - Epoch [16][255/541] lr: 2.857e-05, eta: 0:56:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.7975 +2022-03-10 23:46:09,951 - davarocr - INFO - Epoch [16][260/541] lr: 2.857e-05, eta: 0:56:44, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.8838 +2022-03-10 23:46:10,842 - davarocr - INFO - Epoch [16][265/541] lr: 2.857e-05, eta: 0:56:43, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0026, loss: 0.0041, grad_norm: 1.9000 +2022-03-10 23:46:11,716 - davarocr - INFO - Epoch [16][270/541] lr: 2.857e-05, eta: 0:56:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0026, loss: 0.0029, grad_norm: 1.8198 +2022-03-10 23:46:12,595 - davarocr - INFO - Epoch [16][275/541] lr: 2.857e-05, eta: 0:56:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.8155 +2022-03-10 23:46:13,472 - davarocr - INFO - Epoch [16][280/541] lr: 2.857e-05, eta: 0:56:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 2.2053 +2022-03-10 23:46:14,353 - davarocr - INFO - Epoch [16][285/541] lr: 2.857e-05, eta: 0:56:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0016, loss: 0.0022, grad_norm: 1.8698 +2022-03-10 23:46:15,234 - davarocr - INFO - Epoch [16][290/541] lr: 2.857e-05, eta: 0:56:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0009, loss: 0.0040, grad_norm: 2.0742 +2022-03-10 23:46:16,124 - davarocr - INFO - Epoch [16][295/541] lr: 2.857e-05, eta: 0:56:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0027, loss: 0.0047, grad_norm: 1.8317 +2022-03-10 23:46:17,022 - davarocr - INFO - Epoch [16][300/541] lr: 2.857e-05, eta: 0:56:36, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0014, loss: 0.0030, grad_norm: 2.1511 +2022-03-10 23:46:17,915 - davarocr - INFO - Epoch [16][305/541] lr: 2.857e-05, eta: 0:56:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.9265 +2022-03-10 23:46:18,800 - davarocr - INFO - Epoch [16][310/541] lr: 2.857e-05, eta: 0:56:34, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 1.8274 +2022-03-10 23:46:19,685 - davarocr - INFO - Epoch [16][315/541] lr: 2.857e-05, eta: 0:56:33, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0017, loss: 0.0021, grad_norm: 1.8432 +2022-03-10 23:46:20,581 - davarocr - INFO - Epoch [16][320/541] lr: 2.857e-05, eta: 0:56:32, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.8940 +2022-03-10 23:46:21,474 - davarocr - INFO - Epoch [16][325/541] lr: 2.857e-05, eta: 0:56:31, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0053, loss: 0.0071, grad_norm: 2.0808 +2022-03-10 23:46:22,361 - davarocr - INFO - Epoch [16][330/541] lr: 2.857e-05, eta: 0:56:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0006, loss: 0.0031, grad_norm: 1.8702 +2022-03-10 23:46:23,263 - davarocr - INFO - Epoch [16][335/541] lr: 2.857e-05, eta: 0:56:29, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.8320 +2022-03-10 23:46:24,162 - davarocr - INFO - Epoch [16][340/541] lr: 2.857e-05, eta: 0:56:28, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.8098 +2022-03-10 23:46:25,071 - davarocr - INFO - Epoch [16][345/541] lr: 2.857e-05, eta: 0:56:28, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8095 +2022-03-10 23:46:25,973 - davarocr - INFO - Epoch [16][350/541] lr: 2.857e-05, eta: 0:56:27, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0008, loss: 0.0015, grad_norm: 1.8619 +2022-03-10 23:46:26,877 - davarocr - INFO - Epoch [16][355/541] lr: 2.857e-05, eta: 0:56:26, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.8133 +2022-03-10 23:46:27,782 - davarocr - INFO - Epoch [16][360/541] lr: 2.857e-05, eta: 0:56:25, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.8136 +2022-03-10 23:46:28,684 - davarocr - INFO - Epoch [16][365/541] lr: 2.857e-05, eta: 0:56:24, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0013, loss: 0.0017, grad_norm: 1.8816 +2022-03-10 23:46:29,582 - davarocr - INFO - Epoch [16][370/541] lr: 2.857e-05, eta: 0:56:23, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.8459 +2022-03-10 23:46:30,491 - davarocr - INFO - Epoch [16][375/541] lr: 2.857e-05, eta: 0:56:22, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0034, loss: 0.0036, grad_norm: 1.8233 +2022-03-10 23:46:31,406 - davarocr - INFO - Epoch [16][380/541] lr: 2.857e-05, eta: 0:56:21, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0010, loss: 0.0029, grad_norm: 1.9086 +2022-03-10 23:46:32,317 - davarocr - INFO - Epoch [16][385/541] lr: 2.857e-05, eta: 0:56:20, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0016, loss: 0.0021, grad_norm: 2.0346 +2022-03-10 23:46:33,239 - davarocr - INFO - Epoch [16][390/541] lr: 2.857e-05, eta: 0:56:19, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8453 +2022-03-10 23:46:34,146 - davarocr - INFO - Epoch [16][395/541] lr: 2.857e-05, eta: 0:56:18, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0036, loss: 0.0060, grad_norm: 1.9179 +2022-03-10 23:46:35,048 - davarocr - INFO - Epoch [16][400/541] lr: 2.857e-05, eta: 0:56:17, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0018, end_loss: 0.0022, loss: 0.0040, grad_norm: 2.3221 +2022-03-10 23:46:35,950 - davarocr - INFO - Epoch [16][405/541] lr: 2.857e-05, eta: 0:56:16, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.9757 +2022-03-10 23:46:36,857 - davarocr - INFO - Epoch [16][410/541] lr: 2.857e-05, eta: 0:56:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.9016 +2022-03-10 23:46:37,790 - davarocr - INFO - Epoch [16][415/541] lr: 2.857e-05, eta: 0:56:15, time: 0.186, data_time: 0.011, memory: 5192, start_loss: 0.0021, end_loss: 0.0022, loss: 0.0043, grad_norm: 2.3876 +2022-03-10 23:46:38,687 - davarocr - INFO - Epoch [16][420/541] lr: 2.857e-05, eta: 0:56:14, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0010, loss: 0.0020, grad_norm: 1.9318 +2022-03-10 23:46:39,589 - davarocr - INFO - Epoch [16][425/541] lr: 2.857e-05, eta: 0:56:13, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0006, loss: 0.0016, grad_norm: 1.8737 +2022-03-10 23:46:40,491 - davarocr - INFO - Epoch [16][430/541] lr: 2.857e-05, eta: 0:56:12, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0001, loss: 0.0041, grad_norm: 1.9166 +2022-03-10 23:46:41,398 - davarocr - INFO - Epoch [16][435/541] lr: 2.857e-05, eta: 0:56:11, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0010, loss: 0.0033, grad_norm: 2.0304 +2022-03-10 23:46:42,307 - davarocr - INFO - Epoch [16][440/541] lr: 2.857e-05, eta: 0:56:10, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8627 +2022-03-10 23:46:43,208 - davarocr - INFO - Epoch [16][445/541] lr: 2.857e-05, eta: 0:56:09, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.8804 +2022-03-10 23:46:44,116 - davarocr - INFO - Epoch [16][450/541] lr: 2.857e-05, eta: 0:56:08, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0002, loss: 0.0013, grad_norm: 1.9012 +2022-03-10 23:46:45,029 - davarocr - INFO - Epoch [16][455/541] lr: 2.857e-05, eta: 0:56:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8611 +2022-03-10 23:46:45,938 - davarocr - INFO - Epoch [16][460/541] lr: 2.857e-05, eta: 0:56:06, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.8672 +2022-03-10 23:46:46,841 - davarocr - INFO - Epoch [16][465/541] lr: 2.857e-05, eta: 0:56:05, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 1.8672 +2022-03-10 23:46:47,741 - davarocr - INFO - Epoch [16][470/541] lr: 2.857e-05, eta: 0:56:04, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.8945 +2022-03-10 23:46:48,658 - davarocr - INFO - Epoch [16][475/541] lr: 2.857e-05, eta: 0:56:04, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.8532 +2022-03-10 23:46:49,569 - davarocr - INFO - Epoch [16][480/541] lr: 2.857e-05, eta: 0:56:03, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.8672 +2022-03-10 23:46:50,465 - davarocr - INFO - Epoch [16][485/541] lr: 2.857e-05, eta: 0:56:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0010, loss: 0.0021, grad_norm: 1.9261 +2022-03-10 23:46:51,350 - davarocr - INFO - Epoch [16][490/541] lr: 2.857e-05, eta: 0:56:01, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.9147 +2022-03-10 23:46:52,241 - davarocr - INFO - Epoch [16][495/541] lr: 2.857e-05, eta: 0:56:00, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8594 +2022-03-10 23:46:53,117 - davarocr - INFO - Epoch [16][500/541] lr: 2.857e-05, eta: 0:55:59, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.9310 +2022-03-10 23:46:53,998 - davarocr - INFO - Epoch [16][505/541] lr: 2.857e-05, eta: 0:55:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.8585 +2022-03-10 23:46:54,894 - davarocr - INFO - Epoch [16][510/541] lr: 2.857e-05, eta: 0:55:57, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0010, loss: 0.0017, grad_norm: 1.9282 +2022-03-10 23:46:55,781 - davarocr - INFO - Epoch [16][515/541] lr: 2.857e-05, eta: 0:55:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0023, loss: 0.0032, grad_norm: 2.0317 +2022-03-10 23:46:56,666 - davarocr - INFO - Epoch [16][520/541] lr: 2.857e-05, eta: 0:55:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0013, grad_norm: 2.0330 +2022-03-10 23:46:57,542 - davarocr - INFO - Epoch [16][525/541] lr: 2.857e-05, eta: 0:55:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0051, end_loss: 0.0007, loss: 0.0058, grad_norm: 1.9762 +2022-03-10 23:46:58,425 - davarocr - INFO - Epoch [16][530/541] lr: 2.857e-05, eta: 0:55:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0025, loss: 0.0040, grad_norm: 1.9996 +2022-03-10 23:46:59,307 - davarocr - INFO - Epoch [16][535/541] lr: 2.857e-05, eta: 0:55:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.9310 +2022-03-10 23:47:00,185 - davarocr - INFO - Epoch [16][540/541] lr: 2.857e-05, eta: 0:55:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.9225 +2022-03-10 23:47:14,276 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:47:14,277 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:47:14,277 - davarocr - INFO - Epoch(val) [16][541] LOC: {'precision': 0.9487021013597033, 'recall': 0.920263788968825, 'f1-score': 0.9342665855143031}, PER: {'precision': 0.9566563467492261, 'recall': 0.9554730983302412, 'f1-score': 0.9560643564356436}, MISC: {'precision': 0.8472834067547724, 'recall': 0.8219373219373219, 'f1-score': 0.8344179320318149}, ORG: {'precision': 0.8859494415049971, 'recall': 0.9072847682119205, 'f1-score': 0.8964901844140393}, all: {'precision': 0.9196794300979519, 'recall': 0.9143059490084986, 'f1-score': 0.9169848175441713}, hmean: 0.9170 +2022-03-10 23:47:17,696 - davarocr - INFO - Epoch [17][5/541] lr: 2.778e-05, eta: 0:55:55, time: 0.679, data_time: 0.485, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.8831 +2022-03-10 23:47:18,596 - davarocr - INFO - Epoch [17][10/541] lr: 2.778e-05, eta: 0:55:54, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.9129 +2022-03-10 23:47:19,497 - davarocr - INFO - Epoch [17][15/541] lr: 2.778e-05, eta: 0:55:53, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.8899 +2022-03-10 23:47:20,399 - davarocr - INFO - Epoch [17][20/541] lr: 2.778e-05, eta: 0:55:52, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.9361 +2022-03-10 23:47:21,310 - davarocr - INFO - Epoch [17][25/541] lr: 2.778e-05, eta: 0:55:51, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0027, end_loss: 0.0008, loss: 0.0036, grad_norm: 2.1053 +2022-03-10 23:47:22,228 - davarocr - INFO - Epoch [17][30/541] lr: 2.778e-05, eta: 0:55:50, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.8972 +2022-03-10 23:47:23,149 - davarocr - INFO - Epoch [17][35/541] lr: 2.778e-05, eta: 0:55:49, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0023, loss: 0.0031, grad_norm: 1.9548 +2022-03-10 23:47:24,042 - davarocr - INFO - Epoch [17][40/541] lr: 2.778e-05, eta: 0:55:48, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0029, end_loss: 0.0005, loss: 0.0034, grad_norm: 2.0126 +2022-03-10 23:47:24,932 - davarocr - INFO - Epoch [17][45/541] lr: 2.778e-05, eta: 0:55:47, time: 0.178, data_time: 0.011, memory: 5192, start_loss: 0.0012, end_loss: 0.0010, loss: 0.0022, grad_norm: 2.0985 +2022-03-10 23:47:25,819 - davarocr - INFO - Epoch [17][50/541] lr: 2.778e-05, eta: 0:55:46, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0016, end_loss: 0.0023, loss: 0.0039, grad_norm: 2.0105 +2022-03-10 23:47:26,710 - davarocr - INFO - Epoch [17][55/541] lr: 2.778e-05, eta: 0:55:46, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0022, grad_norm: 1.9364 +2022-03-10 23:47:27,598 - davarocr - INFO - Epoch [17][60/541] lr: 2.778e-05, eta: 0:55:45, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0010, end_loss: 0.0007, loss: 0.0017, grad_norm: 2.0219 +2022-03-10 23:47:28,485 - davarocr - INFO - Epoch [17][65/541] lr: 2.778e-05, eta: 0:55:44, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9059 +2022-03-10 23:47:29,381 - davarocr - INFO - Epoch [17][70/541] lr: 2.778e-05, eta: 0:55:43, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0013, loss: 0.0018, grad_norm: 1.9315 +2022-03-10 23:47:30,266 - davarocr - INFO - Epoch [17][75/541] lr: 2.778e-05, eta: 0:55:42, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0017, loss: 0.0020, grad_norm: 2.0058 +2022-03-10 23:47:31,157 - davarocr - INFO - Epoch [17][80/541] lr: 2.778e-05, eta: 0:55:41, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.8973 +2022-03-10 23:47:32,051 - davarocr - INFO - Epoch [17][85/541] lr: 2.778e-05, eta: 0:55:40, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.9214 +2022-03-10 23:47:32,941 - davarocr - INFO - Epoch [17][90/541] lr: 2.778e-05, eta: 0:55:39, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8934 +2022-03-10 23:47:33,827 - davarocr - INFO - Epoch [17][95/541] lr: 2.778e-05, eta: 0:55:38, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0002, loss: 0.0017, grad_norm: 2.0230 +2022-03-10 23:47:34,715 - davarocr - INFO - Epoch [17][100/541] lr: 2.778e-05, eta: 0:55:37, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0029, loss: 0.0029, grad_norm: 2.0491 +2022-03-10 23:47:35,615 - davarocr - INFO - Epoch [17][105/541] lr: 2.778e-05, eta: 0:55:36, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.9268 +2022-03-10 23:47:36,494 - davarocr - INFO - Epoch [17][110/541] lr: 2.778e-05, eta: 0:55:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9023 +2022-03-10 23:47:37,374 - davarocr - INFO - Epoch [17][115/541] lr: 2.778e-05, eta: 0:55:34, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 2.0468 +2022-03-10 23:47:38,251 - davarocr - INFO - Epoch [17][120/541] lr: 2.778e-05, eta: 0:55:33, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9029 +2022-03-10 23:47:39,147 - davarocr - INFO - Epoch [17][125/541] lr: 2.778e-05, eta: 0:55:32, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.9063 +2022-03-10 23:47:40,033 - davarocr - INFO - Epoch [17][130/541] lr: 2.778e-05, eta: 0:55:31, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.9508 +2022-03-10 23:47:40,918 - davarocr - INFO - Epoch [17][135/541] lr: 2.778e-05, eta: 0:55:30, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.9061 +2022-03-10 23:47:41,821 - davarocr - INFO - Epoch [17][140/541] lr: 2.778e-05, eta: 0:55:29, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.8948 +2022-03-10 23:47:42,709 - davarocr - INFO - Epoch [17][145/541] lr: 2.778e-05, eta: 0:55:28, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8962 +2022-03-10 23:47:43,598 - davarocr - INFO - Epoch [17][150/541] lr: 2.778e-05, eta: 0:55:27, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0020, loss: 0.0031, grad_norm: 1.9354 +2022-03-10 23:47:44,480 - davarocr - INFO - Epoch [17][155/541] lr: 2.778e-05, eta: 0:55:26, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 2.1837 +2022-03-10 23:47:45,384 - davarocr - INFO - Epoch [17][160/541] lr: 2.778e-05, eta: 0:55:25, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9183 +2022-03-10 23:47:46,279 - davarocr - INFO - Epoch [17][165/541] lr: 2.778e-05, eta: 0:55:24, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9267 +2022-03-10 23:47:47,207 - davarocr - INFO - Epoch [17][170/541] lr: 2.778e-05, eta: 0:55:24, time: 0.185, data_time: 0.016, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9183 +2022-03-10 23:47:48,092 - davarocr - INFO - Epoch [17][175/541] lr: 2.778e-05, eta: 0:55:23, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0016, grad_norm: 2.0135 +2022-03-10 23:47:48,989 - davarocr - INFO - Epoch [17][180/541] lr: 2.778e-05, eta: 0:55:22, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0019, loss: 0.0037, grad_norm: 2.1166 +2022-03-10 23:47:49,876 - davarocr - INFO - Epoch [17][185/541] lr: 2.778e-05, eta: 0:55:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.9466 +2022-03-10 23:47:50,758 - davarocr - INFO - Epoch [17][190/541] lr: 2.778e-05, eta: 0:55:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.9377 +2022-03-10 23:47:51,646 - davarocr - INFO - Epoch [17][195/541] lr: 2.778e-05, eta: 0:55:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0042, loss: 0.0069, grad_norm: 2.2753 +2022-03-10 23:47:52,530 - davarocr - INFO - Epoch [17][200/541] lr: 2.778e-05, eta: 0:55:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0004, loss: 0.0015, grad_norm: 2.3644 +2022-03-10 23:47:53,422 - davarocr - INFO - Epoch [17][205/541] lr: 2.778e-05, eta: 0:55:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0048, loss: 0.0071, grad_norm: 2.0229 +2022-03-10 23:47:54,309 - davarocr - INFO - Epoch [17][210/541] lr: 2.778e-05, eta: 0:55:16, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.9955 +2022-03-10 23:47:55,199 - davarocr - INFO - Epoch [17][215/541] lr: 2.778e-05, eta: 0:55:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0022, loss: 0.0035, grad_norm: 2.0608 +2022-03-10 23:47:56,090 - davarocr - INFO - Epoch [17][220/541] lr: 2.778e-05, eta: 0:55:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0011, loss: 0.0024, grad_norm: 2.0191 +2022-03-10 23:47:56,981 - davarocr - INFO - Epoch [17][225/541] lr: 2.778e-05, eta: 0:55:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9550 +2022-03-10 23:47:57,867 - davarocr - INFO - Epoch [17][230/541] lr: 2.778e-05, eta: 0:55:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0002, loss: 0.0018, grad_norm: 2.0280 +2022-03-10 23:47:58,759 - davarocr - INFO - Epoch [17][235/541] lr: 2.778e-05, eta: 0:55:11, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0018, loss: 0.0027, grad_norm: 2.1152 +2022-03-10 23:47:59,647 - davarocr - INFO - Epoch [17][240/541] lr: 2.778e-05, eta: 0:55:10, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9447 +2022-03-10 23:48:00,541 - davarocr - INFO - Epoch [17][245/541] lr: 2.778e-05, eta: 0:55:09, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0041, end_loss: 0.0019, loss: 0.0060, grad_norm: 2.0994 +2022-03-10 23:48:01,420 - davarocr - INFO - Epoch [17][250/541] lr: 2.778e-05, eta: 0:55:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0029, loss: 0.0031, grad_norm: 2.0750 +2022-03-10 23:48:02,299 - davarocr - INFO - Epoch [17][255/541] lr: 2.778e-05, eta: 0:55:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9385 +2022-03-10 23:48:03,185 - davarocr - INFO - Epoch [17][260/541] lr: 2.778e-05, eta: 0:55:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.9876 +2022-03-10 23:48:04,064 - davarocr - INFO - Epoch [17][265/541] lr: 2.778e-05, eta: 0:55:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0016, loss: 0.0017, grad_norm: 1.9763 +2022-03-10 23:48:04,950 - davarocr - INFO - Epoch [17][270/541] lr: 2.778e-05, eta: 0:55:04, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 2.0081 +2022-03-10 23:48:05,849 - davarocr - INFO - Epoch [17][275/541] lr: 2.778e-05, eta: 0:55:03, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0016, loss: 0.0030, grad_norm: 1.9612 +2022-03-10 23:48:06,742 - davarocr - INFO - Epoch [17][280/541] lr: 2.778e-05, eta: 0:55:02, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.9383 +2022-03-10 23:48:07,627 - davarocr - INFO - Epoch [17][285/541] lr: 2.778e-05, eta: 0:55:01, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.9619 +2022-03-10 23:48:08,536 - davarocr - INFO - Epoch [17][290/541] lr: 2.778e-05, eta: 0:55:01, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9366 +2022-03-10 23:48:09,448 - davarocr - INFO - Epoch [17][295/541] lr: 2.778e-05, eta: 0:55:00, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0015, loss: 0.0022, grad_norm: 2.0592 +2022-03-10 23:48:10,353 - davarocr - INFO - Epoch [17][300/541] lr: 2.778e-05, eta: 0:54:59, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0042, loss: 0.0047, grad_norm: 2.0397 +2022-03-10 23:48:11,261 - davarocr - INFO - Epoch [17][305/541] lr: 2.778e-05, eta: 0:54:58, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 1.9757 +2022-03-10 23:48:12,173 - davarocr - INFO - Epoch [17][310/541] lr: 2.778e-05, eta: 0:54:57, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9381 +2022-03-10 23:48:13,074 - davarocr - INFO - Epoch [17][315/541] lr: 2.778e-05, eta: 0:54:56, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9428 +2022-03-10 23:48:13,984 - davarocr - INFO - Epoch [17][320/541] lr: 2.778e-05, eta: 0:54:55, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9353 +2022-03-10 23:48:14,890 - davarocr - INFO - Epoch [17][325/541] lr: 2.778e-05, eta: 0:54:54, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.9654 +2022-03-10 23:48:15,795 - davarocr - INFO - Epoch [17][330/541] lr: 2.778e-05, eta: 0:54:53, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0013, end_loss: 0.0019, loss: 0.0031, grad_norm: 1.9563 +2022-03-10 23:48:16,715 - davarocr - INFO - Epoch [17][335/541] lr: 2.778e-05, eta: 0:54:52, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0009, loss: 0.0016, grad_norm: 2.0016 +2022-03-10 23:48:17,633 - davarocr - INFO - Epoch [17][340/541] lr: 2.778e-05, eta: 0:54:51, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0022, loss: 0.0024, grad_norm: 1.9855 +2022-03-10 23:48:18,531 - davarocr - INFO - Epoch [17][345/541] lr: 2.778e-05, eta: 0:54:50, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9445 +2022-03-10 23:48:19,416 - davarocr - INFO - Epoch [17][350/541] lr: 2.778e-05, eta: 0:54:49, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0026, loss: 0.0027, grad_norm: 1.9862 +2022-03-10 23:48:20,302 - davarocr - INFO - Epoch [17][355/541] lr: 2.778e-05, eta: 0:54:48, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0002, loss: 0.0031, grad_norm: 2.0103 +2022-03-10 23:48:21,187 - davarocr - INFO - Epoch [17][360/541] lr: 2.778e-05, eta: 0:54:48, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0029, end_loss: 0.0011, loss: 0.0040, grad_norm: 1.9925 +2022-03-10 23:48:22,067 - davarocr - INFO - Epoch [17][365/541] lr: 2.778e-05, eta: 0:54:47, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0018, loss: 0.0028, grad_norm: 2.0029 +2022-03-10 23:48:22,957 - davarocr - INFO - Epoch [17][370/541] lr: 2.778e-05, eta: 0:54:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.9540 +2022-03-10 23:48:23,844 - davarocr - INFO - Epoch [17][375/541] lr: 2.778e-05, eta: 0:54:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0003, loss: 0.0021, grad_norm: 2.2050 +2022-03-10 23:48:24,744 - davarocr - INFO - Epoch [17][380/541] lr: 2.778e-05, eta: 0:54:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0022, loss: 0.0051, grad_norm: 2.2860 +2022-03-10 23:48:25,635 - davarocr - INFO - Epoch [17][385/541] lr: 2.778e-05, eta: 0:54:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9814 +2022-03-10 23:48:26,534 - davarocr - INFO - Epoch [17][390/541] lr: 2.778e-05, eta: 0:54:42, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0015, loss: 0.0024, grad_norm: 2.3183 +2022-03-10 23:48:27,421 - davarocr - INFO - Epoch [17][395/541] lr: 2.778e-05, eta: 0:54:41, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0037, loss: 0.0068, grad_norm: 2.1186 +2022-03-10 23:48:28,305 - davarocr - INFO - Epoch [17][400/541] lr: 2.778e-05, eta: 0:54:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0071 +2022-03-10 23:48:29,195 - davarocr - INFO - Epoch [17][405/541] lr: 2.778e-05, eta: 0:54:39, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0052 +2022-03-10 23:48:30,084 - davarocr - INFO - Epoch [17][410/541] lr: 2.778e-05, eta: 0:54:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 2.0276 +2022-03-10 23:48:30,967 - davarocr - INFO - Epoch [17][415/541] lr: 2.778e-05, eta: 0:54:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0025, loss: 0.0026, grad_norm: 2.1074 +2022-03-10 23:48:31,848 - davarocr - INFO - Epoch [17][420/541] lr: 2.778e-05, eta: 0:54:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0011, loss: 0.0023, grad_norm: 2.0575 +2022-03-10 23:48:32,748 - davarocr - INFO - Epoch [17][425/541] lr: 2.778e-05, eta: 0:54:35, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0014, end_loss: 0.0020, loss: 0.0034, grad_norm: 2.0527 +2022-03-10 23:48:33,625 - davarocr - INFO - Epoch [17][430/541] lr: 2.778e-05, eta: 0:54:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0069 +2022-03-10 23:48:34,508 - davarocr - INFO - Epoch [17][435/541] lr: 2.778e-05, eta: 0:54:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0033, loss: 0.0058, grad_norm: 2.1992 +2022-03-10 23:48:35,404 - davarocr - INFO - Epoch [17][440/541] lr: 2.778e-05, eta: 0:54:32, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 2.0243 +2022-03-10 23:48:36,315 - davarocr - INFO - Epoch [17][445/541] lr: 2.778e-05, eta: 0:54:31, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0016, end_loss: 0.0007, loss: 0.0023, grad_norm: 2.3009 +2022-03-10 23:48:37,198 - davarocr - INFO - Epoch [17][450/541] lr: 2.778e-05, eta: 0:54:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0206 +2022-03-10 23:48:38,080 - davarocr - INFO - Epoch [17][455/541] lr: 2.778e-05, eta: 0:54:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0009, loss: 0.0023, grad_norm: 2.2362 +2022-03-10 23:48:38,961 - davarocr - INFO - Epoch [17][460/541] lr: 2.778e-05, eta: 0:54:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0016, loss: 0.0032, grad_norm: 2.2562 +2022-03-10 23:48:39,835 - davarocr - INFO - Epoch [17][465/541] lr: 2.778e-05, eta: 0:54:27, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0021, loss: 0.0030, grad_norm: 2.1215 +2022-03-10 23:48:40,716 - davarocr - INFO - Epoch [17][470/541] lr: 2.778e-05, eta: 0:54:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0397 +2022-03-10 23:48:41,609 - davarocr - INFO - Epoch [17][475/541] lr: 2.778e-05, eta: 0:54:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0380 +2022-03-10 23:48:42,484 - davarocr - INFO - Epoch [17][480/541] lr: 2.778e-05, eta: 0:54:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0022, loss: 0.0032, grad_norm: 2.1527 +2022-03-10 23:48:43,366 - davarocr - INFO - Epoch [17][485/541] lr: 2.778e-05, eta: 0:54:24, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 2.0884 +2022-03-10 23:48:44,243 - davarocr - INFO - Epoch [17][490/541] lr: 2.778e-05, eta: 0:54:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0045, end_loss: 0.0020, loss: 0.0065, grad_norm: 2.1501 +2022-03-10 23:48:45,126 - davarocr - INFO - Epoch [17][495/541] lr: 2.778e-05, eta: 0:54:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0017, grad_norm: 2.0408 +2022-03-10 23:48:46,005 - davarocr - INFO - Epoch [17][500/541] lr: 2.778e-05, eta: 0:54:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.0608 +2022-03-10 23:48:46,888 - davarocr - INFO - Epoch [17][505/541] lr: 2.778e-05, eta: 0:54:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0034, loss: 0.0044, grad_norm: 2.5200 +2022-03-10 23:48:47,774 - davarocr - INFO - Epoch [17][510/541] lr: 2.778e-05, eta: 0:54:19, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0811 +2022-03-10 23:48:48,651 - davarocr - INFO - Epoch [17][515/541] lr: 2.778e-05, eta: 0:54:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0008, grad_norm: 2.0907 +2022-03-10 23:48:49,543 - davarocr - INFO - Epoch [17][520/541] lr: 2.778e-05, eta: 0:54:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0025, loss: 0.0039, grad_norm: 2.2032 +2022-03-10 23:48:50,430 - davarocr - INFO - Epoch [17][525/541] lr: 2.778e-05, eta: 0:54:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 2.0986 +2022-03-10 23:48:51,314 - davarocr - INFO - Epoch [17][530/541] lr: 2.778e-05, eta: 0:54:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0006, loss: 0.0020, grad_norm: 2.0975 +2022-03-10 23:48:52,194 - davarocr - INFO - Epoch [17][535/541] lr: 2.778e-05, eta: 0:54:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 2.1059 +2022-03-10 23:48:53,074 - davarocr - INFO - Epoch [17][540/541] lr: 2.778e-05, eta: 0:54:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0011, loss: 0.0025, grad_norm: 2.1143 +2022-03-10 23:49:06,954 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:49:06,955 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:49:06,955 - davarocr - INFO - Epoch(val) [17][541] LOC: {'precision': 0.929510155316607, 'recall': 0.9328537170263789, 'f1-score': 0.9311789347695991}, PER: {'precision': 0.9532882606023356, 'recall': 0.9591836734693877, 'f1-score': 0.9562268803945745}, MISC: {'precision': 0.8190743338008415, 'recall': 0.8319088319088319, 'f1-score': 0.8254416961130742}, ORG: {'precision': 0.8991494532199271, 'recall': 0.8910295003010235, 'f1-score': 0.8950710613849411}, all: {'precision': 0.9136042402826855, 'recall': 0.9155453257790368, 'f1-score': 0.9145737530951538}, hmean: 0.9146 +2022-03-10 23:49:10,346 - davarocr - INFO - Epoch [18][5/541] lr: 2.703e-05, eta: 0:54:16, time: 0.677, data_time: 0.497, memory: 5192, start_loss: 0.0020, end_loss: 0.0020, loss: 0.0040, grad_norm: 2.0899 +2022-03-10 23:49:11,250 - davarocr - INFO - Epoch [18][10/541] lr: 2.703e-05, eta: 0:54:15, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0857 +2022-03-10 23:49:12,159 - davarocr - INFO - Epoch [18][15/541] lr: 2.703e-05, eta: 0:54:14, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0851 +2022-03-10 23:49:13,068 - davarocr - INFO - Epoch [18][20/541] lr: 2.703e-05, eta: 0:54:14, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 2.1069 +2022-03-10 23:49:13,978 - davarocr - INFO - Epoch [18][25/541] lr: 2.703e-05, eta: 0:54:13, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.0852 +2022-03-10 23:49:14,887 - davarocr - INFO - Epoch [18][30/541] lr: 2.703e-05, eta: 0:54:12, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 2.0869 +2022-03-10 23:49:15,786 - davarocr - INFO - Epoch [18][35/541] lr: 2.703e-05, eta: 0:54:11, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 2.1182 +2022-03-10 23:49:16,694 - davarocr - INFO - Epoch [18][40/541] lr: 2.703e-05, eta: 0:54:10, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 2.0854 +2022-03-10 23:49:17,603 - davarocr - INFO - Epoch [18][45/541] lr: 2.703e-05, eta: 0:54:09, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0842 +2022-03-10 23:49:18,505 - davarocr - INFO - Epoch [18][50/541] lr: 2.703e-05, eta: 0:54:08, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0832 +2022-03-10 23:49:19,407 - davarocr - INFO - Epoch [18][55/541] lr: 2.703e-05, eta: 0:54:07, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 2.0931 +2022-03-10 23:49:20,325 - davarocr - INFO - Epoch [18][60/541] lr: 2.703e-05, eta: 0:54:06, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 2.0847 +2022-03-10 23:49:21,235 - davarocr - INFO - Epoch [18][65/541] lr: 2.703e-05, eta: 0:54:05, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0799 +2022-03-10 23:49:22,141 - davarocr - INFO - Epoch [18][70/541] lr: 2.703e-05, eta: 0:54:04, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 2.0818 +2022-03-10 23:49:23,056 - davarocr - INFO - Epoch [18][75/541] lr: 2.703e-05, eta: 0:54:03, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.0922 +2022-03-10 23:49:23,969 - davarocr - INFO - Epoch [18][80/541] lr: 2.703e-05, eta: 0:54:02, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0027, loss: 0.0046, grad_norm: 2.0925 +2022-03-10 23:49:24,880 - davarocr - INFO - Epoch [18][85/541] lr: 2.703e-05, eta: 0:54:02, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0734 +2022-03-10 23:49:25,781 - davarocr - INFO - Epoch [18][90/541] lr: 2.703e-05, eta: 0:54:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.0733 +2022-03-10 23:49:26,689 - davarocr - INFO - Epoch [18][95/541] lr: 2.703e-05, eta: 0:54:00, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0731 +2022-03-10 23:49:27,596 - davarocr - INFO - Epoch [18][100/541] lr: 2.703e-05, eta: 0:53:59, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 2.0873 +2022-03-10 23:49:28,502 - davarocr - INFO - Epoch [18][105/541] lr: 2.703e-05, eta: 0:53:58, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0001, loss: 0.0026, grad_norm: 2.0970 +2022-03-10 23:49:29,412 - davarocr - INFO - Epoch [18][110/541] lr: 2.703e-05, eta: 0:53:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0913 +2022-03-10 23:49:30,312 - davarocr - INFO - Epoch [18][115/541] lr: 2.703e-05, eta: 0:53:56, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0674 +2022-03-10 23:49:31,208 - davarocr - INFO - Epoch [18][120/541] lr: 2.703e-05, eta: 0:53:55, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0023, loss: 0.0023, grad_norm: 2.0709 +2022-03-10 23:49:32,080 - davarocr - INFO - Epoch [18][125/541] lr: 2.703e-05, eta: 0:53:54, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0006, loss: 0.0019, grad_norm: 2.2125 +2022-03-10 23:49:32,976 - davarocr - INFO - Epoch [18][130/541] lr: 2.703e-05, eta: 0:53:53, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0745 +2022-03-10 23:49:33,864 - davarocr - INFO - Epoch [18][135/541] lr: 2.703e-05, eta: 0:53:52, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0032, loss: 0.0037, grad_norm: 2.4432 +2022-03-10 23:49:34,739 - davarocr - INFO - Epoch [18][140/541] lr: 2.703e-05, eta: 0:53:51, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 2.1660 +2022-03-10 23:49:35,619 - davarocr - INFO - Epoch [18][145/541] lr: 2.703e-05, eta: 0:53:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 2.1595 +2022-03-10 23:49:36,514 - davarocr - INFO - Epoch [18][150/541] lr: 2.703e-05, eta: 0:53:49, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 2.0805 +2022-03-10 23:49:37,396 - davarocr - INFO - Epoch [18][155/541] lr: 2.703e-05, eta: 0:53:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0008, loss: 0.0032, grad_norm: 2.4542 +2022-03-10 23:49:38,283 - davarocr - INFO - Epoch [18][160/541] lr: 2.703e-05, eta: 0:53:47, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0026, end_loss: 0.0028, loss: 0.0054, grad_norm: 2.2691 +2022-03-10 23:49:39,176 - davarocr - INFO - Epoch [18][165/541] lr: 2.703e-05, eta: 0:53:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0029, loss: 0.0030, grad_norm: 2.1550 +2022-03-10 23:49:40,048 - davarocr - INFO - Epoch [18][170/541] lr: 2.703e-05, eta: 0:53:45, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0011, grad_norm: 2.1250 +2022-03-10 23:49:40,936 - davarocr - INFO - Epoch [18][175/541] lr: 2.703e-05, eta: 0:53:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0010, grad_norm: 2.1194 +2022-03-10 23:49:41,809 - davarocr - INFO - Epoch [18][180/541] lr: 2.703e-05, eta: 0:53:43, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0007, loss: 0.0030, grad_norm: 2.2093 +2022-03-10 23:49:42,694 - davarocr - INFO - Epoch [18][185/541] lr: 2.703e-05, eta: 0:53:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0015, loss: 0.0017, grad_norm: 2.1585 +2022-03-10 23:49:43,582 - davarocr - INFO - Epoch [18][190/541] lr: 2.703e-05, eta: 0:53:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0013, grad_norm: 2.1786 +2022-03-10 23:49:44,462 - davarocr - INFO - Epoch [18][195/541] lr: 2.703e-05, eta: 0:53:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0061, loss: 0.0076, grad_norm: 2.8800 +2022-03-10 23:49:45,347 - davarocr - INFO - Epoch [18][200/541] lr: 2.703e-05, eta: 0:53:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0019, loss: 0.0020, grad_norm: 1.5273 +2022-03-10 23:49:46,237 - davarocr - INFO - Epoch [18][205/541] lr: 2.703e-05, eta: 0:53:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.5986 +2022-03-10 23:49:47,124 - davarocr - INFO - Epoch [18][210/541] lr: 2.703e-05, eta: 0:53:38, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.5310 +2022-03-10 23:49:48,022 - davarocr - INFO - Epoch [18][215/541] lr: 2.703e-05, eta: 0:53:37, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0013, loss: 0.0021, grad_norm: 1.5675 +2022-03-10 23:49:48,904 - davarocr - INFO - Epoch [18][220/541] lr: 2.703e-05, eta: 0:53:36, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.5326 +2022-03-10 23:49:49,791 - davarocr - INFO - Epoch [18][225/541] lr: 2.703e-05, eta: 0:53:35, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 1.6375 +2022-03-10 23:49:50,668 - davarocr - INFO - Epoch [18][230/541] lr: 2.703e-05, eta: 0:53:34, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.5462 +2022-03-10 23:49:51,561 - davarocr - INFO - Epoch [18][235/541] lr: 2.703e-05, eta: 0:53:33, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0028, end_loss: 0.0025, loss: 0.0053, grad_norm: 1.5726 +2022-03-10 23:49:52,444 - davarocr - INFO - Epoch [18][240/541] lr: 2.703e-05, eta: 0:53:32, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0020, grad_norm: 1.8820 +2022-03-10 23:49:53,322 - davarocr - INFO - Epoch [18][245/541] lr: 2.703e-05, eta: 0:53:31, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0006, loss: 0.0014, grad_norm: 1.5918 +2022-03-10 23:49:54,198 - davarocr - INFO - Epoch [18][250/541] lr: 2.703e-05, eta: 0:53:30, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.5659 +2022-03-10 23:49:55,070 - davarocr - INFO - Epoch [18][255/541] lr: 2.703e-05, eta: 0:53:29, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.5797 +2022-03-10 23:49:55,950 - davarocr - INFO - Epoch [18][260/541] lr: 2.703e-05, eta: 0:53:28, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0005, loss: 0.0016, grad_norm: 1.6061 +2022-03-10 23:49:56,838 - davarocr - INFO - Epoch [18][265/541] lr: 2.703e-05, eta: 0:53:27, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.5500 +2022-03-10 23:49:57,735 - davarocr - INFO - Epoch [18][270/541] lr: 2.703e-05, eta: 0:53:26, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.6406 +2022-03-10 23:49:58,610 - davarocr - INFO - Epoch [18][275/541] lr: 2.703e-05, eta: 0:53:25, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0096, end_loss: 0.0066, loss: 0.0162, grad_norm: 2.0590 +2022-03-10 23:49:59,500 - davarocr - INFO - Epoch [18][280/541] lr: 2.703e-05, eta: 0:53:24, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0049, end_loss: 0.0049, loss: 0.0098, grad_norm: 1.7480 +2022-03-10 23:50:00,395 - davarocr - INFO - Epoch [18][285/541] lr: 2.703e-05, eta: 0:53:23, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0025, loss: 0.0039, grad_norm: 1.6630 +2022-03-10 23:50:01,271 - davarocr - INFO - Epoch [18][290/541] lr: 2.703e-05, eta: 0:53:22, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.5611 +2022-03-10 23:50:02,152 - davarocr - INFO - Epoch [18][295/541] lr: 2.703e-05, eta: 0:53:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0011, grad_norm: 1.5766 +2022-03-10 23:50:03,030 - davarocr - INFO - Epoch [18][300/541] lr: 2.703e-05, eta: 0:53:20, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0023, end_loss: 0.0004, loss: 0.0028, grad_norm: 1.7025 +2022-03-10 23:50:03,916 - davarocr - INFO - Epoch [18][305/541] lr: 2.703e-05, eta: 0:53:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5541 +2022-03-10 23:50:04,798 - davarocr - INFO - Epoch [18][310/541] lr: 2.703e-05, eta: 0:53:18, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0033, loss: 0.0044, grad_norm: 1.9282 +2022-03-10 23:50:05,676 - davarocr - INFO - Epoch [18][315/541] lr: 2.703e-05, eta: 0:53:17, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0012, loss: 0.0017, grad_norm: 1.6239 +2022-03-10 23:50:06,562 - davarocr - INFO - Epoch [18][320/541] lr: 2.703e-05, eta: 0:53:16, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.6270 +2022-03-10 23:50:07,443 - davarocr - INFO - Epoch [18][325/541] lr: 2.703e-05, eta: 0:53:15, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.7821 +2022-03-10 23:50:08,325 - davarocr - INFO - Epoch [18][330/541] lr: 2.703e-05, eta: 0:53:14, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0016, loss: 0.0033, grad_norm: 1.8764 +2022-03-10 23:50:09,204 - davarocr - INFO - Epoch [18][335/541] lr: 2.703e-05, eta: 0:53:14, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.6414 +2022-03-10 23:50:10,089 - davarocr - INFO - Epoch [18][340/541] lr: 2.703e-05, eta: 0:53:13, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0024, loss: 0.0031, grad_norm: 1.8082 +2022-03-10 23:50:10,972 - davarocr - INFO - Epoch [18][345/541] lr: 2.703e-05, eta: 0:53:12, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.5890 +2022-03-10 23:50:11,854 - davarocr - INFO - Epoch [18][350/541] lr: 2.703e-05, eta: 0:53:11, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0003, loss: 0.0014, grad_norm: 1.7282 +2022-03-10 23:50:12,739 - davarocr - INFO - Epoch [18][355/541] lr: 2.703e-05, eta: 0:53:10, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.5809 +2022-03-10 23:50:13,623 - davarocr - INFO - Epoch [18][360/541] lr: 2.703e-05, eta: 0:53:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0021, loss: 0.0039, grad_norm: 1.6299 +2022-03-10 23:50:14,510 - davarocr - INFO - Epoch [18][365/541] lr: 2.703e-05, eta: 0:53:08, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0016, grad_norm: 1.6009 +2022-03-10 23:50:15,389 - davarocr - INFO - Epoch [18][370/541] lr: 2.703e-05, eta: 0:53:07, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0002, loss: 0.0021, grad_norm: 1.7978 +2022-03-10 23:50:16,279 - davarocr - INFO - Epoch [18][375/541] lr: 2.703e-05, eta: 0:53:06, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.7623 +2022-03-10 23:50:17,160 - davarocr - INFO - Epoch [18][380/541] lr: 2.703e-05, eta: 0:53:05, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.6178 +2022-03-10 23:50:18,040 - davarocr - INFO - Epoch [18][385/541] lr: 2.703e-05, eta: 0:53:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0032, end_loss: 0.0000, loss: 0.0032, grad_norm: 1.9757 +2022-03-10 23:50:18,917 - davarocr - INFO - Epoch [18][390/541] lr: 2.703e-05, eta: 0:53:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.6397 +2022-03-10 23:50:19,800 - davarocr - INFO - Epoch [18][395/541] lr: 2.703e-05, eta: 0:53:02, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0044, end_loss: 0.0003, loss: 0.0047, grad_norm: 1.8266 +2022-03-10 23:50:20,674 - davarocr - INFO - Epoch [18][400/541] lr: 2.703e-05, eta: 0:53:01, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.6296 +2022-03-10 23:50:21,549 - davarocr - INFO - Epoch [18][405/541] lr: 2.703e-05, eta: 0:53:00, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.6865 +2022-03-10 23:50:22,436 - davarocr - INFO - Epoch [18][410/541] lr: 2.703e-05, eta: 0:52:59, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0016, loss: 0.0030, grad_norm: 1.7434 +2022-03-10 23:50:23,318 - davarocr - INFO - Epoch [18][415/541] lr: 2.703e-05, eta: 0:52:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0027, loss: 0.0032, grad_norm: 1.6778 +2022-03-10 23:50:24,202 - davarocr - INFO - Epoch [18][420/541] lr: 2.703e-05, eta: 0:52:57, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6822 +2022-03-10 23:50:25,080 - davarocr - INFO - Epoch [18][425/541] lr: 2.703e-05, eta: 0:52:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.6623 +2022-03-10 23:50:25,958 - davarocr - INFO - Epoch [18][430/541] lr: 2.703e-05, eta: 0:52:55, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6244 +2022-03-10 23:50:26,849 - davarocr - INFO - Epoch [18][435/541] lr: 2.703e-05, eta: 0:52:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0029, loss: 0.0039, grad_norm: 1.7272 +2022-03-10 23:50:27,725 - davarocr - INFO - Epoch [18][440/541] lr: 2.703e-05, eta: 0:52:53, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.6299 +2022-03-10 23:50:28,604 - davarocr - INFO - Epoch [18][445/541] lr: 2.703e-05, eta: 0:52:52, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.7154 +2022-03-10 23:50:29,481 - davarocr - INFO - Epoch [18][450/541] lr: 2.703e-05, eta: 0:52:51, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6311 +2022-03-10 23:50:30,359 - davarocr - INFO - Epoch [18][455/541] lr: 2.703e-05, eta: 0:52:50, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.6431 +2022-03-10 23:50:31,250 - davarocr - INFO - Epoch [18][460/541] lr: 2.703e-05, eta: 0:52:49, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6372 +2022-03-10 23:50:32,132 - davarocr - INFO - Epoch [18][465/541] lr: 2.703e-05, eta: 0:52:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.6617 +2022-03-10 23:50:33,014 - davarocr - INFO - Epoch [18][470/541] lr: 2.703e-05, eta: 0:52:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.8251 +2022-03-10 23:50:33,899 - davarocr - INFO - Epoch [18][475/541] lr: 2.703e-05, eta: 0:52:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6573 +2022-03-10 23:50:34,795 - davarocr - INFO - Epoch [18][480/541] lr: 2.703e-05, eta: 0:52:46, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0005, loss: 0.0023, grad_norm: 1.7154 +2022-03-10 23:50:35,672 - davarocr - INFO - Epoch [18][485/541] lr: 2.703e-05, eta: 0:52:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.6890 +2022-03-10 23:50:36,569 - davarocr - INFO - Epoch [18][490/541] lr: 2.703e-05, eta: 0:52:44, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0048, loss: 0.0075, grad_norm: 1.7447 +2022-03-10 23:50:37,449 - davarocr - INFO - Epoch [18][495/541] lr: 2.703e-05, eta: 0:52:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0022, loss: 0.0058, grad_norm: 2.1988 +2022-03-10 23:50:38,330 - davarocr - INFO - Epoch [18][500/541] lr: 2.703e-05, eta: 0:52:42, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0026, end_loss: 0.0014, loss: 0.0040, grad_norm: 1.9804 +2022-03-10 23:50:39,217 - davarocr - INFO - Epoch [18][505/541] lr: 2.703e-05, eta: 0:52:41, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0017, loss: 0.0027, grad_norm: 1.8140 +2022-03-10 23:50:40,097 - davarocr - INFO - Epoch [18][510/541] lr: 2.703e-05, eta: 0:52:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0040, loss: 0.0057, grad_norm: 2.1720 +2022-03-10 23:50:40,979 - davarocr - INFO - Epoch [18][515/541] lr: 2.703e-05, eta: 0:52:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.7210 +2022-03-10 23:50:41,858 - davarocr - INFO - Epoch [18][520/541] lr: 2.703e-05, eta: 0:52:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.7581 +2022-03-10 23:50:42,744 - davarocr - INFO - Epoch [18][525/541] lr: 2.703e-05, eta: 0:52:37, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0043, end_loss: 0.0035, loss: 0.0078, grad_norm: 1.8631 +2022-03-10 23:50:43,628 - davarocr - INFO - Epoch [18][530/541] lr: 2.703e-05, eta: 0:52:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0017, loss: 0.0041, grad_norm: 1.9047 +2022-03-10 23:50:44,518 - davarocr - INFO - Epoch [18][535/541] lr: 2.703e-05, eta: 0:52:35, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0043, loss: 0.0052, grad_norm: 1.9416 +2022-03-10 23:50:45,395 - davarocr - INFO - Epoch [18][540/541] lr: 2.703e-05, eta: 0:52:34, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0022, loss: 0.0027, grad_norm: 1.8684 +2022-03-10 23:50:59,549 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:50:59,550 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:50:59,550 - davarocr - INFO - Epoch(val) [18][541] LOC: {'precision': 0.9510532837670385, 'recall': 0.920263788968825, 'f1-score': 0.9354052407068861}, PER: {'precision': 0.9531731361675909, 'recall': 0.9567099567099567, 'f1-score': 0.9549382716049383}, MISC: {'precision': 0.8576051779935275, 'recall': 0.7549857549857549, 'f1-score': 0.803030303030303}, ORG: {'precision': 0.8790887850467289, 'recall': 0.9060806742925949, 'f1-score': 0.8923806700266825}, all: {'precision': 0.9191665169750315, 'recall': 0.9059844192634561, 'f1-score': 0.9125278644672314}, hmean: 0.9125 +2022-03-10 23:51:02,945 - davarocr - INFO - Epoch [19][5/541] lr: 2.632e-05, eta: 0:52:37, time: 0.678, data_time: 0.493, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0014, grad_norm: 1.7502 +2022-03-10 23:51:03,868 - davarocr - INFO - Epoch [19][10/541] lr: 2.632e-05, eta: 0:52:36, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7081 +2022-03-10 23:51:04,750 - davarocr - INFO - Epoch [19][15/541] lr: 2.632e-05, eta: 0:52:35, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7118 +2022-03-10 23:51:05,638 - davarocr - INFO - Epoch [19][20/541] lr: 2.632e-05, eta: 0:52:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0003, loss: 0.0022, grad_norm: 1.7484 +2022-03-10 23:51:06,540 - davarocr - INFO - Epoch [19][25/541] lr: 2.632e-05, eta: 0:52:33, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7082 +2022-03-10 23:51:07,425 - davarocr - INFO - Epoch [19][30/541] lr: 2.632e-05, eta: 0:52:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.7172 +2022-03-10 23:51:08,311 - davarocr - INFO - Epoch [19][35/541] lr: 2.632e-05, eta: 0:52:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0018, loss: 0.0038, grad_norm: 1.8216 +2022-03-10 23:51:09,193 - davarocr - INFO - Epoch [19][40/541] lr: 2.632e-05, eta: 0:52:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.8402 +2022-03-10 23:51:10,075 - davarocr - INFO - Epoch [19][45/541] lr: 2.632e-05, eta: 0:52:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0024, grad_norm: 1.9325 +2022-03-10 23:51:10,961 - davarocr - INFO - Epoch [19][50/541] lr: 2.632e-05, eta: 0:52:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 1.8587 +2022-03-10 23:51:11,847 - davarocr - INFO - Epoch [19][55/541] lr: 2.632e-05, eta: 0:52:28, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7183 +2022-03-10 23:51:12,737 - davarocr - INFO - Epoch [19][60/541] lr: 2.632e-05, eta: 0:52:27, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.7265 +2022-03-10 23:51:13,621 - davarocr - INFO - Epoch [19][65/541] lr: 2.632e-05, eta: 0:52:26, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0018, end_loss: 0.0039, loss: 0.0058, grad_norm: 2.0452 +2022-03-10 23:51:14,502 - davarocr - INFO - Epoch [19][70/541] lr: 2.632e-05, eta: 0:52:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.7383 +2022-03-10 23:51:15,390 - davarocr - INFO - Epoch [19][75/541] lr: 2.632e-05, eta: 0:52:24, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.7353 +2022-03-10 23:51:16,267 - davarocr - INFO - Epoch [19][80/541] lr: 2.632e-05, eta: 0:52:23, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.7866 +2022-03-10 23:51:17,171 - davarocr - INFO - Epoch [19][85/541] lr: 2.632e-05, eta: 0:52:22, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.7544 +2022-03-10 23:51:18,057 - davarocr - INFO - Epoch [19][90/541] lr: 2.632e-05, eta: 0:52:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7405 +2022-03-10 23:51:18,934 - davarocr - INFO - Epoch [19][95/541] lr: 2.632e-05, eta: 0:52:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7320 +2022-03-10 23:51:19,820 - davarocr - INFO - Epoch [19][100/541] lr: 2.632e-05, eta: 0:52:19, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0010, loss: 0.0024, grad_norm: 1.7442 +2022-03-10 23:51:20,711 - davarocr - INFO - Epoch [19][105/541] lr: 2.632e-05, eta: 0:52:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7305 +2022-03-10 23:51:21,592 - davarocr - INFO - Epoch [19][110/541] lr: 2.632e-05, eta: 0:52:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.7462 +2022-03-10 23:51:22,469 - davarocr - INFO - Epoch [19][115/541] lr: 2.632e-05, eta: 0:52:16, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0039, end_loss: 0.0001, loss: 0.0041, grad_norm: 2.3841 +2022-03-10 23:51:23,361 - davarocr - INFO - Epoch [19][120/541] lr: 2.632e-05, eta: 0:52:15, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0056, loss: 0.0093, grad_norm: 2.2263 +2022-03-10 23:51:24,241 - davarocr - INFO - Epoch [19][125/541] lr: 2.632e-05, eta: 0:52:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8414 +2022-03-10 23:51:25,117 - davarocr - INFO - Epoch [19][130/541] lr: 2.632e-05, eta: 0:52:13, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0006, loss: 0.0017, grad_norm: 1.8935 +2022-03-10 23:51:26,002 - davarocr - INFO - Epoch [19][135/541] lr: 2.632e-05, eta: 0:52:12, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0022, loss: 0.0027, grad_norm: 1.8693 +2022-03-10 23:51:26,883 - davarocr - INFO - Epoch [19][140/541] lr: 2.632e-05, eta: 0:52:11, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0043, loss: 0.0059, grad_norm: 2.1476 +2022-03-10 23:51:27,764 - davarocr - INFO - Epoch [19][145/541] lr: 2.632e-05, eta: 0:52:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.8417 +2022-03-10 23:51:28,647 - davarocr - INFO - Epoch [19][150/541] lr: 2.632e-05, eta: 0:52:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0004, loss: 0.0020, grad_norm: 1.8894 +2022-03-10 23:51:29,528 - davarocr - INFO - Epoch [19][155/541] lr: 2.632e-05, eta: 0:52:08, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0033, loss: 0.0067, grad_norm: 2.1966 +2022-03-10 23:51:30,416 - davarocr - INFO - Epoch [19][160/541] lr: 2.632e-05, eta: 0:52:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.8577 +2022-03-10 23:51:31,310 - davarocr - INFO - Epoch [19][165/541] lr: 2.632e-05, eta: 0:52:06, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0035, loss: 0.0048, grad_norm: 2.0706 +2022-03-10 23:51:32,192 - davarocr - INFO - Epoch [19][170/541] lr: 2.632e-05, eta: 0:52:05, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0034, loss: 0.0056, grad_norm: 2.0911 +2022-03-10 23:51:33,073 - davarocr - INFO - Epoch [19][175/541] lr: 2.632e-05, eta: 0:52:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0083, end_loss: 0.0060, loss: 0.0143, grad_norm: 1.9401 +2022-03-10 23:51:33,952 - davarocr - INFO - Epoch [19][180/541] lr: 2.632e-05, eta: 0:52:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0014, loss: 0.0023, grad_norm: 1.9295 +2022-03-10 23:51:34,827 - davarocr - INFO - Epoch [19][185/541] lr: 2.632e-05, eta: 0:52:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0032, loss: 0.0044, grad_norm: 1.9932 +2022-03-10 23:51:35,702 - davarocr - INFO - Epoch [19][190/541] lr: 2.632e-05, eta: 0:52:02, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0045, loss: 0.0067, grad_norm: 2.0334 +2022-03-10 23:51:36,586 - davarocr - INFO - Epoch [19][195/541] lr: 2.632e-05, eta: 0:52:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0027, loss: 0.0032, grad_norm: 1.8920 +2022-03-10 23:51:37,479 - davarocr - INFO - Epoch [19][200/541] lr: 2.632e-05, eta: 0:52:00, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0026, loss: 0.0030, grad_norm: 1.8954 +2022-03-10 23:51:38,361 - davarocr - INFO - Epoch [19][205/541] lr: 2.632e-05, eta: 0:51:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0019, loss: 0.0021, grad_norm: 1.8653 +2022-03-10 23:51:39,251 - davarocr - INFO - Epoch [19][210/541] lr: 2.632e-05, eta: 0:51:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0027, loss: 0.0042, grad_norm: 2.0357 +2022-03-10 23:51:40,141 - davarocr - INFO - Epoch [19][215/541] lr: 2.632e-05, eta: 0:51:57, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0018, loss: 0.0026, grad_norm: 1.9994 +2022-03-10 23:51:41,025 - davarocr - INFO - Epoch [19][220/541] lr: 2.632e-05, eta: 0:51:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0022, loss: 0.0028, grad_norm: 2.3704 +2022-03-10 23:51:41,911 - davarocr - INFO - Epoch [19][225/541] lr: 2.632e-05, eta: 0:51:55, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9121 +2022-03-10 23:51:42,788 - davarocr - INFO - Epoch [19][230/541] lr: 2.632e-05, eta: 0:51:54, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.9656 +2022-03-10 23:51:43,668 - davarocr - INFO - Epoch [19][235/541] lr: 2.632e-05, eta: 0:51:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 2.0230 +2022-03-10 23:51:44,547 - davarocr - INFO - Epoch [19][240/541] lr: 2.632e-05, eta: 0:51:52, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0039, loss: 0.0044, grad_norm: 2.2373 +2022-03-10 23:51:45,435 - davarocr - INFO - Epoch [19][245/541] lr: 2.632e-05, eta: 0:51:51, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0038, end_loss: 0.0058, loss: 0.0095, grad_norm: 2.3846 +2022-03-10 23:51:46,318 - davarocr - INFO - Epoch [19][250/541] lr: 2.632e-05, eta: 0:51:50, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0017, loss: 0.0030, grad_norm: 1.9771 +2022-03-10 23:51:47,210 - davarocr - INFO - Epoch [19][255/541] lr: 2.632e-05, eta: 0:51:49, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0013, loss: 0.0019, grad_norm: 2.0567 +2022-03-10 23:51:48,090 - davarocr - INFO - Epoch [19][260/541] lr: 2.632e-05, eta: 0:51:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.9408 +2022-03-10 23:51:48,972 - davarocr - INFO - Epoch [19][265/541] lr: 2.632e-05, eta: 0:51:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 1.9563 +2022-03-10 23:51:49,843 - davarocr - INFO - Epoch [19][270/541] lr: 2.632e-05, eta: 0:51:46, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0017, end_loss: 0.0002, loss: 0.0018, grad_norm: 1.9287 +2022-03-10 23:51:50,725 - davarocr - INFO - Epoch [19][275/541] lr: 2.632e-05, eta: 0:51:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9345 +2022-03-10 23:51:51,596 - davarocr - INFO - Epoch [19][280/541] lr: 2.632e-05, eta: 0:51:44, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9280 +2022-03-10 23:51:52,477 - davarocr - INFO - Epoch [19][285/541] lr: 2.632e-05, eta: 0:51:43, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0013, loss: 0.0019, grad_norm: 1.9554 +2022-03-10 23:51:53,369 - davarocr - INFO - Epoch [19][290/541] lr: 2.632e-05, eta: 0:51:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0015, loss: 0.0024, grad_norm: 2.0061 +2022-03-10 23:51:54,255 - davarocr - INFO - Epoch [19][295/541] lr: 2.632e-05, eta: 0:51:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9379 +2022-03-10 23:51:55,149 - davarocr - INFO - Epoch [19][300/541] lr: 2.632e-05, eta: 0:51:40, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0017, loss: 0.0027, grad_norm: 2.0754 +2022-03-10 23:51:56,029 - davarocr - INFO - Epoch [19][305/541] lr: 2.632e-05, eta: 0:51:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0002, loss: 0.0021, grad_norm: 1.9890 +2022-03-10 23:51:56,923 - davarocr - INFO - Epoch [19][310/541] lr: 2.632e-05, eta: 0:51:39, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0019, loss: 0.0044, grad_norm: 1.9584 +2022-03-10 23:51:57,806 - davarocr - INFO - Epoch [19][315/541] lr: 2.632e-05, eta: 0:51:38, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0013, loss: 0.0021, grad_norm: 1.9544 +2022-03-10 23:51:58,700 - davarocr - INFO - Epoch [19][320/541] lr: 2.632e-05, eta: 0:51:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0009, loss: 0.0016, grad_norm: 1.9602 +2022-03-10 23:51:59,580 - davarocr - INFO - Epoch [19][325/541] lr: 2.632e-05, eta: 0:51:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0030, loss: 0.0038, grad_norm: 2.1019 +2022-03-10 23:52:00,454 - davarocr - INFO - Epoch [19][330/541] lr: 2.632e-05, eta: 0:51:35, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0017, loss: 0.0037, grad_norm: 2.5439 +2022-03-10 23:52:01,345 - davarocr - INFO - Epoch [19][335/541] lr: 2.632e-05, eta: 0:51:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.9505 +2022-03-10 23:52:02,223 - davarocr - INFO - Epoch [19][340/541] lr: 2.632e-05, eta: 0:51:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9470 +2022-03-10 23:52:03,107 - davarocr - INFO - Epoch [19][345/541] lr: 2.632e-05, eta: 0:51:32, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.9533 +2022-03-10 23:52:03,991 - davarocr - INFO - Epoch [19][350/541] lr: 2.632e-05, eta: 0:51:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.9514 +2022-03-10 23:52:04,876 - davarocr - INFO - Epoch [19][355/541] lr: 2.632e-05, eta: 0:51:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0014, loss: 0.0031, grad_norm: 2.1679 +2022-03-10 23:52:05,766 - davarocr - INFO - Epoch [19][360/541] lr: 2.632e-05, eta: 0:51:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.9937 +2022-03-10 23:52:06,646 - davarocr - INFO - Epoch [19][365/541] lr: 2.632e-05, eta: 0:51:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0045, loss: 0.0085, grad_norm: 2.2611 +2022-03-10 23:52:07,525 - davarocr - INFO - Epoch [19][370/541] lr: 2.632e-05, eta: 0:51:27, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0024, end_loss: 0.0014, loss: 0.0038, grad_norm: 2.3753 +2022-03-10 23:52:08,406 - davarocr - INFO - Epoch [19][375/541] lr: 2.632e-05, eta: 0:51:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0019, loss: 0.0059, grad_norm: 2.1959 +2022-03-10 23:52:09,287 - davarocr - INFO - Epoch [19][380/541] lr: 2.632e-05, eta: 0:51:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0053, loss: 0.0057, grad_norm: 2.6996 +2022-03-10 23:52:10,178 - davarocr - INFO - Epoch [19][385/541] lr: 2.632e-05, eta: 0:51:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0011, grad_norm: 2.0636 +2022-03-10 23:52:11,069 - davarocr - INFO - Epoch [19][390/541] lr: 2.632e-05, eta: 0:51:23, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0034, end_loss: 0.0041, loss: 0.0075, grad_norm: 2.2048 +2022-03-10 23:52:11,960 - davarocr - INFO - Epoch [19][395/541] lr: 2.632e-05, eta: 0:51:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 2.0524 +2022-03-10 23:52:12,850 - davarocr - INFO - Epoch [19][400/541] lr: 2.632e-05, eta: 0:51:21, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0011, grad_norm: 2.0467 +2022-03-10 23:52:13,729 - davarocr - INFO - Epoch [19][405/541] lr: 2.632e-05, eta: 0:51:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 2.0398 +2022-03-10 23:52:14,611 - davarocr - INFO - Epoch [19][410/541] lr: 2.632e-05, eta: 0:51:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 2.0437 +2022-03-10 23:52:15,496 - davarocr - INFO - Epoch [19][415/541] lr: 2.632e-05, eta: 0:51:18, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0197 +2022-03-10 23:52:16,382 - davarocr - INFO - Epoch [19][420/541] lr: 2.632e-05, eta: 0:51:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0016, grad_norm: 2.0737 +2022-03-10 23:52:17,271 - davarocr - INFO - Epoch [19][425/541] lr: 2.632e-05, eta: 0:51:17, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0042, loss: 0.0082, grad_norm: 2.2078 +2022-03-10 23:52:18,146 - davarocr - INFO - Epoch [19][430/541] lr: 2.632e-05, eta: 0:51:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0017, loss: 0.0032, grad_norm: 2.1047 +2022-03-10 23:52:19,027 - davarocr - INFO - Epoch [19][435/541] lr: 2.632e-05, eta: 0:51:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 2.0546 +2022-03-10 23:52:19,910 - davarocr - INFO - Epoch [19][440/541] lr: 2.632e-05, eta: 0:51:14, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0025, loss: 0.0042, grad_norm: 2.2101 +2022-03-10 23:52:20,789 - davarocr - INFO - Epoch [19][445/541] lr: 2.632e-05, eta: 0:51:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0023, loss: 0.0031, grad_norm: 2.6043 +2022-03-10 23:52:21,662 - davarocr - INFO - Epoch [19][450/541] lr: 2.632e-05, eta: 0:51:12, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 2.2200 +2022-03-10 23:52:22,555 - davarocr - INFO - Epoch [19][455/541] lr: 2.632e-05, eta: 0:51:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0014, loss: 0.0016, grad_norm: 2.1005 +2022-03-10 23:52:23,437 - davarocr - INFO - Epoch [19][460/541] lr: 2.632e-05, eta: 0:51:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0031, loss: 0.0047, grad_norm: 2.1096 +2022-03-10 23:52:24,329 - davarocr - INFO - Epoch [19][465/541] lr: 2.632e-05, eta: 0:51:09, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0032, loss: 0.0041, grad_norm: 2.1483 +2022-03-10 23:52:25,223 - davarocr - INFO - Epoch [19][470/541] lr: 2.632e-05, eta: 0:51:08, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0018, grad_norm: 2.0782 +2022-03-10 23:52:26,103 - davarocr - INFO - Epoch [19][475/541] lr: 2.632e-05, eta: 0:51:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0011, grad_norm: 2.0870 +2022-03-10 23:52:26,986 - davarocr - INFO - Epoch [19][480/541] lr: 2.632e-05, eta: 0:51:06, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0034, loss: 0.0060, grad_norm: 2.5093 +2022-03-10 23:52:27,880 - davarocr - INFO - Epoch [19][485/541] lr: 2.632e-05, eta: 0:51:05, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0024, loss: 0.0045, grad_norm: 2.1743 +2022-03-10 23:52:28,761 - davarocr - INFO - Epoch [19][490/541] lr: 2.632e-05, eta: 0:51:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 2.0798 +2022-03-10 23:52:29,650 - davarocr - INFO - Epoch [19][495/541] lr: 2.632e-05, eta: 0:51:03, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0024, loss: 0.0037, grad_norm: 2.1590 +2022-03-10 23:52:30,535 - davarocr - INFO - Epoch [19][500/541] lr: 2.632e-05, eta: 0:51:02, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0010, grad_norm: 2.1311 +2022-03-10 23:52:31,418 - davarocr - INFO - Epoch [19][505/541] lr: 2.632e-05, eta: 0:51:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.0791 +2022-03-10 23:52:32,297 - davarocr - INFO - Epoch [19][510/541] lr: 2.632e-05, eta: 0:51:00, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0012, loss: 0.0014, grad_norm: 2.1265 +2022-03-10 23:52:33,187 - davarocr - INFO - Epoch [19][515/541] lr: 2.632e-05, eta: 0:50:59, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 2.1521 +2022-03-10 23:52:34,076 - davarocr - INFO - Epoch [19][520/541] lr: 2.632e-05, eta: 0:50:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0004, grad_norm: 2.0764 +2022-03-10 23:52:34,961 - davarocr - INFO - Epoch [19][525/541] lr: 2.632e-05, eta: 0:50:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0020, loss: 0.0026, grad_norm: 2.1633 +2022-03-10 23:52:35,846 - davarocr - INFO - Epoch [19][530/541] lr: 2.632e-05, eta: 0:50:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0651 +2022-03-10 23:52:36,722 - davarocr - INFO - Epoch [19][535/541] lr: 2.632e-05, eta: 0:50:56, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0010, loss: 0.0019, grad_norm: 2.2242 +2022-03-10 23:52:37,606 - davarocr - INFO - Epoch [19][540/541] lr: 2.632e-05, eta: 0:50:55, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0746 +2022-03-10 23:52:51,453 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.91748351452504 +2022-03-10 23:52:51,454 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:52:51,454 - davarocr - INFO - Epoch(val) [19][541] LOC: {'precision': 0.9288277511961722, 'recall': 0.9310551558752997, 'f1-score': 0.929940119760479}, PER: {'precision': 0.9486866218692731, 'recall': 0.9604205318491033, 'f1-score': 0.9545175169022742}, MISC: {'precision': 0.8343108504398827, 'recall': 0.8105413105413105, 'f1-score': 0.8222543352601156}, ORG: {'precision': 0.9117647058823529, 'recall': 0.8958458759783263, 'f1-score': 0.9037351958700274}, all: {'precision': 0.9181931353370087, 'recall': 0.914128895184136, 'f1-score': 0.9161565078520096}, hmean: 0.9162 +2022-03-10 23:52:54,799 - davarocr - INFO - Epoch [20][5/541] lr: 2.564e-05, eta: 0:50:57, time: 0.668, data_time: 0.489, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0731 +2022-03-10 23:52:55,673 - davarocr - INFO - Epoch [20][10/541] lr: 2.564e-05, eta: 0:50:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0002, loss: 0.0018, grad_norm: 2.6449 +2022-03-10 23:52:56,559 - davarocr - INFO - Epoch [20][15/541] lr: 2.564e-05, eta: 0:50:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0011, loss: 0.0024, grad_norm: 1.9749 +2022-03-10 23:52:57,440 - davarocr - INFO - Epoch [20][20/541] lr: 2.564e-05, eta: 0:50:54, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0080, loss: 0.0096, grad_norm: 2.6263 +2022-03-10 23:52:58,327 - davarocr - INFO - Epoch [20][25/541] lr: 2.564e-05, eta: 0:50:53, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0043, loss: 0.0059, grad_norm: 1.5280 +2022-03-10 23:52:59,214 - davarocr - INFO - Epoch [20][30/541] lr: 2.564e-05, eta: 0:50:52, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0025, loss: 0.0029, grad_norm: 1.5578 +2022-03-10 23:53:00,102 - davarocr - INFO - Epoch [20][35/541] lr: 2.564e-05, eta: 0:50:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.5132 +2022-03-10 23:53:01,006 - davarocr - INFO - Epoch [20][40/541] lr: 2.564e-05, eta: 0:50:51, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.5663 +2022-03-10 23:53:01,882 - davarocr - INFO - Epoch [20][45/541] lr: 2.564e-05, eta: 0:50:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0015, loss: 0.0038, grad_norm: 1.8744 +2022-03-10 23:53:02,788 - davarocr - INFO - Epoch [20][50/541] lr: 2.564e-05, eta: 0:50:49, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0015, loss: 0.0039, grad_norm: 1.5664 +2022-03-10 23:53:03,670 - davarocr - INFO - Epoch [20][55/541] lr: 2.564e-05, eta: 0:50:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.5588 +2022-03-10 23:53:04,565 - davarocr - INFO - Epoch [20][60/541] lr: 2.564e-05, eta: 0:50:47, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0014, loss: 0.0039, grad_norm: 1.6894 +2022-03-10 23:53:05,449 - davarocr - INFO - Epoch [20][65/541] lr: 2.564e-05, eta: 0:50:46, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0007, loss: 0.0033, grad_norm: 1.7840 +2022-03-10 23:53:06,328 - davarocr - INFO - Epoch [20][70/541] lr: 2.564e-05, eta: 0:50:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0005, loss: 0.0022, grad_norm: 1.6881 +2022-03-10 23:53:07,208 - davarocr - INFO - Epoch [20][75/541] lr: 2.564e-05, eta: 0:50:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.5498 +2022-03-10 23:53:08,093 - davarocr - INFO - Epoch [20][80/541] lr: 2.564e-05, eta: 0:50:43, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5406 +2022-03-10 23:53:08,984 - davarocr - INFO - Epoch [20][85/541] lr: 2.564e-05, eta: 0:50:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5406 +2022-03-10 23:53:09,871 - davarocr - INFO - Epoch [20][90/541] lr: 2.564e-05, eta: 0:50:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.6168 +2022-03-10 23:53:10,760 - davarocr - INFO - Epoch [20][95/541] lr: 2.564e-05, eta: 0:50:40, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0054, loss: 0.0065, grad_norm: 1.8871 +2022-03-10 23:53:11,638 - davarocr - INFO - Epoch [20][100/541] lr: 2.564e-05, eta: 0:50:39, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.5535 +2022-03-10 23:53:12,521 - davarocr - INFO - Epoch [20][105/541] lr: 2.564e-05, eta: 0:50:38, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.5661 +2022-03-10 23:53:13,401 - davarocr - INFO - Epoch [20][110/541] lr: 2.564e-05, eta: 0:50:37, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0003, loss: 0.0024, grad_norm: 1.5631 +2022-03-10 23:53:14,279 - davarocr - INFO - Epoch [20][115/541] lr: 2.564e-05, eta: 0:50:36, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0019, loss: 0.0032, grad_norm: 1.6119 +2022-03-10 23:53:15,174 - davarocr - INFO - Epoch [20][120/541] lr: 2.564e-05, eta: 0:50:35, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.8127 +2022-03-10 23:53:16,067 - davarocr - INFO - Epoch [20][125/541] lr: 2.564e-05, eta: 0:50:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.5679 +2022-03-10 23:53:16,945 - davarocr - INFO - Epoch [20][130/541] lr: 2.564e-05, eta: 0:50:33, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5656 +2022-03-10 23:53:17,843 - davarocr - INFO - Epoch [20][135/541] lr: 2.564e-05, eta: 0:50:32, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5707 +2022-03-10 23:53:18,725 - davarocr - INFO - Epoch [20][140/541] lr: 2.564e-05, eta: 0:50:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0008, loss: 0.0019, grad_norm: 1.6685 +2022-03-10 23:53:19,609 - davarocr - INFO - Epoch [20][145/541] lr: 2.564e-05, eta: 0:50:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0028, end_loss: 0.0009, loss: 0.0038, grad_norm: 1.7250 +2022-03-10 23:53:20,486 - davarocr - INFO - Epoch [20][150/541] lr: 2.564e-05, eta: 0:50:30, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5671 +2022-03-10 23:53:21,370 - davarocr - INFO - Epoch [20][155/541] lr: 2.564e-05, eta: 0:50:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.6250 +2022-03-10 23:53:22,251 - davarocr - INFO - Epoch [20][160/541] lr: 2.564e-05, eta: 0:50:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5708 +2022-03-10 23:53:23,147 - davarocr - INFO - Epoch [20][165/541] lr: 2.564e-05, eta: 0:50:27, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0005, loss: 0.0020, grad_norm: 1.5987 +2022-03-10 23:53:24,088 - davarocr - INFO - Epoch [20][170/541] lr: 2.564e-05, eta: 0:50:26, time: 0.188, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0028, loss: 0.0062, grad_norm: 2.3036 +2022-03-10 23:53:24,975 - davarocr - INFO - Epoch [20][175/541] lr: 2.564e-05, eta: 0:50:25, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0017, loss: 0.0024, grad_norm: 1.7024 +2022-03-10 23:53:25,850 - davarocr - INFO - Epoch [20][180/541] lr: 2.564e-05, eta: 0:50:24, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0015, loss: 0.0025, grad_norm: 1.8465 +2022-03-10 23:53:26,734 - davarocr - INFO - Epoch [20][185/541] lr: 2.564e-05, eta: 0:50:23, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0029, end_loss: 0.0005, loss: 0.0034, grad_norm: 1.6771 +2022-03-10 23:53:27,617 - davarocr - INFO - Epoch [20][190/541] lr: 2.564e-05, eta: 0:50:22, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0018, end_loss: 0.0023, loss: 0.0041, grad_norm: 1.7065 +2022-03-10 23:53:28,495 - davarocr - INFO - Epoch [20][195/541] lr: 2.564e-05, eta: 0:50:21, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0044, loss: 0.0059, grad_norm: 1.7317 +2022-03-10 23:53:29,369 - davarocr - INFO - Epoch [20][200/541] lr: 2.564e-05, eta: 0:50:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0029, loss: 0.0041, grad_norm: 1.7869 +2022-03-10 23:53:30,248 - davarocr - INFO - Epoch [20][205/541] lr: 2.564e-05, eta: 0:50:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0031, end_loss: 0.0022, loss: 0.0053, grad_norm: 1.8683 +2022-03-10 23:53:31,129 - davarocr - INFO - Epoch [20][210/541] lr: 2.564e-05, eta: 0:50:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0022, loss: 0.0037, grad_norm: 1.7361 +2022-03-10 23:53:32,012 - davarocr - INFO - Epoch [20][215/541] lr: 2.564e-05, eta: 0:50:17, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0013, loss: 0.0024, grad_norm: 1.7284 +2022-03-10 23:53:32,895 - davarocr - INFO - Epoch [20][220/541] lr: 2.564e-05, eta: 0:50:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0006, loss: 0.0024, grad_norm: 1.9805 +2022-03-10 23:53:33,775 - davarocr - INFO - Epoch [20][225/541] lr: 2.564e-05, eta: 0:50:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0005, loss: 0.0015, grad_norm: 1.7805 +2022-03-10 23:53:34,658 - davarocr - INFO - Epoch [20][230/541] lr: 2.564e-05, eta: 0:50:14, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.6929 +2022-03-10 23:53:35,546 - davarocr - INFO - Epoch [20][235/541] lr: 2.564e-05, eta: 0:50:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.6819 +2022-03-10 23:53:36,436 - davarocr - INFO - Epoch [20][240/541] lr: 2.564e-05, eta: 0:50:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0001, loss: 0.0021, grad_norm: 1.8483 +2022-03-10 23:53:37,317 - davarocr - INFO - Epoch [20][245/541] lr: 2.564e-05, eta: 0:50:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0017, loss: 0.0022, grad_norm: 1.7786 +2022-03-10 23:53:38,199 - davarocr - INFO - Epoch [20][250/541] lr: 2.564e-05, eta: 0:50:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0020, loss: 0.0036, grad_norm: 2.0779 +2022-03-10 23:53:39,079 - davarocr - INFO - Epoch [20][255/541] lr: 2.564e-05, eta: 0:50:10, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0025, loss: 0.0041, grad_norm: 1.9032 +2022-03-10 23:53:39,964 - davarocr - INFO - Epoch [20][260/541] lr: 2.564e-05, eta: 0:50:09, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.8595 +2022-03-10 23:53:40,850 - davarocr - INFO - Epoch [20][265/541] lr: 2.564e-05, eta: 0:50:08, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0040, loss: 0.0043, grad_norm: 2.1490 +2022-03-10 23:53:41,732 - davarocr - INFO - Epoch [20][270/541] lr: 2.564e-05, eta: 0:50:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0108, loss: 0.0166, grad_norm: 2.1444 +2022-03-10 23:53:42,614 - davarocr - INFO - Epoch [20][275/541] lr: 2.564e-05, eta: 0:50:06, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.8039 +2022-03-10 23:53:43,498 - davarocr - INFO - Epoch [20][280/541] lr: 2.564e-05, eta: 0:50:05, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.7837 +2022-03-10 23:53:44,380 - davarocr - INFO - Epoch [20][285/541] lr: 2.564e-05, eta: 0:50:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0030, loss: 0.0053, grad_norm: 2.0216 +2022-03-10 23:53:45,261 - davarocr - INFO - Epoch [20][290/541] lr: 2.564e-05, eta: 0:50:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.8187 +2022-03-10 23:53:46,191 - davarocr - INFO - Epoch [20][295/541] lr: 2.564e-05, eta: 0:50:02, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0055, end_loss: 0.0005, loss: 0.0060, grad_norm: 1.8644 +2022-03-10 23:53:47,120 - davarocr - INFO - Epoch [20][300/541] lr: 2.564e-05, eta: 0:50:01, time: 0.186, data_time: 0.011, memory: 5192, start_loss: 0.0005, end_loss: 0.0013, loss: 0.0018, grad_norm: 1.8161 +2022-03-10 23:53:48,048 - davarocr - INFO - Epoch [20][305/541] lr: 2.564e-05, eta: 0:50:00, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0023, loss: 0.0048, grad_norm: 1.9758 +2022-03-10 23:53:48,988 - davarocr - INFO - Epoch [20][310/541] lr: 2.564e-05, eta: 0:49:59, time: 0.188, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7640 +2022-03-10 23:53:49,915 - davarocr - INFO - Epoch [20][315/541] lr: 2.564e-05, eta: 0:49:58, time: 0.187, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0008, loss: 0.0014, grad_norm: 1.8150 +2022-03-10 23:53:50,799 - davarocr - INFO - Epoch [20][320/541] lr: 2.564e-05, eta: 0:49:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0046, loss: 0.0065, grad_norm: 1.8737 +2022-03-10 23:53:51,688 - davarocr - INFO - Epoch [20][325/541] lr: 2.564e-05, eta: 0:49:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7677 +2022-03-10 23:53:52,573 - davarocr - INFO - Epoch [20][330/541] lr: 2.564e-05, eta: 0:49:56, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.7863 +2022-03-10 23:53:53,454 - davarocr - INFO - Epoch [20][335/541] lr: 2.564e-05, eta: 0:49:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7946 +2022-03-10 23:53:54,345 - davarocr - INFO - Epoch [20][340/541] lr: 2.564e-05, eta: 0:49:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0040, end_loss: 0.0039, loss: 0.0079, grad_norm: 2.0251 +2022-03-10 23:53:55,227 - davarocr - INFO - Epoch [20][345/541] lr: 2.564e-05, eta: 0:49:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.8035 +2022-03-10 23:53:56,107 - davarocr - INFO - Epoch [20][350/541] lr: 2.564e-05, eta: 0:49:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7816 +2022-03-10 23:53:56,981 - davarocr - INFO - Epoch [20][355/541] lr: 2.564e-05, eta: 0:49:51, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7776 +2022-03-10 23:53:57,882 - davarocr - INFO - Epoch [20][360/541] lr: 2.564e-05, eta: 0:49:50, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.8023 +2022-03-10 23:53:58,772 - davarocr - INFO - Epoch [20][365/541] lr: 2.564e-05, eta: 0:49:49, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0018, loss: 0.0040, grad_norm: 2.0578 +2022-03-10 23:53:59,659 - davarocr - INFO - Epoch [20][370/541] lr: 2.564e-05, eta: 0:49:48, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0030, loss: 0.0040, grad_norm: 1.8390 +2022-03-10 23:54:00,538 - davarocr - INFO - Epoch [20][375/541] lr: 2.564e-05, eta: 0:49:47, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.7832 +2022-03-10 23:54:01,433 - davarocr - INFO - Epoch [20][380/541] lr: 2.564e-05, eta: 0:49:46, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0045, loss: 0.0047, grad_norm: 2.5671 +2022-03-10 23:54:02,308 - davarocr - INFO - Epoch [20][385/541] lr: 2.564e-05, eta: 0:49:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0018, loss: 0.0021, grad_norm: 1.6921 +2022-03-10 23:54:03,193 - davarocr - INFO - Epoch [20][390/541] lr: 2.564e-05, eta: 0:49:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0016, loss: 0.0018, grad_norm: 1.7108 +2022-03-10 23:54:04,065 - davarocr - INFO - Epoch [20][395/541] lr: 2.564e-05, eta: 0:49:43, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6694 +2022-03-10 23:54:04,947 - davarocr - INFO - Epoch [20][400/541] lr: 2.564e-05, eta: 0:49:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6657 +2022-03-10 23:54:05,843 - davarocr - INFO - Epoch [20][405/541] lr: 2.564e-05, eta: 0:49:41, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0031, loss: 0.0045, grad_norm: 1.8025 +2022-03-10 23:54:06,728 - davarocr - INFO - Epoch [20][410/541] lr: 2.564e-05, eta: 0:49:40, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.6987 +2022-03-10 23:54:07,616 - davarocr - INFO - Epoch [20][415/541] lr: 2.564e-05, eta: 0:49:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0012, grad_norm: 1.9030 +2022-03-10 23:54:08,502 - davarocr - INFO - Epoch [20][420/541] lr: 2.564e-05, eta: 0:49:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.9183 +2022-03-10 23:54:09,381 - davarocr - INFO - Epoch [20][425/541] lr: 2.564e-05, eta: 0:49:38, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0030, end_loss: 0.0031, loss: 0.0061, grad_norm: 1.9702 +2022-03-10 23:54:10,255 - davarocr - INFO - Epoch [20][430/541] lr: 2.564e-05, eta: 0:49:37, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0048, end_loss: 0.0007, loss: 0.0055, grad_norm: 1.8755 +2022-03-10 23:54:11,144 - davarocr - INFO - Epoch [20][435/541] lr: 2.564e-05, eta: 0:49:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.8026 +2022-03-10 23:54:12,023 - davarocr - INFO - Epoch [20][440/541] lr: 2.564e-05, eta: 0:49:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0003, loss: 0.0038, grad_norm: 1.9094 +2022-03-10 23:54:12,902 - davarocr - INFO - Epoch [20][445/541] lr: 2.564e-05, eta: 0:49:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0039, loss: 0.0045, grad_norm: 1.8728 +2022-03-10 23:54:13,788 - davarocr - INFO - Epoch [20][450/541] lr: 2.564e-05, eta: 0:49:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.7754 +2022-03-10 23:54:14,667 - davarocr - INFO - Epoch [20][455/541] lr: 2.564e-05, eta: 0:49:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.7236 +2022-03-10 23:54:15,543 - davarocr - INFO - Epoch [20][460/541] lr: 2.564e-05, eta: 0:49:31, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0028, end_loss: 0.0012, loss: 0.0039, grad_norm: 1.8785 +2022-03-10 23:54:16,417 - davarocr - INFO - Epoch [20][465/541] lr: 2.564e-05, eta: 0:49:30, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.7294 +2022-03-10 23:54:17,302 - davarocr - INFO - Epoch [20][470/541] lr: 2.564e-05, eta: 0:49:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.7164 +2022-03-10 23:54:18,184 - davarocr - INFO - Epoch [20][475/541] lr: 2.564e-05, eta: 0:49:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0011, grad_norm: 1.7299 +2022-03-10 23:54:19,070 - davarocr - INFO - Epoch [20][480/541] lr: 2.564e-05, eta: 0:49:27, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0013, loss: 0.0033, grad_norm: 1.8733 +2022-03-10 23:54:19,956 - davarocr - INFO - Epoch [20][485/541] lr: 2.564e-05, eta: 0:49:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0033, loss: 0.0035, grad_norm: 1.8160 +2022-03-10 23:54:20,824 - davarocr - INFO - Epoch [20][490/541] lr: 2.564e-05, eta: 0:49:25, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.7271 +2022-03-10 23:54:21,721 - davarocr - INFO - Epoch [20][495/541] lr: 2.564e-05, eta: 0:49:24, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.8154 +2022-03-10 23:54:22,609 - davarocr - INFO - Epoch [20][500/541] lr: 2.564e-05, eta: 0:49:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.7063 +2022-03-10 23:54:23,489 - davarocr - INFO - Epoch [20][505/541] lr: 2.564e-05, eta: 0:49:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.7527 +2022-03-10 23:54:24,365 - davarocr - INFO - Epoch [20][510/541] lr: 2.564e-05, eta: 0:49:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.8301 +2022-03-10 23:54:25,251 - davarocr - INFO - Epoch [20][515/541] lr: 2.564e-05, eta: 0:49:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0023, loss: 0.0028, grad_norm: 1.8213 +2022-03-10 23:54:26,155 - davarocr - INFO - Epoch [20][520/541] lr: 2.564e-05, eta: 0:49:19, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0020, loss: 0.0030, grad_norm: 1.7737 +2022-03-10 23:54:27,034 - davarocr - INFO - Epoch [20][525/541] lr: 2.564e-05, eta: 0:49:18, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7071 +2022-03-10 23:54:27,913 - davarocr - INFO - Epoch [20][530/541] lr: 2.564e-05, eta: 0:49:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0024, loss: 0.0039, grad_norm: 1.7244 +2022-03-10 23:54:28,792 - davarocr - INFO - Epoch [20][535/541] lr: 2.564e-05, eta: 0:49:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0034, loss: 0.0048, grad_norm: 1.8993 +2022-03-10 23:54:29,680 - davarocr - INFO - Epoch [20][540/541] lr: 2.564e-05, eta: 0:49:16, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.7224 +2022-03-10 23:54:43,453 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-10 23:54:43,454 - davarocr - INFO - current_metric 0.9180211386446399 is much better than previous best_metric 0.91748351452504, saving best model ! +2022-03-10 23:54:43,454 - davarocr - INFO - Saving checkpoint at epoch_20.pth +2022-03-10 23:54:45,241 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:54:45,241 - davarocr - INFO - Epoch(val) [20][541] LOC: {'precision': 0.9280575539568345, 'recall': 0.9280575539568345, 'f1-score': 0.9280575539568345}, PER: {'precision': 0.9625935162094763, 'recall': 0.9548546691403834, 'f1-score': 0.9587084756286867}, MISC: {'precision': 0.8466076696165191, 'recall': 0.8176638176638177, 'f1-score': 0.8318840579710145}, ORG: {'precision': 0.9042745334136063, 'recall': 0.9042745334136063, 'f1-score': 0.9042745334136063}, all: {'precision': 0.9210479415433969, 'recall': 0.9150141643059491, 'f1-score': 0.9180211386446399}, hmean: 0.9180 +2022-03-10 23:54:48,405 - davarocr - INFO - Epoch [21][5/541] lr: 2.500e-05, eta: 0:49:18, time: 0.628, data_time: 0.459, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7147 +2022-03-10 23:54:49,284 - davarocr - INFO - Epoch [21][10/541] lr: 2.500e-05, eta: 0:49:17, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0021, loss: 0.0028, grad_norm: 1.7556 +2022-03-10 23:54:50,159 - davarocr - INFO - Epoch [21][15/541] lr: 2.500e-05, eta: 0:49:16, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7303 +2022-03-10 23:54:51,045 - davarocr - INFO - Epoch [21][20/541] lr: 2.500e-05, eta: 0:49:15, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7136 +2022-03-10 23:54:51,919 - davarocr - INFO - Epoch [21][25/541] lr: 2.500e-05, eta: 0:49:14, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.8325 +2022-03-10 23:54:52,805 - davarocr - INFO - Epoch [21][30/541] lr: 2.500e-05, eta: 0:49:13, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0019, loss: 0.0028, grad_norm: 1.9703 +2022-03-10 23:54:53,679 - davarocr - INFO - Epoch [21][35/541] lr: 2.500e-05, eta: 0:49:12, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.7504 +2022-03-10 23:54:54,568 - davarocr - INFO - Epoch [21][40/541] lr: 2.500e-05, eta: 0:49:11, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0022, loss: 0.0027, grad_norm: 1.7948 +2022-03-10 23:54:55,447 - davarocr - INFO - Epoch [21][45/541] lr: 2.500e-05, eta: 0:49:10, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.7435 +2022-03-10 23:54:56,317 - davarocr - INFO - Epoch [21][50/541] lr: 2.500e-05, eta: 0:49:09, time: 0.174, data_time: 0.010, memory: 5192, start_loss: 0.0065, end_loss: 0.0011, loss: 0.0075, grad_norm: 2.6173 +2022-03-10 23:54:57,194 - davarocr - INFO - Epoch [21][55/541] lr: 2.500e-05, eta: 0:49:08, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2037 +2022-03-10 23:54:58,086 - davarocr - INFO - Epoch [21][60/541] lr: 2.500e-05, eta: 0:49:07, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.2098 +2022-03-10 23:54:58,964 - davarocr - INFO - Epoch [21][65/541] lr: 2.500e-05, eta: 0:49:06, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0022, end_loss: 0.0018, loss: 0.0040, grad_norm: 1.4892 +2022-03-10 23:54:59,853 - davarocr - INFO - Epoch [21][70/541] lr: 2.500e-05, eta: 0:49:05, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0045, end_loss: 0.0055, loss: 0.0099, grad_norm: 1.6725 +2022-03-10 23:55:00,744 - davarocr - INFO - Epoch [21][75/541] lr: 2.500e-05, eta: 0:49:04, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.2507 +2022-03-10 23:55:01,635 - davarocr - INFO - Epoch [21][80/541] lr: 2.500e-05, eta: 0:49:03, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0011, loss: 0.0014, grad_norm: 1.3425 +2022-03-10 23:55:02,515 - davarocr - INFO - Epoch [21][85/541] lr: 2.500e-05, eta: 0:49:02, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.2134 +2022-03-10 23:55:03,403 - davarocr - INFO - Epoch [21][90/541] lr: 2.500e-05, eta: 0:49:01, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.3284 +2022-03-10 23:55:04,288 - davarocr - INFO - Epoch [21][95/541] lr: 2.500e-05, eta: 0:49:00, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.2226 +2022-03-10 23:55:05,177 - davarocr - INFO - Epoch [21][100/541] lr: 2.500e-05, eta: 0:48:59, time: 0.178, data_time: 0.012, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.3007 +2022-03-10 23:55:06,055 - davarocr - INFO - Epoch [21][105/541] lr: 2.500e-05, eta: 0:48:58, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0014, end_loss: 0.0043, loss: 0.0057, grad_norm: 1.9366 +2022-03-10 23:55:06,940 - davarocr - INFO - Epoch [21][110/541] lr: 2.500e-05, eta: 0:48:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2977 +2022-03-10 23:55:07,820 - davarocr - INFO - Epoch [21][115/541] lr: 2.500e-05, eta: 0:48:57, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.3109 +2022-03-10 23:55:08,708 - davarocr - INFO - Epoch [21][120/541] lr: 2.500e-05, eta: 0:48:56, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0010, end_loss: 0.0020, loss: 0.0030, grad_norm: 1.4427 +2022-03-10 23:55:09,594 - davarocr - INFO - Epoch [21][125/541] lr: 2.500e-05, eta: 0:48:55, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.4321 +2022-03-10 23:55:10,470 - davarocr - INFO - Epoch [21][130/541] lr: 2.500e-05, eta: 0:48:54, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.3161 +2022-03-10 23:55:11,355 - davarocr - INFO - Epoch [21][135/541] lr: 2.500e-05, eta: 0:48:53, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3062 +2022-03-10 23:55:12,236 - davarocr - INFO - Epoch [21][140/541] lr: 2.500e-05, eta: 0:48:52, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3059 +2022-03-10 23:55:13,121 - davarocr - INFO - Epoch [21][145/541] lr: 2.500e-05, eta: 0:48:51, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.3168 +2022-03-10 23:55:14,001 - davarocr - INFO - Epoch [21][150/541] lr: 2.500e-05, eta: 0:48:50, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.5016 +2022-03-10 23:55:14,889 - davarocr - INFO - Epoch [21][155/541] lr: 2.500e-05, eta: 0:48:49, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3113 +2022-03-10 23:55:15,758 - davarocr - INFO - Epoch [21][160/541] lr: 2.500e-05, eta: 0:48:48, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0017, loss: 0.0019, grad_norm: 1.5145 +2022-03-10 23:55:16,638 - davarocr - INFO - Epoch [21][165/541] lr: 2.500e-05, eta: 0:48:47, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.3116 +2022-03-10 23:55:17,524 - davarocr - INFO - Epoch [21][170/541] lr: 2.500e-05, eta: 0:48:46, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2994 +2022-03-10 23:55:18,409 - davarocr - INFO - Epoch [21][175/541] lr: 2.500e-05, eta: 0:48:45, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0010, end_loss: 0.0016, loss: 0.0026, grad_norm: 1.5912 +2022-03-10 23:55:19,286 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:55:19,286 - davarocr - INFO - Epoch [21][180/541] lr: 2.500e-05, eta: 0:48:44, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2901 +2022-03-10 23:55:20,167 - davarocr - INFO - Epoch [21][185/541] lr: 2.500e-05, eta: 0:48:43, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0037, loss: 0.0037, grad_norm: 1.6818 +2022-03-10 23:55:21,047 - davarocr - INFO - Epoch [21][190/541] lr: 2.500e-05, eta: 0:48:42, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0026, end_loss: 0.0014, loss: 0.0039, grad_norm: 1.3804 +2022-03-10 23:55:21,937 - davarocr - INFO - Epoch [21][195/541] lr: 2.500e-05, eta: 0:48:41, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0012, grad_norm: 1.3494 +2022-03-10 23:55:22,822 - davarocr - INFO - Epoch [21][200/541] lr: 2.500e-05, eta: 0:48:40, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0014, loss: 0.0018, grad_norm: 1.3078 +2022-03-10 23:55:23,708 - davarocr - INFO - Epoch [21][205/541] lr: 2.500e-05, eta: 0:48:39, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0006, loss: 0.0018, grad_norm: 1.3045 +2022-03-10 23:55:24,589 - davarocr - INFO - Epoch [21][210/541] lr: 2.500e-05, eta: 0:48:38, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2893 +2022-03-10 23:55:25,462 - davarocr - INFO - Epoch [21][215/541] lr: 2.500e-05, eta: 0:48:37, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.3343 +2022-03-10 23:55:26,347 - davarocr - INFO - Epoch [21][220/541] lr: 2.500e-05, eta: 0:48:37, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0031, loss: 0.0051, grad_norm: 1.3093 +2022-03-10 23:55:27,271 - davarocr - INFO - Epoch [21][225/541] lr: 2.500e-05, eta: 0:48:36, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0047, loss: 0.0047, grad_norm: 1.3341 +2022-03-10 23:55:28,223 - davarocr - INFO - Epoch [21][230/541] lr: 2.500e-05, eta: 0:48:35, time: 0.191, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2969 +2022-03-10 23:55:29,168 - davarocr - INFO - Epoch [21][235/541] lr: 2.500e-05, eta: 0:48:34, time: 0.189, data_time: 0.011, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0015, grad_norm: 1.4486 +2022-03-10 23:55:30,091 - davarocr - INFO - Epoch [21][240/541] lr: 2.500e-05, eta: 0:48:33, time: 0.187, data_time: 0.011, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.3139 +2022-03-10 23:55:30,975 - davarocr - INFO - Epoch [21][245/541] lr: 2.500e-05, eta: 0:48:32, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3008 +2022-03-10 23:55:31,855 - davarocr - INFO - Epoch [21][250/541] lr: 2.500e-05, eta: 0:48:31, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0016, end_loss: 0.0016, loss: 0.0032, grad_norm: 1.3567 +2022-03-10 23:55:32,735 - davarocr - INFO - Epoch [21][255/541] lr: 2.500e-05, eta: 0:48:30, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2974 +2022-03-10 23:55:33,619 - davarocr - INFO - Epoch [21][260/541] lr: 2.500e-05, eta: 0:48:29, time: 0.177, data_time: 0.012, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2978 +2022-03-10 23:55:34,510 - davarocr - INFO - Epoch [21][265/541] lr: 2.500e-05, eta: 0:48:28, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3272 +2022-03-10 23:55:35,401 - davarocr - INFO - Epoch [21][270/541] lr: 2.500e-05, eta: 0:48:27, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.3422 +2022-03-10 23:55:36,287 - davarocr - INFO - Epoch [21][275/541] lr: 2.500e-05, eta: 0:48:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0066, loss: 0.0072, grad_norm: 1.4040 +2022-03-10 23:55:37,179 - davarocr - INFO - Epoch [21][280/541] lr: 2.500e-05, eta: 0:48:25, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.3119 +2022-03-10 23:55:38,077 - davarocr - INFO - Epoch [21][285/541] lr: 2.500e-05, eta: 0:48:25, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0018, end_loss: 0.0008, loss: 0.0027, grad_norm: 1.3620 +2022-03-10 23:55:38,989 - davarocr - INFO - Epoch [21][290/541] lr: 2.500e-05, eta: 0:48:24, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.5280 +2022-03-10 23:55:39,933 - davarocr - INFO - Epoch [21][295/541] lr: 2.500e-05, eta: 0:48:23, time: 0.189, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.3428 +2022-03-10 23:55:40,854 - davarocr - INFO - Epoch [21][300/541] lr: 2.500e-05, eta: 0:48:22, time: 0.185, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.6033 +2022-03-10 23:55:41,727 - davarocr - INFO - Epoch [21][305/541] lr: 2.500e-05, eta: 0:48:21, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3350 +2022-03-10 23:55:42,619 - davarocr - INFO - Epoch [21][310/541] lr: 2.500e-05, eta: 0:48:20, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.3619 +2022-03-10 23:55:43,522 - davarocr - INFO - Epoch [21][315/541] lr: 2.500e-05, eta: 0:48:19, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.3470 +2022-03-10 23:55:44,399 - davarocr - INFO - Epoch [21][320/541] lr: 2.500e-05, eta: 0:48:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0021, loss: 0.0032, grad_norm: 1.4328 +2022-03-10 23:55:45,288 - davarocr - INFO - Epoch [21][325/541] lr: 2.500e-05, eta: 0:48:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0031, loss: 0.0047, grad_norm: 1.4568 +2022-03-10 23:55:46,178 - davarocr - INFO - Epoch [21][330/541] lr: 2.500e-05, eta: 0:48:16, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0005, loss: 0.0027, grad_norm: 1.3467 +2022-03-10 23:55:47,063 - davarocr - INFO - Epoch [21][335/541] lr: 2.500e-05, eta: 0:48:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.3520 +2022-03-10 23:55:47,954 - davarocr - INFO - Epoch [21][340/541] lr: 2.500e-05, eta: 0:48:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.3487 +2022-03-10 23:55:48,840 - davarocr - INFO - Epoch [21][345/541] lr: 2.500e-05, eta: 0:48:13, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.3503 +2022-03-10 23:55:49,735 - davarocr - INFO - Epoch [21][350/541] lr: 2.500e-05, eta: 0:48:12, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0019, loss: 0.0038, grad_norm: 1.8490 +2022-03-10 23:55:50,624 - davarocr - INFO - Epoch [21][355/541] lr: 2.500e-05, eta: 0:48:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3802 +2022-03-10 23:55:51,504 - davarocr - INFO - Epoch [21][360/541] lr: 2.500e-05, eta: 0:48:11, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0027, grad_norm: 1.4642 +2022-03-10 23:55:52,401 - davarocr - INFO - Epoch [21][365/541] lr: 2.500e-05, eta: 0:48:10, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0039, loss: 0.0052, grad_norm: 1.4967 +2022-03-10 23:55:53,295 - davarocr - INFO - Epoch [21][370/541] lr: 2.500e-05, eta: 0:48:09, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0034, loss: 0.0067, grad_norm: 1.4954 +2022-03-10 23:55:54,183 - davarocr - INFO - Epoch [21][375/541] lr: 2.500e-05, eta: 0:48:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3536 +2022-03-10 23:55:55,068 - davarocr - INFO - Epoch [21][380/541] lr: 2.500e-05, eta: 0:48:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0006, loss: 0.0017, grad_norm: 1.3739 +2022-03-10 23:55:55,958 - davarocr - INFO - Epoch [21][385/541] lr: 2.500e-05, eta: 0:48:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3588 +2022-03-10 23:55:56,850 - davarocr - INFO - Epoch [21][390/541] lr: 2.500e-05, eta: 0:48:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.3659 +2022-03-10 23:55:57,741 - davarocr - INFO - Epoch [21][395/541] lr: 2.500e-05, eta: 0:48:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.3619 +2022-03-10 23:55:58,626 - davarocr - INFO - Epoch [21][400/541] lr: 2.500e-05, eta: 0:48:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.3627 +2022-03-10 23:55:59,520 - davarocr - INFO - Epoch [21][405/541] lr: 2.500e-05, eta: 0:48:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3842 +2022-03-10 23:56:00,420 - davarocr - INFO - Epoch [21][410/541] lr: 2.500e-05, eta: 0:48:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.4254 +2022-03-10 23:56:01,324 - davarocr - INFO - Epoch [21][415/541] lr: 2.500e-05, eta: 0:48:00, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3723 +2022-03-10 23:56:02,236 - davarocr - INFO - Epoch [21][420/541] lr: 2.500e-05, eta: 0:47:59, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0002, loss: 0.0019, grad_norm: 1.3828 +2022-03-10 23:56:03,126 - davarocr - INFO - Epoch [21][425/541] lr: 2.500e-05, eta: 0:47:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.4300 +2022-03-10 23:56:04,009 - davarocr - INFO - Epoch [21][430/541] lr: 2.500e-05, eta: 0:47:57, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.4388 +2022-03-10 23:56:04,894 - davarocr - INFO - Epoch [21][435/541] lr: 2.500e-05, eta: 0:47:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0037, loss: 0.0071, grad_norm: 1.4189 +2022-03-10 23:56:05,776 - davarocr - INFO - Epoch [21][440/541] lr: 2.500e-05, eta: 0:47:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3730 +2022-03-10 23:56:06,656 - davarocr - INFO - Epoch [21][445/541] lr: 2.500e-05, eta: 0:47:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.3847 +2022-03-10 23:56:07,543 - davarocr - INFO - Epoch [21][450/541] lr: 2.500e-05, eta: 0:47:54, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0023, end_loss: 0.0075, loss: 0.0098, grad_norm: 1.8310 +2022-03-10 23:56:08,427 - davarocr - INFO - Epoch [21][455/541] lr: 2.500e-05, eta: 0:47:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.4314 +2022-03-10 23:56:09,313 - davarocr - INFO - Epoch [21][460/541] lr: 2.500e-05, eta: 0:47:52, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.3690 +2022-03-10 23:56:10,198 - davarocr - INFO - Epoch [21][465/541] lr: 2.500e-05, eta: 0:47:51, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0026, end_loss: 0.0026, loss: 0.0051, grad_norm: 1.5374 +2022-03-10 23:56:11,075 - davarocr - INFO - Epoch [21][470/541] lr: 2.500e-05, eta: 0:47:50, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.4098 +2022-03-10 23:56:11,958 - davarocr - INFO - Epoch [21][475/541] lr: 2.500e-05, eta: 0:47:49, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0024, loss: 0.0034, grad_norm: 1.4154 +2022-03-10 23:56:12,841 - davarocr - INFO - Epoch [21][480/541] lr: 2.500e-05, eta: 0:47:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.5266 +2022-03-10 23:56:13,721 - davarocr - INFO - Epoch [21][485/541] lr: 2.500e-05, eta: 0:47:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.4027 +2022-03-10 23:56:14,601 - davarocr - INFO - Epoch [21][490/541] lr: 2.500e-05, eta: 0:47:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3962 +2022-03-10 23:56:15,484 - davarocr - INFO - Epoch [21][495/541] lr: 2.500e-05, eta: 0:47:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.4615 +2022-03-10 23:56:16,364 - davarocr - INFO - Epoch [21][500/541] lr: 2.500e-05, eta: 0:47:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4120 +2022-03-10 23:56:17,253 - davarocr - INFO - Epoch [21][505/541] lr: 2.500e-05, eta: 0:47:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4612 +2022-03-10 23:56:18,158 - davarocr - INFO - Epoch [21][510/541] lr: 2.500e-05, eta: 0:47:42, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3995 +2022-03-10 23:56:19,038 - davarocr - INFO - Epoch [21][515/541] lr: 2.500e-05, eta: 0:47:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0014, grad_norm: 1.4212 +2022-03-10 23:56:19,930 - davarocr - INFO - Epoch [21][520/541] lr: 2.500e-05, eta: 0:47:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4752 +2022-03-10 23:56:20,807 - davarocr - INFO - Epoch [21][525/541] lr: 2.500e-05, eta: 0:47:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0040, loss: 0.0051, grad_norm: 1.7808 +2022-03-10 23:56:21,688 - davarocr - INFO - Epoch [21][530/541] lr: 2.500e-05, eta: 0:47:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.4361 +2022-03-10 23:56:22,573 - davarocr - INFO - Epoch [21][535/541] lr: 2.500e-05, eta: 0:47:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.4790 +2022-03-10 23:56:23,470 - davarocr - INFO - Epoch [21][540/541] lr: 2.500e-05, eta: 0:47:37, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.4266 +2022-03-10 23:56:37,415 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-10 23:56:37,416 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:56:37,417 - davarocr - INFO - Epoch(val) [21][541] LOC: {'precision': 0.954915466499687, 'recall': 0.9142685851318945, 'f1-score': 0.9341500765696784}, PER: {'precision': 0.9534028203556101, 'recall': 0.9616573902288188, 'f1-score': 0.9575123152709359}, MISC: {'precision': 0.8376811594202899, 'recall': 0.8233618233618234, 'f1-score': 0.8304597701149427}, ORG: {'precision': 0.8840665873959572, 'recall': 0.8952438290186635, 'f1-score': 0.8896201017050553}, all: {'precision': 0.91875, 'recall': 0.9109419263456091, 'f1-score': 0.9148293029871977}, hmean: 0.9148 +2022-03-10 23:56:40,770 - davarocr - INFO - Epoch [22][5/541] lr: 2.439e-05, eta: 0:47:39, time: 0.670, data_time: 0.489, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.4196 +2022-03-10 23:56:41,672 - davarocr - INFO - Epoch [22][10/541] lr: 2.439e-05, eta: 0:47:38, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.4322 +2022-03-10 23:56:42,570 - davarocr - INFO - Epoch [22][15/541] lr: 2.439e-05, eta: 0:47:37, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.4547 +2022-03-10 23:56:43,461 - davarocr - INFO - Epoch [22][20/541] lr: 2.439e-05, eta: 0:47:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4161 +2022-03-10 23:56:44,345 - davarocr - INFO - Epoch [22][25/541] lr: 2.439e-05, eta: 0:47:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4164 +2022-03-10 23:56:45,225 - davarocr - INFO - Epoch [22][30/541] lr: 2.439e-05, eta: 0:47:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0015, loss: 0.0051, grad_norm: 1.8525 +2022-03-10 23:56:46,095 - davarocr - INFO - Epoch [22][35/541] lr: 2.439e-05, eta: 0:47:33, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4469 +2022-03-10 23:56:46,990 - davarocr - INFO - Epoch [22][40/541] lr: 2.439e-05, eta: 0:47:32, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0017, loss: 0.0029, grad_norm: 1.6019 +2022-03-10 23:56:47,867 - davarocr - INFO - Epoch [22][45/541] lr: 2.439e-05, eta: 0:47:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0009, loss: 0.0034, grad_norm: 1.7063 +2022-03-10 23:56:48,754 - davarocr - INFO - Epoch [22][50/541] lr: 2.439e-05, eta: 0:47:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0007, loss: 0.0022, grad_norm: 1.5219 +2022-03-10 23:56:49,644 - davarocr - INFO - Epoch [22][55/541] lr: 2.439e-05, eta: 0:47:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.4530 +2022-03-10 23:56:50,535 - davarocr - INFO - Epoch [22][60/541] lr: 2.439e-05, eta: 0:47:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0065, loss: 0.0102, grad_norm: 1.6423 +2022-03-10 23:56:51,434 - davarocr - INFO - Epoch [22][65/541] lr: 2.439e-05, eta: 0:47:27, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.4466 +2022-03-10 23:56:52,317 - davarocr - INFO - Epoch [22][70/541] lr: 2.439e-05, eta: 0:47:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.4478 +2022-03-10 23:56:53,202 - davarocr - INFO - Epoch [22][75/541] lr: 2.439e-05, eta: 0:47:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.4480 +2022-03-10 23:56:54,079 - davarocr - INFO - Epoch [22][80/541] lr: 2.439e-05, eta: 0:47:24, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.5196 +2022-03-10 23:56:54,960 - davarocr - INFO - Epoch [22][85/541] lr: 2.439e-05, eta: 0:47:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 1.4936 +2022-03-10 23:56:55,855 - davarocr - INFO - Epoch [22][90/541] lr: 2.439e-05, eta: 0:47:23, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4760 +2022-03-10 23:56:56,737 - davarocr - INFO - Epoch [22][95/541] lr: 2.439e-05, eta: 0:47:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.5010 +2022-03-10 23:56:57,636 - davarocr - INFO - Epoch [22][100/541] lr: 2.439e-05, eta: 0:47:21, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.4619 +2022-03-10 23:56:58,540 - davarocr - INFO - Epoch [22][105/541] lr: 2.439e-05, eta: 0:47:20, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0045, loss: 0.0103, grad_norm: 2.2925 +2022-03-10 23:56:59,426 - davarocr - INFO - Epoch [22][110/541] lr: 2.439e-05, eta: 0:47:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 1.6730 +2022-03-10 23:57:00,315 - davarocr - INFO - Epoch [22][115/541] lr: 2.439e-05, eta: 0:47:18, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.6121 +2022-03-10 23:57:01,198 - davarocr - INFO - Epoch [22][120/541] lr: 2.439e-05, eta: 0:47:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0013, loss: 0.0021, grad_norm: 1.6440 +2022-03-10 23:57:02,083 - davarocr - INFO - Epoch [22][125/541] lr: 2.439e-05, eta: 0:47:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0001, loss: 0.0018, grad_norm: 1.9482 +2022-03-10 23:57:02,968 - davarocr - INFO - Epoch [22][130/541] lr: 2.439e-05, eta: 0:47:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.5966 +2022-03-10 23:57:03,850 - davarocr - INFO - Epoch [22][135/541] lr: 2.439e-05, eta: 0:47:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0037, end_loss: 0.0033, loss: 0.0070, grad_norm: 1.9714 +2022-03-10 23:57:04,740 - davarocr - INFO - Epoch [22][140/541] lr: 2.439e-05, eta: 0:47:13, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5947 +2022-03-10 23:57:05,630 - davarocr - INFO - Epoch [22][145/541] lr: 2.439e-05, eta: 0:47:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.6325 +2022-03-10 23:57:06,511 - davarocr - INFO - Epoch [22][150/541] lr: 2.439e-05, eta: 0:47:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0019, loss: 0.0031, grad_norm: 1.7001 +2022-03-10 23:57:07,397 - davarocr - INFO - Epoch [22][155/541] lr: 2.439e-05, eta: 0:47:10, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.6171 +2022-03-10 23:57:08,285 - davarocr - INFO - Epoch [22][160/541] lr: 2.439e-05, eta: 0:47:09, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.6899 +2022-03-10 23:57:09,169 - davarocr - INFO - Epoch [22][165/541] lr: 2.439e-05, eta: 0:47:08, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0039, end_loss: 0.0043, loss: 0.0082, grad_norm: 1.7920 +2022-03-10 23:57:10,065 - davarocr - INFO - Epoch [22][170/541] lr: 2.439e-05, eta: 0:47:08, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.7228 +2022-03-10 23:57:10,943 - davarocr - INFO - Epoch [22][175/541] lr: 2.439e-05, eta: 0:47:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6143 +2022-03-10 23:57:11,842 - davarocr - INFO - Epoch [22][180/541] lr: 2.439e-05, eta: 0:47:06, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.6206 +2022-03-10 23:57:12,715 - davarocr - INFO - Epoch [22][185/541] lr: 2.439e-05, eta: 0:47:05, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0012, loss: 0.0029, grad_norm: 1.7460 +2022-03-10 23:57:13,594 - davarocr - INFO - Epoch [22][190/541] lr: 2.439e-05, eta: 0:47:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.6484 +2022-03-10 23:57:14,467 - davarocr - INFO - Epoch [22][195/541] lr: 2.439e-05, eta: 0:47:03, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.6259 +2022-03-10 23:57:15,358 - davarocr - INFO - Epoch [22][200/541] lr: 2.439e-05, eta: 0:47:02, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6217 +2022-03-10 23:57:16,232 - davarocr - INFO - Epoch [22][205/541] lr: 2.439e-05, eta: 0:47:01, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6214 +2022-03-10 23:57:17,106 - davarocr - INFO - Epoch [22][210/541] lr: 2.439e-05, eta: 0:47:00, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.6748 +2022-03-10 23:57:17,992 - davarocr - INFO - Epoch [22][215/541] lr: 2.439e-05, eta: 0:46:59, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6144 +2022-03-10 23:57:18,875 - davarocr - INFO - Epoch [22][220/541] lr: 2.439e-05, eta: 0:46:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.6859 +2022-03-10 23:57:19,756 - davarocr - INFO - Epoch [22][225/541] lr: 2.439e-05, eta: 0:46:57, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6088 +2022-03-10 23:57:20,635 - davarocr - INFO - Epoch [22][230/541] lr: 2.439e-05, eta: 0:46:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0015, loss: 0.0018, grad_norm: 1.6400 +2022-03-10 23:57:21,509 - davarocr - INFO - Epoch [22][235/541] lr: 2.439e-05, eta: 0:46:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.6143 +2022-03-10 23:57:22,386 - davarocr - INFO - Epoch [22][240/541] lr: 2.439e-05, eta: 0:46:54, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.6413 +2022-03-10 23:57:23,274 - davarocr - INFO - Epoch [22][245/541] lr: 2.439e-05, eta: 0:46:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.7007 +2022-03-10 23:57:24,150 - davarocr - INFO - Epoch [22][250/541] lr: 2.439e-05, eta: 0:46:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6088 +2022-03-10 23:57:25,040 - davarocr - INFO - Epoch [22][255/541] lr: 2.439e-05, eta: 0:46:51, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0013, grad_norm: 1.6114 +2022-03-10 23:57:25,915 - davarocr - INFO - Epoch [22][260/541] lr: 2.439e-05, eta: 0:46:50, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.7646 +2022-03-10 23:57:26,796 - davarocr - INFO - Epoch [22][265/541] lr: 2.439e-05, eta: 0:46:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0038, end_loss: 0.0050, loss: 0.0089, grad_norm: 1.8149 +2022-03-10 23:57:27,679 - davarocr - INFO - Epoch [22][270/541] lr: 2.439e-05, eta: 0:46:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0006, loss: 0.0025, grad_norm: 1.6585 +2022-03-10 23:57:28,565 - davarocr - INFO - Epoch [22][275/541] lr: 2.439e-05, eta: 0:46:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0037, loss: 0.0052, grad_norm: 1.8213 +2022-03-10 23:57:29,449 - davarocr - INFO - Epoch [22][280/541] lr: 2.439e-05, eta: 0:46:47, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0020, loss: 0.0027, grad_norm: 1.7278 +2022-03-10 23:57:30,343 - davarocr - INFO - Epoch [22][285/541] lr: 2.439e-05, eta: 0:46:46, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0024, loss: 0.0037, grad_norm: 1.7227 +2022-03-10 23:57:31,252 - davarocr - INFO - Epoch [22][290/541] lr: 2.439e-05, eta: 0:46:45, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 1.6396 +2022-03-10 23:57:32,162 - davarocr - INFO - Epoch [22][295/541] lr: 2.439e-05, eta: 0:46:44, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.7436 +2022-03-10 23:57:33,072 - davarocr - INFO - Epoch [22][300/541] lr: 2.439e-05, eta: 0:46:43, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5704 +2022-03-10 23:57:33,981 - davarocr - INFO - Epoch [22][305/541] lr: 2.439e-05, eta: 0:46:42, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.5765 +2022-03-10 23:57:34,900 - davarocr - INFO - Epoch [22][310/541] lr: 2.439e-05, eta: 0:46:41, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5728 +2022-03-10 23:57:35,804 - davarocr - INFO - Epoch [22][315/541] lr: 2.439e-05, eta: 0:46:40, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5702 +2022-03-10 23:57:36,714 - davarocr - INFO - Epoch [22][320/541] lr: 2.439e-05, eta: 0:46:39, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5782 +2022-03-10 23:57:37,622 - davarocr - INFO - Epoch [22][325/541] lr: 2.439e-05, eta: 0:46:38, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5781 +2022-03-10 23:57:38,527 - davarocr - INFO - Epoch [22][330/541] lr: 2.439e-05, eta: 0:46:37, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0056, loss: 0.0058, grad_norm: 1.6720 +2022-03-10 23:57:39,427 - davarocr - INFO - Epoch [22][335/541] lr: 2.439e-05, eta: 0:46:36, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5812 +2022-03-10 23:57:40,334 - davarocr - INFO - Epoch [22][340/541] lr: 2.439e-05, eta: 0:46:36, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5810 +2022-03-10 23:57:41,263 - davarocr - INFO - Epoch [22][345/541] lr: 2.439e-05, eta: 0:46:35, time: 0.186, data_time: 0.014, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.6507 +2022-03-10 23:57:42,163 - davarocr - INFO - Epoch [22][350/541] lr: 2.439e-05, eta: 0:46:34, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6043 +2022-03-10 23:57:43,075 - davarocr - INFO - Epoch [22][355/541] lr: 2.439e-05, eta: 0:46:33, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0020, loss: 0.0021, grad_norm: 1.8130 +2022-03-10 23:57:43,981 - davarocr - INFO - Epoch [22][360/541] lr: 2.439e-05, eta: 0:46:32, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6191 +2022-03-10 23:57:44,893 - davarocr - INFO - Epoch [22][365/541] lr: 2.439e-05, eta: 0:46:31, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.6823 +2022-03-10 23:57:45,803 - davarocr - INFO - Epoch [22][370/541] lr: 2.439e-05, eta: 0:46:30, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6300 +2022-03-10 23:57:46,731 - davarocr - INFO - Epoch [22][375/541] lr: 2.439e-05, eta: 0:46:29, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0033, end_loss: 0.0048, loss: 0.0081, grad_norm: 1.9663 +2022-03-10 23:57:47,669 - davarocr - INFO - Epoch [22][380/541] lr: 2.439e-05, eta: 0:46:28, time: 0.188, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.6622 +2022-03-10 23:57:48,608 - davarocr - INFO - Epoch [22][385/541] lr: 2.439e-05, eta: 0:46:27, time: 0.188, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.6318 +2022-03-10 23:57:49,556 - davarocr - INFO - Epoch [22][390/541] lr: 2.439e-05, eta: 0:46:27, time: 0.190, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.6555 +2022-03-10 23:57:50,501 - davarocr - INFO - Epoch [22][395/541] lr: 2.439e-05, eta: 0:46:26, time: 0.189, data_time: 0.011, memory: 5192, start_loss: 0.0030, end_loss: 0.0006, loss: 0.0037, grad_norm: 1.9649 +2022-03-10 23:57:51,425 - davarocr - INFO - Epoch [22][400/541] lr: 2.439e-05, eta: 0:46:25, time: 0.185, data_time: 0.011, memory: 5192, start_loss: 0.0004, end_loss: 0.0030, loss: 0.0034, grad_norm: 1.7185 +2022-03-10 23:57:52,326 - davarocr - INFO - Epoch [22][405/541] lr: 2.439e-05, eta: 0:46:24, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.6310 +2022-03-10 23:57:53,212 - davarocr - INFO - Epoch [22][410/541] lr: 2.439e-05, eta: 0:46:23, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.6294 +2022-03-10 23:57:54,100 - davarocr - INFO - Epoch [22][415/541] lr: 2.439e-05, eta: 0:46:22, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0059, loss: 0.0069, grad_norm: 1.8740 +2022-03-10 23:57:54,992 - davarocr - INFO - Epoch [22][420/541] lr: 2.439e-05, eta: 0:46:21, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0050, end_loss: 0.0013, loss: 0.0063, grad_norm: 2.0556 +2022-03-10 23:57:55,869 - davarocr - INFO - Epoch [22][425/541] lr: 2.439e-05, eta: 0:46:20, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6736 +2022-03-10 23:57:56,747 - davarocr - INFO - Epoch [22][430/541] lr: 2.439e-05, eta: 0:46:19, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0034, end_loss: 0.0093, loss: 0.0127, grad_norm: 1.8915 +2022-03-10 23:57:57,653 - davarocr - INFO - Epoch [22][435/541] lr: 2.439e-05, eta: 0:46:18, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0033, end_loss: 0.0051, loss: 0.0084, grad_norm: 1.8632 +2022-03-10 23:57:58,534 - davarocr - INFO - Epoch [22][440/541] lr: 2.439e-05, eta: 0:46:17, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0028, end_loss: 0.0049, loss: 0.0077, grad_norm: 1.8929 +2022-03-10 23:57:59,414 - davarocr - INFO - Epoch [22][445/541] lr: 2.439e-05, eta: 0:46:16, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0006, loss: 0.0012, grad_norm: 1.7414 +2022-03-10 23:58:00,288 - davarocr - INFO - Epoch [22][450/541] lr: 2.439e-05, eta: 0:46:15, time: 0.175, data_time: 0.011, memory: 5192, start_loss: 0.0036, end_loss: 0.0001, loss: 0.0037, grad_norm: 1.7291 +2022-03-10 23:58:01,165 - davarocr - INFO - Epoch [22][455/541] lr: 2.439e-05, eta: 0:46:14, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0011, grad_norm: 1.7189 +2022-03-10 23:58:02,039 - davarocr - INFO - Epoch [22][460/541] lr: 2.439e-05, eta: 0:46:14, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0017, grad_norm: 1.7084 +2022-03-10 23:58:02,917 - davarocr - INFO - Epoch [22][465/541] lr: 2.439e-05, eta: 0:46:13, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.7205 +2022-03-10 23:58:03,803 - davarocr - INFO - Epoch [22][470/541] lr: 2.439e-05, eta: 0:46:12, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.7089 +2022-03-10 23:58:04,689 - davarocr - INFO - Epoch [22][475/541] lr: 2.439e-05, eta: 0:46:11, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.7917 +2022-03-10 23:58:05,565 - davarocr - INFO - Epoch [22][480/541] lr: 2.439e-05, eta: 0:46:10, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0029, loss: 0.0035, grad_norm: 1.8185 +2022-03-10 23:58:06,450 - davarocr - INFO - Epoch [22][485/541] lr: 2.439e-05, eta: 0:46:09, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.7040 +2022-03-10 23:58:07,332 - davarocr - INFO - Epoch [22][490/541] lr: 2.439e-05, eta: 0:46:08, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0018, end_loss: 0.0007, loss: 0.0025, grad_norm: 1.7381 +2022-03-10 23:58:08,220 - davarocr - INFO - Epoch [22][495/541] lr: 2.439e-05, eta: 0:46:07, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6899 +2022-03-10 23:58:09,090 - davarocr - INFO - Epoch [22][500/541] lr: 2.439e-05, eta: 0:46:06, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6905 +2022-03-10 23:58:09,960 - davarocr - INFO - Epoch [22][505/541] lr: 2.439e-05, eta: 0:46:05, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6905 +2022-03-10 23:58:10,851 - davarocr - INFO - Epoch [22][510/541] lr: 2.439e-05, eta: 0:46:04, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 2.0062 +2022-03-10 23:58:11,731 - davarocr - INFO - Epoch [22][515/541] lr: 2.439e-05, eta: 0:46:03, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0029, end_loss: 0.0001, loss: 0.0030, grad_norm: 1.8208 +2022-03-10 23:58:12,617 - davarocr - INFO - Epoch [22][520/541] lr: 2.439e-05, eta: 0:46:02, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.8120 +2022-03-10 23:58:13,501 - davarocr - INFO - Epoch [22][525/541] lr: 2.439e-05, eta: 0:46:01, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0033, end_loss: 0.0032, loss: 0.0066, grad_norm: 1.9646 +2022-03-10 23:58:14,379 - davarocr - INFO - Epoch [22][530/541] lr: 2.439e-05, eta: 0:46:00, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.7825 +2022-03-10 23:58:15,266 - davarocr - INFO - Epoch [22][535/541] lr: 2.439e-05, eta: 0:45:59, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.7947 +2022-03-10 23:58:16,143 - davarocr - INFO - Epoch [22][540/541] lr: 2.439e-05, eta: 0:45:58, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0016, end_loss: 0.0042, loss: 0.0057, grad_norm: 1.7524 +2022-03-10 23:58:30,484 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-10 23:58:30,485 - davarocr - INFO - Exp name: bert_span.py +2022-03-10 23:58:30,485 - davarocr - INFO - Epoch(val) [22][541] LOC: {'precision': 0.9388619854721549, 'recall': 0.9298561151079137, 'f1-score': 0.9343373493975904}, PER: {'precision': 0.9515931372549019, 'recall': 0.9604205318491033, 'f1-score': 0.9559864573714989}, MISC: {'precision': 0.8297258297258298, 'recall': 0.8190883190883191, 'f1-score': 0.8243727598566309}, ORG: {'precision': 0.8913301662707839, 'recall': 0.9036724864539434, 'f1-score': 0.8974588938714498}, all: {'precision': 0.9150326797385621, 'recall': 0.9171388101983002, 'f1-score': 0.916084534441595}, hmean: 0.9161 +2022-03-10 23:58:34,037 - davarocr - INFO - Epoch [23][5/541] lr: 2.381e-05, eta: 0:46:00, time: 0.709, data_time: 0.509, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.7281 +2022-03-10 23:58:34,930 - davarocr - INFO - Epoch [23][10/541] lr: 2.381e-05, eta: 0:45:59, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7350 +2022-03-10 23:58:35,810 - davarocr - INFO - Epoch [23][15/541] lr: 2.381e-05, eta: 0:45:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7258 +2022-03-10 23:58:36,687 - davarocr - INFO - Epoch [23][20/541] lr: 2.381e-05, eta: 0:45:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7257 +2022-03-10 23:58:37,580 - davarocr - INFO - Epoch [23][25/541] lr: 2.381e-05, eta: 0:45:57, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.7235 +2022-03-10 23:58:38,471 - davarocr - INFO - Epoch [23][30/541] lr: 2.381e-05, eta: 0:45:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0018, loss: 0.0031, grad_norm: 1.7503 +2022-03-10 23:58:39,352 - davarocr - INFO - Epoch [23][35/541] lr: 2.381e-05, eta: 0:45:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.7343 +2022-03-10 23:58:40,233 - davarocr - INFO - Epoch [23][40/541] lr: 2.381e-05, eta: 0:45:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0028, loss: 0.0028, grad_norm: 1.7304 +2022-03-10 23:58:41,114 - davarocr - INFO - Epoch [23][45/541] lr: 2.381e-05, eta: 0:45:53, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.7284 +2022-03-10 23:58:41,988 - davarocr - INFO - Epoch [23][50/541] lr: 2.381e-05, eta: 0:45:52, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7284 +2022-03-10 23:58:42,868 - davarocr - INFO - Epoch [23][55/541] lr: 2.381e-05, eta: 0:45:51, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7334 +2022-03-10 23:58:43,750 - davarocr - INFO - Epoch [23][60/541] lr: 2.381e-05, eta: 0:45:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.7416 +2022-03-10 23:58:44,627 - davarocr - INFO - Epoch [23][65/541] lr: 2.381e-05, eta: 0:45:49, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.7335 +2022-03-10 23:58:45,506 - davarocr - INFO - Epoch [23][70/541] lr: 2.381e-05, eta: 0:45:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7310 +2022-03-10 23:58:46,383 - davarocr - INFO - Epoch [23][75/541] lr: 2.381e-05, eta: 0:45:47, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7324 +2022-03-10 23:58:47,275 - davarocr - INFO - Epoch [23][80/541] lr: 2.381e-05, eta: 0:45:46, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.7319 +2022-03-10 23:58:48,169 - davarocr - INFO - Epoch [23][85/541] lr: 2.381e-05, eta: 0:45:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.7390 +2022-03-10 23:58:49,055 - davarocr - INFO - Epoch [23][90/541] lr: 2.381e-05, eta: 0:45:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.7672 +2022-03-10 23:58:49,938 - davarocr - INFO - Epoch [23][95/541] lr: 2.381e-05, eta: 0:45:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.7436 +2022-03-10 23:58:50,814 - davarocr - INFO - Epoch [23][100/541] lr: 2.381e-05, eta: 0:45:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.8192 +2022-03-10 23:58:51,693 - davarocr - INFO - Epoch [23][105/541] lr: 2.381e-05, eta: 0:45:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.7281 +2022-03-10 23:58:52,583 - davarocr - INFO - Epoch [23][110/541] lr: 2.381e-05, eta: 0:45:40, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.7131 +2022-03-10 23:58:53,466 - davarocr - INFO - Epoch [23][115/541] lr: 2.381e-05, eta: 0:45:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0018, loss: 0.0039, grad_norm: 1.9826 +2022-03-10 23:58:54,350 - davarocr - INFO - Epoch [23][120/541] lr: 2.381e-05, eta: 0:45:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0014, loss: 0.0027, grad_norm: 2.2950 +2022-03-10 23:58:55,237 - davarocr - INFO - Epoch [23][125/541] lr: 2.381e-05, eta: 0:45:38, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.7679 +2022-03-10 23:58:56,121 - davarocr - INFO - Epoch [23][130/541] lr: 2.381e-05, eta: 0:45:37, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.7703 +2022-03-10 23:58:57,003 - davarocr - INFO - Epoch [23][135/541] lr: 2.381e-05, eta: 0:45:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0006, loss: 0.0022, grad_norm: 1.8755 +2022-03-10 23:58:57,884 - davarocr - INFO - Epoch [23][140/541] lr: 2.381e-05, eta: 0:45:35, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0035, end_loss: 0.0005, loss: 0.0040, grad_norm: 1.8064 +2022-03-10 23:58:58,765 - davarocr - INFO - Epoch [23][145/541] lr: 2.381e-05, eta: 0:45:34, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0032, end_loss: 0.0028, loss: 0.0060, grad_norm: 2.6125 +2022-03-10 23:58:59,646 - davarocr - INFO - Epoch [23][150/541] lr: 2.381e-05, eta: 0:45:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0001, loss: 0.0016, grad_norm: 1.7908 +2022-03-10 23:59:00,530 - davarocr - INFO - Epoch [23][155/541] lr: 2.381e-05, eta: 0:45:32, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.7861 +2022-03-10 23:59:01,416 - davarocr - INFO - Epoch [23][160/541] lr: 2.381e-05, eta: 0:45:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.8322 +2022-03-10 23:59:02,296 - davarocr - INFO - Epoch [23][165/541] lr: 2.381e-05, eta: 0:45:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0022, loss: 0.0026, grad_norm: 1.8943 +2022-03-10 23:59:03,186 - davarocr - INFO - Epoch [23][170/541] lr: 2.381e-05, eta: 0:45:29, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7975 +2022-03-10 23:59:04,069 - davarocr - INFO - Epoch [23][175/541] lr: 2.381e-05, eta: 0:45:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0014, loss: 0.0020, grad_norm: 2.0238 +2022-03-10 23:59:04,953 - davarocr - INFO - Epoch [23][180/541] lr: 2.381e-05, eta: 0:45:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0015, loss: 0.0021, grad_norm: 1.9028 +2022-03-10 23:59:05,838 - davarocr - INFO - Epoch [23][185/541] lr: 2.381e-05, eta: 0:45:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0022, loss: 0.0036, grad_norm: 1.9035 +2022-03-10 23:59:06,728 - davarocr - INFO - Epoch [23][190/541] lr: 2.381e-05, eta: 0:45:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0009, loss: 0.0016, grad_norm: 2.0049 +2022-03-10 23:59:07,618 - davarocr - INFO - Epoch [23][195/541] lr: 2.381e-05, eta: 0:45:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.8723 +2022-03-10 23:59:08,501 - davarocr - INFO - Epoch [23][200/541] lr: 2.381e-05, eta: 0:45:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.8325 +2022-03-10 23:59:09,378 - davarocr - INFO - Epoch [23][205/541] lr: 2.381e-05, eta: 0:45:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0018, loss: 0.0053, grad_norm: 2.2372 +2022-03-10 23:59:10,263 - davarocr - INFO - Epoch [23][210/541] lr: 2.381e-05, eta: 0:45:22, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.8587 +2022-03-10 23:59:11,148 - davarocr - INFO - Epoch [23][215/541] lr: 2.381e-05, eta: 0:45:21, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0043, loss: 0.0051, grad_norm: 2.1073 +2022-03-10 23:59:12,028 - davarocr - INFO - Epoch [23][220/541] lr: 2.381e-05, eta: 0:45:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.8709 +2022-03-10 23:59:12,906 - davarocr - INFO - Epoch [23][225/541] lr: 2.381e-05, eta: 0:45:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.8684 +2022-03-10 23:59:13,787 - davarocr - INFO - Epoch [23][230/541] lr: 2.381e-05, eta: 0:45:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0004, loss: 0.0014, grad_norm: 2.0552 +2022-03-10 23:59:14,668 - davarocr - INFO - Epoch [23][235/541] lr: 2.381e-05, eta: 0:45:17, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0014, loss: 0.0023, grad_norm: 1.9095 +2022-03-10 23:59:15,551 - davarocr - INFO - Epoch [23][240/541] lr: 2.381e-05, eta: 0:45:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 1.8702 +2022-03-10 23:59:16,439 - davarocr - INFO - Epoch [23][245/541] lr: 2.381e-05, eta: 0:45:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0035, end_loss: 0.0011, loss: 0.0046, grad_norm: 2.1880 +2022-03-10 23:59:17,329 - davarocr - INFO - Epoch [23][250/541] lr: 2.381e-05, eta: 0:45:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0001, loss: 0.0014, grad_norm: 1.8871 +2022-03-10 23:59:18,213 - davarocr - INFO - Epoch [23][255/541] lr: 2.381e-05, eta: 0:45:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0026, loss: 0.0036, grad_norm: 2.0146 +2022-03-10 23:59:19,090 - davarocr - INFO - Epoch [23][260/541] lr: 2.381e-05, eta: 0:45:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.9103 +2022-03-10 23:59:19,969 - davarocr - INFO - Epoch [23][265/541] lr: 2.381e-05, eta: 0:45:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.9344 +2022-03-10 23:59:20,847 - davarocr - INFO - Epoch [23][270/541] lr: 2.381e-05, eta: 0:45:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.8729 +2022-03-10 23:59:21,731 - davarocr - INFO - Epoch [23][275/541] lr: 2.381e-05, eta: 0:45:09, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0015, loss: 0.0036, grad_norm: 2.2539 +2022-03-10 23:59:22,632 - davarocr - INFO - Epoch [23][280/541] lr: 2.381e-05, eta: 0:45:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.9274 +2022-03-10 23:59:23,513 - davarocr - INFO - Epoch [23][285/541] lr: 2.381e-05, eta: 0:45:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0016, loss: 0.0034, grad_norm: 1.9678 +2022-03-10 23:59:24,399 - davarocr - INFO - Epoch [23][290/541] lr: 2.381e-05, eta: 0:45:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0032, loss: 0.0039, grad_norm: 2.0830 +2022-03-10 23:59:25,288 - davarocr - INFO - Epoch [23][295/541] lr: 2.381e-05, eta: 0:45:06, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9121 +2022-03-10 23:59:26,164 - davarocr - INFO - Epoch [23][300/541] lr: 2.381e-05, eta: 0:45:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9298 +2022-03-10 23:59:27,057 - davarocr - INFO - Epoch [23][305/541] lr: 2.381e-05, eta: 0:45:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.9249 +2022-03-10 23:59:27,935 - davarocr - INFO - Epoch [23][310/541] lr: 2.381e-05, eta: 0:45:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9172 +2022-03-10 23:59:28,822 - davarocr - INFO - Epoch [23][315/541] lr: 2.381e-05, eta: 0:45:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0034, loss: 0.0038, grad_norm: 2.0389 +2022-03-10 23:59:29,693 - davarocr - INFO - Epoch [23][320/541] lr: 2.381e-05, eta: 0:45:01, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0038, loss: 0.0054, grad_norm: 2.1061 +2022-03-10 23:59:30,573 - davarocr - INFO - Epoch [23][325/541] lr: 2.381e-05, eta: 0:45:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.9174 +2022-03-10 23:59:31,457 - davarocr - INFO - Epoch [23][330/541] lr: 2.381e-05, eta: 0:44:59, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.9199 +2022-03-10 23:59:32,342 - davarocr - INFO - Epoch [23][335/541] lr: 2.381e-05, eta: 0:44:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0040, loss: 0.0055, grad_norm: 1.9692 +2022-03-10 23:59:33,219 - davarocr - INFO - Epoch [23][340/541] lr: 2.381e-05, eta: 0:44:57, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0048, loss: 0.0056, grad_norm: 1.9806 +2022-03-10 23:59:34,098 - davarocr - INFO - Epoch [23][345/541] lr: 2.381e-05, eta: 0:44:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9005 +2022-03-10 23:59:34,977 - davarocr - INFO - Epoch [23][350/541] lr: 2.381e-05, eta: 0:44:55, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.9025 +2022-03-10 23:59:35,860 - davarocr - INFO - Epoch [23][355/541] lr: 2.381e-05, eta: 0:44:54, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0008, end_loss: 0.0018, loss: 0.0026, grad_norm: 2.1054 +2022-03-10 23:59:36,752 - davarocr - INFO - Epoch [23][360/541] lr: 2.381e-05, eta: 0:44:53, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.9176 +2022-03-10 23:59:37,658 - davarocr - INFO - Epoch [23][365/541] lr: 2.381e-05, eta: 0:44:52, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0010, end_loss: 0.0008, loss: 0.0018, grad_norm: 1.9141 +2022-03-10 23:59:38,561 - davarocr - INFO - Epoch [23][370/541] lr: 2.381e-05, eta: 0:44:51, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0012, end_loss: 0.0004, loss: 0.0016, grad_norm: 1.9139 +2022-03-10 23:59:39,469 - davarocr - INFO - Epoch [23][375/541] lr: 2.381e-05, eta: 0:44:50, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0025, end_loss: 0.0012, loss: 0.0038, grad_norm: 1.9589 +2022-03-10 23:59:40,371 - davarocr - INFO - Epoch [23][380/541] lr: 2.381e-05, eta: 0:44:50, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0019, loss: 0.0020, grad_norm: 1.9423 +2022-03-10 23:59:41,277 - davarocr - INFO - Epoch [23][385/541] lr: 2.381e-05, eta: 0:44:49, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.8959 +2022-03-10 23:59:42,174 - davarocr - INFO - Epoch [23][390/541] lr: 2.381e-05, eta: 0:44:48, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0054, end_loss: 0.0043, loss: 0.0097, grad_norm: 1.9479 +2022-03-10 23:59:43,079 - davarocr - INFO - Epoch [23][395/541] lr: 2.381e-05, eta: 0:44:47, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0027, loss: 0.0053, grad_norm: 1.9291 +2022-03-10 23:59:43,996 - davarocr - INFO - Epoch [23][400/541] lr: 2.381e-05, eta: 0:44:46, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.8903 +2022-03-10 23:59:44,888 - davarocr - INFO - Epoch [23][405/541] lr: 2.381e-05, eta: 0:44:45, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.9740 +2022-03-10 23:59:45,786 - davarocr - INFO - Epoch [23][410/541] lr: 2.381e-05, eta: 0:44:44, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0013, loss: 0.0033, grad_norm: 1.9080 +2022-03-10 23:59:46,668 - davarocr - INFO - Epoch [23][415/541] lr: 2.381e-05, eta: 0:44:43, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0012, loss: 0.0030, grad_norm: 2.4430 +2022-03-10 23:59:47,551 - davarocr - INFO - Epoch [23][420/541] lr: 2.381e-05, eta: 0:44:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9559 +2022-03-10 23:59:48,423 - davarocr - INFO - Epoch [23][425/541] lr: 2.381e-05, eta: 0:44:41, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.9635 +2022-03-10 23:59:49,302 - davarocr - INFO - Epoch [23][430/541] lr: 2.381e-05, eta: 0:44:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9583 +2022-03-10 23:59:50,187 - davarocr - INFO - Epoch [23][435/541] lr: 2.381e-05, eta: 0:44:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0009, grad_norm: 2.0150 +2022-03-10 23:59:51,074 - davarocr - INFO - Epoch [23][440/541] lr: 2.381e-05, eta: 0:44:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.9615 +2022-03-10 23:59:51,955 - davarocr - INFO - Epoch [23][445/541] lr: 2.381e-05, eta: 0:44:37, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0005, loss: 0.0017, grad_norm: 2.1429 +2022-03-10 23:59:52,840 - davarocr - INFO - Epoch [23][450/541] lr: 2.381e-05, eta: 0:44:36, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0004, loss: 0.0016, grad_norm: 1.9629 +2022-03-10 23:59:53,715 - davarocr - INFO - Epoch [23][455/541] lr: 2.381e-05, eta: 0:44:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0020, loss: 0.0054, grad_norm: 2.1468 +2022-03-10 23:59:54,594 - davarocr - INFO - Epoch [23][460/541] lr: 2.381e-05, eta: 0:44:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0045, loss: 0.0094, grad_norm: 2.3164 +2022-03-10 23:59:55,473 - davarocr - INFO - Epoch [23][465/541] lr: 2.381e-05, eta: 0:44:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0013, loss: 0.0018, grad_norm: 1.9462 +2022-03-10 23:59:56,353 - davarocr - INFO - Epoch [23][470/541] lr: 2.381e-05, eta: 0:44:33, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0014, loss: 0.0033, grad_norm: 2.0634 +2022-03-10 23:59:57,235 - davarocr - INFO - Epoch [23][475/541] lr: 2.381e-05, eta: 0:44:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0042, loss: 0.0072, grad_norm: 2.1097 +2022-03-10 23:59:58,114 - davarocr - INFO - Epoch [23][480/541] lr: 2.381e-05, eta: 0:44:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.9631 +2022-03-10 23:59:58,987 - davarocr - INFO - Epoch [23][485/541] lr: 2.381e-05, eta: 0:44:30, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0004, loss: 0.0015, grad_norm: 2.0201 +2022-03-10 23:59:59,870 - davarocr - INFO - Epoch [23][490/541] lr: 2.381e-05, eta: 0:44:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.9515 +2022-03-11 00:00:00,754 - davarocr - INFO - Epoch [23][495/541] lr: 2.381e-05, eta: 0:44:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0033, loss: 0.0061, grad_norm: 2.0502 +2022-03-11 00:00:01,644 - davarocr - INFO - Epoch [23][500/541] lr: 2.381e-05, eta: 0:44:27, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9445 +2022-03-11 00:00:02,519 - davarocr - INFO - Epoch [23][505/541] lr: 2.381e-05, eta: 0:44:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.9582 +2022-03-11 00:00:03,404 - davarocr - INFO - Epoch [23][510/541] lr: 2.381e-05, eta: 0:44:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 1.9455 +2022-03-11 00:00:04,277 - davarocr - INFO - Epoch [23][515/541] lr: 2.381e-05, eta: 0:44:24, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0014, grad_norm: 2.1537 +2022-03-11 00:00:05,165 - davarocr - INFO - Epoch [23][520/541] lr: 2.381e-05, eta: 0:44:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0018, loss: 0.0032, grad_norm: 1.9985 +2022-03-11 00:00:06,054 - davarocr - INFO - Epoch [23][525/541] lr: 2.381e-05, eta: 0:44:22, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.9562 +2022-03-11 00:00:06,935 - davarocr - INFO - Epoch [23][530/541] lr: 2.381e-05, eta: 0:44:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0021, loss: 0.0031, grad_norm: 2.0401 +2022-03-11 00:00:07,823 - davarocr - INFO - Epoch [23][535/541] lr: 2.381e-05, eta: 0:44:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0030, end_loss: 0.0021, loss: 0.0051, grad_norm: 2.2197 +2022-03-11 00:00:08,697 - davarocr - INFO - Epoch [23][540/541] lr: 2.381e-05, eta: 0:44:19, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.9887 +2022-03-11 00:00:22,476 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:00:22,477 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:00:22,477 - davarocr - INFO - Epoch(val) [23][541] LOC: {'precision': 0.9390243902439024, 'recall': 0.9232613908872902, 'f1-score': 0.9310761789600968}, PER: {'precision': 0.9618033813400125, 'recall': 0.9499072356215214, 'f1-score': 0.9558182949595521}, MISC: {'precision': 0.8577777777777778, 'recall': 0.8247863247863247, 'f1-score': 0.840958605664488}, ORG: {'precision': 0.8825934579439252, 'recall': 0.909692956050572, 'f1-score': 0.8959383338274532}, all: {'precision': 0.9185633001422475, 'recall': 0.9146600566572238, 'f1-score': 0.9166075230660042}, hmean: 0.9166 +2022-03-11 00:00:25,804 - davarocr - INFO - Epoch [24][5/541] lr: 2.326e-05, eta: 0:44:21, time: 0.664, data_time: 0.490, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.9526 +2022-03-11 00:00:26,689 - davarocr - INFO - Epoch [24][10/541] lr: 2.326e-05, eta: 0:44:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 1.9757 +2022-03-11 00:00:27,568 - davarocr - INFO - Epoch [24][15/541] lr: 2.326e-05, eta: 0:44:19, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.9451 +2022-03-11 00:00:28,442 - davarocr - INFO - Epoch [24][20/541] lr: 2.326e-05, eta: 0:44:18, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0010, loss: 0.0030, grad_norm: 2.0327 +2022-03-11 00:00:29,326 - davarocr - INFO - Epoch [24][25/541] lr: 2.326e-05, eta: 0:44:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9552 +2022-03-11 00:00:30,213 - davarocr - INFO - Epoch [24][30/541] lr: 2.326e-05, eta: 0:44:16, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.9843 +2022-03-11 00:00:31,109 - davarocr - INFO - Epoch [24][35/541] lr: 2.326e-05, eta: 0:44:15, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.9580 +2022-03-11 00:00:31,992 - davarocr - INFO - Epoch [24][40/541] lr: 2.326e-05, eta: 0:44:14, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9512 +2022-03-11 00:00:32,881 - davarocr - INFO - Epoch [24][45/541] lr: 2.326e-05, eta: 0:44:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.9631 +2022-03-11 00:00:33,767 - davarocr - INFO - Epoch [24][50/541] lr: 2.326e-05, eta: 0:44:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9587 +2022-03-11 00:00:34,648 - davarocr - INFO - Epoch [24][55/541] lr: 2.326e-05, eta: 0:44:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9564 +2022-03-11 00:00:35,533 - davarocr - INFO - Epoch [24][60/541] lr: 2.326e-05, eta: 0:44:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.9572 +2022-03-11 00:00:36,421 - davarocr - INFO - Epoch [24][65/541] lr: 2.326e-05, eta: 0:44:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9560 +2022-03-11 00:00:37,295 - davarocr - INFO - Epoch [24][70/541] lr: 2.326e-05, eta: 0:44:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0011, grad_norm: 2.0989 +2022-03-11 00:00:38,178 - davarocr - INFO - Epoch [24][75/541] lr: 2.326e-05, eta: 0:44:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.9611 +2022-03-11 00:00:39,054 - davarocr - INFO - Epoch [24][80/541] lr: 2.326e-05, eta: 0:44:07, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9699 +2022-03-11 00:00:39,942 - davarocr - INFO - Epoch [24][85/541] lr: 2.326e-05, eta: 0:44:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0014, loss: 0.0018, grad_norm: 2.1431 +2022-03-11 00:00:40,825 - davarocr - INFO - Epoch [24][90/541] lr: 2.326e-05, eta: 0:44:05, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.9635 +2022-03-11 00:00:41,708 - davarocr - INFO - Epoch [24][95/541] lr: 2.326e-05, eta: 0:44:04, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9648 +2022-03-11 00:00:42,588 - davarocr - INFO - Epoch [24][100/541] lr: 2.326e-05, eta: 0:44:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.9694 +2022-03-11 00:00:43,464 - davarocr - INFO - Epoch [24][105/541] lr: 2.326e-05, eta: 0:44:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9670 +2022-03-11 00:00:44,348 - davarocr - INFO - Epoch [24][110/541] lr: 2.326e-05, eta: 0:44:01, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 1.9894 +2022-03-11 00:00:45,230 - davarocr - INFO - Epoch [24][115/541] lr: 2.326e-05, eta: 0:44:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0014, loss: 0.0028, grad_norm: 2.0475 +2022-03-11 00:00:46,112 - davarocr - INFO - Epoch [24][120/541] lr: 2.326e-05, eta: 0:43:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9526 +2022-03-11 00:00:46,996 - davarocr - INFO - Epoch [24][125/541] lr: 2.326e-05, eta: 0:43:58, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.9871 +2022-03-11 00:00:47,897 - davarocr - INFO - Epoch [24][130/541] lr: 2.326e-05, eta: 0:43:57, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0010, loss: 0.0020, grad_norm: 1.9532 +2022-03-11 00:00:48,777 - davarocr - INFO - Epoch [24][135/541] lr: 2.326e-05, eta: 0:43:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.9546 +2022-03-11 00:00:49,666 - davarocr - INFO - Epoch [24][140/541] lr: 2.326e-05, eta: 0:43:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9534 +2022-03-11 00:00:50,549 - davarocr - INFO - Epoch [24][145/541] lr: 2.326e-05, eta: 0:43:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0030, end_loss: 0.0018, loss: 0.0048, grad_norm: 2.1528 +2022-03-11 00:00:51,432 - davarocr - INFO - Epoch [24][150/541] lr: 2.326e-05, eta: 0:43:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9652 +2022-03-11 00:00:52,322 - davarocr - INFO - Epoch [24][155/541] lr: 2.326e-05, eta: 0:43:53, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9653 +2022-03-11 00:00:53,210 - davarocr - INFO - Epoch [24][160/541] lr: 2.326e-05, eta: 0:43:52, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9653 +2022-03-11 00:00:54,100 - davarocr - INFO - Epoch [24][165/541] lr: 2.326e-05, eta: 0:43:51, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.9779 +2022-03-11 00:00:54,979 - davarocr - INFO - Epoch [24][170/541] lr: 2.326e-05, eta: 0:43:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0014, grad_norm: 2.0857 +2022-03-11 00:00:55,863 - davarocr - INFO - Epoch [24][175/541] lr: 2.326e-05, eta: 0:43:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9564 +2022-03-11 00:00:56,742 - davarocr - INFO - Epoch [24][180/541] lr: 2.326e-05, eta: 0:43:48, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.9511 +2022-03-11 00:00:57,628 - davarocr - INFO - Epoch [24][185/541] lr: 2.326e-05, eta: 0:43:47, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0012, end_loss: 0.0031, loss: 0.0043, grad_norm: 2.0419 +2022-03-11 00:00:58,504 - davarocr - INFO - Epoch [24][190/541] lr: 2.326e-05, eta: 0:43:46, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9557 +2022-03-11 00:00:59,416 - davarocr - INFO - Epoch [24][195/541] lr: 2.326e-05, eta: 0:43:45, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.9595 +2022-03-11 00:01:00,313 - davarocr - INFO - Epoch [24][200/541] lr: 2.326e-05, eta: 0:43:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.9662 +2022-03-11 00:01:01,195 - davarocr - INFO - Epoch [24][205/541] lr: 2.326e-05, eta: 0:43:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.9794 +2022-03-11 00:01:02,071 - davarocr - INFO - Epoch [24][210/541] lr: 2.326e-05, eta: 0:43:42, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9502 +2022-03-11 00:01:02,940 - davarocr - INFO - Epoch [24][215/541] lr: 2.326e-05, eta: 0:43:41, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.9522 +2022-03-11 00:01:03,824 - davarocr - INFO - Epoch [24][220/541] lr: 2.326e-05, eta: 0:43:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0014, loss: 0.0035, grad_norm: 1.9978 +2022-03-11 00:01:04,708 - davarocr - INFO - Epoch [24][225/541] lr: 2.326e-05, eta: 0:43:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0022, loss: 0.0023, grad_norm: 1.9621 +2022-03-11 00:01:05,585 - davarocr - INFO - Epoch [24][230/541] lr: 2.326e-05, eta: 0:43:39, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9516 +2022-03-11 00:01:06,465 - davarocr - INFO - Epoch [24][235/541] lr: 2.326e-05, eta: 0:43:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9514 +2022-03-11 00:01:07,349 - davarocr - INFO - Epoch [24][240/541] lr: 2.326e-05, eta: 0:43:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9547 +2022-03-11 00:01:08,226 - davarocr - INFO - Epoch [24][245/541] lr: 2.326e-05, eta: 0:43:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9542 +2022-03-11 00:01:09,107 - davarocr - INFO - Epoch [24][250/541] lr: 2.326e-05, eta: 0:43:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9534 +2022-03-11 00:01:09,985 - davarocr - INFO - Epoch [24][255/541] lr: 2.326e-05, eta: 0:43:34, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.9849 +2022-03-11 00:01:10,887 - davarocr - INFO - Epoch [24][260/541] lr: 2.326e-05, eta: 0:43:33, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9527 +2022-03-11 00:01:11,797 - davarocr - INFO - Epoch [24][265/541] lr: 2.326e-05, eta: 0:43:32, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0001, loss: 0.0022, grad_norm: 2.4281 +2022-03-11 00:01:12,708 - davarocr - INFO - Epoch [24][270/541] lr: 2.326e-05, eta: 0:43:31, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0044, end_loss: 0.0025, loss: 0.0070, grad_norm: 2.2976 +2022-03-11 00:01:13,618 - davarocr - INFO - Epoch [24][275/541] lr: 2.326e-05, eta: 0:43:30, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0050, end_loss: 0.0001, loss: 0.0050, grad_norm: 1.9838 +2022-03-11 00:01:14,530 - davarocr - INFO - Epoch [24][280/541] lr: 2.326e-05, eta: 0:43:29, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0055, end_loss: 0.0054, loss: 0.0109, grad_norm: 2.0226 +2022-03-11 00:01:15,442 - davarocr - INFO - Epoch [24][285/541] lr: 2.326e-05, eta: 0:43:28, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.9840 +2022-03-11 00:01:16,365 - davarocr - INFO - Epoch [24][290/541] lr: 2.326e-05, eta: 0:43:27, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0001, loss: 0.0025, grad_norm: 2.5177 +2022-03-11 00:01:17,281 - davarocr - INFO - Epoch [24][295/541] lr: 2.326e-05, eta: 0:43:27, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0036, end_loss: 0.0041, loss: 0.0077, grad_norm: 2.1413 +2022-03-11 00:01:18,192 - davarocr - INFO - Epoch [24][300/541] lr: 2.326e-05, eta: 0:43:26, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 2.0353 +2022-03-11 00:01:19,101 - davarocr - INFO - Epoch [24][305/541] lr: 2.326e-05, eta: 0:43:25, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0009, loss: 0.0022, grad_norm: 2.0738 +2022-03-11 00:01:20,013 - davarocr - INFO - Epoch [24][310/541] lr: 2.326e-05, eta: 0:43:24, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 2.0575 +2022-03-11 00:01:20,922 - davarocr - INFO - Epoch [24][315/541] lr: 2.326e-05, eta: 0:43:23, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 2.0435 +2022-03-11 00:01:21,834 - davarocr - INFO - Epoch [24][320/541] lr: 2.326e-05, eta: 0:43:22, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0005, loss: 0.0015, grad_norm: 2.0967 +2022-03-11 00:01:22,746 - davarocr - INFO - Epoch [24][325/541] lr: 2.326e-05, eta: 0:43:21, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0021, loss: 0.0036, grad_norm: 2.0439 +2022-03-11 00:01:23,663 - davarocr - INFO - Epoch [24][330/541] lr: 2.326e-05, eta: 0:43:20, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0335 +2022-03-11 00:01:24,585 - davarocr - INFO - Epoch [24][335/541] lr: 2.326e-05, eta: 0:43:19, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0313 +2022-03-11 00:01:25,501 - davarocr - INFO - Epoch [24][340/541] lr: 2.326e-05, eta: 0:43:18, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 2.0404 +2022-03-11 00:01:26,422 - davarocr - INFO - Epoch [24][345/541] lr: 2.326e-05, eta: 0:43:17, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 2.0744 +2022-03-11 00:01:27,335 - davarocr - INFO - Epoch [24][350/541] lr: 2.326e-05, eta: 0:43:17, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0355 +2022-03-11 00:01:28,246 - davarocr - INFO - Epoch [24][355/541] lr: 2.326e-05, eta: 0:43:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.0247 +2022-03-11 00:01:29,147 - davarocr - INFO - Epoch [24][360/541] lr: 2.326e-05, eta: 0:43:15, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0239 +2022-03-11 00:01:30,057 - davarocr - INFO - Epoch [24][365/541] lr: 2.326e-05, eta: 0:43:14, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 2.0523 +2022-03-11 00:01:30,967 - davarocr - INFO - Epoch [24][370/541] lr: 2.326e-05, eta: 0:43:13, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 2.1438 +2022-03-11 00:01:31,877 - davarocr - INFO - Epoch [24][375/541] lr: 2.326e-05, eta: 0:43:12, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 2.0695 +2022-03-11 00:01:32,796 - davarocr - INFO - Epoch [24][380/541] lr: 2.326e-05, eta: 0:43:11, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0581 +2022-03-11 00:01:33,710 - davarocr - INFO - Epoch [24][385/541] lr: 2.326e-05, eta: 0:43:10, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 2.2706 +2022-03-11 00:01:34,622 - davarocr - INFO - Epoch [24][390/541] lr: 2.326e-05, eta: 0:43:09, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 2.1379 +2022-03-11 00:01:35,532 - davarocr - INFO - Epoch [24][395/541] lr: 2.326e-05, eta: 0:43:08, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0014, loss: 0.0024, grad_norm: 2.1115 +2022-03-11 00:01:36,444 - davarocr - INFO - Epoch [24][400/541] lr: 2.326e-05, eta: 0:43:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 2.0487 +2022-03-11 00:01:37,358 - davarocr - INFO - Epoch [24][405/541] lr: 2.326e-05, eta: 0:43:07, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0040, end_loss: 0.0000, loss: 0.0040, grad_norm: 2.1160 +2022-03-11 00:01:38,267 - davarocr - INFO - Epoch [24][410/541] lr: 2.326e-05, eta: 0:43:06, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0012, grad_norm: 2.0905 +2022-03-11 00:01:39,187 - davarocr - INFO - Epoch [24][415/541] lr: 2.326e-05, eta: 0:43:05, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0406 +2022-03-11 00:01:40,097 - davarocr - INFO - Epoch [24][420/541] lr: 2.326e-05, eta: 0:43:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0386 +2022-03-11 00:01:41,008 - davarocr - INFO - Epoch [24][425/541] lr: 2.326e-05, eta: 0:43:03, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0012, loss: 0.0018, grad_norm: 2.1808 +2022-03-11 00:01:41,916 - davarocr - INFO - Epoch [24][430/541] lr: 2.326e-05, eta: 0:43:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0005, loss: 0.0031, grad_norm: 2.0648 +2022-03-11 00:01:42,821 - davarocr - INFO - Epoch [24][435/541] lr: 2.326e-05, eta: 0:43:01, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0018, grad_norm: 2.1108 +2022-03-11 00:01:43,728 - davarocr - INFO - Epoch [24][440/541] lr: 2.326e-05, eta: 0:43:00, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0037, loss: 0.0053, grad_norm: 2.1318 +2022-03-11 00:01:44,636 - davarocr - INFO - Epoch [24][445/541] lr: 2.326e-05, eta: 0:42:59, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0005, loss: 0.0012, grad_norm: 2.2478 +2022-03-11 00:01:45,548 - davarocr - INFO - Epoch [24][450/541] lr: 2.326e-05, eta: 0:42:58, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0808 +2022-03-11 00:01:46,451 - davarocr - INFO - Epoch [24][455/541] lr: 2.326e-05, eta: 0:42:57, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0010, loss: 0.0020, grad_norm: 2.1819 +2022-03-11 00:01:47,359 - davarocr - INFO - Epoch [24][460/541] lr: 2.326e-05, eta: 0:42:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 2.0951 +2022-03-11 00:01:48,275 - davarocr - INFO - Epoch [24][465/541] lr: 2.326e-05, eta: 0:42:56, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.1027 +2022-03-11 00:01:49,159 - davarocr - INFO - Epoch [24][470/541] lr: 2.326e-05, eta: 0:42:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0002, loss: 0.0016, grad_norm: 2.1021 +2022-03-11 00:01:50,056 - davarocr - INFO - Epoch [24][475/541] lr: 2.326e-05, eta: 0:42:54, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 2.2167 +2022-03-11 00:01:50,931 - davarocr - INFO - Epoch [24][480/541] lr: 2.326e-05, eta: 0:42:53, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0010, grad_norm: 2.1123 +2022-03-11 00:01:51,810 - davarocr - INFO - Epoch [24][485/541] lr: 2.326e-05, eta: 0:42:52, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0823 +2022-03-11 00:01:52,696 - davarocr - INFO - Epoch [24][490/541] lr: 2.326e-05, eta: 0:42:51, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0029, loss: 0.0040, grad_norm: 2.1310 +2022-03-11 00:01:53,577 - davarocr - INFO - Epoch [24][495/541] lr: 2.326e-05, eta: 0:42:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0816 +2022-03-11 00:01:54,458 - davarocr - INFO - Epoch [24][500/541] lr: 2.326e-05, eta: 0:42:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0819 +2022-03-11 00:01:55,332 - davarocr - INFO - Epoch [24][505/541] lr: 2.326e-05, eta: 0:42:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0011, grad_norm: 2.1828 +2022-03-11 00:01:56,222 - davarocr - INFO - Epoch [24][510/541] lr: 2.326e-05, eta: 0:42:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0812 +2022-03-11 00:01:57,100 - davarocr - INFO - Epoch [24][515/541] lr: 2.326e-05, eta: 0:42:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0809 +2022-03-11 00:01:57,989 - davarocr - INFO - Epoch [24][520/541] lr: 2.326e-05, eta: 0:42:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0812 +2022-03-11 00:01:58,871 - davarocr - INFO - Epoch [24][525/541] lr: 2.326e-05, eta: 0:42:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0004, grad_norm: 2.0860 +2022-03-11 00:01:59,769 - davarocr - INFO - Epoch [24][530/541] lr: 2.326e-05, eta: 0:42:43, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0019, loss: 0.0029, grad_norm: 2.2654 +2022-03-11 00:02:00,655 - davarocr - INFO - Epoch [24][535/541] lr: 2.326e-05, eta: 0:42:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0042, loss: 0.0049, grad_norm: 2.1732 +2022-03-11 00:02:01,529 - davarocr - INFO - Epoch [24][540/541] lr: 2.326e-05, eta: 0:42:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.1004 +2022-03-11 00:02:15,523 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:02:15,524 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:02:15,524 - davarocr - INFO - Epoch(val) [24][541] LOC: {'precision': 0.9361702127659575, 'recall': 0.9232613908872902, 'f1-score': 0.9296709930576518}, PER: {'precision': 0.9576587795765878, 'recall': 0.9511440940012369, 'f1-score': 0.9543903195780329}, MISC: {'precision': 0.8454810495626822, 'recall': 0.8262108262108262, 'f1-score': 0.8357348703170029}, ORG: {'precision': 0.8706697459584296, 'recall': 0.9078868151715834, 'f1-score': 0.8888888888888888}, all: {'precision': 0.9112718292467807, 'recall': 0.9146600566572238, 'f1-score': 0.9129627993284439}, hmean: 0.9130 +2022-03-11 00:02:19,015 - davarocr - INFO - Epoch [25][5/541] lr: 2.273e-05, eta: 0:42:43, time: 0.696, data_time: 0.512, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 2.1021 +2022-03-11 00:02:19,902 - davarocr - INFO - Epoch [25][10/541] lr: 2.273e-05, eta: 0:42:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 2.1065 +2022-03-11 00:02:20,791 - davarocr - INFO - Epoch [25][15/541] lr: 2.273e-05, eta: 0:42:41, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 2.1172 +2022-03-11 00:02:21,671 - davarocr - INFO - Epoch [25][20/541] lr: 2.273e-05, eta: 0:42:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 2.0905 +2022-03-11 00:02:22,568 - davarocr - INFO - Epoch [25][25/541] lr: 2.273e-05, eta: 0:42:39, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0027, loss: 0.0028, grad_norm: 2.4458 +2022-03-11 00:02:23,460 - davarocr - INFO - Epoch [25][30/541] lr: 2.273e-05, eta: 0:42:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0022, loss: 0.0023, grad_norm: 2.1205 +2022-03-11 00:02:24,349 - davarocr - INFO - Epoch [25][35/541] lr: 2.273e-05, eta: 0:42:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.1178 +2022-03-11 00:02:25,237 - davarocr - INFO - Epoch [25][40/541] lr: 2.273e-05, eta: 0:42:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0031, loss: 0.0054, grad_norm: 2.3136 +2022-03-11 00:02:26,117 - davarocr - INFO - Epoch [25][45/541] lr: 2.273e-05, eta: 0:42:36, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1481 +2022-03-11 00:02:27,028 - davarocr - INFO - Epoch [25][50/541] lr: 2.273e-05, eta: 0:42:35, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 2.1769 +2022-03-11 00:02:27,922 - davarocr - INFO - Epoch [25][55/541] lr: 2.273e-05, eta: 0:42:34, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0002, loss: 0.0009, grad_norm: 2.1409 +2022-03-11 00:02:28,807 - davarocr - INFO - Epoch [25][60/541] lr: 2.273e-05, eta: 0:42:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0006, loss: 0.0012, grad_norm: 2.1810 +2022-03-11 00:02:29,718 - davarocr - INFO - Epoch [25][65/541] lr: 2.273e-05, eta: 0:42:32, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0023, loss: 0.0024, grad_norm: 2.4580 +2022-03-11 00:02:30,625 - davarocr - INFO - Epoch [25][70/541] lr: 2.273e-05, eta: 0:42:31, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 2.2668 +2022-03-11 00:02:31,533 - davarocr - INFO - Epoch [25][75/541] lr: 2.273e-05, eta: 0:42:30, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0029, loss: 0.0029, grad_norm: 2.4395 +2022-03-11 00:02:32,425 - davarocr - INFO - Epoch [25][80/541] lr: 2.273e-05, eta: 0:42:29, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0015, loss: 0.0028, grad_norm: 2.3634 +2022-03-11 00:02:33,303 - davarocr - INFO - Epoch [25][85/541] lr: 2.273e-05, eta: 0:42:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 2.2205 +2022-03-11 00:02:34,180 - davarocr - INFO - Epoch [25][90/541] lr: 2.273e-05, eta: 0:42:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0002, loss: 0.0030, grad_norm: 2.2349 +2022-03-11 00:02:35,066 - davarocr - INFO - Epoch [25][95/541] lr: 2.273e-05, eta: 0:42:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.2153 +2022-03-11 00:02:35,971 - davarocr - INFO - Epoch [25][100/541] lr: 2.273e-05, eta: 0:42:25, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.2070 +2022-03-11 00:02:36,863 - davarocr - INFO - Epoch [25][105/541] lr: 2.273e-05, eta: 0:42:24, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.2063 +2022-03-11 00:02:37,751 - davarocr - INFO - Epoch [25][110/541] lr: 2.273e-05, eta: 0:42:23, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0007, loss: 0.0018, grad_norm: 2.3194 +2022-03-11 00:02:38,660 - davarocr - INFO - Epoch [25][115/541] lr: 2.273e-05, eta: 0:42:23, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.2119 +2022-03-11 00:02:39,560 - davarocr - INFO - Epoch [25][120/541] lr: 2.273e-05, eta: 0:42:22, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.2012 +2022-03-11 00:02:40,469 - davarocr - INFO - Epoch [25][125/541] lr: 2.273e-05, eta: 0:42:21, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.2014 +2022-03-11 00:02:41,373 - davarocr - INFO - Epoch [25][130/541] lr: 2.273e-05, eta: 0:42:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 2.2303 +2022-03-11 00:02:42,259 - davarocr - INFO - Epoch [25][135/541] lr: 2.273e-05, eta: 0:42:19, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1964 +2022-03-11 00:02:43,146 - davarocr - INFO - Epoch [25][140/541] lr: 2.273e-05, eta: 0:42:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 2.2134 +2022-03-11 00:02:44,028 - davarocr - INFO - Epoch [25][145/541] lr: 2.273e-05, eta: 0:42:17, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0015, loss: 0.0025, grad_norm: 2.2693 +2022-03-11 00:02:44,942 - davarocr - INFO - Epoch [25][150/541] lr: 2.273e-05, eta: 0:42:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 2.1959 +2022-03-11 00:02:45,831 - davarocr - INFO - Epoch [25][155/541] lr: 2.273e-05, eta: 0:42:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 2.2073 +2022-03-11 00:02:46,714 - davarocr - INFO - Epoch [25][160/541] lr: 2.273e-05, eta: 0:42:14, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.1835 +2022-03-11 00:02:47,603 - davarocr - INFO - Epoch [25][165/541] lr: 2.273e-05, eta: 0:42:13, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1835 +2022-03-11 00:02:48,482 - davarocr - INFO - Epoch [25][170/541] lr: 2.273e-05, eta: 0:42:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0011, grad_norm: 2.3047 +2022-03-11 00:02:49,367 - davarocr - INFO - Epoch [25][175/541] lr: 2.273e-05, eta: 0:42:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 2.1930 +2022-03-11 00:02:50,256 - davarocr - INFO - Epoch [25][180/541] lr: 2.273e-05, eta: 0:42:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0004, grad_norm: 2.2083 +2022-03-11 00:02:51,154 - davarocr - INFO - Epoch [25][185/541] lr: 2.273e-05, eta: 0:42:09, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1839 +2022-03-11 00:02:52,029 - davarocr - INFO - Epoch [25][190/541] lr: 2.273e-05, eta: 0:42:09, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0007, loss: 0.0025, grad_norm: 2.6181 +2022-03-11 00:02:52,916 - davarocr - INFO - Epoch [25][195/541] lr: 2.273e-05, eta: 0:42:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0004, grad_norm: 2.1751 +2022-03-11 00:02:53,835 - davarocr - INFO - Epoch [25][200/541] lr: 2.273e-05, eta: 0:42:07, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0015, loss: 0.0027, grad_norm: 2.2135 +2022-03-11 00:02:54,716 - davarocr - INFO - Epoch [25][205/541] lr: 2.273e-05, eta: 0:42:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.1865 +2022-03-11 00:02:55,593 - davarocr - INFO - Epoch [25][210/541] lr: 2.273e-05, eta: 0:42:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1655 +2022-03-11 00:02:56,479 - davarocr - INFO - Epoch [25][215/541] lr: 2.273e-05, eta: 0:42:04, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1651 +2022-03-11 00:02:57,364 - davarocr - INFO - Epoch [25][220/541] lr: 2.273e-05, eta: 0:42:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1651 +2022-03-11 00:02:58,241 - davarocr - INFO - Epoch [25][225/541] lr: 2.273e-05, eta: 0:42:02, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0000, loss: 0.0014, grad_norm: 2.1888 +2022-03-11 00:02:59,127 - davarocr - INFO - Epoch [25][230/541] lr: 2.273e-05, eta: 0:42:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1676 +2022-03-11 00:03:00,015 - davarocr - INFO - Epoch [25][235/541] lr: 2.273e-05, eta: 0:42:00, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1700 +2022-03-11 00:03:00,900 - davarocr - INFO - Epoch [25][240/541] lr: 2.273e-05, eta: 0:41:59, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0002, loss: 0.0016, grad_norm: 2.1758 +2022-03-11 00:03:01,783 - davarocr - INFO - Epoch [25][245/541] lr: 2.273e-05, eta: 0:41:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0002, loss: 0.0019, grad_norm: 2.2542 +2022-03-11 00:03:02,671 - davarocr - INFO - Epoch [25][250/541] lr: 2.273e-05, eta: 0:41:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1872 +2022-03-11 00:03:03,559 - davarocr - INFO - Epoch [25][255/541] lr: 2.273e-05, eta: 0:41:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 2.1894 +2022-03-11 00:03:04,440 - davarocr - INFO - Epoch [25][260/541] lr: 2.273e-05, eta: 0:41:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.2002 +2022-03-11 00:03:05,329 - davarocr - INFO - Epoch [25][265/541] lr: 2.273e-05, eta: 0:41:54, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1857 +2022-03-11 00:03:06,211 - davarocr - INFO - Epoch [25][270/541] lr: 2.273e-05, eta: 0:41:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.1883 +2022-03-11 00:03:07,098 - davarocr - INFO - Epoch [25][275/541] lr: 2.273e-05, eta: 0:41:53, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1833 +2022-03-11 00:03:07,995 - davarocr - INFO - Epoch [25][280/541] lr: 2.273e-05, eta: 0:41:52, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1839 +2022-03-11 00:03:08,879 - davarocr - INFO - Epoch [25][285/541] lr: 2.273e-05, eta: 0:41:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 2.2097 +2022-03-11 00:03:09,758 - davarocr - INFO - Epoch [25][290/541] lr: 2.273e-05, eta: 0:41:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0027, end_loss: 0.0030, loss: 0.0056, grad_norm: 2.3174 +2022-03-11 00:03:10,642 - davarocr - INFO - Epoch [25][295/541] lr: 2.273e-05, eta: 0:41:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1938 +2022-03-11 00:03:11,523 - davarocr - INFO - Epoch [25][300/541] lr: 2.273e-05, eta: 0:41:48, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0007, grad_norm: 2.1900 +2022-03-11 00:03:12,442 - davarocr - INFO - Epoch [25][305/541] lr: 2.273e-05, eta: 0:41:47, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0043, loss: 0.0066, grad_norm: 2.3539 +2022-03-11 00:03:13,362 - davarocr - INFO - Epoch [25][310/541] lr: 2.273e-05, eta: 0:41:46, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0036, loss: 0.0051, grad_norm: 2.3090 +2022-03-11 00:03:14,271 - davarocr - INFO - Epoch [25][315/541] lr: 2.273e-05, eta: 0:41:45, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.1908 +2022-03-11 00:03:15,174 - davarocr - INFO - Epoch [25][320/541] lr: 2.273e-05, eta: 0:41:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0068, end_loss: 0.0005, loss: 0.0073, grad_norm: 2.3321 +2022-03-11 00:03:16,082 - davarocr - INFO - Epoch [25][325/541] lr: 2.273e-05, eta: 0:41:43, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0020, loss: 0.0028, grad_norm: 2.2375 +2022-03-11 00:03:16,990 - davarocr - INFO - Epoch [25][330/541] lr: 2.273e-05, eta: 0:41:42, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0042, loss: 0.0066, grad_norm: 2.6533 +2022-03-11 00:03:17,890 - davarocr - INFO - Epoch [25][335/541] lr: 2.273e-05, eta: 0:41:42, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 2.2027 +2022-03-11 00:03:18,802 - davarocr - INFO - Epoch [25][340/541] lr: 2.273e-05, eta: 0:41:41, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0018, loss: 0.0030, grad_norm: 2.2436 +2022-03-11 00:03:19,714 - davarocr - INFO - Epoch [25][345/541] lr: 2.273e-05, eta: 0:41:40, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0013, loss: 0.0025, grad_norm: 2.3344 +2022-03-11 00:03:20,624 - davarocr - INFO - Epoch [25][350/541] lr: 2.273e-05, eta: 0:41:39, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0046, loss: 0.0054, grad_norm: 2.2442 +2022-03-11 00:03:21,535 - davarocr - INFO - Epoch [25][355/541] lr: 2.273e-05, eta: 0:41:38, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 2.2113 +2022-03-11 00:03:22,446 - davarocr - INFO - Epoch [25][360/541] lr: 2.273e-05, eta: 0:41:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 2.2076 +2022-03-11 00:03:23,360 - davarocr - INFO - Epoch [25][365/541] lr: 2.273e-05, eta: 0:41:36, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 2.2171 +2022-03-11 00:03:24,268 - davarocr - INFO - Epoch [25][370/541] lr: 2.273e-05, eta: 0:41:35, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.2057 +2022-03-11 00:03:25,184 - davarocr - INFO - Epoch [25][375/541] lr: 2.273e-05, eta: 0:41:34, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0050, end_loss: 0.0006, loss: 0.0056, grad_norm: 2.2351 +2022-03-11 00:03:26,069 - davarocr - INFO - Epoch [25][380/541] lr: 2.273e-05, eta: 0:41:33, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.1953 +2022-03-11 00:03:26,944 - davarocr - INFO - Epoch [25][385/541] lr: 2.273e-05, eta: 0:41:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0014, loss: 0.0026, grad_norm: 2.1982 +2022-03-11 00:03:27,831 - davarocr - INFO - Epoch [25][390/541] lr: 2.273e-05, eta: 0:41:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0025, loss: 0.0043, grad_norm: 2.4388 +2022-03-11 00:03:28,715 - davarocr - INFO - Epoch [25][395/541] lr: 2.273e-05, eta: 0:41:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0006, loss: 0.0018, grad_norm: 2.3045 +2022-03-11 00:03:29,590 - davarocr - INFO - Epoch [25][400/541] lr: 2.273e-05, eta: 0:41:30, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0040, loss: 0.0051, grad_norm: 2.2016 +2022-03-11 00:03:30,487 - davarocr - INFO - Epoch [25][405/541] lr: 2.273e-05, eta: 0:41:29, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0021, loss: 0.0025, grad_norm: 2.2908 +2022-03-11 00:03:31,368 - davarocr - INFO - Epoch [25][410/541] lr: 2.273e-05, eta: 0:41:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 2.1857 +2022-03-11 00:03:32,300 - davarocr - INFO - Epoch [25][415/541] lr: 2.273e-05, eta: 0:41:27, time: 0.187, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1837 +2022-03-11 00:03:33,228 - davarocr - INFO - Epoch [25][420/541] lr: 2.273e-05, eta: 0:41:26, time: 0.186, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1881 +2022-03-11 00:03:34,138 - davarocr - INFO - Epoch [25][425/541] lr: 2.273e-05, eta: 0:41:25, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0022, loss: 0.0037, grad_norm: 2.2277 +2022-03-11 00:03:35,068 - davarocr - INFO - Epoch [25][430/541] lr: 2.273e-05, eta: 0:41:24, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0014, grad_norm: 2.1865 +2022-03-11 00:03:35,980 - davarocr - INFO - Epoch [25][435/541] lr: 2.273e-05, eta: 0:41:23, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0004, grad_norm: 2.1825 +2022-03-11 00:03:36,886 - davarocr - INFO - Epoch [25][440/541] lr: 2.273e-05, eta: 0:41:22, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 2.2115 +2022-03-11 00:03:37,797 - davarocr - INFO - Epoch [25][445/541] lr: 2.273e-05, eta: 0:41:21, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0007, loss: 0.0024, grad_norm: 2.1981 +2022-03-11 00:03:38,724 - davarocr - INFO - Epoch [25][450/541] lr: 2.273e-05, eta: 0:41:20, time: 0.185, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0009, loss: 0.0012, grad_norm: 2.2307 +2022-03-11 00:03:39,624 - davarocr - INFO - Epoch [25][455/541] lr: 2.273e-05, eta: 0:41:20, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 2.1873 +2022-03-11 00:03:40,530 - davarocr - INFO - Epoch [25][460/541] lr: 2.273e-05, eta: 0:41:19, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0012, loss: 0.0018, grad_norm: 2.2033 +2022-03-11 00:03:41,450 - davarocr - INFO - Epoch [25][465/541] lr: 2.273e-05, eta: 0:41:18, time: 0.184, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0010, loss: 0.0015, grad_norm: 2.2054 +2022-03-11 00:03:42,362 - davarocr - INFO - Epoch [25][470/541] lr: 2.273e-05, eta: 0:41:17, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.1786 +2022-03-11 00:03:43,270 - davarocr - INFO - Epoch [25][475/541] lr: 2.273e-05, eta: 0:41:16, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0012, grad_norm: 2.1788 +2022-03-11 00:03:44,180 - davarocr - INFO - Epoch [25][480/541] lr: 2.273e-05, eta: 0:41:15, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 2.1965 +2022-03-11 00:03:45,092 - davarocr - INFO - Epoch [25][485/541] lr: 2.273e-05, eta: 0:41:14, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.1802 +2022-03-11 00:03:46,001 - davarocr - INFO - Epoch [25][490/541] lr: 2.273e-05, eta: 0:41:13, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0011, grad_norm: 2.8340 +2022-03-11 00:03:46,907 - davarocr - INFO - Epoch [25][495/541] lr: 2.273e-05, eta: 0:41:12, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9278 +2022-03-11 00:03:47,813 - davarocr - INFO - Epoch [25][500/541] lr: 2.273e-05, eta: 0:41:11, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.9220 +2022-03-11 00:03:48,730 - davarocr - INFO - Epoch [25][505/541] lr: 2.273e-05, eta: 0:41:10, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.9219 +2022-03-11 00:03:49,637 - davarocr - INFO - Epoch [25][510/541] lr: 2.273e-05, eta: 0:41:09, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9217 +2022-03-11 00:03:50,546 - davarocr - INFO - Epoch [25][515/541] lr: 2.273e-05, eta: 0:41:09, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 2.0766 +2022-03-11 00:03:51,448 - davarocr - INFO - Epoch [25][520/541] lr: 2.273e-05, eta: 0:41:08, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0016, loss: 0.0017, grad_norm: 2.0104 +2022-03-11 00:03:52,349 - davarocr - INFO - Epoch [25][525/541] lr: 2.273e-05, eta: 0:41:07, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0044, end_loss: 0.0033, loss: 0.0077, grad_norm: 2.2973 +2022-03-11 00:03:53,253 - davarocr - INFO - Epoch [25][530/541] lr: 2.273e-05, eta: 0:41:06, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0009, loss: 0.0013, grad_norm: 2.0942 +2022-03-11 00:03:54,161 - davarocr - INFO - Epoch [25][535/541] lr: 2.273e-05, eta: 0:41:05, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0046, end_loss: 0.0006, loss: 0.0052, grad_norm: 2.2349 +2022-03-11 00:03:55,070 - davarocr - INFO - Epoch [25][540/541] lr: 2.273e-05, eta: 0:41:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.9521 +2022-03-11 00:04:08,817 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:04:08,818 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:04:08,818 - davarocr - INFO - Epoch(val) [25][541] LOC: {'precision': 0.9329742669060442, 'recall': 0.934652278177458, 'f1-score': 0.933812518718179}, PER: {'precision': 0.9661558109833972, 'recall': 0.9356833642547928, 'f1-score': 0.9506754633993089}, MISC: {'precision': 0.837410071942446, 'recall': 0.8290598290598291, 'f1-score': 0.8332140300644237}, ORG: {'precision': 0.9026927784577723, 'recall': 0.8880192655027093, 'f1-score': 0.8952959028831563}, all: {'precision': 0.9214876033057852, 'recall': 0.9081090651558074, 'f1-score': 0.9147494203673979}, hmean: 0.9147 +2022-03-11 00:04:12,212 - davarocr - INFO - Epoch [26][5/541] lr: 2.222e-05, eta: 0:41:05, time: 0.677, data_time: 0.493, memory: 5192, start_loss: 0.0014, end_loss: 0.0004, loss: 0.0018, grad_norm: 2.1187 +2022-03-11 00:04:13,086 - davarocr - INFO - Epoch [26][10/541] lr: 2.222e-05, eta: 0:41:04, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0016, loss: 0.0023, grad_norm: 1.9981 +2022-03-11 00:04:13,967 - davarocr - INFO - Epoch [26][15/541] lr: 2.222e-05, eta: 0:41:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0018, loss: 0.0019, grad_norm: 2.1942 +2022-03-11 00:04:14,843 - davarocr - INFO - Epoch [26][20/541] lr: 2.222e-05, eta: 0:41:02, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.9980 +2022-03-11 00:04:15,727 - davarocr - INFO - Epoch [26][25/541] lr: 2.222e-05, eta: 0:41:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 2.0202 +2022-03-11 00:04:16,611 - davarocr - INFO - Epoch [26][30/541] lr: 2.222e-05, eta: 0:41:00, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0009, grad_norm: 1.9680 +2022-03-11 00:04:17,514 - davarocr - INFO - Epoch [26][35/541] lr: 2.222e-05, eta: 0:41:00, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.9749 +2022-03-11 00:04:18,400 - davarocr - INFO - Epoch [26][40/541] lr: 2.222e-05, eta: 0:40:59, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0013, grad_norm: 2.0064 +2022-03-11 00:04:19,272 - davarocr - INFO - Epoch [26][45/541] lr: 2.222e-05, eta: 0:40:58, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.9576 +2022-03-11 00:04:20,150 - davarocr - INFO - Epoch [26][50/541] lr: 2.222e-05, eta: 0:40:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.9554 +2022-03-11 00:04:21,039 - davarocr - INFO - Epoch [26][55/541] lr: 2.222e-05, eta: 0:40:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0013, grad_norm: 1.9729 +2022-03-11 00:04:21,912 - davarocr - INFO - Epoch [26][60/541] lr: 2.222e-05, eta: 0:40:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9492 +2022-03-11 00:04:22,798 - davarocr - INFO - Epoch [26][65/541] lr: 2.222e-05, eta: 0:40:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.9439 +2022-03-11 00:04:23,719 - davarocr - INFO - Epoch [26][70/541] lr: 2.222e-05, eta: 0:40:53, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.9515 +2022-03-11 00:04:24,607 - davarocr - INFO - Epoch [26][75/541] lr: 2.222e-05, eta: 0:40:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.9933 +2022-03-11 00:04:25,489 - davarocr - INFO - Epoch [26][80/541] lr: 2.222e-05, eta: 0:40:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9459 +2022-03-11 00:04:26,377 - davarocr - INFO - Epoch [26][85/541] lr: 2.222e-05, eta: 0:40:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0020, loss: 0.0024, grad_norm: 2.2216 +2022-03-11 00:04:27,260 - davarocr - INFO - Epoch [26][90/541] lr: 2.222e-05, eta: 0:40:49, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0011, loss: 0.0016, grad_norm: 2.2186 +2022-03-11 00:04:28,147 - davarocr - INFO - Epoch [26][95/541] lr: 2.222e-05, eta: 0:40:48, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.9703 +2022-03-11 00:04:29,028 - davarocr - INFO - Epoch [26][100/541] lr: 2.222e-05, eta: 0:40:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0031, loss: 0.0054, grad_norm: 2.0711 +2022-03-11 00:04:29,920 - davarocr - INFO - Epoch [26][105/541] lr: 2.222e-05, eta: 0:40:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.9757 +2022-03-11 00:04:30,822 - davarocr - INFO - Epoch [26][110/541] lr: 2.222e-05, eta: 0:40:46, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.9594 +2022-03-11 00:04:31,755 - davarocr - INFO - Epoch [26][115/541] lr: 2.222e-05, eta: 0:40:45, time: 0.187, data_time: 0.014, memory: 5192, start_loss: 0.0008, end_loss: 0.0012, loss: 0.0021, grad_norm: 1.9600 +2022-03-11 00:04:32,648 - davarocr - INFO - Epoch [26][120/541] lr: 2.222e-05, eta: 0:40:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.9541 +2022-03-11 00:04:33,531 - davarocr - INFO - Epoch [26][125/541] lr: 2.222e-05, eta: 0:40:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.9638 +2022-03-11 00:04:34,420 - davarocr - INFO - Epoch [26][130/541] lr: 2.222e-05, eta: 0:40:42, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 2.0060 +2022-03-11 00:04:35,302 - davarocr - INFO - Epoch [26][135/541] lr: 2.222e-05, eta: 0:40:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 2.2034 +2022-03-11 00:04:36,183 - davarocr - INFO - Epoch [26][140/541] lr: 2.222e-05, eta: 0:40:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0005, grad_norm: 2.0032 +2022-03-11 00:04:37,064 - davarocr - INFO - Epoch [26][145/541] lr: 2.222e-05, eta: 0:40:39, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.9804 +2022-03-11 00:04:37,944 - davarocr - INFO - Epoch [26][150/541] lr: 2.222e-05, eta: 0:40:38, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.9857 +2022-03-11 00:04:38,828 - davarocr - INFO - Epoch [26][155/541] lr: 2.222e-05, eta: 0:40:37, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 2.3841 +2022-03-11 00:04:39,707 - davarocr - INFO - Epoch [26][160/541] lr: 2.222e-05, eta: 0:40:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 2.0299 +2022-03-11 00:04:40,584 - davarocr - INFO - Epoch [26][165/541] lr: 2.222e-05, eta: 0:40:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 2.0102 +2022-03-11 00:04:41,468 - davarocr - INFO - Epoch [26][170/541] lr: 2.222e-05, eta: 0:40:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0090 +2022-03-11 00:04:42,358 - davarocr - INFO - Epoch [26][175/541] lr: 2.222e-05, eta: 0:40:33, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0041, end_loss: 0.0038, loss: 0.0079, grad_norm: 2.3667 +2022-03-11 00:04:43,237 - davarocr - INFO - Epoch [26][180/541] lr: 2.222e-05, eta: 0:40:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 2.0186 +2022-03-11 00:04:44,123 - davarocr - INFO - Epoch [26][185/541] lr: 2.222e-05, eta: 0:40:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0062 +2022-03-11 00:04:45,010 - davarocr - INFO - Epoch [26][190/541] lr: 2.222e-05, eta: 0:40:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0014, loss: 0.0022, grad_norm: 2.1586 +2022-03-11 00:04:45,887 - davarocr - INFO - Epoch [26][195/541] lr: 2.222e-05, eta: 0:40:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0068 +2022-03-11 00:04:46,772 - davarocr - INFO - Epoch [26][200/541] lr: 2.222e-05, eta: 0:40:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0070 +2022-03-11 00:04:47,649 - davarocr - INFO - Epoch [26][205/541] lr: 2.222e-05, eta: 0:40:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0063 +2022-03-11 00:04:48,543 - davarocr - INFO - Epoch [26][210/541] lr: 2.222e-05, eta: 0:40:27, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0061 +2022-03-11 00:04:49,426 - davarocr - INFO - Epoch [26][215/541] lr: 2.222e-05, eta: 0:40:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0001, loss: 0.0012, grad_norm: 2.0563 +2022-03-11 00:04:50,329 - davarocr - INFO - Epoch [26][220/541] lr: 2.222e-05, eta: 0:40:25, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0060 +2022-03-11 00:04:51,212 - davarocr - INFO - Epoch [26][225/541] lr: 2.222e-05, eta: 0:40:24, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0016, loss: 0.0016, grad_norm: 2.4698 +2022-03-11 00:04:52,101 - davarocr - INFO - Epoch [26][230/541] lr: 2.222e-05, eta: 0:40:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0078, end_loss: 0.0024, loss: 0.0103, grad_norm: 2.1584 +2022-03-11 00:04:52,980 - davarocr - INFO - Epoch [26][235/541] lr: 2.222e-05, eta: 0:40:22, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 2.0475 +2022-03-11 00:04:53,868 - davarocr - INFO - Epoch [26][240/541] lr: 2.222e-05, eta: 0:40:21, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 2.0486 +2022-03-11 00:04:54,758 - davarocr - INFO - Epoch [26][245/541] lr: 2.222e-05, eta: 0:40:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 2.0848 +2022-03-11 00:04:55,637 - davarocr - INFO - Epoch [26][250/541] lr: 2.222e-05, eta: 0:40:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0333 +2022-03-11 00:04:56,528 - davarocr - INFO - Epoch [26][255/541] lr: 2.222e-05, eta: 0:40:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0000, loss: 0.0017, grad_norm: 2.0401 +2022-03-11 00:04:57,408 - davarocr - INFO - Epoch [26][260/541] lr: 2.222e-05, eta: 0:40:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0023, end_loss: 0.0000, loss: 0.0023, grad_norm: 2.1509 +2022-03-11 00:04:58,291 - davarocr - INFO - Epoch [26][265/541] lr: 2.222e-05, eta: 0:40:16, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0293 +2022-03-11 00:04:59,175 - davarocr - INFO - Epoch [26][270/541] lr: 2.222e-05, eta: 0:40:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 2.0643 +2022-03-11 00:05:00,056 - davarocr - INFO - Epoch [26][275/541] lr: 2.222e-05, eta: 0:40:15, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0266 +2022-03-11 00:05:00,944 - davarocr - INFO - Epoch [26][280/541] lr: 2.222e-05, eta: 0:40:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 2.0300 +2022-03-11 00:05:01,837 - davarocr - INFO - Epoch [26][285/541] lr: 2.222e-05, eta: 0:40:13, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0268 +2022-03-11 00:05:02,732 - davarocr - INFO - Epoch [26][290/541] lr: 2.222e-05, eta: 0:40:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 2.0276 +2022-03-11 00:05:03,636 - davarocr - INFO - Epoch [26][295/541] lr: 2.222e-05, eta: 0:40:11, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 2.0256 +2022-03-11 00:05:04,542 - davarocr - INFO - Epoch [26][300/541] lr: 2.222e-05, eta: 0:40:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0261 +2022-03-11 00:05:05,458 - davarocr - INFO - Epoch [26][305/541] lr: 2.222e-05, eta: 0:40:09, time: 0.186, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 2.0259 +2022-03-11 00:05:06,366 - davarocr - INFO - Epoch [26][310/541] lr: 2.222e-05, eta: 0:40:08, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0014, loss: 0.0017, grad_norm: 2.1093 +2022-03-11 00:05:07,257 - davarocr - INFO - Epoch [26][315/541] lr: 2.222e-05, eta: 0:40:07, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 2.0365 +2022-03-11 00:05:08,157 - davarocr - INFO - Epoch [26][320/541] lr: 2.222e-05, eta: 0:40:06, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0018, loss: 0.0035, grad_norm: 2.0451 +2022-03-11 00:05:09,041 - davarocr - INFO - Epoch [26][325/541] lr: 2.222e-05, eta: 0:40:05, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0017, loss: 0.0019, grad_norm: 3.9592 +2022-03-11 00:05:09,933 - davarocr - INFO - Epoch [26][330/541] lr: 2.222e-05, eta: 0:40:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.8809 +2022-03-11 00:05:10,828 - davarocr - INFO - Epoch [26][335/541] lr: 2.222e-05, eta: 0:40:04, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8543 +2022-03-11 00:05:11,712 - davarocr - INFO - Epoch [26][340/541] lr: 2.222e-05, eta: 0:40:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8562 +2022-03-11 00:05:12,625 - davarocr - INFO - Epoch [26][345/541] lr: 2.222e-05, eta: 0:40:02, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0005, loss: 0.0019, grad_norm: 0.8709 +2022-03-11 00:05:13,509 - davarocr - INFO - Epoch [26][350/541] lr: 2.222e-05, eta: 0:40:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8562 +2022-03-11 00:05:14,397 - davarocr - INFO - Epoch [26][355/541] lr: 2.222e-05, eta: 0:40:00, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0005, loss: 0.0017, grad_norm: 0.9614 +2022-03-11 00:05:15,269 - davarocr - INFO - Epoch [26][360/541] lr: 2.222e-05, eta: 0:39:59, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0016, grad_norm: 1.0493 +2022-03-11 00:05:16,162 - davarocr - INFO - Epoch [26][365/541] lr: 2.222e-05, eta: 0:39:58, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.0882 +2022-03-11 00:05:17,056 - davarocr - INFO - Epoch [26][370/541] lr: 2.222e-05, eta: 0:39:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8804 +2022-03-11 00:05:17,933 - davarocr - INFO - Epoch [26][375/541] lr: 2.222e-05, eta: 0:39:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8795 +2022-03-11 00:05:18,807 - davarocr - INFO - Epoch [26][380/541] lr: 2.222e-05, eta: 0:39:55, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0017, loss: 0.0026, grad_norm: 1.3176 +2022-03-11 00:05:19,688 - davarocr - INFO - Epoch [26][385/541] lr: 2.222e-05, eta: 0:39:54, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0026, loss: 0.0027, grad_norm: 1.2066 +2022-03-11 00:05:20,595 - davarocr - INFO - Epoch [26][390/541] lr: 2.222e-05, eta: 0:39:53, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.9913 +2022-03-11 00:05:21,483 - davarocr - INFO - Epoch [26][395/541] lr: 2.222e-05, eta: 0:39:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0026, loss: 0.0029, grad_norm: 1.0607 +2022-03-11 00:05:22,369 - davarocr - INFO - Epoch [26][400/541] lr: 2.222e-05, eta: 0:39:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.0491 +2022-03-11 00:05:23,257 - davarocr - INFO - Epoch [26][405/541] lr: 2.222e-05, eta: 0:39:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0017, loss: 0.0031, grad_norm: 1.1673 +2022-03-11 00:05:24,137 - davarocr - INFO - Epoch [26][410/541] lr: 2.222e-05, eta: 0:39:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0008, loss: 0.0027, grad_norm: 2.2230 +2022-03-11 00:05:25,017 - davarocr - INFO - Epoch [26][415/541] lr: 2.222e-05, eta: 0:39:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.7283 +2022-03-11 00:05:25,901 - davarocr - INFO - Epoch [26][420/541] lr: 2.222e-05, eta: 0:39:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0007, loss: 0.0020, grad_norm: 0.9234 +2022-03-11 00:05:26,787 - davarocr - INFO - Epoch [26][425/541] lr: 2.222e-05, eta: 0:39:47, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0016, end_loss: 0.0005, loss: 0.0022, grad_norm: 1.0068 +2022-03-11 00:05:27,676 - davarocr - INFO - Epoch [26][430/541] lr: 2.222e-05, eta: 0:39:46, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0009, loss: 0.0014, grad_norm: 1.5806 +2022-03-11 00:05:28,559 - davarocr - INFO - Epoch [26][435/541] lr: 2.222e-05, eta: 0:39:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0013, loss: 0.0017, grad_norm: 0.9956 +2022-03-11 00:05:29,449 - davarocr - INFO - Epoch [26][440/541] lr: 2.222e-05, eta: 0:39:44, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0027, loss: 0.0039, grad_norm: 1.1685 +2022-03-11 00:05:30,338 - davarocr - INFO - Epoch [26][445/541] lr: 2.222e-05, eta: 0:39:43, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8686 +2022-03-11 00:05:31,215 - davarocr - INFO - Epoch [26][450/541] lr: 2.222e-05, eta: 0:39:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8678 +2022-03-11 00:05:32,103 - davarocr - INFO - Epoch [26][455/541] lr: 2.222e-05, eta: 0:39:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8679 +2022-03-11 00:05:32,993 - davarocr - INFO - Epoch [26][460/541] lr: 2.222e-05, eta: 0:39:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0013, grad_norm: 0.8869 +2022-03-11 00:05:33,883 - davarocr - INFO - Epoch [26][465/541] lr: 2.222e-05, eta: 0:39:39, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0012, loss: 0.0018, grad_norm: 1.1062 +2022-03-11 00:05:34,773 - davarocr - INFO - Epoch [26][470/541] lr: 2.222e-05, eta: 0:39:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8573 +2022-03-11 00:05:35,679 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:05:35,679 - davarocr - INFO - Epoch [26][475/541] lr: 2.222e-05, eta: 0:39:37, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0018, loss: 0.0044, grad_norm: 0.9075 +2022-03-11 00:05:36,596 - davarocr - INFO - Epoch [26][480/541] lr: 2.222e-05, eta: 0:39:36, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0030, loss: 0.0050, grad_norm: 0.9852 +2022-03-11 00:05:37,545 - davarocr - INFO - Epoch [26][485/541] lr: 2.222e-05, eta: 0:39:36, time: 0.190, data_time: 0.014, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8734 +2022-03-11 00:05:38,447 - davarocr - INFO - Epoch [26][490/541] lr: 2.222e-05, eta: 0:39:35, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.0406 +2022-03-11 00:05:39,334 - davarocr - INFO - Epoch [26][495/541] lr: 2.222e-05, eta: 0:39:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8901 +2022-03-11 00:05:40,224 - davarocr - INFO - Epoch [26][500/541] lr: 2.222e-05, eta: 0:39:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0026, end_loss: 0.0046, loss: 0.0072, grad_norm: 1.3339 +2022-03-11 00:05:41,106 - davarocr - INFO - Epoch [26][505/541] lr: 2.222e-05, eta: 0:39:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9171 +2022-03-11 00:05:42,018 - davarocr - INFO - Epoch [26][510/541] lr: 2.222e-05, eta: 0:39:31, time: 0.183, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0022, loss: 0.0029, grad_norm: 1.0679 +2022-03-11 00:05:42,925 - davarocr - INFO - Epoch [26][515/541] lr: 2.222e-05, eta: 0:39:30, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 0.9882 +2022-03-11 00:05:43,830 - davarocr - INFO - Epoch [26][520/541] lr: 2.222e-05, eta: 0:39:29, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0021, grad_norm: 0.9411 +2022-03-11 00:05:44,705 - davarocr - INFO - Epoch [26][525/541] lr: 2.222e-05, eta: 0:39:28, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0025, loss: 0.0044, grad_norm: 1.0151 +2022-03-11 00:05:45,588 - davarocr - INFO - Epoch [26][530/541] lr: 2.222e-05, eta: 0:39:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.1727 +2022-03-11 00:05:46,467 - davarocr - INFO - Epoch [26][535/541] lr: 2.222e-05, eta: 0:39:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9193 +2022-03-11 00:05:47,347 - davarocr - INFO - Epoch [26][540/541] lr: 2.222e-05, eta: 0:39:25, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0006, loss: 0.0012, grad_norm: 0.9864 +2022-03-11 00:06:01,235 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:06:01,235 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:06:01,236 - davarocr - INFO - Epoch(val) [26][541] LOC: {'precision': 0.9316546762589928, 'recall': 0.9316546762589928, 'f1-score': 0.9316546762589928}, PER: {'precision': 0.9606003752345216, 'recall': 0.9499072356215214, 'f1-score': 0.9552238805970149}, MISC: {'precision': 0.8623853211009175, 'recall': 0.8034188034188035, 'f1-score': 0.8318584070796462}, ORG: {'precision': 0.9014598540145985, 'recall': 0.8922335942203492, 'f1-score': 0.8968229954614222}, all: {'precision': 0.922911051212938, 'recall': 0.9093484419263456, 'f1-score': 0.9160795505217157}, hmean: 0.9161 +2022-03-11 00:06:04,636 - davarocr - INFO - Epoch [27][5/541] lr: 2.174e-05, eta: 0:39:26, time: 0.678, data_time: 0.489, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9178 +2022-03-11 00:06:05,545 - davarocr - INFO - Epoch [27][10/541] lr: 2.174e-05, eta: 0:39:25, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0012, grad_norm: 0.9193 +2022-03-11 00:06:06,430 - davarocr - INFO - Epoch [27][15/541] lr: 2.174e-05, eta: 0:39:25, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0008, grad_norm: 0.9332 +2022-03-11 00:06:07,307 - davarocr - INFO - Epoch [27][20/541] lr: 2.174e-05, eta: 0:39:24, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0025, end_loss: 0.0001, loss: 0.0026, grad_norm: 1.2415 +2022-03-11 00:06:08,184 - davarocr - INFO - Epoch [27][25/541] lr: 2.174e-05, eta: 0:39:23, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9451 +2022-03-11 00:06:09,069 - davarocr - INFO - Epoch [27][30/541] lr: 2.174e-05, eta: 0:39:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 0.9633 +2022-03-11 00:06:10,331 - davarocr - INFO - Epoch [27][35/541] lr: 2.174e-05, eta: 0:39:21, time: 0.253, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.9472 +2022-03-11 00:06:11,242 - davarocr - INFO - Epoch [27][40/541] lr: 2.174e-05, eta: 0:39:20, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.9503 +2022-03-11 00:06:12,132 - davarocr - INFO - Epoch [27][45/541] lr: 2.174e-05, eta: 0:39:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9463 +2022-03-11 00:06:13,020 - davarocr - INFO - Epoch [27][50/541] lr: 2.174e-05, eta: 0:39:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9414 +2022-03-11 00:06:13,949 - davarocr - INFO - Epoch [27][55/541] lr: 2.174e-05, eta: 0:39:17, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.3109 +2022-03-11 00:06:14,876 - davarocr - INFO - Epoch [27][60/541] lr: 2.174e-05, eta: 0:39:17, time: 0.187, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9506 +2022-03-11 00:06:15,759 - davarocr - INFO - Epoch [27][65/541] lr: 2.174e-05, eta: 0:39:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9508 +2022-03-11 00:06:16,670 - davarocr - INFO - Epoch [27][70/541] lr: 2.174e-05, eta: 0:39:15, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9515 +2022-03-11 00:06:17,602 - davarocr - INFO - Epoch [27][75/541] lr: 2.174e-05, eta: 0:39:14, time: 0.187, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.9850 +2022-03-11 00:06:18,517 - davarocr - INFO - Epoch [27][80/541] lr: 2.174e-05, eta: 0:39:13, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9374 +2022-03-11 00:06:19,423 - davarocr - INFO - Epoch [27][85/541] lr: 2.174e-05, eta: 0:39:12, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.5052 +2022-03-11 00:06:20,310 - davarocr - INFO - Epoch [27][90/541] lr: 2.174e-05, eta: 0:39:11, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9991 +2022-03-11 00:06:21,200 - davarocr - INFO - Epoch [27][95/541] lr: 2.174e-05, eta: 0:39:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9978 +2022-03-11 00:06:22,089 - davarocr - INFO - Epoch [27][100/541] lr: 2.174e-05, eta: 0:39:09, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.2760 +2022-03-11 00:06:22,974 - davarocr - INFO - Epoch [27][105/541] lr: 2.174e-05, eta: 0:39:08, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0013, end_loss: 0.0002, loss: 0.0014, grad_norm: 1.1319 +2022-03-11 00:06:23,865 - davarocr - INFO - Epoch [27][110/541] lr: 2.174e-05, eta: 0:39:07, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0118 +2022-03-11 00:06:24,745 - davarocr - INFO - Epoch [27][115/541] lr: 2.174e-05, eta: 0:39:06, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0107 +2022-03-11 00:06:25,631 - davarocr - INFO - Epoch [27][120/541] lr: 2.174e-05, eta: 0:39:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.0562 +2022-03-11 00:06:26,513 - davarocr - INFO - Epoch [27][125/541] lr: 2.174e-05, eta: 0:39:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0012, loss: 0.0021, grad_norm: 1.0355 +2022-03-11 00:06:27,395 - davarocr - INFO - Epoch [27][130/541] lr: 2.174e-05, eta: 0:39:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.0311 +2022-03-11 00:06:28,299 - davarocr - INFO - Epoch [27][135/541] lr: 2.174e-05, eta: 0:39:03, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0103 +2022-03-11 00:06:29,210 - davarocr - INFO - Epoch [27][140/541] lr: 2.174e-05, eta: 0:39:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0015, loss: 0.0015, grad_norm: 1.0578 +2022-03-11 00:06:30,109 - davarocr - INFO - Epoch [27][145/541] lr: 2.174e-05, eta: 0:39:01, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0322 +2022-03-11 00:06:30,993 - davarocr - INFO - Epoch [27][150/541] lr: 2.174e-05, eta: 0:39:00, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0067, loss: 0.0067, grad_norm: 1.3213 +2022-03-11 00:06:31,875 - davarocr - INFO - Epoch [27][155/541] lr: 2.174e-05, eta: 0:38:59, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0259 +2022-03-11 00:06:32,777 - davarocr - INFO - Epoch [27][160/541] lr: 2.174e-05, eta: 0:38:58, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.0881 +2022-03-11 00:06:33,689 - davarocr - INFO - Epoch [27][165/541] lr: 2.174e-05, eta: 0:38:57, time: 0.183, data_time: 0.012, memory: 5192, start_loss: 0.0001, end_loss: 0.0021, loss: 0.0022, grad_norm: 1.1376 +2022-03-11 00:06:34,570 - davarocr - INFO - Epoch [27][170/541] lr: 2.174e-05, eta: 0:38:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.0500 +2022-03-11 00:06:35,455 - davarocr - INFO - Epoch [27][175/541] lr: 2.174e-05, eta: 0:38:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0269 +2022-03-11 00:06:36,347 - davarocr - INFO - Epoch [27][180/541] lr: 2.174e-05, eta: 0:38:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0019, loss: 0.0030, grad_norm: 1.2382 +2022-03-11 00:06:37,266 - davarocr - INFO - Epoch [27][185/541] lr: 2.174e-05, eta: 0:38:53, time: 0.188, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.0299 +2022-03-11 00:06:38,176 - davarocr - INFO - Epoch [27][190/541] lr: 2.174e-05, eta: 0:38:52, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0056, end_loss: 0.0045, loss: 0.0102, grad_norm: 1.1426 +2022-03-11 00:06:39,083 - davarocr - INFO - Epoch [27][195/541] lr: 2.174e-05, eta: 0:38:52, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0342 +2022-03-11 00:06:39,970 - davarocr - INFO - Epoch [27][200/541] lr: 2.174e-05, eta: 0:38:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0349 +2022-03-11 00:06:40,854 - davarocr - INFO - Epoch [27][205/541] lr: 2.174e-05, eta: 0:38:50, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0376 +2022-03-11 00:06:41,756 - davarocr - INFO - Epoch [27][210/541] lr: 2.174e-05, eta: 0:38:49, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.0657 +2022-03-11 00:06:42,639 - davarocr - INFO - Epoch [27][215/541] lr: 2.174e-05, eta: 0:38:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0366 +2022-03-11 00:06:43,543 - davarocr - INFO - Epoch [27][220/541] lr: 2.174e-05, eta: 0:38:47, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.1123 +2022-03-11 00:06:44,427 - davarocr - INFO - Epoch [27][225/541] lr: 2.174e-05, eta: 0:38:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0028, loss: 0.0043, grad_norm: 1.4207 +2022-03-11 00:06:45,307 - davarocr - INFO - Epoch [27][230/541] lr: 2.174e-05, eta: 0:38:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0020, loss: 0.0032, grad_norm: 1.1350 +2022-03-11 00:06:46,214 - davarocr - INFO - Epoch [27][235/541] lr: 2.174e-05, eta: 0:38:44, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0619 +2022-03-11 00:06:47,101 - davarocr - INFO - Epoch [27][240/541] lr: 2.174e-05, eta: 0:38:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0016, loss: 0.0024, grad_norm: 1.2522 +2022-03-11 00:06:47,993 - davarocr - INFO - Epoch [27][245/541] lr: 2.174e-05, eta: 0:38:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.0601 +2022-03-11 00:06:48,898 - davarocr - INFO - Epoch [27][250/541] lr: 2.174e-05, eta: 0:38:41, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.0882 +2022-03-11 00:06:49,792 - davarocr - INFO - Epoch [27][255/541] lr: 2.174e-05, eta: 0:38:40, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0602 +2022-03-11 00:06:50,670 - davarocr - INFO - Epoch [27][260/541] lr: 2.174e-05, eta: 0:38:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.0684 +2022-03-11 00:06:51,564 - davarocr - INFO - Epoch [27][265/541] lr: 2.174e-05, eta: 0:38:39, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0006, loss: 0.0019, grad_norm: 1.2896 +2022-03-11 00:06:52,481 - davarocr - INFO - Epoch [27][270/541] lr: 2.174e-05, eta: 0:38:38, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0654 +2022-03-11 00:06:53,396 - davarocr - INFO - Epoch [27][275/541] lr: 2.174e-05, eta: 0:38:37, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.0656 +2022-03-11 00:06:54,276 - davarocr - INFO - Epoch [27][280/541] lr: 2.174e-05, eta: 0:38:36, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.0805 +2022-03-11 00:06:55,166 - davarocr - INFO - Epoch [27][285/541] lr: 2.174e-05, eta: 0:38:35, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.0699 +2022-03-11 00:06:56,059 - davarocr - INFO - Epoch [27][290/541] lr: 2.174e-05, eta: 0:38:34, time: 0.181, data_time: 0.012, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.0742 +2022-03-11 00:06:56,954 - davarocr - INFO - Epoch [27][295/541] lr: 2.174e-05, eta: 0:38:33, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.1857 +2022-03-11 00:06:57,847 - davarocr - INFO - Epoch [27][300/541] lr: 2.174e-05, eta: 0:38:32, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0714 +2022-03-11 00:06:58,733 - davarocr - INFO - Epoch [27][305/541] lr: 2.174e-05, eta: 0:38:31, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0696 +2022-03-11 00:06:59,650 - davarocr - INFO - Epoch [27][310/541] lr: 2.174e-05, eta: 0:38:30, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1277 +2022-03-11 00:07:00,556 - davarocr - INFO - Epoch [27][315/541] lr: 2.174e-05, eta: 0:38:29, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0006, loss: 0.0016, grad_norm: 1.3257 +2022-03-11 00:07:01,468 - davarocr - INFO - Epoch [27][320/541] lr: 2.174e-05, eta: 0:38:28, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0785 +2022-03-11 00:07:02,373 - davarocr - INFO - Epoch [27][325/541] lr: 2.174e-05, eta: 0:38:27, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0822 +2022-03-11 00:07:03,272 - davarocr - INFO - Epoch [27][330/541] lr: 2.174e-05, eta: 0:38:27, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0975 +2022-03-11 00:07:04,153 - davarocr - INFO - Epoch [27][335/541] lr: 2.174e-05, eta: 0:38:26, time: 0.177, data_time: 0.012, memory: 5192, start_loss: 0.0021, end_loss: 0.0000, loss: 0.0021, grad_norm: 1.1090 +2022-03-11 00:07:05,046 - davarocr - INFO - Epoch [27][340/541] lr: 2.174e-05, eta: 0:38:25, time: 0.179, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0858 +2022-03-11 00:07:05,922 - davarocr - INFO - Epoch [27][345/541] lr: 2.174e-05, eta: 0:38:24, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.0865 +2022-03-11 00:07:06,804 - davarocr - INFO - Epoch [27][350/541] lr: 2.174e-05, eta: 0:38:23, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0854 +2022-03-11 00:07:07,692 - davarocr - INFO - Epoch [27][355/541] lr: 2.174e-05, eta: 0:38:22, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.0956 +2022-03-11 00:07:08,580 - davarocr - INFO - Epoch [27][360/541] lr: 2.174e-05, eta: 0:38:21, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0830 +2022-03-11 00:07:09,485 - davarocr - INFO - Epoch [27][365/541] lr: 2.174e-05, eta: 0:38:20, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0847 +2022-03-11 00:07:10,363 - davarocr - INFO - Epoch [27][370/541] lr: 2.174e-05, eta: 0:38:19, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0016, loss: 0.0041, grad_norm: 1.3265 +2022-03-11 00:07:11,240 - davarocr - INFO - Epoch [27][375/541] lr: 2.174e-05, eta: 0:38:18, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0887 +2022-03-11 00:07:12,119 - davarocr - INFO - Epoch [27][380/541] lr: 2.174e-05, eta: 0:38:17, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0013, loss: 0.0013, grad_norm: 1.6904 +2022-03-11 00:07:12,993 - davarocr - INFO - Epoch [27][385/541] lr: 2.174e-05, eta: 0:38:16, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0054, loss: 0.0063, grad_norm: 1.2952 +2022-03-11 00:07:13,883 - davarocr - INFO - Epoch [27][390/541] lr: 2.174e-05, eta: 0:38:15, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.1972 +2022-03-11 00:07:14,790 - davarocr - INFO - Epoch [27][395/541] lr: 2.174e-05, eta: 0:38:14, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0028, grad_norm: 1.3957 +2022-03-11 00:07:15,662 - davarocr - INFO - Epoch [27][400/541] lr: 2.174e-05, eta: 0:38:13, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1553 +2022-03-11 00:07:16,537 - davarocr - INFO - Epoch [27][405/541] lr: 2.174e-05, eta: 0:38:13, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0020, grad_norm: 1.3539 +2022-03-11 00:07:17,418 - davarocr - INFO - Epoch [27][410/541] lr: 2.174e-05, eta: 0:38:12, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0020, end_loss: 0.0071, loss: 0.0091, grad_norm: 1.4732 +2022-03-11 00:07:18,304 - davarocr - INFO - Epoch [27][415/541] lr: 2.174e-05, eta: 0:38:11, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.1953 +2022-03-11 00:07:19,180 - davarocr - INFO - Epoch [27][420/541] lr: 2.174e-05, eta: 0:38:10, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0030, loss: 0.0034, grad_norm: 1.4277 +2022-03-11 00:07:20,062 - davarocr - INFO - Epoch [27][425/541] lr: 2.174e-05, eta: 0:38:09, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0074, loss: 0.0079, grad_norm: 1.5694 +2022-03-11 00:07:20,935 - davarocr - INFO - Epoch [27][430/541] lr: 2.174e-05, eta: 0:38:08, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0014, loss: 0.0033, grad_norm: 1.6676 +2022-03-11 00:07:21,810 - davarocr - INFO - Epoch [27][435/541] lr: 2.174e-05, eta: 0:38:07, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0022, end_loss: 0.0010, loss: 0.0031, grad_norm: 1.3179 +2022-03-11 00:07:22,700 - davarocr - INFO - Epoch [27][440/541] lr: 2.174e-05, eta: 0:38:06, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0018, loss: 0.0022, grad_norm: 2.0553 +2022-03-11 00:07:23,587 - davarocr - INFO - Epoch [27][445/541] lr: 2.174e-05, eta: 0:38:05, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.3345 +2022-03-11 00:07:24,470 - davarocr - INFO - Epoch [27][450/541] lr: 2.174e-05, eta: 0:38:04, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.3640 +2022-03-11 00:07:25,358 - davarocr - INFO - Epoch [27][455/541] lr: 2.174e-05, eta: 0:38:03, time: 0.178, data_time: 0.012, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.4916 +2022-03-11 00:07:26,256 - davarocr - INFO - Epoch [27][460/541] lr: 2.174e-05, eta: 0:38:02, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0023, end_loss: 0.0007, loss: 0.0030, grad_norm: 1.5378 +2022-03-11 00:07:27,136 - davarocr - INFO - Epoch [27][465/541] lr: 2.174e-05, eta: 0:38:01, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3267 +2022-03-11 00:07:28,020 - davarocr - INFO - Epoch [27][470/541] lr: 2.174e-05, eta: 0:38:00, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0013, end_loss: 0.0014, loss: 0.0027, grad_norm: 1.3495 +2022-03-11 00:07:28,895 - davarocr - INFO - Epoch [27][475/541] lr: 2.174e-05, eta: 0:37:59, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0027, end_loss: 0.0038, loss: 0.0064, grad_norm: 1.3727 +2022-03-11 00:07:29,769 - davarocr - INFO - Epoch [27][480/541] lr: 2.174e-05, eta: 0:37:58, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0037, end_loss: 0.0002, loss: 0.0039, grad_norm: 2.2070 +2022-03-11 00:07:30,657 - davarocr - INFO - Epoch [27][485/541] lr: 2.174e-05, eta: 0:37:58, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.1982 +2022-03-11 00:07:31,532 - davarocr - INFO - Epoch [27][490/541] lr: 2.174e-05, eta: 0:37:57, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.0937 +2022-03-11 00:07:32,417 - davarocr - INFO - Epoch [27][495/541] lr: 2.174e-05, eta: 0:37:56, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0008, loss: 0.0015, grad_norm: 1.0890 +2022-03-11 00:07:33,336 - davarocr - INFO - Epoch [27][500/541] lr: 2.174e-05, eta: 0:37:55, time: 0.186, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0888 +2022-03-11 00:07:34,227 - davarocr - INFO - Epoch [27][505/541] lr: 2.174e-05, eta: 0:37:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.0880 +2022-03-11 00:07:35,109 - davarocr - INFO - Epoch [27][510/541] lr: 2.174e-05, eta: 0:37:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0862 +2022-03-11 00:07:36,001 - davarocr - INFO - Epoch [27][515/541] lr: 2.174e-05, eta: 0:37:52, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0021, loss: 0.0022, grad_norm: 1.7361 +2022-03-11 00:07:36,888 - davarocr - INFO - Epoch [27][520/541] lr: 2.174e-05, eta: 0:37:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.1054 +2022-03-11 00:07:37,782 - davarocr - INFO - Epoch [27][525/541] lr: 2.174e-05, eta: 0:37:50, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.1828 +2022-03-11 00:07:38,671 - davarocr - INFO - Epoch [27][530/541] lr: 2.174e-05, eta: 0:37:49, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1004 +2022-03-11 00:07:39,553 - davarocr - INFO - Epoch [27][535/541] lr: 2.174e-05, eta: 0:37:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0974 +2022-03-11 00:07:40,439 - davarocr - INFO - Epoch [27][540/541] lr: 2.174e-05, eta: 0:37:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0017, loss: 0.0021, grad_norm: 1.3008 +2022-03-11 00:07:54,220 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:07:54,221 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:07:54,221 - davarocr - INFO - Epoch(val) [27][541] LOC: {'precision': 0.9388379204892966, 'recall': 0.920263788968825, 'f1-score': 0.9294580684226461}, PER: {'precision': 0.9474006116207951, 'recall': 0.9579468150896723, 'f1-score': 0.9526445264452645}, MISC: {'precision': 0.8437956204379562, 'recall': 0.8233618233618234, 'f1-score': 0.8334534967555877}, ORG: {'precision': 0.9157372986369269, 'recall': 0.8898254063816978, 'f1-score': 0.9025954198473283}, all: {'precision': 0.9229664212605495, 'recall': 0.910056657223796, 'f1-score': 0.9164660782740484}, hmean: 0.9165 +2022-03-11 00:07:57,977 - davarocr - INFO - Epoch [28][5/541] lr: 2.128e-05, eta: 0:37:48, time: 0.750, data_time: 0.488, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.1981 +2022-03-11 00:07:58,857 - davarocr - INFO - Epoch [28][10/541] lr: 2.128e-05, eta: 0:37:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1214 +2022-03-11 00:07:59,740 - davarocr - INFO - Epoch [28][15/541] lr: 2.128e-05, eta: 0:37:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0017, loss: 0.0026, grad_norm: 1.3580 +2022-03-11 00:08:00,622 - davarocr - INFO - Epoch [28][20/541] lr: 2.128e-05, eta: 0:37:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1433 +2022-03-11 00:08:01,522 - davarocr - INFO - Epoch [28][25/541] lr: 2.128e-05, eta: 0:37:45, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0036, loss: 0.0037, grad_norm: 1.1859 +2022-03-11 00:08:02,588 - davarocr - INFO - Epoch [28][30/541] lr: 2.128e-05, eta: 0:37:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0072, end_loss: 0.0047, loss: 0.0119, grad_norm: 1.9758 +2022-03-11 00:08:03,471 - davarocr - INFO - Epoch [28][35/541] lr: 2.128e-05, eta: 0:37:43, time: 0.214, data_time: 0.044, memory: 5192, start_loss: 0.0005, end_loss: 0.0015, loss: 0.0020, grad_norm: 1.4647 +2022-03-11 00:08:04,544 - davarocr - INFO - Epoch [28][40/541] lr: 2.128e-05, eta: 0:37:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0018, loss: 0.0030, grad_norm: 1.8595 +2022-03-11 00:08:05,427 - davarocr - INFO - Epoch [28][45/541] lr: 2.128e-05, eta: 0:37:41, time: 0.214, data_time: 0.044, memory: 5192, start_loss: 0.0002, end_loss: 0.0016, loss: 0.0018, grad_norm: 1.2771 +2022-03-11 00:08:06,320 - davarocr - INFO - Epoch [28][50/541] lr: 2.128e-05, eta: 0:37:40, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.2282 +2022-03-11 00:08:07,197 - davarocr - INFO - Epoch [28][55/541] lr: 2.128e-05, eta: 0:37:39, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0008, loss: 0.0016, grad_norm: 1.2999 +2022-03-11 00:08:08,080 - davarocr - INFO - Epoch [28][60/541] lr: 2.128e-05, eta: 0:37:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0033, end_loss: 0.0037, loss: 0.0070, grad_norm: 1.3383 +2022-03-11 00:08:08,956 - davarocr - INFO - Epoch [28][65/541] lr: 2.128e-05, eta: 0:37:38, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.2027 +2022-03-11 00:08:09,842 - davarocr - INFO - Epoch [28][70/541] lr: 2.128e-05, eta: 0:37:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.3375 +2022-03-11 00:08:10,730 - davarocr - INFO - Epoch [28][75/541] lr: 2.128e-05, eta: 0:37:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2012 +2022-03-11 00:08:11,612 - davarocr - INFO - Epoch [28][80/541] lr: 2.128e-05, eta: 0:37:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2009 +2022-03-11 00:08:12,491 - davarocr - INFO - Epoch [28][85/541] lr: 2.128e-05, eta: 0:37:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2019 +2022-03-11 00:08:13,371 - davarocr - INFO - Epoch [28][90/541] lr: 2.128e-05, eta: 0:37:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.2359 +2022-03-11 00:08:14,253 - davarocr - INFO - Epoch [28][95/541] lr: 2.128e-05, eta: 0:37:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0011, loss: 0.0031, grad_norm: 1.2655 +2022-03-11 00:08:15,139 - davarocr - INFO - Epoch [28][100/541] lr: 2.128e-05, eta: 0:37:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0007, loss: 0.0025, grad_norm: 1.4828 +2022-03-11 00:08:16,029 - davarocr - INFO - Epoch [28][105/541] lr: 2.128e-05, eta: 0:37:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2270 +2022-03-11 00:08:16,902 - davarocr - INFO - Epoch [28][110/541] lr: 2.128e-05, eta: 0:37:29, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2254 +2022-03-11 00:08:17,783 - davarocr - INFO - Epoch [28][115/541] lr: 2.128e-05, eta: 0:37:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.2354 +2022-03-11 00:08:18,666 - davarocr - INFO - Epoch [28][120/541] lr: 2.128e-05, eta: 0:37:27, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2341 +2022-03-11 00:08:19,549 - davarocr - INFO - Epoch [28][125/541] lr: 2.128e-05, eta: 0:37:26, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2753 +2022-03-11 00:08:20,435 - davarocr - INFO - Epoch [28][130/541] lr: 2.128e-05, eta: 0:37:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0019, loss: 0.0024, grad_norm: 1.3463 +2022-03-11 00:08:21,316 - davarocr - INFO - Epoch [28][135/541] lr: 2.128e-05, eta: 0:37:24, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0019, grad_norm: 1.2695 +2022-03-11 00:08:22,203 - davarocr - INFO - Epoch [28][140/541] lr: 2.128e-05, eta: 0:37:24, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2186 +2022-03-11 00:08:23,101 - davarocr - INFO - Epoch [28][145/541] lr: 2.128e-05, eta: 0:37:23, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2160 +2022-03-11 00:08:23,981 - davarocr - INFO - Epoch [28][150/541] lr: 2.128e-05, eta: 0:37:22, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0043, loss: 0.0051, grad_norm: 1.6016 +2022-03-11 00:08:24,874 - davarocr - INFO - Epoch [28][155/541] lr: 2.128e-05, eta: 0:37:21, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2375 +2022-03-11 00:08:25,786 - davarocr - INFO - Epoch [28][160/541] lr: 2.128e-05, eta: 0:37:20, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0011, end_loss: 0.0014, loss: 0.0026, grad_norm: 1.3421 +2022-03-11 00:08:26,700 - davarocr - INFO - Epoch [28][165/541] lr: 2.128e-05, eta: 0:37:19, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0037, loss: 0.0046, grad_norm: 1.2705 +2022-03-11 00:08:27,618 - davarocr - INFO - Epoch [28][170/541] lr: 2.128e-05, eta: 0:37:18, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2354 +2022-03-11 00:08:28,502 - davarocr - INFO - Epoch [28][175/541] lr: 2.128e-05, eta: 0:37:17, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2346 +2022-03-11 00:08:29,387 - davarocr - INFO - Epoch [28][180/541] lr: 2.128e-05, eta: 0:37:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0013, loss: 0.0028, grad_norm: 1.7345 +2022-03-11 00:08:30,276 - davarocr - INFO - Epoch [28][185/541] lr: 2.128e-05, eta: 0:37:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.3014 +2022-03-11 00:08:31,166 - davarocr - INFO - Epoch [28][190/541] lr: 2.128e-05, eta: 0:37:14, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0018, loss: 0.0019, grad_norm: 1.7180 +2022-03-11 00:08:32,063 - davarocr - INFO - Epoch [28][195/541] lr: 2.128e-05, eta: 0:37:13, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.4396 +2022-03-11 00:08:32,963 - davarocr - INFO - Epoch [28][200/541] lr: 2.128e-05, eta: 0:37:12, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2918 +2022-03-11 00:08:33,845 - davarocr - INFO - Epoch [28][205/541] lr: 2.128e-05, eta: 0:37:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0025, loss: 0.0026, grad_norm: 1.6571 +2022-03-11 00:08:34,745 - davarocr - INFO - Epoch [28][210/541] lr: 2.128e-05, eta: 0:37:11, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3122 +2022-03-11 00:08:35,626 - davarocr - INFO - Epoch [28][215/541] lr: 2.128e-05, eta: 0:37:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0012, loss: 0.0035, grad_norm: 1.4994 +2022-03-11 00:08:36,505 - davarocr - INFO - Epoch [28][220/541] lr: 2.128e-05, eta: 0:37:09, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3201 +2022-03-11 00:08:37,385 - davarocr - INFO - Epoch [28][225/541] lr: 2.128e-05, eta: 0:37:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0015, loss: 0.0024, grad_norm: 1.5825 +2022-03-11 00:08:38,288 - davarocr - INFO - Epoch [28][230/541] lr: 2.128e-05, eta: 0:37:07, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.3386 +2022-03-11 00:08:39,194 - davarocr - INFO - Epoch [28][235/541] lr: 2.128e-05, eta: 0:37:06, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.3310 +2022-03-11 00:08:40,086 - davarocr - INFO - Epoch [28][240/541] lr: 2.128e-05, eta: 0:37:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3254 +2022-03-11 00:08:41,161 - davarocr - INFO - Epoch [28][245/541] lr: 2.128e-05, eta: 0:37:04, time: 0.215, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0005, loss: 0.0025, grad_norm: 1.4575 +2022-03-11 00:08:42,043 - davarocr - INFO - Epoch [28][250/541] lr: 2.128e-05, eta: 0:37:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3578 +2022-03-11 00:08:42,946 - davarocr - INFO - Epoch [28][255/541] lr: 2.128e-05, eta: 0:37:02, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0015, end_loss: 0.0003, loss: 0.0018, grad_norm: 2.7460 +2022-03-11 00:08:43,879 - davarocr - INFO - Epoch [28][260/541] lr: 2.128e-05, eta: 0:37:01, time: 0.188, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0024, loss: 0.0024, grad_norm: 0.9221 +2022-03-11 00:08:44,785 - davarocr - INFO - Epoch [28][265/541] lr: 2.128e-05, eta: 0:37:01, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.0259 +2022-03-11 00:08:45,694 - davarocr - INFO - Epoch [28][270/541] lr: 2.128e-05, eta: 0:37:00, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9259 +2022-03-11 00:08:46,604 - davarocr - INFO - Epoch [28][275/541] lr: 2.128e-05, eta: 0:36:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.9682 +2022-03-11 00:08:47,502 - davarocr - INFO - Epoch [28][280/541] lr: 2.128e-05, eta: 0:36:58, time: 0.180, data_time: 0.004, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9218 +2022-03-11 00:08:48,422 - davarocr - INFO - Epoch [28][285/541] lr: 2.128e-05, eta: 0:36:57, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9151 +2022-03-11 00:08:49,306 - davarocr - INFO - Epoch [28][290/541] lr: 2.128e-05, eta: 0:36:56, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0029, loss: 0.0029, grad_norm: 0.9698 +2022-03-11 00:08:50,190 - davarocr - INFO - Epoch [28][295/541] lr: 2.128e-05, eta: 0:36:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9145 +2022-03-11 00:08:51,076 - davarocr - INFO - Epoch [28][300/541] lr: 2.128e-05, eta: 0:36:54, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9140 +2022-03-11 00:08:51,960 - davarocr - INFO - Epoch [28][305/541] lr: 2.128e-05, eta: 0:36:53, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0031, loss: 0.0032, grad_norm: 0.9556 +2022-03-11 00:08:52,840 - davarocr - INFO - Epoch [28][310/541] lr: 2.128e-05, eta: 0:36:52, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.9240 +2022-03-11 00:08:53,717 - davarocr - INFO - Epoch [28][315/541] lr: 2.128e-05, eta: 0:36:51, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9160 +2022-03-11 00:08:54,597 - davarocr - INFO - Epoch [28][320/541] lr: 2.128e-05, eta: 0:36:50, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.0193 +2022-03-11 00:08:55,480 - davarocr - INFO - Epoch [28][325/541] lr: 2.128e-05, eta: 0:36:49, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9068 +2022-03-11 00:08:56,362 - davarocr - INFO - Epoch [28][330/541] lr: 2.128e-05, eta: 0:36:48, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9069 +2022-03-11 00:08:57,236 - davarocr - INFO - Epoch [28][335/541] lr: 2.128e-05, eta: 0:36:48, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.9512 +2022-03-11 00:08:58,125 - davarocr - INFO - Epoch [28][340/541] lr: 2.128e-05, eta: 0:36:47, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.0347 +2022-03-11 00:08:59,005 - davarocr - INFO - Epoch [28][345/541] lr: 2.128e-05, eta: 0:36:46, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9184 +2022-03-11 00:08:59,880 - davarocr - INFO - Epoch [28][350/541] lr: 2.128e-05, eta: 0:36:45, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9180 +2022-03-11 00:09:00,764 - davarocr - INFO - Epoch [28][355/541] lr: 2.128e-05, eta: 0:36:44, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0012, loss: 0.0015, grad_norm: 0.9383 +2022-03-11 00:09:01,644 - davarocr - INFO - Epoch [28][360/541] lr: 2.128e-05, eta: 0:36:43, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 0.9231 +2022-03-11 00:09:02,527 - davarocr - INFO - Epoch [28][365/541] lr: 2.128e-05, eta: 0:36:42, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9274 +2022-03-11 00:09:03,413 - davarocr - INFO - Epoch [28][370/541] lr: 2.128e-05, eta: 0:36:41, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9852 +2022-03-11 00:09:04,294 - davarocr - INFO - Epoch [28][375/541] lr: 2.128e-05, eta: 0:36:40, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9331 +2022-03-11 00:09:05,169 - davarocr - INFO - Epoch [28][380/541] lr: 2.128e-05, eta: 0:36:39, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9318 +2022-03-11 00:09:06,051 - davarocr - INFO - Epoch [28][385/541] lr: 2.128e-05, eta: 0:36:38, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9425 +2022-03-11 00:09:06,939 - davarocr - INFO - Epoch [28][390/541] lr: 2.128e-05, eta: 0:36:37, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 0.9513 +2022-03-11 00:09:07,817 - davarocr - INFO - Epoch [28][395/541] lr: 2.128e-05, eta: 0:36:36, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0004, loss: 0.0015, grad_norm: 1.2080 +2022-03-11 00:09:08,696 - davarocr - INFO - Epoch [28][400/541] lr: 2.128e-05, eta: 0:36:35, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9528 +2022-03-11 00:09:09,578 - davarocr - INFO - Epoch [28][405/541] lr: 2.128e-05, eta: 0:36:34, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.1016 +2022-03-11 00:09:10,452 - davarocr - INFO - Epoch [28][410/541] lr: 2.128e-05, eta: 0:36:33, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 0.9989 +2022-03-11 00:09:11,331 - davarocr - INFO - Epoch [28][415/541] lr: 2.128e-05, eta: 0:36:33, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9596 +2022-03-11 00:09:12,214 - davarocr - INFO - Epoch [28][420/541] lr: 2.128e-05, eta: 0:36:32, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0030, end_loss: 0.0025, loss: 0.0054, grad_norm: 1.4957 +2022-03-11 00:09:13,099 - davarocr - INFO - Epoch [28][425/541] lr: 2.128e-05, eta: 0:36:31, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9909 +2022-03-11 00:09:13,973 - davarocr - INFO - Epoch [28][430/541] lr: 2.128e-05, eta: 0:36:30, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.0052 +2022-03-11 00:09:14,884 - davarocr - INFO - Epoch [28][435/541] lr: 2.128e-05, eta: 0:36:29, time: 0.185, data_time: 0.011, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.2138 +2022-03-11 00:09:15,767 - davarocr - INFO - Epoch [28][440/541] lr: 2.128e-05, eta: 0:36:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.9980 +2022-03-11 00:09:16,660 - davarocr - INFO - Epoch [28][445/541] lr: 2.128e-05, eta: 0:36:27, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.0009 +2022-03-11 00:09:17,534 - davarocr - INFO - Epoch [28][450/541] lr: 2.128e-05, eta: 0:36:26, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0015, grad_norm: 1.0744 +2022-03-11 00:09:18,415 - davarocr - INFO - Epoch [28][455/541] lr: 2.128e-05, eta: 0:36:25, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0018, loss: 0.0018, grad_norm: 1.0093 +2022-03-11 00:09:19,291 - davarocr - INFO - Epoch [28][460/541] lr: 2.128e-05, eta: 0:36:24, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0033, loss: 0.0056, grad_norm: 1.0986 +2022-03-11 00:09:20,168 - davarocr - INFO - Epoch [28][465/541] lr: 2.128e-05, eta: 0:36:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9950 +2022-03-11 00:09:21,059 - davarocr - INFO - Epoch [28][470/541] lr: 2.128e-05, eta: 0:36:22, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9948 +2022-03-11 00:09:21,943 - davarocr - INFO - Epoch [28][475/541] lr: 2.128e-05, eta: 0:36:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0015, loss: 0.0035, grad_norm: 1.1197 +2022-03-11 00:09:22,839 - davarocr - INFO - Epoch [28][480/541] lr: 2.128e-05, eta: 0:36:20, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0050 +2022-03-11 00:09:23,736 - davarocr - INFO - Epoch [28][485/541] lr: 2.128e-05, eta: 0:36:19, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0009, grad_norm: 1.0523 +2022-03-11 00:09:24,625 - davarocr - INFO - Epoch [28][490/541] lr: 2.128e-05, eta: 0:36:19, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0049, end_loss: 0.0022, loss: 0.0072, grad_norm: 1.3751 +2022-03-11 00:09:25,506 - davarocr - INFO - Epoch [28][495/541] lr: 2.128e-05, eta: 0:36:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.0564 +2022-03-11 00:09:26,384 - davarocr - INFO - Epoch [28][500/541] lr: 2.128e-05, eta: 0:36:17, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0206 +2022-03-11 00:09:27,261 - davarocr - INFO - Epoch [28][505/541] lr: 2.128e-05, eta: 0:36:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0010, loss: 0.0025, grad_norm: 1.0235 +2022-03-11 00:09:28,139 - davarocr - INFO - Epoch [28][510/541] lr: 2.128e-05, eta: 0:36:15, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0185 +2022-03-11 00:09:29,012 - davarocr - INFO - Epoch [28][515/541] lr: 2.128e-05, eta: 0:36:14, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0355 +2022-03-11 00:09:29,897 - davarocr - INFO - Epoch [28][520/541] lr: 2.128e-05, eta: 0:36:13, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0172 +2022-03-11 00:09:30,778 - davarocr - INFO - Epoch [28][525/541] lr: 2.128e-05, eta: 0:36:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.0575 +2022-03-11 00:09:31,663 - davarocr - INFO - Epoch [28][530/541] lr: 2.128e-05, eta: 0:36:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0013, loss: 0.0019, grad_norm: 1.0454 +2022-03-11 00:09:32,549 - davarocr - INFO - Epoch [28][535/541] lr: 2.128e-05, eta: 0:36:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0243 +2022-03-11 00:09:33,434 - davarocr - INFO - Epoch [28][540/541] lr: 2.128e-05, eta: 0:36:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 1.0567 +2022-03-11 00:09:47,476 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:09:47,477 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:09:47,477 - davarocr - INFO - Epoch(val) [28][541] LOC: {'precision': 0.9376890502117362, 'recall': 0.9292565947242206, 'f1-score': 0.9334537789822343}, PER: {'precision': 0.9524103831891224, 'recall': 0.9529993815708101, 'f1-score': 0.9527047913446678}, MISC: {'precision': 0.8523878437047757, 'recall': 0.8390313390313391, 'f1-score': 0.845656855707107}, ORG: {'precision': 0.8928785158587672, 'recall': 0.8982540638169777, 'f1-score': 0.8955582232893157}, all: {'precision': 0.9181608379194035, 'recall': 0.9157223796033994, 'f1-score': 0.9169399875897527}, hmean: 0.9169 +2022-03-11 00:09:50,845 - davarocr - INFO - Epoch [29][5/541] lr: 2.083e-05, eta: 0:36:10, time: 0.672, data_time: 0.491, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0879 +2022-03-11 00:09:51,735 - davarocr - INFO - Epoch [29][10/541] lr: 2.083e-05, eta: 0:36:09, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0011, loss: 0.0020, grad_norm: 1.0377 +2022-03-11 00:09:52,651 - davarocr - INFO - Epoch [29][15/541] lr: 2.083e-05, eta: 0:36:08, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0282 +2022-03-11 00:09:53,579 - davarocr - INFO - Epoch [29][20/541] lr: 2.083e-05, eta: 0:36:07, time: 0.185, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0281 +2022-03-11 00:09:54,483 - davarocr - INFO - Epoch [29][25/541] lr: 2.083e-05, eta: 0:36:06, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0275 +2022-03-11 00:09:55,371 - davarocr - INFO - Epoch [29][30/541] lr: 2.083e-05, eta: 0:36:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0271 +2022-03-11 00:09:56,252 - davarocr - INFO - Epoch [29][35/541] lr: 2.083e-05, eta: 0:36:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.0273 +2022-03-11 00:09:57,142 - davarocr - INFO - Epoch [29][40/541] lr: 2.083e-05, eta: 0:36:03, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2058 +2022-03-11 00:09:58,030 - davarocr - INFO - Epoch [29][45/541] lr: 2.083e-05, eta: 0:36:03, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0290 +2022-03-11 00:09:58,914 - davarocr - INFO - Epoch [29][50/541] lr: 2.083e-05, eta: 0:36:02, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0283 +2022-03-11 00:09:59,810 - davarocr - INFO - Epoch [29][55/541] lr: 2.083e-05, eta: 0:36:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0289 +2022-03-11 00:10:00,708 - davarocr - INFO - Epoch [29][60/541] lr: 2.083e-05, eta: 0:36:00, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0272 +2022-03-11 00:10:01,601 - davarocr - INFO - Epoch [29][65/541] lr: 2.083e-05, eta: 0:35:59, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.1370 +2022-03-11 00:10:02,489 - davarocr - INFO - Epoch [29][70/541] lr: 2.083e-05, eta: 0:35:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.0384 +2022-03-11 00:10:03,376 - davarocr - INFO - Epoch [29][75/541] lr: 2.083e-05, eta: 0:35:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0377 +2022-03-11 00:10:04,254 - davarocr - INFO - Epoch [29][80/541] lr: 2.083e-05, eta: 0:35:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0416 +2022-03-11 00:10:05,137 - davarocr - INFO - Epoch [29][85/541] lr: 2.083e-05, eta: 0:35:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0420 +2022-03-11 00:10:06,018 - davarocr - INFO - Epoch [29][90/541] lr: 2.083e-05, eta: 0:35:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0013, grad_norm: 1.0326 +2022-03-11 00:10:06,904 - davarocr - INFO - Epoch [29][95/541] lr: 2.083e-05, eta: 0:35:53, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0002, loss: 0.0015, grad_norm: 1.2268 +2022-03-11 00:10:07,782 - davarocr - INFO - Epoch [29][100/541] lr: 2.083e-05, eta: 0:35:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0410 +2022-03-11 00:10:08,694 - davarocr - INFO - Epoch [29][105/541] lr: 2.083e-05, eta: 0:35:51, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0415 +2022-03-11 00:10:09,568 - davarocr - INFO - Epoch [29][110/541] lr: 2.083e-05, eta: 0:35:50, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.0411 +2022-03-11 00:10:10,454 - davarocr - INFO - Epoch [29][115/541] lr: 2.083e-05, eta: 0:35:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0026, loss: 0.0046, grad_norm: 1.1090 +2022-03-11 00:10:11,342 - davarocr - INFO - Epoch [29][120/541] lr: 2.083e-05, eta: 0:35:49, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.0325 +2022-03-11 00:10:12,220 - davarocr - INFO - Epoch [29][125/541] lr: 2.083e-05, eta: 0:35:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0317 +2022-03-11 00:10:13,107 - davarocr - INFO - Epoch [29][130/541] lr: 2.083e-05, eta: 0:35:47, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.0448 +2022-03-11 00:10:13,988 - davarocr - INFO - Epoch [29][135/541] lr: 2.083e-05, eta: 0:35:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.0473 +2022-03-11 00:10:14,874 - davarocr - INFO - Epoch [29][140/541] lr: 2.083e-05, eta: 0:35:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.0331 +2022-03-11 00:10:15,767 - davarocr - INFO - Epoch [29][145/541] lr: 2.083e-05, eta: 0:35:44, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0329 +2022-03-11 00:10:16,657 - davarocr - INFO - Epoch [29][150/541] lr: 2.083e-05, eta: 0:35:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0333 +2022-03-11 00:10:17,546 - davarocr - INFO - Epoch [29][155/541] lr: 2.083e-05, eta: 0:35:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0807 +2022-03-11 00:10:18,455 - davarocr - INFO - Epoch [29][160/541] lr: 2.083e-05, eta: 0:35:41, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0625 +2022-03-11 00:10:19,366 - davarocr - INFO - Epoch [29][165/541] lr: 2.083e-05, eta: 0:35:40, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0304 +2022-03-11 00:10:20,277 - davarocr - INFO - Epoch [29][170/541] lr: 2.083e-05, eta: 0:35:39, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0019, loss: 0.0024, grad_norm: 1.3701 +2022-03-11 00:10:21,168 - davarocr - INFO - Epoch [29][175/541] lr: 2.083e-05, eta: 0:35:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.0472 +2022-03-11 00:10:22,053 - davarocr - INFO - Epoch [29][180/541] lr: 2.083e-05, eta: 0:35:37, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0452 +2022-03-11 00:10:22,944 - davarocr - INFO - Epoch [29][185/541] lr: 2.083e-05, eta: 0:35:36, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0415 +2022-03-11 00:10:23,829 - davarocr - INFO - Epoch [29][190/541] lr: 2.083e-05, eta: 0:35:36, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0411 +2022-03-11 00:10:24,718 - davarocr - INFO - Epoch [29][195/541] lr: 2.083e-05, eta: 0:35:35, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0492 +2022-03-11 00:10:25,606 - davarocr - INFO - Epoch [29][200/541] lr: 2.083e-05, eta: 0:35:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0440 +2022-03-11 00:10:26,503 - davarocr - INFO - Epoch [29][205/541] lr: 2.083e-05, eta: 0:35:33, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0014, end_loss: 0.0013, loss: 0.0026, grad_norm: 1.1825 +2022-03-11 00:10:27,386 - davarocr - INFO - Epoch [29][210/541] lr: 2.083e-05, eta: 0:35:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0648 +2022-03-11 00:10:28,267 - davarocr - INFO - Epoch [29][215/541] lr: 2.083e-05, eta: 0:35:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0031, loss: 0.0036, grad_norm: 1.1294 +2022-03-11 00:10:29,150 - davarocr - INFO - Epoch [29][220/541] lr: 2.083e-05, eta: 0:35:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1117 +2022-03-11 00:10:30,029 - davarocr - INFO - Epoch [29][225/541] lr: 2.083e-05, eta: 0:35:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0730 +2022-03-11 00:10:30,917 - davarocr - INFO - Epoch [29][230/541] lr: 2.083e-05, eta: 0:35:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0554 +2022-03-11 00:10:31,793 - davarocr - INFO - Epoch [29][235/541] lr: 2.083e-05, eta: 0:35:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0053, loss: 0.0055, grad_norm: 1.1720 +2022-03-11 00:10:32,686 - davarocr - INFO - Epoch [29][240/541] lr: 2.083e-05, eta: 0:35:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0530 +2022-03-11 00:10:33,572 - davarocr - INFO - Epoch [29][245/541] lr: 2.083e-05, eta: 0:35:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0534 +2022-03-11 00:10:34,445 - davarocr - INFO - Epoch [29][250/541] lr: 2.083e-05, eta: 0:35:24, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.0528 +2022-03-11 00:10:35,328 - davarocr - INFO - Epoch [29][255/541] lr: 2.083e-05, eta: 0:35:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0524 +2022-03-11 00:10:36,209 - davarocr - INFO - Epoch [29][260/541] lr: 2.083e-05, eta: 0:35:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0522 +2022-03-11 00:10:37,093 - davarocr - INFO - Epoch [29][265/541] lr: 2.083e-05, eta: 0:35:22, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0542 +2022-03-11 00:10:37,981 - davarocr - INFO - Epoch [29][270/541] lr: 2.083e-05, eta: 0:35:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0523 +2022-03-11 00:10:38,859 - davarocr - INFO - Epoch [29][275/541] lr: 2.083e-05, eta: 0:35:20, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.1670 +2022-03-11 00:10:39,735 - davarocr - INFO - Epoch [29][280/541] lr: 2.083e-05, eta: 0:35:19, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0507 +2022-03-11 00:10:40,608 - davarocr - INFO - Epoch [29][285/541] lr: 2.083e-05, eta: 0:35:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0002, loss: 0.0020, grad_norm: 1.1812 +2022-03-11 00:10:41,489 - davarocr - INFO - Epoch [29][290/541] lr: 2.083e-05, eta: 0:35:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0577 +2022-03-11 00:10:42,365 - davarocr - INFO - Epoch [29][295/541] lr: 2.083e-05, eta: 0:35:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0548 +2022-03-11 00:10:43,250 - davarocr - INFO - Epoch [29][300/541] lr: 2.083e-05, eta: 0:35:15, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0665 +2022-03-11 00:10:44,129 - davarocr - INFO - Epoch [29][305/541] lr: 2.083e-05, eta: 0:35:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0536 +2022-03-11 00:10:45,014 - davarocr - INFO - Epoch [29][310/541] lr: 2.083e-05, eta: 0:35:13, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0540 +2022-03-11 00:10:45,880 - davarocr - INFO - Epoch [29][315/541] lr: 2.083e-05, eta: 0:35:12, time: 0.173, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1137 +2022-03-11 00:10:46,760 - davarocr - INFO - Epoch [29][320/541] lr: 2.083e-05, eta: 0:35:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.1575 +2022-03-11 00:10:47,637 - davarocr - INFO - Epoch [29][325/541] lr: 2.083e-05, eta: 0:35:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0046, loss: 0.0059, grad_norm: 1.1448 +2022-03-11 00:10:48,514 - davarocr - INFO - Epoch [29][330/541] lr: 2.083e-05, eta: 0:35:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0041, loss: 0.0064, grad_norm: 1.0763 +2022-03-11 00:10:49,403 - davarocr - INFO - Epoch [29][335/541] lr: 2.083e-05, eta: 0:35:08, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0553 +2022-03-11 00:10:50,287 - davarocr - INFO - Epoch [29][340/541] lr: 2.083e-05, eta: 0:35:08, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0551 +2022-03-11 00:10:51,167 - davarocr - INFO - Epoch [29][345/541] lr: 2.083e-05, eta: 0:35:07, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0020, end_loss: 0.0001, loss: 0.0021, grad_norm: 1.0587 +2022-03-11 00:10:52,054 - davarocr - INFO - Epoch [29][350/541] lr: 2.083e-05, eta: 0:35:06, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.1390 +2022-03-11 00:10:52,927 - davarocr - INFO - Epoch [29][355/541] lr: 2.083e-05, eta: 0:35:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0041, end_loss: 0.0000, loss: 0.0042, grad_norm: 1.1350 +2022-03-11 00:10:53,817 - davarocr - INFO - Epoch [29][360/541] lr: 2.083e-05, eta: 0:35:04, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0003, loss: 0.0015, grad_norm: 1.0642 +2022-03-11 00:10:54,700 - davarocr - INFO - Epoch [29][365/541] lr: 2.083e-05, eta: 0:35:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0568 +2022-03-11 00:10:55,587 - davarocr - INFO - Epoch [29][370/541] lr: 2.083e-05, eta: 0:35:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0569 +2022-03-11 00:10:56,468 - davarocr - INFO - Epoch [29][375/541] lr: 2.083e-05, eta: 0:35:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.1204 +2022-03-11 00:10:57,348 - davarocr - INFO - Epoch [29][380/541] lr: 2.083e-05, eta: 0:35:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.0813 +2022-03-11 00:10:58,222 - davarocr - INFO - Epoch [29][385/541] lr: 2.083e-05, eta: 0:34:59, time: 0.174, data_time: 0.004, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0492 +2022-03-11 00:10:59,097 - davarocr - INFO - Epoch [29][390/541] lr: 2.083e-05, eta: 0:34:58, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0487 +2022-03-11 00:10:59,983 - davarocr - INFO - Epoch [29][395/541] lr: 2.083e-05, eta: 0:34:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0658 +2022-03-11 00:11:00,859 - davarocr - INFO - Epoch [29][400/541] lr: 2.083e-05, eta: 0:34:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0533 +2022-03-11 00:11:01,740 - davarocr - INFO - Epoch [29][405/541] lr: 2.083e-05, eta: 0:34:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0018, loss: 0.0018, grad_norm: 1.3214 +2022-03-11 00:11:02,628 - davarocr - INFO - Epoch [29][410/541] lr: 2.083e-05, eta: 0:34:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0608 +2022-03-11 00:11:03,536 - davarocr - INFO - Epoch [29][415/541] lr: 2.083e-05, eta: 0:34:54, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0024, loss: 0.0034, grad_norm: 1.3009 +2022-03-11 00:11:04,422 - davarocr - INFO - Epoch [29][420/541] lr: 2.083e-05, eta: 0:34:53, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0603 +2022-03-11 00:11:05,311 - davarocr - INFO - Epoch [29][425/541] lr: 2.083e-05, eta: 0:34:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0019, loss: 0.0021, grad_norm: 1.1749 +2022-03-11 00:11:06,195 - davarocr - INFO - Epoch [29][430/541] lr: 2.083e-05, eta: 0:34:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0854 +2022-03-11 00:11:07,073 - davarocr - INFO - Epoch [29][435/541] lr: 2.083e-05, eta: 0:34:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0721 +2022-03-11 00:11:07,956 - davarocr - INFO - Epoch [29][440/541] lr: 2.083e-05, eta: 0:34:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.1402 +2022-03-11 00:11:08,837 - davarocr - INFO - Epoch [29][445/541] lr: 2.083e-05, eta: 0:34:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0780 +2022-03-11 00:11:09,718 - davarocr - INFO - Epoch [29][450/541] lr: 2.083e-05, eta: 0:34:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0036, loss: 0.0056, grad_norm: 1.9032 +2022-03-11 00:11:10,603 - davarocr - INFO - Epoch [29][455/541] lr: 2.083e-05, eta: 0:34:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0041, end_loss: 0.0040, loss: 0.0081, grad_norm: 2.0974 +2022-03-11 00:11:11,492 - davarocr - INFO - Epoch [29][460/541] lr: 2.083e-05, eta: 0:34:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0017, loss: 0.0032, grad_norm: 1.2560 +2022-03-11 00:11:12,377 - davarocr - INFO - Epoch [29][465/541] lr: 2.083e-05, eta: 0:34:44, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2671 +2022-03-11 00:11:13,270 - davarocr - INFO - Epoch [29][470/541] lr: 2.083e-05, eta: 0:34:43, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0023, loss: 0.0035, grad_norm: 1.3347 +2022-03-11 00:11:14,154 - davarocr - INFO - Epoch [29][475/541] lr: 2.083e-05, eta: 0:34:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.3024 +2022-03-11 00:11:15,045 - davarocr - INFO - Epoch [29][480/541] lr: 2.083e-05, eta: 0:34:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.3259 +2022-03-11 00:11:15,929 - davarocr - INFO - Epoch [29][485/541] lr: 2.083e-05, eta: 0:34:41, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.2816 +2022-03-11 00:11:16,807 - davarocr - INFO - Epoch [29][490/541] lr: 2.083e-05, eta: 0:34:40, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0039, end_loss: 0.0021, loss: 0.0061, grad_norm: 1.5737 +2022-03-11 00:11:17,694 - davarocr - INFO - Epoch [29][495/541] lr: 2.083e-05, eta: 0:34:39, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2474 +2022-03-11 00:11:18,586 - davarocr - INFO - Epoch [29][500/541] lr: 2.083e-05, eta: 0:34:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.2498 +2022-03-11 00:11:19,475 - davarocr - INFO - Epoch [29][505/541] lr: 2.083e-05, eta: 0:34:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0030, loss: 0.0040, grad_norm: 1.5218 +2022-03-11 00:11:20,358 - davarocr - INFO - Epoch [29][510/541] lr: 2.083e-05, eta: 0:34:36, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.2673 +2022-03-11 00:11:21,251 - davarocr - INFO - Epoch [29][515/541] lr: 2.083e-05, eta: 0:34:35, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.3675 +2022-03-11 00:11:22,138 - davarocr - INFO - Epoch [29][520/541] lr: 2.083e-05, eta: 0:34:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.2770 +2022-03-11 00:11:23,029 - davarocr - INFO - Epoch [29][525/541] lr: 2.083e-05, eta: 0:34:33, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2657 +2022-03-11 00:11:23,912 - davarocr - INFO - Epoch [29][530/541] lr: 2.083e-05, eta: 0:34:32, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0014, loss: 0.0021, grad_norm: 1.5087 +2022-03-11 00:11:24,787 - davarocr - INFO - Epoch [29][535/541] lr: 2.083e-05, eta: 0:34:31, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.3003 +2022-03-11 00:11:25,661 - davarocr - INFO - Epoch [29][540/541] lr: 2.083e-05, eta: 0:34:30, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.3404 +2022-03-11 00:11:39,501 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9180211386446399 +2022-03-11 00:11:39,502 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:11:39,502 - davarocr - INFO - Epoch(val) [29][541] LOC: {'precision': 0.937007874015748, 'recall': 0.9274580335731415, 'f1-score': 0.932208496535101}, PER: {'precision': 0.9618272841051314, 'recall': 0.9505256648113791, 'f1-score': 0.9561430793157076}, MISC: {'precision': 0.7799736495388669, 'recall': 0.8433048433048433, 'f1-score': 0.8104038329911021}, ORG: {'precision': 0.9183291770573566, 'recall': 0.8868151715833835, 'f1-score': 0.9022970903522205}, all: {'precision': 0.9174982181040627, 'recall': 0.9116501416430595, 'f1-score': 0.9145648312611012}, hmean: 0.9146 +2022-03-11 00:11:42,895 - davarocr - INFO - Epoch [30][5/541] lr: 2.041e-05, eta: 0:34:31, time: 0.677, data_time: 0.491, memory: 5192, start_loss: 0.0008, end_loss: 0.0022, loss: 0.0030, grad_norm: 1.4828 +2022-03-11 00:11:43,784 - davarocr - INFO - Epoch [30][10/541] lr: 2.041e-05, eta: 0:34:30, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.2746 +2022-03-11 00:11:44,665 - davarocr - INFO - Epoch [30][15/541] lr: 2.041e-05, eta: 0:34:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.2915 +2022-03-11 00:11:45,553 - davarocr - INFO - Epoch [30][20/541] lr: 2.041e-05, eta: 0:34:28, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2720 +2022-03-11 00:11:46,436 - davarocr - INFO - Epoch [30][25/541] lr: 2.041e-05, eta: 0:34:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2712 +2022-03-11 00:11:47,334 - davarocr - INFO - Epoch [30][30/541] lr: 2.041e-05, eta: 0:34:26, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.2822 +2022-03-11 00:11:48,221 - davarocr - INFO - Epoch [30][35/541] lr: 2.041e-05, eta: 0:34:25, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2724 +2022-03-11 00:11:49,094 - davarocr - INFO - Epoch [30][40/541] lr: 2.041e-05, eta: 0:34:24, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2723 +2022-03-11 00:11:50,005 - davarocr - INFO - Epoch [30][45/541] lr: 2.041e-05, eta: 0:34:23, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.2766 +2022-03-11 00:11:50,889 - davarocr - INFO - Epoch [30][50/541] lr: 2.041e-05, eta: 0:34:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0018, loss: 0.0020, grad_norm: 1.3474 +2022-03-11 00:11:51,773 - davarocr - INFO - Epoch [30][55/541] lr: 2.041e-05, eta: 0:34:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2778 +2022-03-11 00:11:52,678 - davarocr - INFO - Epoch [30][60/541] lr: 2.041e-05, eta: 0:34:21, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0011, grad_norm: 1.3411 +2022-03-11 00:11:53,571 - davarocr - INFO - Epoch [30][65/541] lr: 2.041e-05, eta: 0:34:20, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0019, grad_norm: 1.3193 +2022-03-11 00:11:54,455 - davarocr - INFO - Epoch [30][70/541] lr: 2.041e-05, eta: 0:34:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2828 +2022-03-11 00:11:55,349 - davarocr - INFO - Epoch [30][75/541] lr: 2.041e-05, eta: 0:34:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0001, loss: 0.0020, grad_norm: 1.4143 +2022-03-11 00:11:56,237 - davarocr - INFO - Epoch [30][80/541] lr: 2.041e-05, eta: 0:34:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2899 +2022-03-11 00:11:57,121 - davarocr - INFO - Epoch [30][85/541] lr: 2.041e-05, eta: 0:34:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0034, loss: 0.0046, grad_norm: 1.5566 +2022-03-11 00:11:57,991 - davarocr - INFO - Epoch [30][90/541] lr: 2.041e-05, eta: 0:34:15, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0013, grad_norm: 1.5012 +2022-03-11 00:11:58,861 - davarocr - INFO - Epoch [30][95/541] lr: 2.041e-05, eta: 0:34:14, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0021, loss: 0.0026, grad_norm: 1.3900 +2022-03-11 00:11:59,738 - davarocr - INFO - Epoch [30][100/541] lr: 2.041e-05, eta: 0:34:13, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.5467 +2022-03-11 00:12:00,625 - davarocr - INFO - Epoch [30][105/541] lr: 2.041e-05, eta: 0:34:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.3286 +2022-03-11 00:12:01,509 - davarocr - INFO - Epoch [30][110/541] lr: 2.041e-05, eta: 0:34:11, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.6171 +2022-03-11 00:12:02,391 - davarocr - INFO - Epoch [30][115/541] lr: 2.041e-05, eta: 0:34:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3453 +2022-03-11 00:12:03,269 - davarocr - INFO - Epoch [30][120/541] lr: 2.041e-05, eta: 0:34:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.3790 +2022-03-11 00:12:04,153 - davarocr - INFO - Epoch [30][125/541] lr: 2.041e-05, eta: 0:34:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3457 +2022-03-11 00:12:05,035 - davarocr - INFO - Epoch [30][130/541] lr: 2.041e-05, eta: 0:34:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0031, end_loss: 0.0030, loss: 0.0062, grad_norm: 1.5432 +2022-03-11 00:12:05,916 - davarocr - INFO - Epoch [30][135/541] lr: 2.041e-05, eta: 0:34:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0009, grad_norm: 1.4190 +2022-03-11 00:12:06,806 - davarocr - INFO - Epoch [30][140/541] lr: 2.041e-05, eta: 0:34:06, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.3466 +2022-03-11 00:12:07,693 - davarocr - INFO - Epoch [30][145/541] lr: 2.041e-05, eta: 0:34:05, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.3526 +2022-03-11 00:12:08,574 - davarocr - INFO - Epoch [30][150/541] lr: 2.041e-05, eta: 0:34:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3451 +2022-03-11 00:12:09,459 - davarocr - INFO - Epoch [30][155/541] lr: 2.041e-05, eta: 0:34:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3405 +2022-03-11 00:12:10,352 - davarocr - INFO - Epoch [30][160/541] lr: 2.041e-05, eta: 0:34:02, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0030, end_loss: 0.0000, loss: 0.0030, grad_norm: 1.3469 +2022-03-11 00:12:11,242 - davarocr - INFO - Epoch [30][165/541] lr: 2.041e-05, eta: 0:34:01, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.4260 +2022-03-11 00:12:12,125 - davarocr - INFO - Epoch [30][170/541] lr: 2.041e-05, eta: 0:34:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3403 +2022-03-11 00:12:13,021 - davarocr - INFO - Epoch [30][175/541] lr: 2.041e-05, eta: 0:33:59, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3346 +2022-03-11 00:12:13,898 - davarocr - INFO - Epoch [30][180/541] lr: 2.041e-05, eta: 0:33:58, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3396 +2022-03-11 00:12:14,785 - davarocr - INFO - Epoch [30][185/541] lr: 2.041e-05, eta: 0:33:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.3615 +2022-03-11 00:12:15,673 - davarocr - INFO - Epoch [30][190/541] lr: 2.041e-05, eta: 0:33:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.3750 +2022-03-11 00:12:16,562 - davarocr - INFO - Epoch [30][195/541] lr: 2.041e-05, eta: 0:33:55, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3369 +2022-03-11 00:12:17,443 - davarocr - INFO - Epoch [30][200/541] lr: 2.041e-05, eta: 0:33:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3821 +2022-03-11 00:12:18,320 - davarocr - INFO - Epoch [30][205/541] lr: 2.041e-05, eta: 0:33:54, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.4433 +2022-03-11 00:12:19,200 - davarocr - INFO - Epoch [30][210/541] lr: 2.041e-05, eta: 0:33:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0020, loss: 0.0020, grad_norm: 1.4635 +2022-03-11 00:12:20,079 - davarocr - INFO - Epoch [30][215/541] lr: 2.041e-05, eta: 0:33:52, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0020, end_loss: 0.0000, loss: 0.0020, grad_norm: 1.4301 +2022-03-11 00:12:20,956 - davarocr - INFO - Epoch [30][220/541] lr: 2.041e-05, eta: 0:33:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0020, loss: 0.0032, grad_norm: 1.3481 +2022-03-11 00:12:21,841 - davarocr - INFO - Epoch [30][225/541] lr: 2.041e-05, eta: 0:33:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3349 +2022-03-11 00:12:22,727 - davarocr - INFO - Epoch [30][230/541] lr: 2.041e-05, eta: 0:33:49, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.3542 +2022-03-11 00:12:23,608 - davarocr - INFO - Epoch [30][235/541] lr: 2.041e-05, eta: 0:33:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.4052 +2022-03-11 00:12:24,496 - davarocr - INFO - Epoch [30][240/541] lr: 2.041e-05, eta: 0:33:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.3371 +2022-03-11 00:12:25,385 - davarocr - INFO - Epoch [30][245/541] lr: 2.041e-05, eta: 0:33:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3466 +2022-03-11 00:12:26,277 - davarocr - INFO - Epoch [30][250/541] lr: 2.041e-05, eta: 0:33:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3414 +2022-03-11 00:12:27,160 - davarocr - INFO - Epoch [30][255/541] lr: 2.041e-05, eta: 0:33:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3360 +2022-03-11 00:12:28,046 - davarocr - INFO - Epoch [30][260/541] lr: 2.041e-05, eta: 0:33:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0020, loss: 0.0029, grad_norm: 1.4325 +2022-03-11 00:12:28,922 - davarocr - INFO - Epoch [30][265/541] lr: 2.041e-05, eta: 0:33:42, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3384 +2022-03-11 00:12:29,812 - davarocr - INFO - Epoch [30][270/541] lr: 2.041e-05, eta: 0:33:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0003, loss: 0.0013, grad_norm: 1.5758 +2022-03-11 00:12:30,697 - davarocr - INFO - Epoch [30][275/541] lr: 2.041e-05, eta: 0:33:41, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0010, grad_norm: 1.3900 +2022-03-11 00:12:31,576 - davarocr - INFO - Epoch [30][280/541] lr: 2.041e-05, eta: 0:33:40, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0010, end_loss: 0.0015, loss: 0.0025, grad_norm: 1.3849 +2022-03-11 00:12:32,464 - davarocr - INFO - Epoch [30][285/541] lr: 2.041e-05, eta: 0:33:39, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3559 +2022-03-11 00:12:33,355 - davarocr - INFO - Epoch [30][290/541] lr: 2.041e-05, eta: 0:33:38, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0021, loss: 0.0027, grad_norm: 1.4135 +2022-03-11 00:12:34,235 - davarocr - INFO - Epoch [30][295/541] lr: 2.041e-05, eta: 0:33:37, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3543 +2022-03-11 00:12:35,122 - davarocr - INFO - Epoch [30][300/541] lr: 2.041e-05, eta: 0:33:36, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3554 +2022-03-11 00:12:36,016 - davarocr - INFO - Epoch [30][305/541] lr: 2.041e-05, eta: 0:33:35, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0002, loss: 0.0014, grad_norm: 1.3851 +2022-03-11 00:12:36,894 - davarocr - INFO - Epoch [30][310/541] lr: 2.041e-05, eta: 0:33:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.3540 +2022-03-11 00:12:37,773 - davarocr - INFO - Epoch [30][315/541] lr: 2.041e-05, eta: 0:33:33, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.4049 +2022-03-11 00:12:38,655 - davarocr - INFO - Epoch [30][320/541] lr: 2.041e-05, eta: 0:33:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0045, loss: 0.0068, grad_norm: 1.8067 +2022-03-11 00:12:39,533 - davarocr - INFO - Epoch [30][325/541] lr: 2.041e-05, eta: 0:33:31, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3911 +2022-03-11 00:12:40,412 - davarocr - INFO - Epoch [30][330/541] lr: 2.041e-05, eta: 0:33:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0012, end_loss: 0.0011, loss: 0.0022, grad_norm: 1.3947 +2022-03-11 00:12:41,294 - davarocr - INFO - Epoch [30][335/541] lr: 2.041e-05, eta: 0:33:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.4002 +2022-03-11 00:12:42,175 - davarocr - INFO - Epoch [30][340/541] lr: 2.041e-05, eta: 0:33:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3885 +2022-03-11 00:12:43,049 - davarocr - INFO - Epoch [30][345/541] lr: 2.041e-05, eta: 0:33:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0018, loss: 0.0019, grad_norm: 1.4988 +2022-03-11 00:12:43,937 - davarocr - INFO - Epoch [30][350/541] lr: 2.041e-05, eta: 0:33:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.4357 +2022-03-11 00:12:44,827 - davarocr - INFO - Epoch [30][355/541] lr: 2.041e-05, eta: 0:33:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3757 +2022-03-11 00:12:45,716 - davarocr - INFO - Epoch [30][360/541] lr: 2.041e-05, eta: 0:33:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3775 +2022-03-11 00:12:46,624 - davarocr - INFO - Epoch [30][365/541] lr: 2.041e-05, eta: 0:33:24, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.3861 +2022-03-11 00:12:47,508 - davarocr - INFO - Epoch [30][370/541] lr: 2.041e-05, eta: 0:33:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0020, loss: 0.0021, grad_norm: 1.6265 +2022-03-11 00:12:48,396 - davarocr - INFO - Epoch [30][375/541] lr: 2.041e-05, eta: 0:33:22, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0011, grad_norm: 1.4357 +2022-03-11 00:12:49,273 - davarocr - INFO - Epoch [30][380/541] lr: 2.041e-05, eta: 0:33:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.4126 +2022-03-11 00:12:50,152 - davarocr - INFO - Epoch [30][385/541] lr: 2.041e-05, eta: 0:33:20, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.4100 +2022-03-11 00:12:51,040 - davarocr - INFO - Epoch [30][390/541] lr: 2.041e-05, eta: 0:33:19, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0014, grad_norm: 1.4508 +2022-03-11 00:12:51,933 - davarocr - INFO - Epoch [30][395/541] lr: 2.041e-05, eta: 0:33:18, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.4109 +2022-03-11 00:12:52,832 - davarocr - INFO - Epoch [30][400/541] lr: 2.041e-05, eta: 0:33:17, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0019, end_loss: 0.0020, loss: 0.0039, grad_norm: 1.6097 +2022-03-11 00:12:53,711 - davarocr - INFO - Epoch [30][405/541] lr: 2.041e-05, eta: 0:33:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.4938 +2022-03-11 00:12:54,607 - davarocr - INFO - Epoch [30][410/541] lr: 2.041e-05, eta: 0:33:16, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0020, grad_norm: 1.7245 +2022-03-11 00:12:55,501 - davarocr - INFO - Epoch [30][415/541] lr: 2.041e-05, eta: 0:33:15, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0019, loss: 0.0031, grad_norm: 1.5005 +2022-03-11 00:12:56,395 - davarocr - INFO - Epoch [30][420/541] lr: 2.041e-05, eta: 0:33:14, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0014, grad_norm: 1.5079 +2022-03-11 00:12:57,285 - davarocr - INFO - Epoch [30][425/541] lr: 2.041e-05, eta: 0:33:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.4629 +2022-03-11 00:12:58,170 - davarocr - INFO - Epoch [30][430/541] lr: 2.041e-05, eta: 0:33:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.4431 +2022-03-11 00:12:59,062 - davarocr - INFO - Epoch [30][435/541] lr: 2.041e-05, eta: 0:33:11, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.5554 +2022-03-11 00:12:59,951 - davarocr - INFO - Epoch [30][440/541] lr: 2.041e-05, eta: 0:33:10, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4358 +2022-03-11 00:13:00,851 - davarocr - INFO - Epoch [30][445/541] lr: 2.041e-05, eta: 0:33:09, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0010, loss: 0.0028, grad_norm: 1.4854 +2022-03-11 00:13:01,746 - davarocr - INFO - Epoch [30][450/541] lr: 2.041e-05, eta: 0:33:08, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4928 +2022-03-11 00:13:02,636 - davarocr - INFO - Epoch [30][455/541] lr: 2.041e-05, eta: 0:33:07, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0016, grad_norm: 1.9347 +2022-03-11 00:13:03,519 - davarocr - INFO - Epoch [30][460/541] lr: 2.041e-05, eta: 0:33:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5117 +2022-03-11 00:13:04,402 - davarocr - INFO - Epoch [30][465/541] lr: 2.041e-05, eta: 0:33:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.7076 +2022-03-11 00:13:05,277 - davarocr - INFO - Epoch [30][470/541] lr: 2.041e-05, eta: 0:33:04, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.7424 +2022-03-11 00:13:06,158 - davarocr - INFO - Epoch [30][475/541] lr: 2.041e-05, eta: 0:33:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4986 +2022-03-11 00:13:07,026 - davarocr - INFO - Epoch [30][480/541] lr: 2.041e-05, eta: 0:33:03, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4986 +2022-03-11 00:13:07,916 - davarocr - INFO - Epoch [30][485/541] lr: 2.041e-05, eta: 0:33:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.5125 +2022-03-11 00:13:08,806 - davarocr - INFO - Epoch [30][490/541] lr: 2.041e-05, eta: 0:33:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5043 +2022-03-11 00:13:09,682 - davarocr - INFO - Epoch [30][495/541] lr: 2.041e-05, eta: 0:33:00, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0001, loss: 0.0017, grad_norm: 1.6371 +2022-03-11 00:13:10,568 - davarocr - INFO - Epoch [30][500/541] lr: 2.041e-05, eta: 0:32:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4951 +2022-03-11 00:13:11,447 - davarocr - INFO - Epoch [30][505/541] lr: 2.041e-05, eta: 0:32:58, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5958 +2022-03-11 00:13:12,334 - davarocr - INFO - Epoch [30][510/541] lr: 2.041e-05, eta: 0:32:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.6440 +2022-03-11 00:13:13,229 - davarocr - INFO - Epoch [30][515/541] lr: 2.041e-05, eta: 0:32:56, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0028, end_loss: 0.0027, loss: 0.0055, grad_norm: 1.8229 +2022-03-11 00:13:14,124 - davarocr - INFO - Epoch [30][520/541] lr: 2.041e-05, eta: 0:32:55, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0016, grad_norm: 1.6485 +2022-03-11 00:13:14,999 - davarocr - INFO - Epoch [30][525/541] lr: 2.041e-05, eta: 0:32:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.6450 +2022-03-11 00:13:15,882 - davarocr - INFO - Epoch [30][530/541] lr: 2.041e-05, eta: 0:32:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.5212 +2022-03-11 00:13:16,780 - davarocr - INFO - Epoch [30][535/541] lr: 2.041e-05, eta: 0:32:52, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0016, end_loss: 0.0021, loss: 0.0037, grad_norm: 1.7723 +2022-03-11 00:13:17,665 - davarocr - INFO - Epoch [30][540/541] lr: 2.041e-05, eta: 0:32:51, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.7284 +2022-03-11 00:13:31,623 - davarocr - INFO - Now best checkpoint is epoch_30.pth. Best hmean is 0.9188132883282998 +2022-03-11 00:13:31,623 - davarocr - INFO - current_metric 0.9188132883282998 is much better than previous best_metric 0.9180211386446399, saving best model ! +2022-03-11 00:13:31,624 - davarocr - INFO - Saving checkpoint at epoch_30.pth +2022-03-11 00:13:33,403 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:13:33,404 - davarocr - INFO - Epoch(val) [30][541] LOC: {'precision': 0.9481161210623842, 'recall': 0.920263788968825, 'f1-score': 0.9339823547307575}, PER: {'precision': 0.9537892791127541, 'recall': 0.9573283858998145, 'f1-score': 0.9555555555555556}, MISC: {'precision': 0.8483063328424153, 'recall': 0.8205128205128205, 'f1-score': 0.834178131788559}, ORG: {'precision': 0.8957963291888692, 'recall': 0.9108970499698976, 'f1-score': 0.9032835820895523}, all: {'precision': 0.9219251336898395, 'recall': 0.9157223796033994, 'f1-score': 0.9188132883282998}, hmean: 0.9188 +2022-03-11 00:13:36,617 - davarocr - INFO - Epoch [31][5/541] lr: 2.000e-05, eta: 0:32:52, time: 0.641, data_time: 0.462, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5427 +2022-03-11 00:13:37,532 - davarocr - INFO - Epoch [31][10/541] lr: 2.000e-05, eta: 0:32:51, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.5394 +2022-03-11 00:13:38,431 - davarocr - INFO - Epoch [31][15/541] lr: 2.000e-05, eta: 0:32:50, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.5371 +2022-03-11 00:13:39,319 - davarocr - INFO - Epoch [31][20/541] lr: 2.000e-05, eta: 0:32:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5347 +2022-03-11 00:13:40,199 - davarocr - INFO - Epoch [31][25/541] lr: 2.000e-05, eta: 0:32:48, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5347 +2022-03-11 00:13:41,100 - davarocr - INFO - Epoch [31][30/541] lr: 2.000e-05, eta: 0:32:47, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0000, loss: 0.0025, grad_norm: 1.6168 +2022-03-11 00:13:41,980 - davarocr - INFO - Epoch [31][35/541] lr: 2.000e-05, eta: 0:32:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0021, loss: 0.0021, grad_norm: 1.5732 +2022-03-11 00:13:42,863 - davarocr - INFO - Epoch [31][40/541] lr: 2.000e-05, eta: 0:32:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5219 +2022-03-11 00:13:43,753 - davarocr - INFO - Epoch [31][45/541] lr: 2.000e-05, eta: 0:32:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.7157 +2022-03-11 00:13:44,647 - davarocr - INFO - Epoch [31][50/541] lr: 2.000e-05, eta: 0:32:43, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0017, grad_norm: 1.9110 +2022-03-11 00:13:45,539 - davarocr - INFO - Epoch [31][55/541] lr: 2.000e-05, eta: 0:32:42, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.5327 +2022-03-11 00:13:46,421 - davarocr - INFO - Epoch [31][60/541] lr: 2.000e-05, eta: 0:32:42, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5330 +2022-03-11 00:13:47,294 - davarocr - INFO - Epoch [31][65/541] lr: 2.000e-05, eta: 0:32:41, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0012, loss: 0.0024, grad_norm: 1.5476 +2022-03-11 00:13:48,187 - davarocr - INFO - Epoch [31][70/541] lr: 2.000e-05, eta: 0:32:40, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.5340 +2022-03-11 00:13:49,073 - davarocr - INFO - Epoch [31][75/541] lr: 2.000e-05, eta: 0:32:39, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.6055 +2022-03-11 00:13:49,961 - davarocr - INFO - Epoch [31][80/541] lr: 2.000e-05, eta: 0:32:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5319 +2022-03-11 00:13:50,847 - davarocr - INFO - Epoch [31][85/541] lr: 2.000e-05, eta: 0:32:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0017, loss: 0.0020, grad_norm: 2.2945 +2022-03-11 00:13:51,721 - davarocr - INFO - Epoch [31][90/541] lr: 2.000e-05, eta: 0:32:36, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0018, loss: 0.0036, grad_norm: 1.6249 +2022-03-11 00:13:52,611 - davarocr - INFO - Epoch [31][95/541] lr: 2.000e-05, eta: 0:32:35, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.6448 +2022-03-11 00:13:53,501 - davarocr - INFO - Epoch [31][100/541] lr: 2.000e-05, eta: 0:32:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.6140 +2022-03-11 00:13:54,381 - davarocr - INFO - Epoch [31][105/541] lr: 2.000e-05, eta: 0:32:33, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5683 +2022-03-11 00:13:55,270 - davarocr - INFO - Epoch [31][110/541] lr: 2.000e-05, eta: 0:32:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0022, loss: 0.0035, grad_norm: 1.6061 +2022-03-11 00:13:56,164 - davarocr - INFO - Epoch [31][115/541] lr: 2.000e-05, eta: 0:32:31, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6136 +2022-03-11 00:13:57,049 - davarocr - INFO - Epoch [31][120/541] lr: 2.000e-05, eta: 0:32:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0034, loss: 0.0054, grad_norm: 1.5955 +2022-03-11 00:13:57,931 - davarocr - INFO - Epoch [31][125/541] lr: 2.000e-05, eta: 0:32:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.5721 +2022-03-11 00:13:58,831 - davarocr - INFO - Epoch [31][130/541] lr: 2.000e-05, eta: 0:32:29, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5677 +2022-03-11 00:13:59,697 - davarocr - INFO - Epoch [31][135/541] lr: 2.000e-05, eta: 0:32:28, time: 0.173, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5673 +2022-03-11 00:14:00,587 - davarocr - INFO - Epoch [31][140/541] lr: 2.000e-05, eta: 0:32:27, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.5680 +2022-03-11 00:14:01,472 - davarocr - INFO - Epoch [31][145/541] lr: 2.000e-05, eta: 0:32:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5668 +2022-03-11 00:14:02,355 - davarocr - INFO - Epoch [31][150/541] lr: 2.000e-05, eta: 0:32:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.5787 +2022-03-11 00:14:03,240 - davarocr - INFO - Epoch [31][155/541] lr: 2.000e-05, eta: 0:32:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5682 +2022-03-11 00:14:04,125 - davarocr - INFO - Epoch [31][160/541] lr: 2.000e-05, eta: 0:32:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.7107 +2022-03-11 00:14:05,016 - davarocr - INFO - Epoch [31][165/541] lr: 2.000e-05, eta: 0:32:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5767 +2022-03-11 00:14:05,917 - davarocr - INFO - Epoch [31][170/541] lr: 2.000e-05, eta: 0:32:21, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6547 +2022-03-11 00:14:06,812 - davarocr - INFO - Epoch [31][175/541] lr: 2.000e-05, eta: 0:32:20, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5740 +2022-03-11 00:14:07,689 - davarocr - INFO - Epoch [31][180/541] lr: 2.000e-05, eta: 0:32:19, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0019, loss: 0.0026, grad_norm: 1.7402 +2022-03-11 00:14:08,564 - davarocr - INFO - Epoch [31][185/541] lr: 2.000e-05, eta: 0:32:18, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0012, loss: 0.0024, grad_norm: 1.6639 +2022-03-11 00:14:09,446 - davarocr - INFO - Epoch [31][190/541] lr: 2.000e-05, eta: 0:32:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.7309 +2022-03-11 00:14:10,334 - davarocr - INFO - Epoch [31][195/541] lr: 2.000e-05, eta: 0:32:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5645 +2022-03-11 00:14:11,211 - davarocr - INFO - Epoch [31][200/541] lr: 2.000e-05, eta: 0:32:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.5652 +2022-03-11 00:14:12,091 - davarocr - INFO - Epoch [31][205/541] lr: 2.000e-05, eta: 0:32:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0031, loss: 0.0032, grad_norm: 1.9203 +2022-03-11 00:14:12,982 - davarocr - INFO - Epoch [31][210/541] lr: 2.000e-05, eta: 0:32:14, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5967 +2022-03-11 00:14:13,899 - davarocr - INFO - Epoch [31][215/541] lr: 2.000e-05, eta: 0:32:13, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5959 +2022-03-11 00:14:14,815 - davarocr - INFO - Epoch [31][220/541] lr: 2.000e-05, eta: 0:32:12, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5952 +2022-03-11 00:14:15,718 - davarocr - INFO - Epoch [31][225/541] lr: 2.000e-05, eta: 0:32:11, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0024, loss: 0.0030, grad_norm: 1.7072 +2022-03-11 00:14:16,627 - davarocr - INFO - Epoch [31][230/541] lr: 2.000e-05, eta: 0:32:10, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.7639 +2022-03-11 00:14:17,538 - davarocr - INFO - Epoch [31][235/541] lr: 2.000e-05, eta: 0:32:09, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0004, loss: 0.0022, grad_norm: 1.6865 +2022-03-11 00:14:18,449 - davarocr - INFO - Epoch [31][240/541] lr: 2.000e-05, eta: 0:32:08, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.5896 +2022-03-11 00:14:19,360 - davarocr - INFO - Epoch [31][245/541] lr: 2.000e-05, eta: 0:32:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5901 +2022-03-11 00:14:20,263 - davarocr - INFO - Epoch [31][250/541] lr: 2.000e-05, eta: 0:32:06, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0012, grad_norm: 1.7828 +2022-03-11 00:14:21,177 - davarocr - INFO - Epoch [31][255/541] lr: 2.000e-05, eta: 0:32:05, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0024, loss: 0.0024, grad_norm: 1.7784 +2022-03-11 00:14:22,084 - davarocr - INFO - Epoch [31][260/541] lr: 2.000e-05, eta: 0:32:05, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.6927 +2022-03-11 00:14:22,992 - davarocr - INFO - Epoch [31][265/541] lr: 2.000e-05, eta: 0:32:04, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5943 +2022-03-11 00:14:23,907 - davarocr - INFO - Epoch [31][270/541] lr: 2.000e-05, eta: 0:32:03, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5942 +2022-03-11 00:14:24,816 - davarocr - INFO - Epoch [31][275/541] lr: 2.000e-05, eta: 0:32:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0010, loss: 0.0019, grad_norm: 1.6974 +2022-03-11 00:14:25,728 - davarocr - INFO - Epoch [31][280/541] lr: 2.000e-05, eta: 0:32:01, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0021, loss: 0.0021, grad_norm: 1.6150 +2022-03-11 00:14:26,647 - davarocr - INFO - Epoch [31][285/541] lr: 2.000e-05, eta: 0:32:00, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0020, loss: 0.0020, grad_norm: 1.6859 +2022-03-11 00:14:27,550 - davarocr - INFO - Epoch [31][290/541] lr: 2.000e-05, eta: 0:31:59, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5960 +2022-03-11 00:14:28,449 - davarocr - INFO - Epoch [31][295/541] lr: 2.000e-05, eta: 0:31:58, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5960 +2022-03-11 00:14:29,358 - davarocr - INFO - Epoch [31][300/541] lr: 2.000e-05, eta: 0:31:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6037 +2022-03-11 00:14:30,273 - davarocr - INFO - Epoch [31][305/541] lr: 2.000e-05, eta: 0:31:56, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.5944 +2022-03-11 00:14:31,175 - davarocr - INFO - Epoch [31][310/541] lr: 2.000e-05, eta: 0:31:55, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0012, loss: 0.0015, grad_norm: 1.7460 +2022-03-11 00:14:32,080 - davarocr - INFO - Epoch [31][315/541] lr: 2.000e-05, eta: 0:31:54, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.6463 +2022-03-11 00:14:32,984 - davarocr - INFO - Epoch [31][320/541] lr: 2.000e-05, eta: 0:31:54, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.6099 +2022-03-11 00:14:33,887 - davarocr - INFO - Epoch [31][325/541] lr: 2.000e-05, eta: 0:31:53, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6056 +2022-03-11 00:14:34,813 - davarocr - INFO - Epoch [31][330/541] lr: 2.000e-05, eta: 0:31:52, time: 0.185, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6046 +2022-03-11 00:14:35,725 - davarocr - INFO - Epoch [31][335/541] lr: 2.000e-05, eta: 0:31:51, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 2.1575 +2022-03-11 00:14:36,639 - davarocr - INFO - Epoch [31][340/541] lr: 2.000e-05, eta: 0:31:50, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0009, loss: 0.0015, grad_norm: 1.6548 +2022-03-11 00:14:37,537 - davarocr - INFO - Epoch [31][345/541] lr: 2.000e-05, eta: 0:31:49, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0036, loss: 0.0038, grad_norm: 1.6990 +2022-03-11 00:14:38,448 - davarocr - INFO - Epoch [31][350/541] lr: 2.000e-05, eta: 0:31:48, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.7275 +2022-03-11 00:14:39,356 - davarocr - INFO - Epoch [31][355/541] lr: 2.000e-05, eta: 0:31:47, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.6538 +2022-03-11 00:14:40,267 - davarocr - INFO - Epoch [31][360/541] lr: 2.000e-05, eta: 0:31:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6520 +2022-03-11 00:14:41,167 - davarocr - INFO - Epoch [31][365/541] lr: 2.000e-05, eta: 0:31:45, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0003, loss: 0.0027, grad_norm: 1.9909 +2022-03-11 00:14:42,075 - davarocr - INFO - Epoch [31][370/541] lr: 2.000e-05, eta: 0:31:44, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0000, loss: 0.0019, grad_norm: 1.6598 +2022-03-11 00:14:42,982 - davarocr - INFO - Epoch [31][375/541] lr: 2.000e-05, eta: 0:31:44, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6527 +2022-03-11 00:14:43,899 - davarocr - INFO - Epoch [31][380/541] lr: 2.000e-05, eta: 0:31:43, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6525 +2022-03-11 00:14:44,805 - davarocr - INFO - Epoch [31][385/541] lr: 2.000e-05, eta: 0:31:42, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6519 +2022-03-11 00:14:45,705 - davarocr - INFO - Epoch [31][390/541] lr: 2.000e-05, eta: 0:31:41, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6517 +2022-03-11 00:14:46,602 - davarocr - INFO - Epoch [31][395/541] lr: 2.000e-05, eta: 0:31:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6516 +2022-03-11 00:14:47,493 - davarocr - INFO - Epoch [31][400/541] lr: 2.000e-05, eta: 0:31:39, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.6509 +2022-03-11 00:14:48,380 - davarocr - INFO - Epoch [31][405/541] lr: 2.000e-05, eta: 0:31:38, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6504 +2022-03-11 00:14:49,261 - davarocr - INFO - Epoch [31][410/541] lr: 2.000e-05, eta: 0:31:37, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6503 +2022-03-11 00:14:50,148 - davarocr - INFO - Epoch [31][415/541] lr: 2.000e-05, eta: 0:31:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6508 +2022-03-11 00:14:51,028 - davarocr - INFO - Epoch [31][420/541] lr: 2.000e-05, eta: 0:31:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6499 +2022-03-11 00:14:51,907 - davarocr - INFO - Epoch [31][425/541] lr: 2.000e-05, eta: 0:31:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6492 +2022-03-11 00:14:52,801 - davarocr - INFO - Epoch [31][430/541] lr: 2.000e-05, eta: 0:31:33, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 1.6642 +2022-03-11 00:14:53,679 - davarocr - INFO - Epoch [31][435/541] lr: 2.000e-05, eta: 0:31:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6516 +2022-03-11 00:14:54,564 - davarocr - INFO - Epoch [31][440/541] lr: 2.000e-05, eta: 0:31:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6552 +2022-03-11 00:14:55,438 - davarocr - INFO - Epoch [31][445/541] lr: 2.000e-05, eta: 0:31:31, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0051, loss: 0.0051, grad_norm: 1.6637 +2022-03-11 00:14:56,327 - davarocr - INFO - Epoch [31][450/541] lr: 2.000e-05, eta: 0:31:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6557 +2022-03-11 00:14:57,219 - davarocr - INFO - Epoch [31][455/541] lr: 2.000e-05, eta: 0:31:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6557 +2022-03-11 00:14:58,102 - davarocr - INFO - Epoch [31][460/541] lr: 2.000e-05, eta: 0:31:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6551 +2022-03-11 00:14:58,980 - davarocr - INFO - Epoch [31][465/541] lr: 2.000e-05, eta: 0:31:27, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6549 +2022-03-11 00:14:59,861 - davarocr - INFO - Epoch [31][470/541] lr: 2.000e-05, eta: 0:31:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6584 +2022-03-11 00:15:00,738 - davarocr - INFO - Epoch [31][475/541] lr: 2.000e-05, eta: 0:31:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6542 +2022-03-11 00:15:01,616 - davarocr - INFO - Epoch [31][480/541] lr: 2.000e-05, eta: 0:31:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.6541 +2022-03-11 00:15:02,503 - davarocr - INFO - Epoch [31][485/541] lr: 2.000e-05, eta: 0:31:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6535 +2022-03-11 00:15:03,391 - davarocr - INFO - Epoch [31][490/541] lr: 2.000e-05, eta: 0:31:22, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6603 +2022-03-11 00:15:04,283 - davarocr - INFO - Epoch [31][495/541] lr: 2.000e-05, eta: 0:31:21, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0011, end_loss: 0.0021, loss: 0.0032, grad_norm: 1.7220 +2022-03-11 00:15:05,160 - davarocr - INFO - Epoch [31][500/541] lr: 2.000e-05, eta: 0:31:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6569 +2022-03-11 00:15:06,037 - davarocr - INFO - Epoch [31][505/541] lr: 2.000e-05, eta: 0:31:19, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6523 +2022-03-11 00:15:06,925 - davarocr - INFO - Epoch [31][510/541] lr: 2.000e-05, eta: 0:31:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0013, grad_norm: 1.6579 +2022-03-11 00:15:07,817 - davarocr - INFO - Epoch [31][515/541] lr: 2.000e-05, eta: 0:31:18, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6499 +2022-03-11 00:15:08,723 - davarocr - INFO - Epoch [31][520/541] lr: 2.000e-05, eta: 0:31:17, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6525 +2022-03-11 00:15:09,603 - davarocr - INFO - Epoch [31][525/541] lr: 2.000e-05, eta: 0:31:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6504 +2022-03-11 00:15:10,485 - davarocr - INFO - Epoch [31][530/541] lr: 2.000e-05, eta: 0:31:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0044, loss: 0.0058, grad_norm: 1.6692 +2022-03-11 00:15:11,375 - davarocr - INFO - Epoch [31][535/541] lr: 2.000e-05, eta: 0:31:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6484 +2022-03-11 00:15:12,273 - davarocr - INFO - Epoch [31][540/541] lr: 2.000e-05, eta: 0:31:13, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6481 +2022-03-11 00:15:26,143 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:15:26,144 - davarocr - INFO - current_metric 0.9194952905633553 is much better than previous best_metric 0.9188132883282998, saving best model ! +2022-03-11 00:15:26,144 - davarocr - INFO - Saving checkpoint at epoch_31.pth +2022-03-11 00:15:28,033 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:15:28,034 - davarocr - INFO - Epoch(val) [31][541] LOC: {'precision': 0.9337349397590361, 'recall': 0.9292565947242206, 'f1-score': 0.9314903846153845}, PER: {'precision': 0.9582294264339152, 'recall': 0.9505256648113791, 'f1-score': 0.9543619993790748}, MISC: {'precision': 0.8626292466765141, 'recall': 0.8319088319088319, 'f1-score': 0.8469905728788978}, ORG: {'precision': 0.9027027027027027, 'recall': 0.9048765803732691, 'f1-score': 0.9037883343355382}, all: {'precision': 0.9229397074562968, 'recall': 0.9160764872521246, 'f1-score': 0.9194952905633553}, hmean: 0.9195 +2022-03-11 00:15:31,228 - davarocr - INFO - Epoch [32][5/541] lr: 1.961e-05, eta: 0:31:13, time: 0.637, data_time: 0.462, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6481 +2022-03-11 00:15:32,109 - davarocr - INFO - Epoch [32][10/541] lr: 1.961e-05, eta: 0:31:12, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6480 +2022-03-11 00:15:32,986 - davarocr - INFO - Epoch [32][15/541] lr: 1.961e-05, eta: 0:31:11, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6480 +2022-03-11 00:15:33,869 - davarocr - INFO - Epoch [32][20/541] lr: 1.961e-05, eta: 0:31:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6565 +2022-03-11 00:15:34,764 - davarocr - INFO - Epoch [32][25/541] lr: 1.961e-05, eta: 0:31:09, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6480 +2022-03-11 00:15:35,648 - davarocr - INFO - Epoch [32][30/541] lr: 1.961e-05, eta: 0:31:09, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6468 +2022-03-11 00:15:36,550 - davarocr - INFO - Epoch [32][35/541] lr: 1.961e-05, eta: 0:31:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6466 +2022-03-11 00:15:37,435 - davarocr - INFO - Epoch [32][40/541] lr: 1.961e-05, eta: 0:31:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6467 +2022-03-11 00:15:38,332 - davarocr - INFO - Epoch [32][45/541] lr: 1.961e-05, eta: 0:31:06, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6458 +2022-03-11 00:15:39,232 - davarocr - INFO - Epoch [32][50/541] lr: 1.961e-05, eta: 0:31:05, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6460 +2022-03-11 00:15:40,119 - davarocr - INFO - Epoch [32][55/541] lr: 1.961e-05, eta: 0:31:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6456 +2022-03-11 00:15:41,005 - davarocr - INFO - Epoch [32][60/541] lr: 1.961e-05, eta: 0:31:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.6475 +2022-03-11 00:15:41,876 - davarocr - INFO - Epoch [32][65/541] lr: 1.961e-05, eta: 0:31:02, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6453 +2022-03-11 00:15:42,756 - davarocr - INFO - Epoch [32][70/541] lr: 1.961e-05, eta: 0:31:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.6458 +2022-03-11 00:15:43,635 - davarocr - INFO - Epoch [32][75/541] lr: 1.961e-05, eta: 0:31:00, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6445 +2022-03-11 00:15:44,511 - davarocr - INFO - Epoch [32][80/541] lr: 1.961e-05, eta: 0:30:59, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6445 +2022-03-11 00:15:45,409 - davarocr - INFO - Epoch [32][85/541] lr: 1.961e-05, eta: 0:30:58, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6444 +2022-03-11 00:15:46,300 - davarocr - INFO - Epoch [32][90/541] lr: 1.961e-05, eta: 0:30:57, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.6588 +2022-03-11 00:15:47,196 - davarocr - INFO - Epoch [32][95/541] lr: 1.961e-05, eta: 0:30:56, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6480 +2022-03-11 00:15:48,079 - davarocr - INFO - Epoch [32][100/541] lr: 1.961e-05, eta: 0:30:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6473 +2022-03-11 00:15:48,962 - davarocr - INFO - Epoch [32][105/541] lr: 1.961e-05, eta: 0:30:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6475 +2022-03-11 00:15:49,847 - davarocr - INFO - Epoch [32][110/541] lr: 1.961e-05, eta: 0:30:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6468 +2022-03-11 00:15:50,731 - davarocr - INFO - Epoch [32][115/541] lr: 1.961e-05, eta: 0:30:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6482 +2022-03-11 00:15:51,620 - davarocr - INFO - Epoch [32][120/541] lr: 1.961e-05, eta: 0:30:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6465 +2022-03-11 00:15:52,501 - davarocr - INFO - Epoch [32][125/541] lr: 1.961e-05, eta: 0:30:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.7974 +2022-03-11 00:15:53,388 - davarocr - INFO - Epoch [32][130/541] lr: 1.961e-05, eta: 0:30:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0000, loss: 0.0025, grad_norm: 1.6495 +2022-03-11 00:15:54,268 - davarocr - INFO - Epoch [32][135/541] lr: 1.961e-05, eta: 0:30:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0016, loss: 0.0020, grad_norm: 1.9615 +2022-03-11 00:15:55,143 - davarocr - INFO - Epoch [32][140/541] lr: 1.961e-05, eta: 0:30:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.6521 +2022-03-11 00:15:56,030 - davarocr - INFO - Epoch [32][145/541] lr: 1.961e-05, eta: 0:30:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6733 +2022-03-11 00:15:56,914 - davarocr - INFO - Epoch [32][150/541] lr: 1.961e-05, eta: 0:30:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.6861 +2022-03-11 00:15:57,802 - davarocr - INFO - Epoch [32][155/541] lr: 1.961e-05, eta: 0:30:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.7492 +2022-03-11 00:15:58,678 - davarocr - INFO - Epoch [32][160/541] lr: 1.961e-05, eta: 0:30:44, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0012, loss: 0.0031, grad_norm: 1.7020 +2022-03-11 00:15:59,557 - davarocr - INFO - Epoch [32][165/541] lr: 1.961e-05, eta: 0:30:43, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6517 +2022-03-11 00:16:00,438 - davarocr - INFO - Epoch [32][170/541] lr: 1.961e-05, eta: 0:30:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.6516 +2022-03-11 00:16:01,311 - davarocr - INFO - Epoch [32][175/541] lr: 1.961e-05, eta: 0:30:42, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.6555 +2022-03-11 00:16:02,193 - davarocr - INFO - Epoch [32][180/541] lr: 1.961e-05, eta: 0:30:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.6520 +2022-03-11 00:16:03,072 - davarocr - INFO - Epoch [32][185/541] lr: 1.961e-05, eta: 0:30:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6544 +2022-03-11 00:16:03,961 - davarocr - INFO - Epoch [32][190/541] lr: 1.961e-05, eta: 0:30:39, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.6905 +2022-03-11 00:16:04,838 - davarocr - INFO - Epoch [32][195/541] lr: 1.961e-05, eta: 0:30:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.6521 +2022-03-11 00:16:05,736 - davarocr - INFO - Epoch [32][200/541] lr: 1.961e-05, eta: 0:30:37, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.6541 +2022-03-11 00:16:06,624 - davarocr - INFO - Epoch [32][205/541] lr: 1.961e-05, eta: 0:30:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6476 +2022-03-11 00:16:07,521 - davarocr - INFO - Epoch [32][210/541] lr: 1.961e-05, eta: 0:30:35, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.7503 +2022-03-11 00:16:08,402 - davarocr - INFO - Epoch [32][215/541] lr: 1.961e-05, eta: 0:30:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 2.3168 +2022-03-11 00:16:09,275 - davarocr - INFO - Epoch [32][220/541] lr: 1.961e-05, eta: 0:30:33, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.6974 +2022-03-11 00:16:10,148 - davarocr - INFO - Epoch [32][225/541] lr: 1.961e-05, eta: 0:30:32, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.7044 +2022-03-11 00:16:11,034 - davarocr - INFO - Epoch [32][230/541] lr: 1.961e-05, eta: 0:30:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.6981 +2022-03-11 00:16:11,922 - davarocr - INFO - Epoch [32][235/541] lr: 1.961e-05, eta: 0:30:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.7646 +2022-03-11 00:16:12,804 - davarocr - INFO - Epoch [32][240/541] lr: 1.961e-05, eta: 0:30:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.7015 +2022-03-11 00:16:13,698 - davarocr - INFO - Epoch [32][245/541] lr: 1.961e-05, eta: 0:30:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.7014 +2022-03-11 00:16:14,579 - davarocr - INFO - Epoch [32][250/541] lr: 1.961e-05, eta: 0:30:28, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.7018 +2022-03-11 00:16:15,463 - davarocr - INFO - Epoch [32][255/541] lr: 1.961e-05, eta: 0:30:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.7728 +2022-03-11 00:16:16,352 - davarocr - INFO - Epoch [32][260/541] lr: 1.961e-05, eta: 0:30:26, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.7540 +2022-03-11 00:16:17,234 - davarocr - INFO - Epoch [32][265/541] lr: 1.961e-05, eta: 0:30:25, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0052, loss: 0.0052, grad_norm: 1.7103 +2022-03-11 00:16:18,116 - davarocr - INFO - Epoch [32][270/541] lr: 1.961e-05, eta: 0:30:24, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0008, grad_norm: 5.1963 +2022-03-11 00:16:19,002 - davarocr - INFO - Epoch [32][275/541] lr: 1.961e-05, eta: 0:30:23, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.6360 +2022-03-11 00:16:19,882 - davarocr - INFO - Epoch [32][280/541] lr: 1.961e-05, eta: 0:30:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0011, grad_norm: 0.9964 +2022-03-11 00:16:20,759 - davarocr - INFO - Epoch [32][285/541] lr: 1.961e-05, eta: 0:30:21, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0009, grad_norm: 0.8994 +2022-03-11 00:16:21,637 - davarocr - INFO - Epoch [32][290/541] lr: 1.961e-05, eta: 0:30:20, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.6949 +2022-03-11 00:16:22,513 - davarocr - INFO - Epoch [32][295/541] lr: 1.961e-05, eta: 0:30:19, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6519 +2022-03-11 00:16:23,416 - davarocr - INFO - Epoch [32][300/541] lr: 1.961e-05, eta: 0:30:18, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.7135 +2022-03-11 00:16:24,320 - davarocr - INFO - Epoch [32][305/541] lr: 1.961e-05, eta: 0:30:17, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0015, grad_norm: 0.6514 +2022-03-11 00:16:25,244 - davarocr - INFO - Epoch [32][310/541] lr: 1.961e-05, eta: 0:30:17, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0008, loss: 0.0022, grad_norm: 0.6830 +2022-03-11 00:16:26,152 - davarocr - INFO - Epoch [32][315/541] lr: 1.961e-05, eta: 0:30:16, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6465 +2022-03-11 00:16:27,068 - davarocr - INFO - Epoch [32][320/541] lr: 1.961e-05, eta: 0:30:15, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6428 +2022-03-11 00:16:27,976 - davarocr - INFO - Epoch [32][325/541] lr: 1.961e-05, eta: 0:30:14, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 0.8787 +2022-03-11 00:16:28,898 - davarocr - INFO - Epoch [32][330/541] lr: 1.961e-05, eta: 0:30:13, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6513 +2022-03-11 00:16:29,810 - davarocr - INFO - Epoch [32][335/541] lr: 1.961e-05, eta: 0:30:12, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6423 +2022-03-11 00:16:30,726 - davarocr - INFO - Epoch [32][340/541] lr: 1.961e-05, eta: 0:30:11, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0021, loss: 0.0036, grad_norm: 1.1418 +2022-03-11 00:16:31,636 - davarocr - INFO - Epoch [32][345/541] lr: 1.961e-05, eta: 0:30:10, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7028 +2022-03-11 00:16:32,557 - davarocr - INFO - Epoch [32][350/541] lr: 1.961e-05, eta: 0:30:09, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0046, loss: 0.0061, grad_norm: 1.4016 +2022-03-11 00:16:33,467 - davarocr - INFO - Epoch [32][355/541] lr: 1.961e-05, eta: 0:30:08, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0032, loss: 0.0032, grad_norm: 1.9017 +2022-03-11 00:16:34,381 - davarocr - INFO - Epoch [32][360/541] lr: 1.961e-05, eta: 0:30:07, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6606 +2022-03-11 00:16:35,269 - davarocr - INFO - Epoch [32][365/541] lr: 1.961e-05, eta: 0:30:07, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0009, grad_norm: 0.6610 +2022-03-11 00:16:36,162 - davarocr - INFO - Epoch [32][370/541] lr: 1.961e-05, eta: 0:30:06, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.6595 +2022-03-11 00:16:37,046 - davarocr - INFO - Epoch [32][375/541] lr: 1.961e-05, eta: 0:30:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0005, loss: 0.0019, grad_norm: 0.7282 +2022-03-11 00:16:37,931 - davarocr - INFO - Epoch [32][380/541] lr: 1.961e-05, eta: 0:30:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0011, grad_norm: 0.8081 +2022-03-11 00:16:38,810 - davarocr - INFO - Epoch [32][385/541] lr: 1.961e-05, eta: 0:30:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 0.8451 +2022-03-11 00:16:39,692 - davarocr - INFO - Epoch [32][390/541] lr: 1.961e-05, eta: 0:30:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.6872 +2022-03-11 00:16:40,570 - davarocr - INFO - Epoch [32][395/541] lr: 1.961e-05, eta: 0:30:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0001, loss: 0.0016, grad_norm: 0.8553 +2022-03-11 00:16:41,461 - davarocr - INFO - Epoch [32][400/541] lr: 1.961e-05, eta: 0:30:00, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6807 +2022-03-11 00:16:42,340 - davarocr - INFO - Epoch [32][405/541] lr: 1.961e-05, eta: 0:29:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6806 +2022-03-11 00:16:43,232 - davarocr - INFO - Epoch [32][410/541] lr: 1.961e-05, eta: 0:29:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 0.8574 +2022-03-11 00:16:44,115 - davarocr - INFO - Epoch [32][415/541] lr: 1.961e-05, eta: 0:29:57, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6911 +2022-03-11 00:16:44,997 - davarocr - INFO - Epoch [32][420/541] lr: 1.961e-05, eta: 0:29:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.8922 +2022-03-11 00:16:45,876 - davarocr - INFO - Epoch [32][425/541] lr: 1.961e-05, eta: 0:29:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7167 +2022-03-11 00:16:46,761 - davarocr - INFO - Epoch [32][430/541] lr: 1.961e-05, eta: 0:29:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0010, grad_norm: 0.8042 +2022-03-11 00:16:47,643 - davarocr - INFO - Epoch [32][435/541] lr: 1.961e-05, eta: 0:29:54, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0024, end_loss: 0.0000, loss: 0.0024, grad_norm: 1.0390 +2022-03-11 00:16:48,526 - davarocr - INFO - Epoch [32][440/541] lr: 1.961e-05, eta: 0:29:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0027, loss: 0.0031, grad_norm: 0.8215 +2022-03-11 00:16:49,413 - davarocr - INFO - Epoch [32][445/541] lr: 1.961e-05, eta: 0:29:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.3942 +2022-03-11 00:16:50,299 - davarocr - INFO - Epoch [32][450/541] lr: 1.961e-05, eta: 0:29:51, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.8600 +2022-03-11 00:16:51,189 - davarocr - INFO - Epoch [32][455/541] lr: 1.961e-05, eta: 0:29:50, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0021, loss: 0.0042, grad_norm: 1.1110 +2022-03-11 00:16:52,081 - davarocr - INFO - Epoch [32][460/541] lr: 1.961e-05, eta: 0:29:49, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0016, end_loss: 0.0031, loss: 0.0047, grad_norm: 0.9928 +2022-03-11 00:16:52,964 - davarocr - INFO - Epoch [32][465/541] lr: 1.961e-05, eta: 0:29:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 0.8496 +2022-03-11 00:16:53,840 - davarocr - INFO - Epoch [32][470/541] lr: 1.961e-05, eta: 0:29:47, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8410 +2022-03-11 00:16:54,732 - davarocr - INFO - Epoch [32][475/541] lr: 1.961e-05, eta: 0:29:46, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8405 +2022-03-11 00:16:55,619 - davarocr - INFO - Epoch [32][480/541] lr: 1.961e-05, eta: 0:29:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8383 +2022-03-11 00:16:56,501 - davarocr - INFO - Epoch [32][485/541] lr: 1.961e-05, eta: 0:29:44, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0009, grad_norm: 0.8930 +2022-03-11 00:16:57,382 - davarocr - INFO - Epoch [32][490/541] lr: 1.961e-05, eta: 0:29:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8377 +2022-03-11 00:16:58,263 - davarocr - INFO - Epoch [32][495/541] lr: 1.961e-05, eta: 0:29:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.8432 +2022-03-11 00:16:59,143 - davarocr - INFO - Epoch [32][500/541] lr: 1.961e-05, eta: 0:29:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0028, loss: 0.0029, grad_norm: 1.0208 +2022-03-11 00:17:00,020 - davarocr - INFO - Epoch [32][505/541] lr: 1.961e-05, eta: 0:29:41, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8262 +2022-03-11 00:17:00,901 - davarocr - INFO - Epoch [32][510/541] lr: 1.961e-05, eta: 0:29:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.0844 +2022-03-11 00:17:01,786 - davarocr - INFO - Epoch [32][515/541] lr: 1.961e-05, eta: 0:29:39, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8442 +2022-03-11 00:17:02,665 - davarocr - INFO - Epoch [32][520/541] lr: 1.961e-05, eta: 0:29:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8422 +2022-03-11 00:17:03,546 - davarocr - INFO - Epoch [32][525/541] lr: 1.961e-05, eta: 0:29:37, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8416 +2022-03-11 00:17:04,434 - davarocr - INFO - Epoch [32][530/541] lr: 1.961e-05, eta: 0:29:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.8668 +2022-03-11 00:17:05,317 - davarocr - INFO - Epoch [32][535/541] lr: 1.961e-05, eta: 0:29:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9398 +2022-03-11 00:17:06,202 - davarocr - INFO - Epoch [32][540/541] lr: 1.961e-05, eta: 0:29:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8473 +2022-03-11 00:17:20,382 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:17:20,383 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:17:20,383 - davarocr - INFO - Epoch(val) [32][541] LOC: {'precision': 0.9477886977886978, 'recall': 0.9250599520383693, 'f1-score': 0.9362864077669903}, PER: {'precision': 0.9358513189448441, 'recall': 0.9653679653679653, 'f1-score': 0.9503805175038051}, MISC: {'precision': 0.863905325443787, 'recall': 0.8319088319088319, 'f1-score': 0.8476052249637155}, ORG: {'precision': 0.9117828500925355, 'recall': 0.8898254063816978, 'f1-score': 0.9006703229737965}, all: {'precision': 0.9236545682102628, 'recall': 0.9146600566572238, 'f1-score': 0.9191353082465973}, hmean: 0.9191 +2022-03-11 00:17:23,768 - davarocr - INFO - Epoch [33][5/541] lr: 1.923e-05, eta: 0:29:34, time: 0.675, data_time: 0.489, memory: 5192, start_loss: 0.0000, end_loss: 0.0033, loss: 0.0033, grad_norm: 1.0985 +2022-03-11 00:17:24,651 - davarocr - INFO - Epoch [33][10/541] lr: 1.923e-05, eta: 0:29:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0012, grad_norm: 1.2005 +2022-03-11 00:17:25,541 - davarocr - INFO - Epoch [33][15/541] lr: 1.923e-05, eta: 0:29:32, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8692 +2022-03-11 00:17:26,429 - davarocr - INFO - Epoch [33][20/541] lr: 1.923e-05, eta: 0:29:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8680 +2022-03-11 00:17:27,314 - davarocr - INFO - Epoch [33][25/541] lr: 1.923e-05, eta: 0:29:31, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8707 +2022-03-11 00:17:28,200 - davarocr - INFO - Epoch [33][30/541] lr: 1.923e-05, eta: 0:29:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0023, loss: 0.0037, grad_norm: 1.0119 +2022-03-11 00:17:29,083 - davarocr - INFO - Epoch [33][35/541] lr: 1.923e-05, eta: 0:29:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0016, end_loss: 0.0020, loss: 0.0037, grad_norm: 1.4112 +2022-03-11 00:17:29,979 - davarocr - INFO - Epoch [33][40/541] lr: 1.923e-05, eta: 0:29:28, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9110 +2022-03-11 00:17:30,862 - davarocr - INFO - Epoch [33][45/541] lr: 1.923e-05, eta: 0:29:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8958 +2022-03-11 00:17:31,749 - davarocr - INFO - Epoch [33][50/541] lr: 1.923e-05, eta: 0:29:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.9140 +2022-03-11 00:17:32,626 - davarocr - INFO - Epoch [33][55/541] lr: 1.923e-05, eta: 0:29:25, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8908 +2022-03-11 00:17:33,500 - davarocr - INFO - Epoch [33][60/541] lr: 1.923e-05, eta: 0:29:24, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9019 +2022-03-11 00:17:34,388 - davarocr - INFO - Epoch [33][65/541] lr: 1.923e-05, eta: 0:29:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8884 +2022-03-11 00:17:35,273 - davarocr - INFO - Epoch [33][70/541] lr: 1.923e-05, eta: 0:29:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0032, loss: 0.0032, grad_norm: 0.9018 +2022-03-11 00:17:36,158 - davarocr - INFO - Epoch [33][75/541] lr: 1.923e-05, eta: 0:29:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8902 +2022-03-11 00:17:37,065 - davarocr - INFO - Epoch [33][80/541] lr: 1.923e-05, eta: 0:29:20, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8895 +2022-03-11 00:17:37,950 - davarocr - INFO - Epoch [33][85/541] lr: 1.923e-05, eta: 0:29:20, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8886 +2022-03-11 00:17:38,841 - davarocr - INFO - Epoch [33][90/541] lr: 1.923e-05, eta: 0:29:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8893 +2022-03-11 00:17:39,723 - davarocr - INFO - Epoch [33][95/541] lr: 1.923e-05, eta: 0:29:18, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8915 +2022-03-11 00:17:40,605 - davarocr - INFO - Epoch [33][100/541] lr: 1.923e-05, eta: 0:29:17, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8895 +2022-03-11 00:17:41,491 - davarocr - INFO - Epoch [33][105/541] lr: 1.923e-05, eta: 0:29:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.0739 +2022-03-11 00:17:42,369 - davarocr - INFO - Epoch [33][110/541] lr: 1.923e-05, eta: 0:29:15, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0018, grad_norm: 0.9605 +2022-03-11 00:17:43,269 - davarocr - INFO - Epoch [33][115/541] lr: 1.923e-05, eta: 0:29:14, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9050 +2022-03-11 00:17:44,154 - davarocr - INFO - Epoch [33][120/541] lr: 1.923e-05, eta: 0:29:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0071, end_loss: 0.0058, loss: 0.0129, grad_norm: 0.9619 +2022-03-11 00:17:45,039 - davarocr - INFO - Epoch [33][125/541] lr: 1.923e-05, eta: 0:29:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 0.9148 +2022-03-11 00:17:45,912 - davarocr - INFO - Epoch [33][130/541] lr: 1.923e-05, eta: 0:29:11, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9021 +2022-03-11 00:17:46,802 - davarocr - INFO - Epoch [33][135/541] lr: 1.923e-05, eta: 0:29:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.1803 +2022-03-11 00:17:47,681 - davarocr - INFO - Epoch [33][140/541] lr: 1.923e-05, eta: 0:29:09, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9254 +2022-03-11 00:17:48,570 - davarocr - INFO - Epoch [33][145/541] lr: 1.923e-05, eta: 0:29:08, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 0.9983 +2022-03-11 00:17:49,449 - davarocr - INFO - Epoch [33][150/541] lr: 1.923e-05, eta: 0:29:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9326 +2022-03-11 00:17:50,321 - davarocr - INFO - Epoch [33][155/541] lr: 1.923e-05, eta: 0:29:07, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9326 +2022-03-11 00:17:51,207 - davarocr - INFO - Epoch [33][160/541] lr: 1.923e-05, eta: 0:29:06, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9325 +2022-03-11 00:17:52,082 - davarocr - INFO - Epoch [33][165/541] lr: 1.923e-05, eta: 0:29:05, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9324 +2022-03-11 00:17:52,969 - davarocr - INFO - Epoch [33][170/541] lr: 1.923e-05, eta: 0:29:04, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9404 +2022-03-11 00:17:53,852 - davarocr - INFO - Epoch [33][175/541] lr: 1.923e-05, eta: 0:29:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0016, loss: 0.0034, grad_norm: 1.1011 +2022-03-11 00:17:54,751 - davarocr - INFO - Epoch [33][180/541] lr: 1.923e-05, eta: 0:29:02, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9279 +2022-03-11 00:17:55,643 - davarocr - INFO - Epoch [33][185/541] lr: 1.923e-05, eta: 0:29:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9278 +2022-03-11 00:17:56,525 - davarocr - INFO - Epoch [33][190/541] lr: 1.923e-05, eta: 0:29:00, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0020, loss: 0.0021, grad_norm: 1.1563 +2022-03-11 00:17:57,412 - davarocr - INFO - Epoch [33][195/541] lr: 1.923e-05, eta: 0:28:59, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9396 +2022-03-11 00:17:58,306 - davarocr - INFO - Epoch [33][200/541] lr: 1.923e-05, eta: 0:28:58, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9385 +2022-03-11 00:17:59,188 - davarocr - INFO - Epoch [33][205/541] lr: 1.923e-05, eta: 0:28:57, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.9459 +2022-03-11 00:18:00,079 - davarocr - INFO - Epoch [33][210/541] lr: 1.923e-05, eta: 0:28:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9480 +2022-03-11 00:18:00,958 - davarocr - INFO - Epoch [33][215/541] lr: 1.923e-05, eta: 0:28:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.2158 +2022-03-11 00:18:01,848 - davarocr - INFO - Epoch [33][220/541] lr: 1.923e-05, eta: 0:28:55, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9613 +2022-03-11 00:18:02,735 - davarocr - INFO - Epoch [33][225/541] lr: 1.923e-05, eta: 0:28:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9613 +2022-03-11 00:18:03,617 - davarocr - INFO - Epoch [33][230/541] lr: 1.923e-05, eta: 0:28:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.2141 +2022-03-11 00:18:04,496 - davarocr - INFO - Epoch [33][235/541] lr: 1.923e-05, eta: 0:28:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0453 +2022-03-11 00:18:05,381 - davarocr - INFO - Epoch [33][240/541] lr: 1.923e-05, eta: 0:28:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0006, loss: 0.0026, grad_norm: 1.3062 +2022-03-11 00:18:06,274 - davarocr - INFO - Epoch [33][245/541] lr: 1.923e-05, eta: 0:28:50, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0121 +2022-03-11 00:18:07,159 - davarocr - INFO - Epoch [33][250/541] lr: 1.923e-05, eta: 0:28:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0119 +2022-03-11 00:18:08,043 - davarocr - INFO - Epoch [33][255/541] lr: 1.923e-05, eta: 0:28:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0640 +2022-03-11 00:18:08,920 - davarocr - INFO - Epoch [33][260/541] lr: 1.923e-05, eta: 0:28:47, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0036, end_loss: 0.0030, loss: 0.0066, grad_norm: 1.3981 +2022-03-11 00:18:09,814 - davarocr - INFO - Epoch [33][265/541] lr: 1.923e-05, eta: 0:28:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0020, loss: 0.0036, grad_norm: 1.0383 +2022-03-11 00:18:10,698 - davarocr - INFO - Epoch [33][270/541] lr: 1.923e-05, eta: 0:28:45, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.0855 +2022-03-11 00:18:11,584 - davarocr - INFO - Epoch [33][275/541] lr: 1.923e-05, eta: 0:28:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9990 +2022-03-11 00:18:12,494 - davarocr - INFO - Epoch [33][280/541] lr: 1.923e-05, eta: 0:28:43, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 1.2950 +2022-03-11 00:18:13,379 - davarocr - INFO - Epoch [33][285/541] lr: 1.923e-05, eta: 0:28:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0007, loss: 0.0020, grad_norm: 1.2249 +2022-03-11 00:18:14,271 - davarocr - INFO - Epoch [33][290/541] lr: 1.923e-05, eta: 0:28:42, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0012, end_loss: 0.0004, loss: 0.0016, grad_norm: 1.1344 +2022-03-11 00:18:15,161 - davarocr - INFO - Epoch [33][295/541] lr: 1.923e-05, eta: 0:28:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0361 +2022-03-11 00:18:16,057 - davarocr - INFO - Epoch [33][300/541] lr: 1.923e-05, eta: 0:28:40, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0359 +2022-03-11 00:18:16,952 - davarocr - INFO - Epoch [33][305/541] lr: 1.923e-05, eta: 0:28:39, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.0407 +2022-03-11 00:18:17,848 - davarocr - INFO - Epoch [33][310/541] lr: 1.923e-05, eta: 0:28:38, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0372 +2022-03-11 00:18:18,745 - davarocr - INFO - Epoch [33][315/541] lr: 1.923e-05, eta: 0:28:37, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0535 +2022-03-11 00:18:19,642 - davarocr - INFO - Epoch [33][320/541] lr: 1.923e-05, eta: 0:28:36, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0350 +2022-03-11 00:18:20,535 - davarocr - INFO - Epoch [33][325/541] lr: 1.923e-05, eta: 0:28:35, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0008, loss: 0.0028, grad_norm: 1.0412 +2022-03-11 00:18:21,432 - davarocr - INFO - Epoch [33][330/541] lr: 1.923e-05, eta: 0:28:34, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0009, grad_norm: 1.0352 +2022-03-11 00:18:22,332 - davarocr - INFO - Epoch [33][335/541] lr: 1.923e-05, eta: 0:28:33, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.0338 +2022-03-11 00:18:23,241 - davarocr - INFO - Epoch [33][340/541] lr: 1.923e-05, eta: 0:28:32, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0010, loss: 0.0014, grad_norm: 1.2153 +2022-03-11 00:18:24,125 - davarocr - INFO - Epoch [33][345/541] lr: 1.923e-05, eta: 0:28:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0013, grad_norm: 1.0439 +2022-03-11 00:18:25,012 - davarocr - INFO - Epoch [33][350/541] lr: 1.923e-05, eta: 0:28:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0019, loss: 0.0021, grad_norm: 1.0852 +2022-03-11 00:18:25,893 - davarocr - INFO - Epoch [33][355/541] lr: 1.923e-05, eta: 0:28:30, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0068, loss: 0.0070, grad_norm: 1.1441 +2022-03-11 00:18:26,780 - davarocr - INFO - Epoch [33][360/541] lr: 1.923e-05, eta: 0:28:29, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0701 +2022-03-11 00:18:27,652 - davarocr - INFO - Epoch [33][365/541] lr: 1.923e-05, eta: 0:28:28, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0031, loss: 0.0041, grad_norm: 1.3182 +2022-03-11 00:18:28,540 - davarocr - INFO - Epoch [33][370/541] lr: 1.923e-05, eta: 0:28:27, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0073, end_loss: 0.0045, loss: 0.0118, grad_norm: 1.5311 +2022-03-11 00:18:29,421 - davarocr - INFO - Epoch [33][375/541] lr: 1.923e-05, eta: 0:28:26, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0023, end_loss: 0.0020, loss: 0.0043, grad_norm: 1.3577 +2022-03-11 00:18:30,305 - davarocr - INFO - Epoch [33][380/541] lr: 1.923e-05, eta: 0:28:25, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.2265 +2022-03-11 00:18:31,177 - davarocr - INFO - Epoch [33][385/541] lr: 1.923e-05, eta: 0:28:24, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0025, end_loss: 0.0019, loss: 0.0044, grad_norm: 1.1432 +2022-03-11 00:18:32,062 - davarocr - INFO - Epoch [33][390/541] lr: 1.923e-05, eta: 0:28:23, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.1061 +2022-03-11 00:18:32,974 - davarocr - INFO - Epoch [33][395/541] lr: 1.923e-05, eta: 0:28:22, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0023, loss: 0.0040, grad_norm: 1.2371 +2022-03-11 00:18:33,887 - davarocr - INFO - Epoch [33][400/541] lr: 1.923e-05, eta: 0:28:21, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0030, loss: 0.0038, grad_norm: 1.4329 +2022-03-11 00:18:34,798 - davarocr - INFO - Epoch [33][405/541] lr: 1.923e-05, eta: 0:28:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0017, grad_norm: 1.1205 +2022-03-11 00:18:35,713 - davarocr - INFO - Epoch [33][410/541] lr: 1.923e-05, eta: 0:28:19, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.0993 +2022-03-11 00:18:36,617 - davarocr - INFO - Epoch [33][415/541] lr: 1.923e-05, eta: 0:28:19, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0990 +2022-03-11 00:18:37,535 - davarocr - INFO - Epoch [33][420/541] lr: 1.923e-05, eta: 0:28:18, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0968 +2022-03-11 00:18:38,422 - davarocr - INFO - Epoch [33][425/541] lr: 1.923e-05, eta: 0:28:17, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0012, loss: 0.0025, grad_norm: 1.3199 +2022-03-11 00:18:39,305 - davarocr - INFO - Epoch [33][430/541] lr: 1.923e-05, eta: 0:28:16, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0027, loss: 0.0028, grad_norm: 1.1543 +2022-03-11 00:18:40,185 - davarocr - INFO - Epoch [33][435/541] lr: 1.923e-05, eta: 0:28:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.1170 +2022-03-11 00:18:41,069 - davarocr - INFO - Epoch [33][440/541] lr: 1.923e-05, eta: 0:28:14, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.1527 +2022-03-11 00:18:41,949 - davarocr - INFO - Epoch [33][445/541] lr: 1.923e-05, eta: 0:28:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0902 +2022-03-11 00:18:42,837 - davarocr - INFO - Epoch [33][450/541] lr: 1.923e-05, eta: 0:28:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0046, loss: 0.0048, grad_norm: 1.1554 +2022-03-11 00:18:43,720 - davarocr - INFO - Epoch [33][455/541] lr: 1.923e-05, eta: 0:28:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.1186 +2022-03-11 00:18:44,599 - davarocr - INFO - Epoch [33][460/541] lr: 1.923e-05, eta: 0:28:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0003, loss: 0.0019, grad_norm: 1.3192 +2022-03-11 00:18:45,504 - davarocr - INFO - Epoch [33][465/541] lr: 1.923e-05, eta: 0:28:09, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1016 +2022-03-11 00:18:46,390 - davarocr - INFO - Epoch [33][470/541] lr: 1.923e-05, eta: 0:28:08, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0963 +2022-03-11 00:18:47,271 - davarocr - INFO - Epoch [33][475/541] lr: 1.923e-05, eta: 0:28:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0015, loss: 0.0015, grad_norm: 1.2748 +2022-03-11 00:18:48,153 - davarocr - INFO - Epoch [33][480/541] lr: 1.923e-05, eta: 0:28:07, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0042, end_loss: 0.0000, loss: 0.0043, grad_norm: 1.3858 +2022-03-11 00:18:49,036 - davarocr - INFO - Epoch [33][485/541] lr: 1.923e-05, eta: 0:28:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2016 +2022-03-11 00:18:49,911 - davarocr - INFO - Epoch [33][490/541] lr: 1.923e-05, eta: 0:28:05, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.1337 +2022-03-11 00:18:50,789 - davarocr - INFO - Epoch [33][495/541] lr: 1.923e-05, eta: 0:28:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0009, loss: 0.0010, grad_norm: 1.1364 +2022-03-11 00:18:51,670 - davarocr - INFO - Epoch [33][500/541] lr: 1.923e-05, eta: 0:28:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1295 +2022-03-11 00:18:52,555 - davarocr - INFO - Epoch [33][505/541] lr: 1.923e-05, eta: 0:28:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0006, loss: 0.0012, grad_norm: 1.1888 +2022-03-11 00:18:53,436 - davarocr - INFO - Epoch [33][510/541] lr: 1.923e-05, eta: 0:28:01, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1274 +2022-03-11 00:18:54,315 - davarocr - INFO - Epoch [33][515/541] lr: 1.923e-05, eta: 0:28:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1277 +2022-03-11 00:18:55,197 - davarocr - INFO - Epoch [33][520/541] lr: 1.923e-05, eta: 0:27:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.1306 +2022-03-11 00:18:56,082 - davarocr - INFO - Epoch [33][525/541] lr: 1.923e-05, eta: 0:27:58, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.1330 +2022-03-11 00:18:56,967 - davarocr - INFO - Epoch [33][530/541] lr: 1.923e-05, eta: 0:27:57, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.1502 +2022-03-11 00:18:57,846 - davarocr - INFO - Epoch [33][535/541] lr: 1.923e-05, eta: 0:27:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.9465 +2022-03-11 00:18:58,724 - davarocr - INFO - Epoch [33][540/541] lr: 1.923e-05, eta: 0:27:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.2220 +2022-03-11 00:19:12,993 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:19:12,994 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:19:12,994 - davarocr - INFO - Epoch(val) [33][541] LOC: {'precision': 0.9297719087635054, 'recall': 0.9286570743405276, 'f1-score': 0.9292141571685664}, PER: {'precision': 0.9590062111801242, 'recall': 0.9548546691403834, 'f1-score': 0.9569259374031607}, MISC: {'precision': 0.8488372093023255, 'recall': 0.8319088319088319, 'f1-score': 0.8402877697841726}, ORG: {'precision': 0.9177057356608479, 'recall': 0.8862131246237207, 'f1-score': 0.9016845329249618}, all: {'precision': 0.9247485632183908, 'recall': 0.9116501416430595, 'f1-score': 0.9181526390870186}, hmean: 0.9182 +2022-03-11 00:19:16,377 - davarocr - INFO - Epoch [34][5/541] lr: 1.887e-05, eta: 0:27:56, time: 0.675, data_time: 0.485, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2215 +2022-03-11 00:19:17,258 - davarocr - INFO - Epoch [34][10/541] lr: 1.887e-05, eta: 0:27:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2226 +2022-03-11 00:19:18,140 - davarocr - INFO - Epoch [34][15/541] lr: 1.887e-05, eta: 0:27:54, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.2403 +2022-03-11 00:19:19,021 - davarocr - INFO - Epoch [34][20/541] lr: 1.887e-05, eta: 0:27:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2457 +2022-03-11 00:19:19,908 - davarocr - INFO - Epoch [34][25/541] lr: 1.887e-05, eta: 0:27:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.5945 +2022-03-11 00:19:20,793 - davarocr - INFO - Epoch [34][30/541] lr: 1.887e-05, eta: 0:27:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 1.2398 +2022-03-11 00:19:21,676 - davarocr - INFO - Epoch [34][35/541] lr: 1.887e-05, eta: 0:27:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2226 +2022-03-11 00:19:22,562 - davarocr - INFO - Epoch [34][40/541] lr: 1.887e-05, eta: 0:27:49, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2179 +2022-03-11 00:19:23,452 - davarocr - INFO - Epoch [34][45/541] lr: 1.887e-05, eta: 0:27:48, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0024, loss: 0.0024, grad_norm: 1.2802 +2022-03-11 00:19:24,343 - davarocr - INFO - Epoch [34][50/541] lr: 1.887e-05, eta: 0:27:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2419 +2022-03-11 00:19:25,235 - davarocr - INFO - Epoch [34][55/541] lr: 1.887e-05, eta: 0:27:46, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.2740 +2022-03-11 00:19:26,121 - davarocr - INFO - Epoch [34][60/541] lr: 1.887e-05, eta: 0:27:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2196 +2022-03-11 00:19:27,001 - davarocr - INFO - Epoch [34][65/541] lr: 1.887e-05, eta: 0:27:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.2336 +2022-03-11 00:19:27,884 - davarocr - INFO - Epoch [34][70/541] lr: 1.887e-05, eta: 0:27:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.2265 +2022-03-11 00:19:28,764 - davarocr - INFO - Epoch [34][75/541] lr: 1.887e-05, eta: 0:27:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2192 +2022-03-11 00:19:29,651 - davarocr - INFO - Epoch [34][80/541] lr: 1.887e-05, eta: 0:27:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2228 +2022-03-11 00:19:30,529 - davarocr - INFO - Epoch [34][85/541] lr: 1.887e-05, eta: 0:27:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2186 +2022-03-11 00:19:31,398 - davarocr - INFO - Epoch [34][90/541] lr: 1.887e-05, eta: 0:27:40, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2222 +2022-03-11 00:19:32,289 - davarocr - INFO - Epoch [34][95/541] lr: 1.887e-05, eta: 0:27:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2199 +2022-03-11 00:19:33,168 - davarocr - INFO - Epoch [34][100/541] lr: 1.887e-05, eta: 0:27:38, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2194 +2022-03-11 00:19:34,059 - davarocr - INFO - Epoch [34][105/541] lr: 1.887e-05, eta: 0:27:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2202 +2022-03-11 00:19:34,938 - davarocr - INFO - Epoch [34][110/541] lr: 1.887e-05, eta: 0:27:36, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0016, loss: 0.0018, grad_norm: 1.3538 +2022-03-11 00:19:35,817 - davarocr - INFO - Epoch [34][115/541] lr: 1.887e-05, eta: 0:27:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.3025 +2022-03-11 00:19:36,694 - davarocr - INFO - Epoch [34][120/541] lr: 1.887e-05, eta: 0:27:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2315 +2022-03-11 00:19:37,577 - davarocr - INFO - Epoch [34][125/541] lr: 1.887e-05, eta: 0:27:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2315 +2022-03-11 00:19:38,458 - davarocr - INFO - Epoch [34][130/541] lr: 1.887e-05, eta: 0:27:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2313 +2022-03-11 00:19:39,345 - davarocr - INFO - Epoch [34][135/541] lr: 1.887e-05, eta: 0:27:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0023, loss: 0.0023, grad_norm: 1.3168 +2022-03-11 00:19:40,224 - davarocr - INFO - Epoch [34][140/541] lr: 1.887e-05, eta: 0:27:31, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2569 +2022-03-11 00:19:41,103 - davarocr - INFO - Epoch [34][145/541] lr: 1.887e-05, eta: 0:27:30, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2394 +2022-03-11 00:19:41,978 - davarocr - INFO - Epoch [34][150/541] lr: 1.887e-05, eta: 0:27:29, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2323 +2022-03-11 00:19:42,867 - davarocr - INFO - Epoch [34][155/541] lr: 1.887e-05, eta: 0:27:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2333 +2022-03-11 00:19:43,748 - davarocr - INFO - Epoch [34][160/541] lr: 1.887e-05, eta: 0:27:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2292 +2022-03-11 00:19:44,625 - davarocr - INFO - Epoch [34][165/541] lr: 1.887e-05, eta: 0:27:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0022, loss: 0.0022, grad_norm: 1.2366 +2022-03-11 00:19:45,509 - davarocr - INFO - Epoch [34][170/541] lr: 1.887e-05, eta: 0:27:25, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.2304 +2022-03-11 00:19:46,392 - davarocr - INFO - Epoch [34][175/541] lr: 1.887e-05, eta: 0:27:24, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0014, end_loss: 0.0008, loss: 0.0022, grad_norm: 1.2294 +2022-03-11 00:19:47,262 - davarocr - INFO - Epoch [34][180/541] lr: 1.887e-05, eta: 0:27:23, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2278 +2022-03-11 00:19:48,157 - davarocr - INFO - Epoch [34][185/541] lr: 1.887e-05, eta: 0:27:22, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2265 +2022-03-11 00:19:49,045 - davarocr - INFO - Epoch [34][190/541] lr: 1.887e-05, eta: 0:27:21, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.2281 +2022-03-11 00:19:49,933 - davarocr - INFO - Epoch [34][195/541] lr: 1.887e-05, eta: 0:27:20, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0015, loss: 0.0015, grad_norm: 1.3589 +2022-03-11 00:19:50,813 - davarocr - INFO - Epoch [34][200/541] lr: 1.887e-05, eta: 0:27:19, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2247 +2022-03-11 00:19:51,698 - davarocr - INFO - Epoch [34][205/541] lr: 1.887e-05, eta: 0:27:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0000, loss: 0.0027, grad_norm: 1.2670 +2022-03-11 00:19:52,580 - davarocr - INFO - Epoch [34][210/541] lr: 1.887e-05, eta: 0:27:18, time: 0.176, data_time: 0.004, memory: 5192, start_loss: 0.0011, end_loss: 0.0000, loss: 0.0012, grad_norm: 1.2763 +2022-03-11 00:19:53,461 - davarocr - INFO - Epoch [34][215/541] lr: 1.887e-05, eta: 0:27:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2370 +2022-03-11 00:19:54,348 - davarocr - INFO - Epoch [34][220/541] lr: 1.887e-05, eta: 0:27:16, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2245 +2022-03-11 00:19:55,238 - davarocr - INFO - Epoch [34][225/541] lr: 1.887e-05, eta: 0:27:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2214 +2022-03-11 00:19:56,126 - davarocr - INFO - Epoch [34][230/541] lr: 1.887e-05, eta: 0:27:14, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.2566 +2022-03-11 00:19:57,024 - davarocr - INFO - Epoch [34][235/541] lr: 1.887e-05, eta: 0:27:13, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0004, loss: 0.0027, grad_norm: 1.9658 +2022-03-11 00:19:57,914 - davarocr - INFO - Epoch [34][240/541] lr: 1.887e-05, eta: 0:27:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2948 +2022-03-11 00:19:58,800 - davarocr - INFO - Epoch [34][245/541] lr: 1.887e-05, eta: 0:27:11, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2950 +2022-03-11 00:19:59,684 - davarocr - INFO - Epoch [34][250/541] lr: 1.887e-05, eta: 0:27:10, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.2935 +2022-03-11 00:20:00,563 - davarocr - INFO - Epoch [34][255/541] lr: 1.887e-05, eta: 0:27:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3805 +2022-03-11 00:20:01,445 - davarocr - INFO - Epoch [34][260/541] lr: 1.887e-05, eta: 0:27:08, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0015, end_loss: 0.0019, loss: 0.0034, grad_norm: 1.6021 +2022-03-11 00:20:02,318 - davarocr - INFO - Epoch [34][265/541] lr: 1.887e-05, eta: 0:27:07, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.3192 +2022-03-11 00:20:03,200 - davarocr - INFO - Epoch [34][270/541] lr: 1.887e-05, eta: 0:27:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.5043 +2022-03-11 00:20:04,087 - davarocr - INFO - Epoch [34][275/541] lr: 1.887e-05, eta: 0:27:06, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0034, end_loss: 0.0004, loss: 0.0039, grad_norm: 1.3196 +2022-03-11 00:20:04,978 - davarocr - INFO - Epoch [34][280/541] lr: 1.887e-05, eta: 0:27:05, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3024 +2022-03-11 00:20:05,853 - davarocr - INFO - Epoch [34][285/541] lr: 1.887e-05, eta: 0:27:04, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0014, loss: 0.0036, grad_norm: 1.8548 +2022-03-11 00:20:06,746 - davarocr - INFO - Epoch [34][290/541] lr: 1.887e-05, eta: 0:27:03, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0023, end_loss: 0.0034, loss: 0.0057, grad_norm: 1.5111 +2022-03-11 00:20:07,627 - davarocr - INFO - Epoch [34][295/541] lr: 1.887e-05, eta: 0:27:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0013, loss: 0.0019, grad_norm: 1.6810 +2022-03-11 00:20:08,516 - davarocr - INFO - Epoch [34][300/541] lr: 1.887e-05, eta: 0:27:01, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0065, end_loss: 0.0062, loss: 0.0127, grad_norm: 1.6304 +2022-03-11 00:20:09,394 - davarocr - INFO - Epoch [34][305/541] lr: 1.887e-05, eta: 0:27:00, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0009, grad_norm: 5.8828 +2022-03-11 00:20:10,268 - davarocr - INFO - Epoch [34][310/541] lr: 1.887e-05, eta: 0:26:59, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5315 +2022-03-11 00:20:11,147 - davarocr - INFO - Epoch [34][315/541] lr: 1.887e-05, eta: 0:26:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0004, loss: 0.0018, grad_norm: 0.9036 +2022-03-11 00:20:12,056 - davarocr - INFO - Epoch [34][320/541] lr: 1.887e-05, eta: 0:26:57, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.5910 +2022-03-11 00:20:12,946 - davarocr - INFO - Epoch [34][325/541] lr: 1.887e-05, eta: 0:26:56, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 0.6416 +2022-03-11 00:20:13,824 - davarocr - INFO - Epoch [34][330/541] lr: 1.887e-05, eta: 0:26:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.7498 +2022-03-11 00:20:14,725 - davarocr - INFO - Epoch [34][335/541] lr: 1.887e-05, eta: 0:26:54, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0010, loss: 0.0014, grad_norm: 0.6842 +2022-03-11 00:20:15,614 - davarocr - INFO - Epoch [34][340/541] lr: 1.887e-05, eta: 0:26:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0010, grad_norm: 0.6205 +2022-03-11 00:20:16,496 - davarocr - INFO - Epoch [34][345/541] lr: 1.887e-05, eta: 0:26:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.6192 +2022-03-11 00:20:17,382 - davarocr - INFO - Epoch [34][350/541] lr: 1.887e-05, eta: 0:26:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0024, loss: 0.0054, grad_norm: 1.4836 +2022-03-11 00:20:18,266 - davarocr - INFO - Epoch [34][355/541] lr: 1.887e-05, eta: 0:26:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 0.8235 +2022-03-11 00:20:19,151 - davarocr - INFO - Epoch [34][360/541] lr: 1.887e-05, eta: 0:26:50, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 0.7530 +2022-03-11 00:20:20,036 - davarocr - INFO - Epoch [34][365/541] lr: 1.887e-05, eta: 0:26:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.7051 +2022-03-11 00:20:20,937 - davarocr - INFO - Epoch [34][370/541] lr: 1.887e-05, eta: 0:26:48, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0025, loss: 0.0041, grad_norm: 0.7516 +2022-03-11 00:20:21,822 - davarocr - INFO - Epoch [34][375/541] lr: 1.887e-05, eta: 0:26:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.7600 +2022-03-11 00:20:22,707 - davarocr - INFO - Epoch [34][380/541] lr: 1.887e-05, eta: 0:26:46, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 0.7263 +2022-03-11 00:20:23,604 - davarocr - INFO - Epoch [34][385/541] lr: 1.887e-05, eta: 0:26:45, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.7637 +2022-03-11 00:20:24,483 - davarocr - INFO - Epoch [34][390/541] lr: 1.887e-05, eta: 0:26:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7064 +2022-03-11 00:20:25,369 - davarocr - INFO - Epoch [34][395/541] lr: 1.887e-05, eta: 0:26:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0010, grad_norm: 0.8455 +2022-03-11 00:20:26,251 - davarocr - INFO - Epoch [34][400/541] lr: 1.887e-05, eta: 0:26:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.7383 +2022-03-11 00:20:27,131 - davarocr - INFO - Epoch [34][405/541] lr: 1.887e-05, eta: 0:26:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0003, loss: 0.0017, grad_norm: 0.9260 +2022-03-11 00:20:28,016 - davarocr - INFO - Epoch [34][410/541] lr: 1.887e-05, eta: 0:26:41, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7256 +2022-03-11 00:20:28,912 - davarocr - INFO - Epoch [34][415/541] lr: 1.887e-05, eta: 0:26:40, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0048, loss: 0.0049, grad_norm: 0.7842 +2022-03-11 00:20:29,799 - davarocr - INFO - Epoch [34][420/541] lr: 1.887e-05, eta: 0:26:39, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0008, grad_norm: 0.8184 +2022-03-11 00:20:30,679 - davarocr - INFO - Epoch [34][425/541] lr: 1.887e-05, eta: 0:26:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0031, loss: 0.0040, grad_norm: 0.8105 +2022-03-11 00:20:31,568 - davarocr - INFO - Epoch [34][430/541] lr: 1.887e-05, eta: 0:26:37, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0008, grad_norm: 0.7674 +2022-03-11 00:20:32,448 - davarocr - INFO - Epoch [34][435/541] lr: 1.887e-05, eta: 0:26:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 0.7434 +2022-03-11 00:20:33,325 - davarocr - INFO - Epoch [34][440/541] lr: 1.887e-05, eta: 0:26:35, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0006, loss: 0.0016, grad_norm: 1.2641 +2022-03-11 00:20:34,216 - davarocr - INFO - Epoch [34][445/541] lr: 1.887e-05, eta: 0:26:34, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.7661 +2022-03-11 00:20:35,101 - davarocr - INFO - Epoch [34][450/541] lr: 1.887e-05, eta: 0:26:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.8978 +2022-03-11 00:20:35,997 - davarocr - INFO - Epoch [34][455/541] lr: 1.887e-05, eta: 0:26:32, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7998 +2022-03-11 00:20:36,879 - davarocr - INFO - Epoch [34][460/541] lr: 1.887e-05, eta: 0:26:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7726 +2022-03-11 00:20:37,767 - davarocr - INFO - Epoch [34][465/541] lr: 1.887e-05, eta: 0:26:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0016, loss: 0.0026, grad_norm: 1.1709 +2022-03-11 00:20:38,668 - davarocr - INFO - Epoch [34][470/541] lr: 1.887e-05, eta: 0:26:30, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 0.7939 +2022-03-11 00:20:39,555 - davarocr - INFO - Epoch [34][475/541] lr: 1.887e-05, eta: 0:26:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7788 +2022-03-11 00:20:40,450 - davarocr - INFO - Epoch [34][480/541] lr: 1.887e-05, eta: 0:26:28, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7795 +2022-03-11 00:20:41,335 - davarocr - INFO - Epoch [34][485/541] lr: 1.887e-05, eta: 0:26:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7788 +2022-03-11 00:20:42,247 - davarocr - INFO - Epoch [34][490/541] lr: 1.887e-05, eta: 0:26:26, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7785 +2022-03-11 00:20:43,129 - davarocr - INFO - Epoch [34][495/541] lr: 1.887e-05, eta: 0:26:25, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.9204 +2022-03-11 00:20:44,028 - davarocr - INFO - Epoch [34][500/541] lr: 1.887e-05, eta: 0:26:24, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 0.7929 +2022-03-11 00:20:44,918 - davarocr - INFO - Epoch [34][505/541] lr: 1.887e-05, eta: 0:26:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9758 +2022-03-11 00:20:45,831 - davarocr - INFO - Epoch [34][510/541] lr: 1.887e-05, eta: 0:26:22, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0008, loss: 0.0016, grad_norm: 0.8807 +2022-03-11 00:20:46,740 - davarocr - INFO - Epoch [34][515/541] lr: 1.887e-05, eta: 0:26:21, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0024, loss: 0.0035, grad_norm: 1.3376 +2022-03-11 00:20:47,639 - davarocr - INFO - Epoch [34][520/541] lr: 1.887e-05, eta: 0:26:20, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8429 +2022-03-11 00:20:48,543 - davarocr - INFO - Epoch [34][525/541] lr: 1.887e-05, eta: 0:26:19, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8402 +2022-03-11 00:20:49,456 - davarocr - INFO - Epoch [34][530/541] lr: 1.887e-05, eta: 0:26:19, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0007, loss: 0.0024, grad_norm: 0.9120 +2022-03-11 00:20:50,368 - davarocr - INFO - Epoch [34][535/541] lr: 1.887e-05, eta: 0:26:18, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0025, loss: 0.0027, grad_norm: 0.8571 +2022-03-11 00:20:51,276 - davarocr - INFO - Epoch [34][540/541] lr: 1.887e-05, eta: 0:26:17, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0009, loss: 0.0016, grad_norm: 0.9698 +2022-03-11 00:21:04,981 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:21:04,982 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:21:04,982 - davarocr - INFO - Epoch(val) [34][541] LOC: {'precision': 0.9270771069934249, 'recall': 0.9298561151079137, 'f1-score': 0.928464531577372}, PER: {'precision': 0.9392835458409229, 'recall': 0.9567099567099567, 'f1-score': 0.9479166666666667}, MISC: {'precision': 0.8543833580980683, 'recall': 0.8190883190883191, 'f1-score': 0.8363636363636363}, ORG: {'precision': 0.9226932668329177, 'recall': 0.8910295003010235, 'f1-score': 0.9065849923430322}, all: {'precision': 0.9206717884581026, 'recall': 0.9123583569405099, 'f1-score': 0.9164962205424633}, hmean: 0.9165 +2022-03-11 00:21:08,381 - davarocr - INFO - Epoch [35][5/541] lr: 1.852e-05, eta: 0:26:17, time: 0.675, data_time: 0.489, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8281 +2022-03-11 00:21:09,283 - davarocr - INFO - Epoch [35][10/541] lr: 1.852e-05, eta: 0:26:16, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 0.8298 +2022-03-11 00:21:10,192 - davarocr - INFO - Epoch [35][15/541] lr: 1.852e-05, eta: 0:26:15, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0022, end_loss: 0.0036, loss: 0.0058, grad_norm: 1.2452 +2022-03-11 00:21:11,096 - davarocr - INFO - Epoch [35][20/541] lr: 1.852e-05, eta: 0:26:14, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8395 +2022-03-11 00:21:12,009 - davarocr - INFO - Epoch [35][25/541] lr: 1.852e-05, eta: 0:26:13, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.8738 +2022-03-11 00:21:12,920 - davarocr - INFO - Epoch [35][30/541] lr: 1.852e-05, eta: 0:26:12, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0012, end_loss: 0.0023, loss: 0.0036, grad_norm: 0.9168 +2022-03-11 00:21:13,829 - davarocr - INFO - Epoch [35][35/541] lr: 1.852e-05, eta: 0:26:11, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0008, grad_norm: 0.8725 +2022-03-11 00:21:14,742 - davarocr - INFO - Epoch [35][40/541] lr: 1.852e-05, eta: 0:26:10, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0009, grad_norm: 0.8413 +2022-03-11 00:21:15,624 - davarocr - INFO - Epoch [35][45/541] lr: 1.852e-05, eta: 0:26:09, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8397 +2022-03-11 00:21:16,524 - davarocr - INFO - Epoch [35][50/541] lr: 1.852e-05, eta: 0:26:08, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8393 +2022-03-11 00:21:17,416 - davarocr - INFO - Epoch [35][55/541] lr: 1.852e-05, eta: 0:26:08, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0007, grad_norm: 0.8884 +2022-03-11 00:21:18,330 - davarocr - INFO - Epoch [35][60/541] lr: 1.852e-05, eta: 0:26:07, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8371 +2022-03-11 00:21:19,246 - davarocr - INFO - Epoch [35][65/541] lr: 1.852e-05, eta: 0:26:06, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 0.8494 +2022-03-11 00:21:20,150 - davarocr - INFO - Epoch [35][70/541] lr: 1.852e-05, eta: 0:26:05, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8377 +2022-03-11 00:21:21,071 - davarocr - INFO - Epoch [35][75/541] lr: 1.852e-05, eta: 0:26:04, time: 0.185, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0011, grad_norm: 0.8539 +2022-03-11 00:21:21,994 - davarocr - INFO - Epoch [35][80/541] lr: 1.852e-05, eta: 0:26:03, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0019, loss: 0.0024, grad_norm: 1.1851 +2022-03-11 00:21:22,909 - davarocr - INFO - Epoch [35][85/541] lr: 1.852e-05, eta: 0:26:02, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0020, loss: 0.0036, grad_norm: 0.8927 +2022-03-11 00:21:23,799 - davarocr - INFO - Epoch [35][90/541] lr: 1.852e-05, eta: 0:26:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8985 +2022-03-11 00:21:24,711 - davarocr - INFO - Epoch [35][95/541] lr: 1.852e-05, eta: 0:26:00, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0012, loss: 0.0015, grad_norm: 0.8781 +2022-03-11 00:21:25,596 - davarocr - INFO - Epoch [35][100/541] lr: 1.852e-05, eta: 0:25:59, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.8824 +2022-03-11 00:21:26,479 - davarocr - INFO - Epoch [35][105/541] lr: 1.852e-05, eta: 0:25:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 0.9681 +2022-03-11 00:21:27,377 - davarocr - INFO - Epoch [35][110/541] lr: 1.852e-05, eta: 0:25:57, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8737 +2022-03-11 00:21:28,269 - davarocr - INFO - Epoch [35][115/541] lr: 1.852e-05, eta: 0:25:57, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8781 +2022-03-11 00:21:29,148 - davarocr - INFO - Epoch [35][120/541] lr: 1.852e-05, eta: 0:25:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8781 +2022-03-11 00:21:30,039 - davarocr - INFO - Epoch [35][125/541] lr: 1.852e-05, eta: 0:25:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8972 +2022-03-11 00:21:30,924 - davarocr - INFO - Epoch [35][130/541] lr: 1.852e-05, eta: 0:25:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8737 +2022-03-11 00:21:31,813 - davarocr - INFO - Epoch [35][135/541] lr: 1.852e-05, eta: 0:25:53, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8713 +2022-03-11 00:21:32,709 - davarocr - INFO - Epoch [35][140/541] lr: 1.852e-05, eta: 0:25:52, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.8979 +2022-03-11 00:21:33,596 - davarocr - INFO - Epoch [35][145/541] lr: 1.852e-05, eta: 0:25:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8730 +2022-03-11 00:21:34,467 - davarocr - INFO - Epoch [35][150/541] lr: 1.852e-05, eta: 0:25:50, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8729 +2022-03-11 00:21:35,363 - davarocr - INFO - Epoch [35][155/541] lr: 1.852e-05, eta: 0:25:49, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8729 +2022-03-11 00:21:36,260 - davarocr - INFO - Epoch [35][160/541] lr: 1.852e-05, eta: 0:25:48, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.8823 +2022-03-11 00:21:37,159 - davarocr - INFO - Epoch [35][165/541] lr: 1.852e-05, eta: 0:25:47, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.8713 +2022-03-11 00:21:38,035 - davarocr - INFO - Epoch [35][170/541] lr: 1.852e-05, eta: 0:25:46, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8707 +2022-03-11 00:21:38,914 - davarocr - INFO - Epoch [35][175/541] lr: 1.852e-05, eta: 0:25:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8706 +2022-03-11 00:21:39,798 - davarocr - INFO - Epoch [35][180/541] lr: 1.852e-05, eta: 0:25:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8706 +2022-03-11 00:21:40,677 - davarocr - INFO - Epoch [35][185/541] lr: 1.852e-05, eta: 0:25:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0028, end_loss: 0.0001, loss: 0.0029, grad_norm: 1.0848 +2022-03-11 00:21:41,560 - davarocr - INFO - Epoch [35][190/541] lr: 1.852e-05, eta: 0:25:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 0.8863 +2022-03-11 00:21:42,446 - davarocr - INFO - Epoch [35][195/541] lr: 1.852e-05, eta: 0:25:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8846 +2022-03-11 00:21:43,332 - davarocr - INFO - Epoch [35][200/541] lr: 1.852e-05, eta: 0:25:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.2569 +2022-03-11 00:21:44,214 - davarocr - INFO - Epoch [35][205/541] lr: 1.852e-05, eta: 0:25:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.9288 +2022-03-11 00:21:45,099 - davarocr - INFO - Epoch [35][210/541] lr: 1.852e-05, eta: 0:25:39, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0012, loss: 0.0022, grad_norm: 1.2254 +2022-03-11 00:21:45,981 - davarocr - INFO - Epoch [35][215/541] lr: 1.852e-05, eta: 0:25:38, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9202 +2022-03-11 00:21:46,851 - davarocr - INFO - Epoch [35][220/541] lr: 1.852e-05, eta: 0:25:37, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9182 +2022-03-11 00:21:47,723 - davarocr - INFO - Epoch [35][225/541] lr: 1.852e-05, eta: 0:25:36, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9212 +2022-03-11 00:21:48,602 - davarocr - INFO - Epoch [35][230/541] lr: 1.852e-05, eta: 0:25:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0014, grad_norm: 1.0301 +2022-03-11 00:21:49,486 - davarocr - INFO - Epoch [35][235/541] lr: 1.852e-05, eta: 0:25:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.1196 +2022-03-11 00:21:50,371 - davarocr - INFO - Epoch [35][240/541] lr: 1.852e-05, eta: 0:25:33, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9256 +2022-03-11 00:21:51,241 - davarocr - INFO - Epoch [35][245/541] lr: 1.852e-05, eta: 0:25:33, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0027, loss: 0.0034, grad_norm: 1.4584 +2022-03-11 00:21:52,120 - davarocr - INFO - Epoch [35][250/541] lr: 1.852e-05, eta: 0:25:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9736 +2022-03-11 00:21:52,992 - davarocr - INFO - Epoch [35][255/541] lr: 1.852e-05, eta: 0:25:31, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9735 +2022-03-11 00:21:53,890 - davarocr - INFO - Epoch [35][260/541] lr: 1.852e-05, eta: 0:25:30, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0014, loss: 0.0014, grad_norm: 1.5348 +2022-03-11 00:21:54,769 - davarocr - INFO - Epoch [35][265/541] lr: 1.852e-05, eta: 0:25:29, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0414 +2022-03-11 00:21:55,653 - davarocr - INFO - Epoch [35][270/541] lr: 1.852e-05, eta: 0:25:28, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.3426 +2022-03-11 00:21:56,529 - davarocr - INFO - Epoch [35][275/541] lr: 1.852e-05, eta: 0:25:27, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0013, grad_norm: 1.1043 +2022-03-11 00:21:57,412 - davarocr - INFO - Epoch [35][280/541] lr: 1.852e-05, eta: 0:25:26, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0279 +2022-03-11 00:21:58,301 - davarocr - INFO - Epoch [35][285/541] lr: 1.852e-05, eta: 0:25:25, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0199 +2022-03-11 00:21:59,194 - davarocr - INFO - Epoch [35][290/541] lr: 1.852e-05, eta: 0:25:24, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.1035 +2022-03-11 00:22:00,079 - davarocr - INFO - Epoch [35][295/541] lr: 1.852e-05, eta: 0:25:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0291 +2022-03-11 00:22:00,992 - davarocr - INFO - Epoch [35][300/541] lr: 1.852e-05, eta: 0:25:22, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.0571 +2022-03-11 00:22:01,884 - davarocr - INFO - Epoch [35][305/541] lr: 1.852e-05, eta: 0:25:21, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.0376 +2022-03-11 00:22:02,762 - davarocr - INFO - Epoch [35][310/541] lr: 1.852e-05, eta: 0:25:21, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0349 +2022-03-11 00:22:03,653 - davarocr - INFO - Epoch [35][315/541] lr: 1.852e-05, eta: 0:25:20, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0046, end_loss: 0.0000, loss: 0.0047, grad_norm: 1.0768 +2022-03-11 00:22:04,535 - davarocr - INFO - Epoch [35][320/541] lr: 1.852e-05, eta: 0:25:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0252 +2022-03-11 00:22:05,421 - davarocr - INFO - Epoch [35][325/541] lr: 1.852e-05, eta: 0:25:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0205 +2022-03-11 00:22:06,300 - davarocr - INFO - Epoch [35][330/541] lr: 1.852e-05, eta: 0:25:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0205 +2022-03-11 00:22:07,181 - davarocr - INFO - Epoch [35][335/541] lr: 1.852e-05, eta: 0:25:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0202 +2022-03-11 00:22:08,062 - davarocr - INFO - Epoch [35][340/541] lr: 1.852e-05, eta: 0:25:15, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0203 +2022-03-11 00:22:08,950 - davarocr - INFO - Epoch [35][345/541] lr: 1.852e-05, eta: 0:25:14, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0198 +2022-03-11 00:22:09,839 - davarocr - INFO - Epoch [35][350/541] lr: 1.852e-05, eta: 0:25:13, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.0397 +2022-03-11 00:22:10,732 - davarocr - INFO - Epoch [35][355/541] lr: 1.852e-05, eta: 0:25:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0308 +2022-03-11 00:22:11,618 - davarocr - INFO - Epoch [35][360/541] lr: 1.852e-05, eta: 0:25:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0021, loss: 0.0026, grad_norm: 1.0321 +2022-03-11 00:22:12,511 - davarocr - INFO - Epoch [35][365/541] lr: 1.852e-05, eta: 0:25:10, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0292 +2022-03-11 00:22:13,388 - davarocr - INFO - Epoch [35][370/541] lr: 1.852e-05, eta: 0:25:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0208 +2022-03-11 00:22:14,259 - davarocr - INFO - Epoch [35][375/541] lr: 1.852e-05, eta: 0:25:09, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0009, grad_norm: 1.0714 +2022-03-11 00:22:15,146 - davarocr - INFO - Epoch [35][380/541] lr: 1.852e-05, eta: 0:25:08, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0236 +2022-03-11 00:22:16,029 - davarocr - INFO - Epoch [35][385/541] lr: 1.852e-05, eta: 0:25:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0237 +2022-03-11 00:22:16,906 - davarocr - INFO - Epoch [35][390/541] lr: 1.852e-05, eta: 0:25:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.0487 +2022-03-11 00:22:17,790 - davarocr - INFO - Epoch [35][395/541] lr: 1.852e-05, eta: 0:25:05, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0251 +2022-03-11 00:22:18,673 - davarocr - INFO - Epoch [35][400/541] lr: 1.852e-05, eta: 0:25:04, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0249 +2022-03-11 00:22:19,549 - davarocr - INFO - Epoch [35][405/541] lr: 1.852e-05, eta: 0:25:03, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0012, end_loss: 0.0010, loss: 0.0022, grad_norm: 1.0261 +2022-03-11 00:22:20,458 - davarocr - INFO - Epoch [35][410/541] lr: 1.852e-05, eta: 0:25:02, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0240 +2022-03-11 00:22:21,334 - davarocr - INFO - Epoch [35][415/541] lr: 1.852e-05, eta: 0:25:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0237 +2022-03-11 00:22:22,213 - davarocr - INFO - Epoch [35][420/541] lr: 1.852e-05, eta: 0:25:00, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0017, grad_norm: 1.0257 +2022-03-11 00:22:23,135 - davarocr - INFO - Epoch [35][425/541] lr: 1.852e-05, eta: 0:24:59, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 1.0241 +2022-03-11 00:22:24,020 - davarocr - INFO - Epoch [35][430/541] lr: 1.852e-05, eta: 0:24:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.0240 +2022-03-11 00:22:24,911 - davarocr - INFO - Epoch [35][435/541] lr: 1.852e-05, eta: 0:24:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0232 +2022-03-11 00:22:25,800 - davarocr - INFO - Epoch [35][440/541] lr: 1.852e-05, eta: 0:24:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0231 +2022-03-11 00:22:26,691 - davarocr - INFO - Epoch [35][445/541] lr: 1.852e-05, eta: 0:24:56, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0232 +2022-03-11 00:22:27,565 - davarocr - INFO - Epoch [35][450/541] lr: 1.852e-05, eta: 0:24:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0499 +2022-03-11 00:22:28,454 - davarocr - INFO - Epoch [35][455/541] lr: 1.852e-05, eta: 0:24:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0290 +2022-03-11 00:22:29,334 - davarocr - INFO - Epoch [35][460/541] lr: 1.852e-05, eta: 0:24:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0014, loss: 0.0018, grad_norm: 1.3246 +2022-03-11 00:22:30,221 - davarocr - INFO - Epoch [35][465/541] lr: 1.852e-05, eta: 0:24:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0006, loss: 0.0024, grad_norm: 1.3032 +2022-03-11 00:22:31,102 - davarocr - INFO - Epoch [35][470/541] lr: 1.852e-05, eta: 0:24:51, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0544 +2022-03-11 00:22:31,977 - davarocr - INFO - Epoch [35][475/541] lr: 1.852e-05, eta: 0:24:50, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0025, end_loss: 0.0028, loss: 0.0053, grad_norm: 1.6616 +2022-03-11 00:22:32,877 - davarocr - INFO - Epoch [35][480/541] lr: 1.852e-05, eta: 0:24:49, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0815 +2022-03-11 00:22:33,758 - davarocr - INFO - Epoch [35][485/541] lr: 1.852e-05, eta: 0:24:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0002, loss: 0.0013, grad_norm: 1.1491 +2022-03-11 00:22:34,645 - davarocr - INFO - Epoch [35][490/541] lr: 1.852e-05, eta: 0:24:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 1.2313 +2022-03-11 00:22:35,534 - davarocr - INFO - Epoch [35][495/541] lr: 1.852e-05, eta: 0:24:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0757 +2022-03-11 00:22:36,429 - davarocr - INFO - Epoch [35][500/541] lr: 1.852e-05, eta: 0:24:45, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0784 +2022-03-11 00:22:37,316 - davarocr - INFO - Epoch [35][505/541] lr: 1.852e-05, eta: 0:24:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0750 +2022-03-11 00:22:38,204 - davarocr - INFO - Epoch [35][510/541] lr: 1.852e-05, eta: 0:24:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0974 +2022-03-11 00:22:39,090 - davarocr - INFO - Epoch [35][515/541] lr: 1.852e-05, eta: 0:24:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0743 +2022-03-11 00:22:39,973 - davarocr - INFO - Epoch [35][520/541] lr: 1.852e-05, eta: 0:24:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.1754 +2022-03-11 00:22:40,850 - davarocr - INFO - Epoch [35][525/541] lr: 1.852e-05, eta: 0:24:41, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0780 +2022-03-11 00:22:41,734 - davarocr - INFO - Epoch [35][530/541] lr: 1.852e-05, eta: 0:24:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0883 +2022-03-11 00:22:42,613 - davarocr - INFO - Epoch [35][535/541] lr: 1.852e-05, eta: 0:24:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.0884 +2022-03-11 00:22:43,496 - davarocr - INFO - Epoch [35][540/541] lr: 1.852e-05, eta: 0:24:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0951 +2022-03-11 00:22:57,373 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:22:57,374 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:22:57,374 - davarocr - INFO - Epoch(val) [35][541] LOC: {'precision': 0.9325301204819277, 'recall': 0.9280575539568345, 'f1-score': 0.9302884615384615}, PER: {'precision': 0.9411050394656952, 'recall': 0.95856524427953, 'f1-score': 0.9497549019607843}, MISC: {'precision': 0.8462664714494875, 'recall': 0.8233618233618234, 'f1-score': 0.8346570397111914}, ORG: {'precision': 0.8979591836734694, 'recall': 0.9006622516556292, 'f1-score': 0.8993086865043582}, all: {'precision': 0.9144271570014144, 'recall': 0.9157223796033994, 'f1-score': 0.9150743099787685}, hmean: 0.9151 +2022-03-11 00:23:00,768 - davarocr - INFO - Epoch [36][5/541] lr: 1.818e-05, eta: 0:24:38, time: 0.678, data_time: 0.488, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0830 +2022-03-11 00:23:01,656 - davarocr - INFO - Epoch [36][10/541] lr: 1.818e-05, eta: 0:24:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0944 +2022-03-11 00:23:02,532 - davarocr - INFO - Epoch [36][15/541] lr: 1.818e-05, eta: 0:24:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0971 +2022-03-11 00:23:03,422 - davarocr - INFO - Epoch [36][20/541] lr: 1.818e-05, eta: 0:24:35, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0832 +2022-03-11 00:23:04,301 - davarocr - INFO - Epoch [36][25/541] lr: 1.818e-05, eta: 0:24:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0830 +2022-03-11 00:23:05,175 - davarocr - INFO - Epoch [36][30/541] lr: 1.818e-05, eta: 0:24:33, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0881 +2022-03-11 00:23:06,058 - davarocr - INFO - Epoch [36][35/541] lr: 1.818e-05, eta: 0:24:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.1282 +2022-03-11 00:23:06,927 - davarocr - INFO - Epoch [36][40/541] lr: 1.818e-05, eta: 0:24:32, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0832 +2022-03-11 00:23:07,818 - davarocr - INFO - Epoch [36][45/541] lr: 1.818e-05, eta: 0:24:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.5847 +2022-03-11 00:23:08,699 - davarocr - INFO - Epoch [36][50/541] lr: 1.818e-05, eta: 0:24:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0040, loss: 0.0061, grad_norm: 2.1760 +2022-03-11 00:23:09,581 - davarocr - INFO - Epoch [36][55/541] lr: 1.818e-05, eta: 0:24:29, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.8475 +2022-03-11 00:23:10,489 - davarocr - INFO - Epoch [36][60/541] lr: 1.818e-05, eta: 0:24:28, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8773 +2022-03-11 00:23:11,370 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:23:11,370 - davarocr - INFO - Epoch [36][65/541] lr: 1.818e-05, eta: 0:24:27, time: 0.173, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0006, loss: 0.0020, grad_norm: 0.9760 +2022-03-11 00:23:12,246 - davarocr - INFO - Epoch [36][70/541] lr: 1.818e-05, eta: 0:24:26, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8479 +2022-03-11 00:23:13,127 - davarocr - INFO - Epoch [36][75/541] lr: 1.818e-05, eta: 0:24:25, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8398 +2022-03-11 00:23:13,998 - davarocr - INFO - Epoch [36][80/541] lr: 1.818e-05, eta: 0:24:24, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0022, end_loss: 0.0010, loss: 0.0032, grad_norm: 1.2075 +2022-03-11 00:23:14,880 - davarocr - INFO - Epoch [36][85/541] lr: 1.818e-05, eta: 0:24:23, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0008, grad_norm: 0.9720 +2022-03-11 00:23:15,764 - davarocr - INFO - Epoch [36][90/541] lr: 1.818e-05, eta: 0:24:22, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8590 +2022-03-11 00:23:16,677 - davarocr - INFO - Epoch [36][95/541] lr: 1.818e-05, eta: 0:24:21, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8636 +2022-03-11 00:23:17,586 - davarocr - INFO - Epoch [36][100/541] lr: 1.818e-05, eta: 0:24:20, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8601 +2022-03-11 00:23:18,499 - davarocr - INFO - Epoch [36][105/541] lr: 1.818e-05, eta: 0:24:20, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8582 +2022-03-11 00:23:19,404 - davarocr - INFO - Epoch [36][110/541] lr: 1.818e-05, eta: 0:24:19, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8587 +2022-03-11 00:23:20,312 - davarocr - INFO - Epoch [36][115/541] lr: 1.818e-05, eta: 0:24:18, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8585 +2022-03-11 00:23:21,223 - davarocr - INFO - Epoch [36][120/541] lr: 1.818e-05, eta: 0:24:17, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8584 +2022-03-11 00:23:22,130 - davarocr - INFO - Epoch [36][125/541] lr: 1.818e-05, eta: 0:24:16, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8644 +2022-03-11 00:23:23,042 - davarocr - INFO - Epoch [36][130/541] lr: 1.818e-05, eta: 0:24:15, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8592 +2022-03-11 00:23:23,958 - davarocr - INFO - Epoch [36][135/541] lr: 1.818e-05, eta: 0:24:14, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8589 +2022-03-11 00:23:24,862 - davarocr - INFO - Epoch [36][140/541] lr: 1.818e-05, eta: 0:24:13, time: 0.185, data_time: 0.012, memory: 5192, start_loss: 0.0001, end_loss: 0.0017, loss: 0.0018, grad_norm: 1.4881 +2022-03-11 00:23:25,745 - davarocr - INFO - Epoch [36][145/541] lr: 1.818e-05, eta: 0:24:12, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9208 +2022-03-11 00:23:26,619 - davarocr - INFO - Epoch [36][150/541] lr: 1.818e-05, eta: 0:24:11, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9208 +2022-03-11 00:23:27,495 - davarocr - INFO - Epoch [36][155/541] lr: 1.818e-05, eta: 0:24:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0001, loss: 0.0019, grad_norm: 0.9322 +2022-03-11 00:23:28,367 - davarocr - INFO - Epoch [36][160/541] lr: 1.818e-05, eta: 0:24:09, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.9557 +2022-03-11 00:23:29,253 - davarocr - INFO - Epoch [36][165/541] lr: 1.818e-05, eta: 0:24:09, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0049, end_loss: 0.0044, loss: 0.0093, grad_norm: 1.4102 +2022-03-11 00:23:30,127 - davarocr - INFO - Epoch [36][170/541] lr: 1.818e-05, eta: 0:24:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9922 +2022-03-11 00:23:31,004 - davarocr - INFO - Epoch [36][175/541] lr: 1.818e-05, eta: 0:24:07, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.0008 +2022-03-11 00:23:31,889 - davarocr - INFO - Epoch [36][180/541] lr: 1.818e-05, eta: 0:24:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.0111 +2022-03-11 00:23:32,769 - davarocr - INFO - Epoch [36][185/541] lr: 1.818e-05, eta: 0:24:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0000, loss: 0.0014, grad_norm: 0.9910 +2022-03-11 00:23:33,650 - davarocr - INFO - Epoch [36][190/541] lr: 1.818e-05, eta: 0:24:04, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0012, loss: 0.0014, grad_norm: 1.4034 +2022-03-11 00:23:34,533 - davarocr - INFO - Epoch [36][195/541] lr: 1.818e-05, eta: 0:24:03, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0067 +2022-03-11 00:23:35,413 - davarocr - INFO - Epoch [36][200/541] lr: 1.818e-05, eta: 0:24:02, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0013, loss: 0.0017, grad_norm: 1.0611 +2022-03-11 00:23:36,282 - davarocr - INFO - Epoch [36][205/541] lr: 1.818e-05, eta: 0:24:01, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0227 +2022-03-11 00:23:37,153 - davarocr - INFO - Epoch [36][210/541] lr: 1.818e-05, eta: 0:24:00, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.3932 +2022-03-11 00:23:38,025 - davarocr - INFO - Epoch [36][215/541] lr: 1.818e-05, eta: 0:23:59, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0366 +2022-03-11 00:23:38,898 - davarocr - INFO - Epoch [36][220/541] lr: 1.818e-05, eta: 0:23:58, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0018, loss: 0.0025, grad_norm: 1.1482 +2022-03-11 00:23:39,784 - davarocr - INFO - Epoch [36][225/541] lr: 1.818e-05, eta: 0:23:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0453 +2022-03-11 00:23:40,665 - davarocr - INFO - Epoch [36][230/541] lr: 1.818e-05, eta: 0:23:57, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0458 +2022-03-11 00:23:41,553 - davarocr - INFO - Epoch [36][235/541] lr: 1.818e-05, eta: 0:23:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0456 +2022-03-11 00:23:42,439 - davarocr - INFO - Epoch [36][240/541] lr: 1.818e-05, eta: 0:23:55, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.0552 +2022-03-11 00:23:43,324 - davarocr - INFO - Epoch [36][245/541] lr: 1.818e-05, eta: 0:23:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0016, grad_norm: 1.0431 +2022-03-11 00:23:44,205 - davarocr - INFO - Epoch [36][250/541] lr: 1.818e-05, eta: 0:23:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0434 +2022-03-11 00:23:45,084 - davarocr - INFO - Epoch [36][255/541] lr: 1.818e-05, eta: 0:23:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0388 +2022-03-11 00:23:45,977 - davarocr - INFO - Epoch [36][260/541] lr: 1.818e-05, eta: 0:23:51, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0015, loss: 0.0021, grad_norm: 1.1174 +2022-03-11 00:23:46,860 - davarocr - INFO - Epoch [36][265/541] lr: 1.818e-05, eta: 0:23:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.0937 +2022-03-11 00:23:47,741 - davarocr - INFO - Epoch [36][270/541] lr: 1.818e-05, eta: 0:23:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0005, loss: 0.0018, grad_norm: 1.2776 +2022-03-11 00:23:48,617 - davarocr - INFO - Epoch [36][275/541] lr: 1.818e-05, eta: 0:23:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0647 +2022-03-11 00:23:49,505 - davarocr - INFO - Epoch [36][280/541] lr: 1.818e-05, eta: 0:23:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.1169 +2022-03-11 00:23:50,391 - davarocr - INFO - Epoch [36][285/541] lr: 1.818e-05, eta: 0:23:46, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0564 +2022-03-11 00:23:51,271 - davarocr - INFO - Epoch [36][290/541] lr: 1.818e-05, eta: 0:23:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.0668 +2022-03-11 00:23:52,153 - davarocr - INFO - Epoch [36][295/541] lr: 1.818e-05, eta: 0:23:45, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0023, loss: 0.0027, grad_norm: 1.8340 +2022-03-11 00:23:53,028 - davarocr - INFO - Epoch [36][300/541] lr: 1.818e-05, eta: 0:23:44, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0017, loss: 0.0045, grad_norm: 1.3958 +2022-03-11 00:23:53,908 - davarocr - INFO - Epoch [36][305/541] lr: 1.818e-05, eta: 0:23:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.2073 +2022-03-11 00:23:54,794 - davarocr - INFO - Epoch [36][310/541] lr: 1.818e-05, eta: 0:23:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1587 +2022-03-11 00:23:55,682 - davarocr - INFO - Epoch [36][315/541] lr: 1.818e-05, eta: 0:23:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3221 +2022-03-11 00:23:56,567 - davarocr - INFO - Epoch [36][320/541] lr: 1.818e-05, eta: 0:23:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2242 +2022-03-11 00:23:57,449 - davarocr - INFO - Epoch [36][325/541] lr: 1.818e-05, eta: 0:23:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 1.1713 +2022-03-11 00:23:58,344 - davarocr - INFO - Epoch [36][330/541] lr: 1.818e-05, eta: 0:23:38, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0025, loss: 0.0032, grad_norm: 1.7223 +2022-03-11 00:23:59,231 - davarocr - INFO - Epoch [36][335/541] lr: 1.818e-05, eta: 0:23:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2188 +2022-03-11 00:24:00,116 - davarocr - INFO - Epoch [36][340/541] lr: 1.818e-05, eta: 0:23:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0010, grad_norm: 1.2554 +2022-03-11 00:24:01,000 - davarocr - INFO - Epoch [36][345/541] lr: 1.818e-05, eta: 0:23:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2151 +2022-03-11 00:24:01,893 - davarocr - INFO - Epoch [36][350/541] lr: 1.818e-05, eta: 0:23:34, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0038, end_loss: 0.0044, loss: 0.0082, grad_norm: 1.9708 +2022-03-11 00:24:02,783 - davarocr - INFO - Epoch [36][355/541] lr: 1.818e-05, eta: 0:23:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0025, loss: 0.0053, grad_norm: 1.2883 +2022-03-11 00:24:03,682 - davarocr - INFO - Epoch [36][360/541] lr: 1.818e-05, eta: 0:23:33, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0013, loss: 0.0025, grad_norm: 1.4151 +2022-03-11 00:24:04,558 - davarocr - INFO - Epoch [36][365/541] lr: 1.818e-05, eta: 0:23:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0017, grad_norm: 1.3544 +2022-03-11 00:24:05,448 - davarocr - INFO - Epoch [36][370/541] lr: 1.818e-05, eta: 0:23:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0010, loss: 0.0020, grad_norm: 1.3433 +2022-03-11 00:24:06,340 - davarocr - INFO - Epoch [36][375/541] lr: 1.818e-05, eta: 0:23:30, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.2695 +2022-03-11 00:24:07,220 - davarocr - INFO - Epoch [36][380/541] lr: 1.818e-05, eta: 0:23:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0058, end_loss: 0.0055, loss: 0.0114, grad_norm: 2.1620 +2022-03-11 00:24:08,091 - davarocr - INFO - Epoch [36][385/541] lr: 1.818e-05, eta: 0:23:28, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0016, end_loss: 0.0009, loss: 0.0025, grad_norm: 1.2532 +2022-03-11 00:24:08,976 - davarocr - INFO - Epoch [36][390/541] lr: 1.818e-05, eta: 0:23:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1408 +2022-03-11 00:24:09,865 - davarocr - INFO - Epoch [36][395/541] lr: 1.818e-05, eta: 0:23:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2138 +2022-03-11 00:24:10,759 - davarocr - INFO - Epoch [36][400/541] lr: 1.818e-05, eta: 0:23:25, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1363 +2022-03-11 00:24:11,637 - davarocr - INFO - Epoch [36][405/541] lr: 1.818e-05, eta: 0:23:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0010, grad_norm: 1.2544 +2022-03-11 00:24:12,526 - davarocr - INFO - Epoch [36][410/541] lr: 1.818e-05, eta: 0:23:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0020, loss: 0.0039, grad_norm: 1.2273 +2022-03-11 00:24:13,410 - davarocr - INFO - Epoch [36][415/541] lr: 1.818e-05, eta: 0:23:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0014, loss: 0.0023, grad_norm: 1.4270 +2022-03-11 00:24:14,291 - davarocr - INFO - Epoch [36][420/541] lr: 1.818e-05, eta: 0:23:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.1965 +2022-03-11 00:24:15,172 - davarocr - INFO - Epoch [36][425/541] lr: 1.818e-05, eta: 0:23:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1446 +2022-03-11 00:24:16,043 - davarocr - INFO - Epoch [36][430/541] lr: 1.818e-05, eta: 0:23:20, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1488 +2022-03-11 00:24:16,911 - davarocr - INFO - Epoch [36][435/541] lr: 1.818e-05, eta: 0:23:19, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0008, loss: 0.0010, grad_norm: 1.1734 +2022-03-11 00:24:17,801 - davarocr - INFO - Epoch [36][440/541] lr: 1.818e-05, eta: 0:23:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1409 +2022-03-11 00:24:18,678 - davarocr - INFO - Epoch [36][445/541] lr: 1.818e-05, eta: 0:23:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1522 +2022-03-11 00:24:19,556 - davarocr - INFO - Epoch [36][450/541] lr: 1.818e-05, eta: 0:23:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0026, loss: 0.0031, grad_norm: 1.4238 +2022-03-11 00:24:20,461 - davarocr - INFO - Epoch [36][455/541] lr: 1.818e-05, eta: 0:23:15, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2319 +2022-03-11 00:24:21,381 - davarocr - INFO - Epoch [36][460/541] lr: 1.818e-05, eta: 0:23:14, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1684 +2022-03-11 00:24:22,264 - davarocr - INFO - Epoch [36][465/541] lr: 1.818e-05, eta: 0:23:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1804 +2022-03-11 00:24:23,140 - davarocr - INFO - Epoch [36][470/541] lr: 1.818e-05, eta: 0:23:12, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0019, end_loss: 0.0020, loss: 0.0039, grad_norm: 1.5052 +2022-03-11 00:24:24,027 - davarocr - INFO - Epoch [36][475/541] lr: 1.818e-05, eta: 0:23:11, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1800 +2022-03-11 00:24:24,890 - davarocr - INFO - Epoch [36][480/541] lr: 1.818e-05, eta: 0:23:10, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0014, loss: 0.0017, grad_norm: 1.2499 +2022-03-11 00:24:25,777 - davarocr - INFO - Epoch [36][485/541] lr: 1.818e-05, eta: 0:23:10, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1800 +2022-03-11 00:24:26,655 - davarocr - INFO - Epoch [36][490/541] lr: 1.818e-05, eta: 0:23:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1781 +2022-03-11 00:24:27,535 - davarocr - INFO - Epoch [36][495/541] lr: 1.818e-05, eta: 0:23:08, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0012, loss: 0.0018, grad_norm: 1.3329 +2022-03-11 00:24:28,409 - davarocr - INFO - Epoch [36][500/541] lr: 1.818e-05, eta: 0:23:07, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1652 +2022-03-11 00:24:29,291 - davarocr - INFO - Epoch [36][505/541] lr: 1.818e-05, eta: 0:23:06, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1653 +2022-03-11 00:24:30,166 - davarocr - INFO - Epoch [36][510/541] lr: 1.818e-05, eta: 0:23:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1678 +2022-03-11 00:24:31,055 - davarocr - INFO - Epoch [36][515/541] lr: 1.818e-05, eta: 0:23:04, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1654 +2022-03-11 00:24:31,926 - davarocr - INFO - Epoch [36][520/541] lr: 1.818e-05, eta: 0:23:03, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1654 +2022-03-11 00:24:32,808 - davarocr - INFO - Epoch [36][525/541] lr: 1.818e-05, eta: 0:23:02, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1648 +2022-03-11 00:24:33,688 - davarocr - INFO - Epoch [36][530/541] lr: 1.818e-05, eta: 0:23:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1656 +2022-03-11 00:24:34,567 - davarocr - INFO - Epoch [36][535/541] lr: 1.818e-05, eta: 0:23:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.4150 +2022-03-11 00:24:35,447 - davarocr - INFO - Epoch [36][540/541] lr: 1.818e-05, eta: 0:22:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1632 +2022-03-11 00:24:49,141 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:24:49,142 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:24:49,143 - davarocr - INFO - Epoch(val) [36][541] LOC: {'precision': 0.9375382731169627, 'recall': 0.9178657074340527, 'f1-score': 0.9275976976673735}, PER: {'precision': 0.96125, 'recall': 0.9511440940012369, 'f1-score': 0.9561703450419646}, MISC: {'precision': 0.8550074738415545, 'recall': 0.8148148148148148, 'f1-score': 0.8344274252370532}, ORG: {'precision': 0.8888888888888888, 'recall': 0.9006622516556292, 'f1-score': 0.894736842105263}, all: {'precision': 0.9197851387645479, 'recall': 0.9095254957507082, 'f1-score': 0.9146265467818036}, hmean: 0.9146 +2022-03-11 00:24:52,538 - davarocr - INFO - Epoch [37][5/541] lr: 1.786e-05, eta: 0:22:59, time: 0.678, data_time: 0.489, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1613 +2022-03-11 00:24:53,415 - davarocr - INFO - Epoch [37][10/541] lr: 1.786e-05, eta: 0:22:58, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1614 +2022-03-11 00:24:54,291 - davarocr - INFO - Epoch [37][15/541] lr: 1.786e-05, eta: 0:22:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.3548 +2022-03-11 00:24:55,173 - davarocr - INFO - Epoch [37][20/541] lr: 1.786e-05, eta: 0:22:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1679 +2022-03-11 00:24:56,068 - davarocr - INFO - Epoch [37][25/541] lr: 1.786e-05, eta: 0:22:55, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1910 +2022-03-11 00:24:56,955 - davarocr - INFO - Epoch [37][30/541] lr: 1.786e-05, eta: 0:22:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1700 +2022-03-11 00:24:57,840 - davarocr - INFO - Epoch [37][35/541] lr: 1.786e-05, eta: 0:22:54, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1693 +2022-03-11 00:24:58,716 - davarocr - INFO - Epoch [37][40/541] lr: 1.786e-05, eta: 0:22:53, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1702 +2022-03-11 00:24:59,613 - davarocr - INFO - Epoch [37][45/541] lr: 1.786e-05, eta: 0:22:52, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.1915 +2022-03-11 00:25:00,497 - davarocr - INFO - Epoch [37][50/541] lr: 1.786e-05, eta: 0:22:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0021, loss: 0.0032, grad_norm: 1.2059 +2022-03-11 00:25:01,398 - davarocr - INFO - Epoch [37][55/541] lr: 1.786e-05, eta: 0:22:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0016, loss: 0.0021, grad_norm: 1.2414 +2022-03-11 00:25:02,272 - davarocr - INFO - Epoch [37][60/541] lr: 1.786e-05, eta: 0:22:49, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1741 +2022-03-11 00:25:03,155 - davarocr - INFO - Epoch [37][65/541] lr: 1.786e-05, eta: 0:22:48, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.1814 +2022-03-11 00:25:04,047 - davarocr - INFO - Epoch [37][70/541] lr: 1.786e-05, eta: 0:22:47, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.1772 +2022-03-11 00:25:04,935 - davarocr - INFO - Epoch [37][75/541] lr: 1.786e-05, eta: 0:22:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1690 +2022-03-11 00:25:05,818 - davarocr - INFO - Epoch [37][80/541] lr: 1.786e-05, eta: 0:22:45, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.2075 +2022-03-11 00:25:06,699 - davarocr - INFO - Epoch [37][85/541] lr: 1.786e-05, eta: 0:22:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 1.1749 +2022-03-11 00:25:07,587 - davarocr - INFO - Epoch [37][90/541] lr: 1.786e-05, eta: 0:22:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1854 +2022-03-11 00:25:08,470 - davarocr - INFO - Epoch [37][95/541] lr: 1.786e-05, eta: 0:22:43, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1747 +2022-03-11 00:25:09,357 - davarocr - INFO - Epoch [37][100/541] lr: 1.786e-05, eta: 0:22:42, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1706 +2022-03-11 00:25:10,251 - davarocr - INFO - Epoch [37][105/541] lr: 1.786e-05, eta: 0:22:41, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1701 +2022-03-11 00:25:11,131 - davarocr - INFO - Epoch [37][110/541] lr: 1.786e-05, eta: 0:22:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1700 +2022-03-11 00:25:12,011 - davarocr - INFO - Epoch [37][115/541] lr: 1.786e-05, eta: 0:22:39, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1702 +2022-03-11 00:25:12,900 - davarocr - INFO - Epoch [37][120/541] lr: 1.786e-05, eta: 0:22:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.2245 +2022-03-11 00:25:13,785 - davarocr - INFO - Epoch [37][125/541] lr: 1.786e-05, eta: 0:22:37, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1768 +2022-03-11 00:25:14,665 - davarocr - INFO - Epoch [37][130/541] lr: 1.786e-05, eta: 0:22:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1758 +2022-03-11 00:25:15,551 - davarocr - INFO - Epoch [37][135/541] lr: 1.786e-05, eta: 0:22:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1757 +2022-03-11 00:25:16,435 - davarocr - INFO - Epoch [37][140/541] lr: 1.786e-05, eta: 0:22:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1757 +2022-03-11 00:25:17,315 - davarocr - INFO - Epoch [37][145/541] lr: 1.786e-05, eta: 0:22:33, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1757 +2022-03-11 00:25:18,205 - davarocr - INFO - Epoch [37][150/541] lr: 1.786e-05, eta: 0:22:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 1.2739 +2022-03-11 00:25:19,089 - davarocr - INFO - Epoch [37][155/541] lr: 1.786e-05, eta: 0:22:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1777 +2022-03-11 00:25:19,970 - davarocr - INFO - Epoch [37][160/541] lr: 1.786e-05, eta: 0:22:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1773 +2022-03-11 00:25:20,860 - davarocr - INFO - Epoch [37][165/541] lr: 1.786e-05, eta: 0:22:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1771 +2022-03-11 00:25:21,738 - davarocr - INFO - Epoch [37][170/541] lr: 1.786e-05, eta: 0:22:29, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1771 +2022-03-11 00:25:22,641 - davarocr - INFO - Epoch [37][175/541] lr: 1.786e-05, eta: 0:22:28, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1771 +2022-03-11 00:25:23,520 - davarocr - INFO - Epoch [37][180/541] lr: 1.786e-05, eta: 0:22:27, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.2353 +2022-03-11 00:25:24,414 - davarocr - INFO - Epoch [37][185/541] lr: 1.786e-05, eta: 0:22:26, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1781 +2022-03-11 00:25:25,301 - davarocr - INFO - Epoch [37][190/541] lr: 1.786e-05, eta: 0:22:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1780 +2022-03-11 00:25:26,185 - davarocr - INFO - Epoch [37][195/541] lr: 1.786e-05, eta: 0:22:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0000, loss: 0.0024, grad_norm: 1.4777 +2022-03-11 00:25:27,069 - davarocr - INFO - Epoch [37][200/541] lr: 1.786e-05, eta: 0:22:23, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0012, loss: 0.0012, grad_norm: 1.1968 +2022-03-11 00:25:27,956 - davarocr - INFO - Epoch [37][205/541] lr: 1.786e-05, eta: 0:22:22, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1986 +2022-03-11 00:25:28,846 - davarocr - INFO - Epoch [37][210/541] lr: 1.786e-05, eta: 0:22:21, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0037, end_loss: 0.0001, loss: 0.0038, grad_norm: 1.2548 +2022-03-11 00:25:29,726 - davarocr - INFO - Epoch [37][215/541] lr: 1.786e-05, eta: 0:22:20, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1981 +2022-03-11 00:25:30,606 - davarocr - INFO - Epoch [37][220/541] lr: 1.786e-05, eta: 0:22:20, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1979 +2022-03-11 00:25:31,496 - davarocr - INFO - Epoch [37][225/541] lr: 1.786e-05, eta: 0:22:19, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1994 +2022-03-11 00:25:32,380 - davarocr - INFO - Epoch [37][230/541] lr: 1.786e-05, eta: 0:22:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0009, loss: 0.0014, grad_norm: 1.2686 +2022-03-11 00:25:33,273 - davarocr - INFO - Epoch [37][235/541] lr: 1.786e-05, eta: 0:22:17, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.3224 +2022-03-11 00:25:34,151 - davarocr - INFO - Epoch [37][240/541] lr: 1.786e-05, eta: 0:22:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1962 +2022-03-11 00:25:35,035 - davarocr - INFO - Epoch [37][245/541] lr: 1.786e-05, eta: 0:22:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0016, grad_norm: 1.2260 +2022-03-11 00:25:35,916 - davarocr - INFO - Epoch [37][250/541] lr: 1.786e-05, eta: 0:22:14, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1885 +2022-03-11 00:25:36,810 - davarocr - INFO - Epoch [37][255/541] lr: 1.786e-05, eta: 0:22:13, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1913 +2022-03-11 00:25:37,699 - davarocr - INFO - Epoch [37][260/541] lr: 1.786e-05, eta: 0:22:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0008, loss: 0.0011, grad_norm: 1.1957 +2022-03-11 00:25:38,575 - davarocr - INFO - Epoch [37][265/541] lr: 1.786e-05, eta: 0:22:11, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0009, grad_norm: 1.2176 +2022-03-11 00:25:39,447 - davarocr - INFO - Epoch [37][270/541] lr: 1.786e-05, eta: 0:22:10, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.2722 +2022-03-11 00:25:40,325 - davarocr - INFO - Epoch [37][275/541] lr: 1.786e-05, eta: 0:22:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1888 +2022-03-11 00:25:41,220 - davarocr - INFO - Epoch [37][280/541] lr: 1.786e-05, eta: 0:22:08, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1888 +2022-03-11 00:25:42,100 - davarocr - INFO - Epoch [37][285/541] lr: 1.786e-05, eta: 0:22:08, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0013, end_loss: 0.0032, loss: 0.0045, grad_norm: 1.2382 +2022-03-11 00:25:42,985 - davarocr - INFO - Epoch [37][290/541] lr: 1.786e-05, eta: 0:22:07, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.3435 +2022-03-11 00:25:43,863 - davarocr - INFO - Epoch [37][295/541] lr: 1.786e-05, eta: 0:22:06, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.2630 +2022-03-11 00:25:44,748 - davarocr - INFO - Epoch [37][300/541] lr: 1.786e-05, eta: 0:22:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.1944 +2022-03-11 00:25:45,630 - davarocr - INFO - Epoch [37][305/541] lr: 1.786e-05, eta: 0:22:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1933 +2022-03-11 00:25:46,511 - davarocr - INFO - Epoch [37][310/541] lr: 1.786e-05, eta: 0:22:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0033, end_loss: 0.0000, loss: 0.0033, grad_norm: 1.2165 +2022-03-11 00:25:47,388 - davarocr - INFO - Epoch [37][315/541] lr: 1.786e-05, eta: 0:22:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0018, loss: 0.0027, grad_norm: 1.2079 +2022-03-11 00:25:48,288 - davarocr - INFO - Epoch [37][320/541] lr: 1.786e-05, eta: 0:22:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.2265 +2022-03-11 00:25:49,161 - davarocr - INFO - Epoch [37][325/541] lr: 1.786e-05, eta: 0:22:00, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1945 +2022-03-11 00:25:50,033 - davarocr - INFO - Epoch [37][330/541] lr: 1.786e-05, eta: 0:21:59, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0010, grad_norm: 1.4787 +2022-03-11 00:25:50,903 - davarocr - INFO - Epoch [37][335/541] lr: 1.786e-05, eta: 0:21:58, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.2157 +2022-03-11 00:25:51,779 - davarocr - INFO - Epoch [37][340/541] lr: 1.786e-05, eta: 0:21:57, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2131 +2022-03-11 00:25:52,658 - davarocr - INFO - Epoch [37][345/541] lr: 1.786e-05, eta: 0:21:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0025, end_loss: 0.0039, loss: 0.0063, grad_norm: 1.5793 +2022-03-11 00:25:53,541 - davarocr - INFO - Epoch [37][350/541] lr: 1.786e-05, eta: 0:21:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2263 +2022-03-11 00:25:54,422 - davarocr - INFO - Epoch [37][355/541] lr: 1.786e-05, eta: 0:21:55, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2261 +2022-03-11 00:25:55,300 - davarocr - INFO - Epoch [37][360/541] lr: 1.786e-05, eta: 0:21:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0001, loss: 0.0015, grad_norm: 1.2683 +2022-03-11 00:25:56,189 - davarocr - INFO - Epoch [37][365/541] lr: 1.786e-05, eta: 0:21:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0008, loss: 0.0017, grad_norm: 1.3015 +2022-03-11 00:25:57,070 - davarocr - INFO - Epoch [37][370/541] lr: 1.786e-05, eta: 0:21:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0009, loss: 0.0014, grad_norm: 1.2454 +2022-03-11 00:25:57,954 - davarocr - INFO - Epoch [37][375/541] lr: 1.786e-05, eta: 0:21:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2312 +2022-03-11 00:25:58,833 - davarocr - INFO - Epoch [37][380/541] lr: 1.786e-05, eta: 0:21:50, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2304 +2022-03-11 00:25:59,711 - davarocr - INFO - Epoch [37][385/541] lr: 1.786e-05, eta: 0:21:49, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.2696 +2022-03-11 00:26:00,606 - davarocr - INFO - Epoch [37][390/541] lr: 1.786e-05, eta: 0:21:48, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0016, loss: 0.0023, grad_norm: 1.2526 +2022-03-11 00:26:01,487 - davarocr - INFO - Epoch [37][395/541] lr: 1.786e-05, eta: 0:21:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2249 +2022-03-11 00:26:02,381 - davarocr - INFO - Epoch [37][400/541] lr: 1.786e-05, eta: 0:21:46, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2277 +2022-03-11 00:26:03,277 - davarocr - INFO - Epoch [37][405/541] lr: 1.786e-05, eta: 0:21:45, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.2299 +2022-03-11 00:26:04,157 - davarocr - INFO - Epoch [37][410/541] lr: 1.786e-05, eta: 0:21:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2254 +2022-03-11 00:26:05,052 - davarocr - INFO - Epoch [37][415/541] lr: 1.786e-05, eta: 0:21:44, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2254 +2022-03-11 00:26:05,952 - davarocr - INFO - Epoch [37][420/541] lr: 1.786e-05, eta: 0:21:43, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0028, loss: 0.0028, grad_norm: 1.3544 +2022-03-11 00:26:06,833 - davarocr - INFO - Epoch [37][425/541] lr: 1.786e-05, eta: 0:21:42, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.2795 +2022-03-11 00:26:07,714 - davarocr - INFO - Epoch [37][430/541] lr: 1.786e-05, eta: 0:21:41, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.3273 +2022-03-11 00:26:08,594 - davarocr - INFO - Epoch [37][435/541] lr: 1.786e-05, eta: 0:21:40, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2238 +2022-03-11 00:26:09,477 - davarocr - INFO - Epoch [37][440/541] lr: 1.786e-05, eta: 0:21:39, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2302 +2022-03-11 00:26:10,371 - davarocr - INFO - Epoch [37][445/541] lr: 1.786e-05, eta: 0:21:38, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.2766 +2022-03-11 00:26:11,266 - davarocr - INFO - Epoch [37][450/541] lr: 1.786e-05, eta: 0:21:37, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2319 +2022-03-11 00:26:12,163 - davarocr - INFO - Epoch [37][455/541] lr: 1.786e-05, eta: 0:21:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2284 +2022-03-11 00:26:13,057 - davarocr - INFO - Epoch [37][460/541] lr: 1.786e-05, eta: 0:21:35, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2275 +2022-03-11 00:26:13,940 - davarocr - INFO - Epoch [37][465/541] lr: 1.786e-05, eta: 0:21:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.2767 +2022-03-11 00:26:14,843 - davarocr - INFO - Epoch [37][470/541] lr: 1.786e-05, eta: 0:21:34, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.3299 +2022-03-11 00:26:15,720 - davarocr - INFO - Epoch [37][475/541] lr: 1.786e-05, eta: 0:21:33, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.2372 +2022-03-11 00:26:16,605 - davarocr - INFO - Epoch [37][480/541] lr: 1.786e-05, eta: 0:21:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2307 +2022-03-11 00:26:17,484 - davarocr - INFO - Epoch [37][485/541] lr: 1.786e-05, eta: 0:21:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2408 +2022-03-11 00:26:18,369 - davarocr - INFO - Epoch [37][490/541] lr: 1.786e-05, eta: 0:21:30, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2297 +2022-03-11 00:26:19,256 - davarocr - INFO - Epoch [37][495/541] lr: 1.786e-05, eta: 0:21:29, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0008, loss: 0.0017, grad_norm: 2.1345 +2022-03-11 00:26:20,146 - davarocr - INFO - Epoch [37][500/541] lr: 1.786e-05, eta: 0:21:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0006, grad_norm: 1.2175 +2022-03-11 00:26:21,031 - davarocr - INFO - Epoch [37][505/541] lr: 1.786e-05, eta: 0:21:27, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0609 +2022-03-11 00:26:21,907 - davarocr - INFO - Epoch [37][510/541] lr: 1.786e-05, eta: 0:21:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0693 +2022-03-11 00:26:22,797 - davarocr - INFO - Epoch [37][515/541] lr: 1.786e-05, eta: 0:21:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0005, loss: 0.0022, grad_norm: 1.1469 +2022-03-11 00:26:23,696 - davarocr - INFO - Epoch [37][520/541] lr: 1.786e-05, eta: 0:21:24, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.1503 +2022-03-11 00:26:24,600 - davarocr - INFO - Epoch [37][525/541] lr: 1.786e-05, eta: 0:21:23, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.3687 +2022-03-11 00:26:25,481 - davarocr - INFO - Epoch [37][530/541] lr: 1.786e-05, eta: 0:21:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0013, grad_norm: 1.2203 +2022-03-11 00:26:26,358 - davarocr - INFO - Epoch [37][535/541] lr: 1.786e-05, eta: 0:21:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0054, loss: 0.0054, grad_norm: 1.1782 +2022-03-11 00:26:27,237 - davarocr - INFO - Epoch [37][540/541] lr: 1.786e-05, eta: 0:21:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0741 +2022-03-11 00:26:41,001 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:26:41,002 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:26:41,002 - davarocr - INFO - Epoch(val) [37][541] LOC: {'precision': 0.9408502772643254, 'recall': 0.9154676258992805, 'f1-score': 0.9279854147675478}, PER: {'precision': 0.9629629629629629, 'recall': 0.9486703772418058, 'f1-score': 0.9557632398753894}, MISC: {'precision': 0.8362068965517241, 'recall': 0.8290598290598291, 'f1-score': 0.8326180257510729}, ORG: {'precision': 0.8985680190930787, 'recall': 0.9066827212522577, 'f1-score': 0.9026071321546298}, all: {'precision': 0.9214387974230493, 'recall': 0.9116501416430595, 'f1-score': 0.9165183339266642}, hmean: 0.9165 +2022-03-11 00:26:44,357 - davarocr - INFO - Epoch [38][5/541] lr: 1.754e-05, eta: 0:21:20, time: 0.670, data_time: 0.492, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0752 +2022-03-11 00:26:45,254 - davarocr - INFO - Epoch [38][10/541] lr: 1.754e-05, eta: 0:21:19, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0017, end_loss: 0.0014, loss: 0.0031, grad_norm: 1.1704 +2022-03-11 00:26:46,146 - davarocr - INFO - Epoch [38][15/541] lr: 1.754e-05, eta: 0:21:19, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1029 +2022-03-11 00:26:47,026 - davarocr - INFO - Epoch [38][20/541] lr: 1.754e-05, eta: 0:21:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0804 +2022-03-11 00:26:47,921 - davarocr - INFO - Epoch [38][25/541] lr: 1.754e-05, eta: 0:21:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0819 +2022-03-11 00:26:48,797 - davarocr - INFO - Epoch [38][30/541] lr: 1.754e-05, eta: 0:21:16, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0787 +2022-03-11 00:26:49,679 - davarocr - INFO - Epoch [38][35/541] lr: 1.754e-05, eta: 0:21:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0781 +2022-03-11 00:26:50,569 - davarocr - INFO - Epoch [38][40/541] lr: 1.754e-05, eta: 0:21:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0801 +2022-03-11 00:26:51,449 - davarocr - INFO - Epoch [38][45/541] lr: 1.754e-05, eta: 0:21:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0933 +2022-03-11 00:26:52,352 - davarocr - INFO - Epoch [38][50/541] lr: 1.754e-05, eta: 0:21:12, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0772 +2022-03-11 00:26:53,240 - davarocr - INFO - Epoch [38][55/541] lr: 1.754e-05, eta: 0:21:11, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0021, loss: 0.0035, grad_norm: 1.9532 +2022-03-11 00:26:54,115 - davarocr - INFO - Epoch [38][60/541] lr: 1.754e-05, eta: 0:21:10, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0658 +2022-03-11 00:26:54,997 - davarocr - INFO - Epoch [38][65/541] lr: 1.754e-05, eta: 0:21:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0644 +2022-03-11 00:26:55,894 - davarocr - INFO - Epoch [38][70/541] lr: 1.754e-05, eta: 0:21:08, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.1225 +2022-03-11 00:26:56,795 - davarocr - INFO - Epoch [38][75/541] lr: 1.754e-05, eta: 0:21:07, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0021, end_loss: 0.0021, loss: 0.0042, grad_norm: 2.2556 +2022-03-11 00:26:57,677 - davarocr - INFO - Epoch [38][80/541] lr: 1.754e-05, eta: 0:21:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8133 +2022-03-11 00:26:58,560 - davarocr - INFO - Epoch [38][85/541] lr: 1.754e-05, eta: 0:21:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8120 +2022-03-11 00:26:59,451 - davarocr - INFO - Epoch [38][90/541] lr: 1.754e-05, eta: 0:21:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.8087 +2022-03-11 00:27:00,336 - davarocr - INFO - Epoch [38][95/541] lr: 1.754e-05, eta: 0:21:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0011, loss: 0.0019, grad_norm: 1.2375 +2022-03-11 00:27:01,222 - davarocr - INFO - Epoch [38][100/541] lr: 1.754e-05, eta: 0:21:03, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0017, loss: 0.0038, grad_norm: 1.0569 +2022-03-11 00:27:02,107 - davarocr - INFO - Epoch [38][105/541] lr: 1.754e-05, eta: 0:21:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8349 +2022-03-11 00:27:02,990 - davarocr - INFO - Epoch [38][110/541] lr: 1.754e-05, eta: 0:21:01, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8346 +2022-03-11 00:27:03,875 - davarocr - INFO - Epoch [38][115/541] lr: 1.754e-05, eta: 0:21:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9687 +2022-03-11 00:27:04,749 - davarocr - INFO - Epoch [38][120/541] lr: 1.754e-05, eta: 0:20:59, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8330 +2022-03-11 00:27:05,633 - davarocr - INFO - Epoch [38][125/541] lr: 1.754e-05, eta: 0:20:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0028, loss: 0.0028, grad_norm: 1.3875 +2022-03-11 00:27:06,517 - davarocr - INFO - Epoch [38][130/541] lr: 1.754e-05, eta: 0:20:57, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8886 +2022-03-11 00:27:07,394 - davarocr - INFO - Epoch [38][135/541] lr: 1.754e-05, eta: 0:20:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8911 +2022-03-11 00:27:08,273 - davarocr - INFO - Epoch [38][140/541] lr: 1.754e-05, eta: 0:20:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8877 +2022-03-11 00:27:09,148 - davarocr - INFO - Epoch [38][145/541] lr: 1.754e-05, eta: 0:20:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0022, loss: 0.0022, grad_norm: 0.9773 +2022-03-11 00:27:10,034 - davarocr - INFO - Epoch [38][150/541] lr: 1.754e-05, eta: 0:20:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 0.9633 +2022-03-11 00:27:10,916 - davarocr - INFO - Epoch [38][155/541] lr: 1.754e-05, eta: 0:20:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0013, grad_norm: 0.9234 +2022-03-11 00:27:11,796 - davarocr - INFO - Epoch [38][160/541] lr: 1.754e-05, eta: 0:20:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.0202 +2022-03-11 00:27:12,677 - davarocr - INFO - Epoch [38][165/541] lr: 1.754e-05, eta: 0:20:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8976 +2022-03-11 00:27:13,561 - davarocr - INFO - Epoch [38][170/541] lr: 1.754e-05, eta: 0:20:50, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 0.9799 +2022-03-11 00:27:14,438 - davarocr - INFO - Epoch [38][175/541] lr: 1.754e-05, eta: 0:20:49, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.9038 +2022-03-11 00:27:15,327 - davarocr - INFO - Epoch [38][180/541] lr: 1.754e-05, eta: 0:20:48, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9014 +2022-03-11 00:27:16,207 - davarocr - INFO - Epoch [38][185/541] lr: 1.754e-05, eta: 0:20:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 0.9023 +2022-03-11 00:27:17,093 - davarocr - INFO - Epoch [38][190/541] lr: 1.754e-05, eta: 0:20:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8998 +2022-03-11 00:27:17,972 - davarocr - INFO - Epoch [38][195/541] lr: 1.754e-05, eta: 0:20:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0013, grad_norm: 1.6708 +2022-03-11 00:27:18,870 - davarocr - INFO - Epoch [38][200/541] lr: 1.754e-05, eta: 0:20:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0003, loss: 0.0012, grad_norm: 1.0313 +2022-03-11 00:27:19,757 - davarocr - INFO - Epoch [38][205/541] lr: 1.754e-05, eta: 0:20:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.9618 +2022-03-11 00:27:20,639 - davarocr - INFO - Epoch [38][210/541] lr: 1.754e-05, eta: 0:20:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 0.9493 +2022-03-11 00:27:21,526 - davarocr - INFO - Epoch [38][215/541] lr: 1.754e-05, eta: 0:20:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9491 +2022-03-11 00:27:22,397 - davarocr - INFO - Epoch [38][220/541] lr: 1.754e-05, eta: 0:20:41, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0011, grad_norm: 0.9649 +2022-03-11 00:27:23,285 - davarocr - INFO - Epoch [38][225/541] lr: 1.754e-05, eta: 0:20:40, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.9513 +2022-03-11 00:27:24,177 - davarocr - INFO - Epoch [38][230/541] lr: 1.754e-05, eta: 0:20:39, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9498 +2022-03-11 00:27:25,060 - davarocr - INFO - Epoch [38][235/541] lr: 1.754e-05, eta: 0:20:38, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9463 +2022-03-11 00:27:25,939 - davarocr - INFO - Epoch [38][240/541] lr: 1.754e-05, eta: 0:20:37, time: 0.176, data_time: 0.004, memory: 5192, start_loss: 0.0011, end_loss: 0.0001, loss: 0.0012, grad_norm: 1.1380 +2022-03-11 00:27:26,835 - davarocr - INFO - Epoch [38][245/541] lr: 1.754e-05, eta: 0:20:36, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9518 +2022-03-11 00:27:27,718 - davarocr - INFO - Epoch [38][250/541] lr: 1.754e-05, eta: 0:20:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9506 +2022-03-11 00:27:28,601 - davarocr - INFO - Epoch [38][255/541] lr: 1.754e-05, eta: 0:20:34, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9505 +2022-03-11 00:27:29,488 - davarocr - INFO - Epoch [38][260/541] lr: 1.754e-05, eta: 0:20:33, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9799 +2022-03-11 00:27:30,366 - davarocr - INFO - Epoch [38][265/541] lr: 1.754e-05, eta: 0:20:33, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9507 +2022-03-11 00:27:31,247 - davarocr - INFO - Epoch [38][270/541] lr: 1.754e-05, eta: 0:20:32, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9503 +2022-03-11 00:27:32,136 - davarocr - INFO - Epoch [38][275/541] lr: 1.754e-05, eta: 0:20:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9505 +2022-03-11 00:27:33,022 - davarocr - INFO - Epoch [38][280/541] lr: 1.754e-05, eta: 0:20:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0015, end_loss: 0.0019, loss: 0.0034, grad_norm: 1.1339 +2022-03-11 00:27:33,908 - davarocr - INFO - Epoch [38][285/541] lr: 1.754e-05, eta: 0:20:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9530 +2022-03-11 00:27:34,786 - davarocr - INFO - Epoch [38][290/541] lr: 1.754e-05, eta: 0:20:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0000, loss: 0.0014, grad_norm: 1.0756 +2022-03-11 00:27:35,668 - davarocr - INFO - Epoch [38][295/541] lr: 1.754e-05, eta: 0:20:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0001, loss: 0.0007, grad_norm: 0.9836 +2022-03-11 00:27:36,555 - davarocr - INFO - Epoch [38][300/541] lr: 1.754e-05, eta: 0:20:26, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0014, grad_norm: 1.0676 +2022-03-11 00:27:37,436 - davarocr - INFO - Epoch [38][305/541] lr: 1.754e-05, eta: 0:20:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9733 +2022-03-11 00:27:38,314 - davarocr - INFO - Epoch [38][310/541] lr: 1.754e-05, eta: 0:20:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9567 +2022-03-11 00:27:39,191 - davarocr - INFO - Epoch [38][315/541] lr: 1.754e-05, eta: 0:20:23, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:27:40,063 - davarocr - INFO - Epoch [38][320/541] lr: 1.754e-05, eta: 0:20:22, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:27:40,945 - davarocr - INFO - Epoch [38][325/541] lr: 1.754e-05, eta: 0:20:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9576 +2022-03-11 00:27:41,820 - davarocr - INFO - Epoch [38][330/541] lr: 1.754e-05, eta: 0:20:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9554 +2022-03-11 00:27:42,693 - davarocr - INFO - Epoch [38][335/541] lr: 1.754e-05, eta: 0:20:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9552 +2022-03-11 00:27:43,574 - davarocr - INFO - Epoch [38][340/541] lr: 1.754e-05, eta: 0:20:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9551 +2022-03-11 00:27:44,463 - davarocr - INFO - Epoch [38][345/541] lr: 1.754e-05, eta: 0:20:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0008, loss: 0.0020, grad_norm: 0.9633 +2022-03-11 00:27:45,343 - davarocr - INFO - Epoch [38][350/541] lr: 1.754e-05, eta: 0:20:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9551 +2022-03-11 00:27:46,256 - davarocr - INFO - Epoch [38][355/541] lr: 1.754e-05, eta: 0:20:16, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9551 +2022-03-11 00:27:47,167 - davarocr - INFO - Epoch [38][360/541] lr: 1.754e-05, eta: 0:20:15, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9611 +2022-03-11 00:27:48,088 - davarocr - INFO - Epoch [38][365/541] lr: 1.754e-05, eta: 0:20:14, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9542 +2022-03-11 00:27:48,996 - davarocr - INFO - Epoch [38][370/541] lr: 1.754e-05, eta: 0:20:13, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0035, loss: 0.0039, grad_norm: 1.0583 +2022-03-11 00:27:49,907 - davarocr - INFO - Epoch [38][375/541] lr: 1.754e-05, eta: 0:20:12, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9533 +2022-03-11 00:27:50,816 - davarocr - INFO - Epoch [38][380/541] lr: 1.754e-05, eta: 0:20:11, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9533 +2022-03-11 00:27:51,733 - davarocr - INFO - Epoch [38][385/541] lr: 1.754e-05, eta: 0:20:10, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9533 +2022-03-11 00:27:52,649 - davarocr - INFO - Epoch [38][390/541] lr: 1.754e-05, eta: 0:20:10, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0019, loss: 0.0029, grad_norm: 0.9619 +2022-03-11 00:27:53,559 - davarocr - INFO - Epoch [38][395/541] lr: 1.754e-05, eta: 0:20:09, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9539 +2022-03-11 00:27:54,480 - davarocr - INFO - Epoch [38][400/541] lr: 1.754e-05, eta: 0:20:08, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9592 +2022-03-11 00:27:55,393 - davarocr - INFO - Epoch [38][405/541] lr: 1.754e-05, eta: 0:20:07, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.0284 +2022-03-11 00:27:56,312 - davarocr - INFO - Epoch [38][410/541] lr: 1.754e-05, eta: 0:20:06, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9538 +2022-03-11 00:27:57,226 - davarocr - INFO - Epoch [38][415/541] lr: 1.754e-05, eta: 0:20:05, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0006, loss: 0.0021, grad_norm: 1.3672 +2022-03-11 00:27:58,143 - davarocr - INFO - Epoch [38][420/541] lr: 1.754e-05, eta: 0:20:04, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.0059 +2022-03-11 00:27:59,054 - davarocr - INFO - Epoch [38][425/541] lr: 1.754e-05, eta: 0:20:03, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0207 +2022-03-11 00:27:59,963 - davarocr - INFO - Epoch [38][430/541] lr: 1.754e-05, eta: 0:20:02, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0017, loss: 0.0018, grad_norm: 1.2209 +2022-03-11 00:28:00,885 - davarocr - INFO - Epoch [38][435/541] lr: 1.754e-05, eta: 0:20:01, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0389 +2022-03-11 00:28:01,794 - davarocr - INFO - Epoch [38][440/541] lr: 1.754e-05, eta: 0:20:00, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9979 +2022-03-11 00:28:02,707 - davarocr - INFO - Epoch [38][445/541] lr: 1.754e-05, eta: 0:20:00, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.4662 +2022-03-11 00:28:03,619 - davarocr - INFO - Epoch [38][450/541] lr: 1.754e-05, eta: 0:19:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0376 +2022-03-11 00:28:04,538 - davarocr - INFO - Epoch [38][455/541] lr: 1.754e-05, eta: 0:19:58, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.0401 +2022-03-11 00:28:05,450 - davarocr - INFO - Epoch [38][460/541] lr: 1.754e-05, eta: 0:19:57, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0377 +2022-03-11 00:28:06,362 - davarocr - INFO - Epoch [38][465/541] lr: 1.754e-05, eta: 0:19:56, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0361 +2022-03-11 00:28:07,271 - davarocr - INFO - Epoch [38][470/541] lr: 1.754e-05, eta: 0:19:55, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0353 +2022-03-11 00:28:08,192 - davarocr - INFO - Epoch [38][475/541] lr: 1.754e-05, eta: 0:19:54, time: 0.184, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0347 +2022-03-11 00:28:09,096 - davarocr - INFO - Epoch [38][480/541] lr: 1.754e-05, eta: 0:19:53, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0346 +2022-03-11 00:28:10,024 - davarocr - INFO - Epoch [38][485/541] lr: 1.754e-05, eta: 0:19:52, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.0349 +2022-03-11 00:28:10,941 - davarocr - INFO - Epoch [38][490/541] lr: 1.754e-05, eta: 0:19:51, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0424 +2022-03-11 00:28:11,855 - davarocr - INFO - Epoch [38][495/541] lr: 1.754e-05, eta: 0:19:50, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.0313 +2022-03-11 00:28:12,771 - davarocr - INFO - Epoch [38][500/541] lr: 1.754e-05, eta: 0:19:50, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.0400 +2022-03-11 00:28:13,675 - davarocr - INFO - Epoch [38][505/541] lr: 1.754e-05, eta: 0:19:49, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0291 +2022-03-11 00:28:14,580 - davarocr - INFO - Epoch [38][510/541] lr: 1.754e-05, eta: 0:19:48, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0017, loss: 0.0022, grad_norm: 1.0979 +2022-03-11 00:28:15,484 - davarocr - INFO - Epoch [38][515/541] lr: 1.754e-05, eta: 0:19:47, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0493 +2022-03-11 00:28:16,402 - davarocr - INFO - Epoch [38][520/541] lr: 1.754e-05, eta: 0:19:46, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0356 +2022-03-11 00:28:17,318 - davarocr - INFO - Epoch [38][525/541] lr: 1.754e-05, eta: 0:19:45, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0029, end_loss: 0.0001, loss: 0.0030, grad_norm: 1.1038 +2022-03-11 00:28:18,226 - davarocr - INFO - Epoch [38][530/541] lr: 1.754e-05, eta: 0:19:44, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0475 +2022-03-11 00:28:19,131 - davarocr - INFO - Epoch [38][535/541] lr: 1.754e-05, eta: 0:19:43, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0390 +2022-03-11 00:28:20,031 - davarocr - INFO - Epoch [38][540/541] lr: 1.754e-05, eta: 0:19:42, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0370 +2022-03-11 00:28:33,864 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:28:33,865 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:28:33,865 - davarocr - INFO - Epoch(val) [38][541] LOC: {'precision': 0.9502177971375233, 'recall': 0.9154676258992805, 'f1-score': 0.9325190839694656}, PER: {'precision': 0.9457317073170731, 'recall': 0.9591836734693877, 'f1-score': 0.9524101934295364}, MISC: {'precision': 0.8220338983050848, 'recall': 0.8290598290598291, 'f1-score': 0.825531914893617}, ORG: {'precision': 0.8982540638169777, 'recall': 0.8982540638169777, 'f1-score': 0.8982540638169777}, all: {'precision': 0.9173789173789174, 'recall': 0.9121813031161473, 'f1-score': 0.9147727272727273}, hmean: 0.9148 +2022-03-11 00:28:37,243 - davarocr - INFO - Epoch [39][5/541] lr: 1.724e-05, eta: 0:19:42, time: 0.673, data_time: 0.486, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0369 +2022-03-11 00:28:38,127 - davarocr - INFO - Epoch [39][10/541] lr: 1.724e-05, eta: 0:19:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0369 +2022-03-11 00:28:39,002 - davarocr - INFO - Epoch [39][15/541] lr: 1.724e-05, eta: 0:19:40, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0047, loss: 0.0057, grad_norm: 1.0790 +2022-03-11 00:28:39,884 - davarocr - INFO - Epoch [39][20/541] lr: 1.724e-05, eta: 0:19:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0445 +2022-03-11 00:28:40,774 - davarocr - INFO - Epoch [39][25/541] lr: 1.724e-05, eta: 0:19:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0376 +2022-03-11 00:28:41,667 - davarocr - INFO - Epoch [39][30/541] lr: 1.724e-05, eta: 0:19:37, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.0487 +2022-03-11 00:28:42,549 - davarocr - INFO - Epoch [39][35/541] lr: 1.724e-05, eta: 0:19:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0350 +2022-03-11 00:28:43,435 - davarocr - INFO - Epoch [39][40/541] lr: 1.724e-05, eta: 0:19:35, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.2221 +2022-03-11 00:28:44,311 - davarocr - INFO - Epoch [39][45/541] lr: 1.724e-05, eta: 0:19:35, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0410 +2022-03-11 00:28:45,194 - davarocr - INFO - Epoch [39][50/541] lr: 1.724e-05, eta: 0:19:34, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0408 +2022-03-11 00:28:46,076 - davarocr - INFO - Epoch [39][55/541] lr: 1.724e-05, eta: 0:19:33, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0409 +2022-03-11 00:28:46,956 - davarocr - INFO - Epoch [39][60/541] lr: 1.724e-05, eta: 0:19:32, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0409 +2022-03-11 00:28:47,835 - davarocr - INFO - Epoch [39][65/541] lr: 1.724e-05, eta: 0:19:31, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.2972 +2022-03-11 00:28:48,721 - davarocr - INFO - Epoch [39][70/541] lr: 1.724e-05, eta: 0:19:30, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1322 +2022-03-11 00:28:49,605 - davarocr - INFO - Epoch [39][75/541] lr: 1.724e-05, eta: 0:19:29, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0002, end_loss: 0.0022, loss: 0.0024, grad_norm: 1.1038 +2022-03-11 00:28:50,488 - davarocr - INFO - Epoch [39][80/541] lr: 1.724e-05, eta: 0:19:28, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0797 +2022-03-11 00:28:51,367 - davarocr - INFO - Epoch [39][85/541] lr: 1.724e-05, eta: 0:19:27, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.0784 +2022-03-11 00:28:52,257 - davarocr - INFO - Epoch [39][90/541] lr: 1.724e-05, eta: 0:19:26, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0757 +2022-03-11 00:28:53,135 - davarocr - INFO - Epoch [39][95/541] lr: 1.724e-05, eta: 0:19:25, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0756 +2022-03-11 00:28:54,004 - davarocr - INFO - Epoch [39][100/541] lr: 1.724e-05, eta: 0:19:24, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0760 +2022-03-11 00:28:54,907 - davarocr - INFO - Epoch [39][105/541] lr: 1.724e-05, eta: 0:19:23, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0010, end_loss: 0.0008, loss: 0.0018, grad_norm: 1.0767 +2022-03-11 00:28:55,786 - davarocr - INFO - Epoch [39][110/541] lr: 1.724e-05, eta: 0:19:23, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1027 +2022-03-11 00:28:56,665 - davarocr - INFO - Epoch [39][115/541] lr: 1.724e-05, eta: 0:19:22, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0764 +2022-03-11 00:28:57,543 - davarocr - INFO - Epoch [39][120/541] lr: 1.724e-05, eta: 0:19:21, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0763 +2022-03-11 00:28:58,457 - davarocr - INFO - Epoch [39][125/541] lr: 1.724e-05, eta: 0:19:20, time: 0.183, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0765 +2022-03-11 00:28:59,340 - davarocr - INFO - Epoch [39][130/541] lr: 1.724e-05, eta: 0:19:19, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0989 +2022-03-11 00:29:00,226 - davarocr - INFO - Epoch [39][135/541] lr: 1.724e-05, eta: 0:19:18, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.1090 +2022-03-11 00:29:01,116 - davarocr - INFO - Epoch [39][140/541] lr: 1.724e-05, eta: 0:19:17, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0715 +2022-03-11 00:29:02,015 - davarocr - INFO - Epoch [39][145/541] lr: 1.724e-05, eta: 0:19:16, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0712 +2022-03-11 00:29:02,901 - davarocr - INFO - Epoch [39][150/541] lr: 1.724e-05, eta: 0:19:15, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0711 +2022-03-11 00:29:03,789 - davarocr - INFO - Epoch [39][155/541] lr: 1.724e-05, eta: 0:19:14, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0014, loss: 0.0018, grad_norm: 1.0868 +2022-03-11 00:29:04,666 - davarocr - INFO - Epoch [39][160/541] lr: 1.724e-05, eta: 0:19:13, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.0738 +2022-03-11 00:29:05,545 - davarocr - INFO - Epoch [39][165/541] lr: 1.724e-05, eta: 0:19:12, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0942 +2022-03-11 00:29:06,428 - davarocr - INFO - Epoch [39][170/541] lr: 1.724e-05, eta: 0:19:12, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.0716 +2022-03-11 00:29:07,311 - davarocr - INFO - Epoch [39][175/541] lr: 1.724e-05, eta: 0:19:11, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0675 +2022-03-11 00:29:08,194 - davarocr - INFO - Epoch [39][180/541] lr: 1.724e-05, eta: 0:19:10, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0667 +2022-03-11 00:29:09,075 - davarocr - INFO - Epoch [39][185/541] lr: 1.724e-05, eta: 0:19:09, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0667 +2022-03-11 00:29:09,958 - davarocr - INFO - Epoch [39][190/541] lr: 1.724e-05, eta: 0:19:08, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.1635 +2022-03-11 00:29:10,831 - davarocr - INFO - Epoch [39][195/541] lr: 1.724e-05, eta: 0:19:07, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0735 +2022-03-11 00:29:11,717 - davarocr - INFO - Epoch [39][200/541] lr: 1.724e-05, eta: 0:19:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0740 +2022-03-11 00:29:12,611 - davarocr - INFO - Epoch [39][205/541] lr: 1.724e-05, eta: 0:19:05, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0735 +2022-03-11 00:29:13,486 - davarocr - INFO - Epoch [39][210/541] lr: 1.724e-05, eta: 0:19:04, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0734 +2022-03-11 00:29:14,380 - davarocr - INFO - Epoch [39][215/541] lr: 1.724e-05, eta: 0:19:03, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0734 +2022-03-11 00:29:15,264 - davarocr - INFO - Epoch [39][220/541] lr: 1.724e-05, eta: 0:19:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0733 +2022-03-11 00:29:16,139 - davarocr - INFO - Epoch [39][225/541] lr: 1.724e-05, eta: 0:19:01, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.7236 +2022-03-11 00:29:17,034 - davarocr - INFO - Epoch [39][230/541] lr: 1.724e-05, eta: 0:19:01, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1290 +2022-03-11 00:29:17,936 - davarocr - INFO - Epoch [39][235/541] lr: 1.724e-05, eta: 0:19:00, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1289 +2022-03-11 00:29:18,820 - davarocr - INFO - Epoch [39][240/541] lr: 1.724e-05, eta: 0:18:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.1289 +2022-03-11 00:29:19,714 - davarocr - INFO - Epoch [39][245/541] lr: 1.724e-05, eta: 0:18:58, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1288 +2022-03-11 00:29:20,593 - davarocr - INFO - Epoch [39][250/541] lr: 1.724e-05, eta: 0:18:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.2606 +2022-03-11 00:29:21,472 - davarocr - INFO - Epoch [39][255/541] lr: 1.724e-05, eta: 0:18:56, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.1493 +2022-03-11 00:29:22,358 - davarocr - INFO - Epoch [39][260/541] lr: 1.724e-05, eta: 0:18:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.1578 +2022-03-11 00:29:23,245 - davarocr - INFO - Epoch [39][265/541] lr: 1.724e-05, eta: 0:18:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1354 +2022-03-11 00:29:24,129 - davarocr - INFO - Epoch [39][270/541] lr: 1.724e-05, eta: 0:18:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.1784 +2022-03-11 00:29:25,011 - davarocr - INFO - Epoch [39][275/541] lr: 1.724e-05, eta: 0:18:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.2293 +2022-03-11 00:29:25,886 - davarocr - INFO - Epoch [39][280/541] lr: 1.724e-05, eta: 0:18:51, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1359 +2022-03-11 00:29:26,759 - davarocr - INFO - Epoch [39][285/541] lr: 1.724e-05, eta: 0:18:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1362 +2022-03-11 00:29:27,639 - davarocr - INFO - Epoch [39][290/541] lr: 1.724e-05, eta: 0:18:49, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1369 +2022-03-11 00:29:28,516 - davarocr - INFO - Epoch [39][295/541] lr: 1.724e-05, eta: 0:18:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.5148 +2022-03-11 00:29:29,396 - davarocr - INFO - Epoch [39][300/541] lr: 1.724e-05, eta: 0:18:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1940 +2022-03-11 00:29:30,273 - davarocr - INFO - Epoch [39][305/541] lr: 1.724e-05, eta: 0:18:47, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0014, grad_norm: 1.1757 +2022-03-11 00:29:31,159 - davarocr - INFO - Epoch [39][310/541] lr: 1.724e-05, eta: 0:18:46, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1597 +2022-03-11 00:29:32,039 - davarocr - INFO - Epoch [39][315/541] lr: 1.724e-05, eta: 0:18:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1597 +2022-03-11 00:29:32,929 - davarocr - INFO - Epoch [39][320/541] lr: 1.724e-05, eta: 0:18:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0013, grad_norm: 1.1603 +2022-03-11 00:29:33,814 - davarocr - INFO - Epoch [39][325/541] lr: 1.724e-05, eta: 0:18:43, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1599 +2022-03-11 00:29:34,709 - davarocr - INFO - Epoch [39][330/541] lr: 1.724e-05, eta: 0:18:42, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1597 +2022-03-11 00:29:35,591 - davarocr - INFO - Epoch [39][335/541] lr: 1.724e-05, eta: 0:18:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.1861 +2022-03-11 00:29:36,470 - davarocr - INFO - Epoch [39][340/541] lr: 1.724e-05, eta: 0:18:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1553 +2022-03-11 00:29:37,345 - davarocr - INFO - Epoch [39][345/541] lr: 1.724e-05, eta: 0:18:39, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.1563 +2022-03-11 00:29:38,229 - davarocr - INFO - Epoch [39][350/541] lr: 1.724e-05, eta: 0:18:38, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.2199 +2022-03-11 00:29:39,113 - davarocr - INFO - Epoch [39][355/541] lr: 1.724e-05, eta: 0:18:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.1700 +2022-03-11 00:29:40,001 - davarocr - INFO - Epoch [39][360/541] lr: 1.724e-05, eta: 0:18:37, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1616 +2022-03-11 00:29:40,880 - davarocr - INFO - Epoch [39][365/541] lr: 1.724e-05, eta: 0:18:36, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1607 +2022-03-11 00:29:41,765 - davarocr - INFO - Epoch [39][370/541] lr: 1.724e-05, eta: 0:18:35, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 1.1980 +2022-03-11 00:29:42,650 - davarocr - INFO - Epoch [39][375/541] lr: 1.724e-05, eta: 0:18:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1601 +2022-03-11 00:29:43,532 - davarocr - INFO - Epoch [39][380/541] lr: 1.724e-05, eta: 0:18:33, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0017, loss: 0.0020, grad_norm: 1.3713 +2022-03-11 00:29:44,409 - davarocr - INFO - Epoch [39][385/541] lr: 1.724e-05, eta: 0:18:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0009, loss: 0.0019, grad_norm: 1.8848 +2022-03-11 00:29:45,290 - davarocr - INFO - Epoch [39][390/541] lr: 1.724e-05, eta: 0:18:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2393 +2022-03-11 00:29:46,167 - davarocr - INFO - Epoch [39][395/541] lr: 1.724e-05, eta: 0:18:30, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0047, end_loss: 0.0053, loss: 0.0100, grad_norm: 2.0501 +2022-03-11 00:29:47,054 - davarocr - INFO - Epoch [39][400/541] lr: 1.724e-05, eta: 0:18:29, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2378 +2022-03-11 00:29:47,936 - davarocr - INFO - Epoch [39][405/541] lr: 1.724e-05, eta: 0:18:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 1.2381 +2022-03-11 00:29:48,818 - davarocr - INFO - Epoch [39][410/541] lr: 1.724e-05, eta: 0:18:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0039, end_loss: 0.0022, loss: 0.0061, grad_norm: 1.8777 +2022-03-11 00:29:49,705 - davarocr - INFO - Epoch [39][415/541] lr: 1.724e-05, eta: 0:18:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.2679 +2022-03-11 00:29:50,586 - davarocr - INFO - Epoch [39][420/541] lr: 1.724e-05, eta: 0:18:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2450 +2022-03-11 00:29:51,469 - davarocr - INFO - Epoch [39][425/541] lr: 1.724e-05, eta: 0:18:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.2467 +2022-03-11 00:29:52,354 - davarocr - INFO - Epoch [39][430/541] lr: 1.724e-05, eta: 0:18:24, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.2849 +2022-03-11 00:29:53,239 - davarocr - INFO - Epoch [39][435/541] lr: 1.724e-05, eta: 0:18:23, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0035, loss: 0.0056, grad_norm: 1.6373 +2022-03-11 00:29:54,125 - davarocr - INFO - Epoch [39][440/541] lr: 1.724e-05, eta: 0:18:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2591 +2022-03-11 00:29:55,012 - davarocr - INFO - Epoch [39][445/541] lr: 1.724e-05, eta: 0:18:21, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2582 +2022-03-11 00:29:55,893 - davarocr - INFO - Epoch [39][450/541] lr: 1.724e-05, eta: 0:18:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0029, loss: 0.0041, grad_norm: 1.6610 +2022-03-11 00:29:56,778 - davarocr - INFO - Epoch [39][455/541] lr: 1.724e-05, eta: 0:18:19, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.2852 +2022-03-11 00:29:57,663 - davarocr - INFO - Epoch [39][460/541] lr: 1.724e-05, eta: 0:18:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.5690 +2022-03-11 00:29:58,560 - davarocr - INFO - Epoch [39][465/541] lr: 1.724e-05, eta: 0:18:17, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3377 +2022-03-11 00:29:59,440 - davarocr - INFO - Epoch [39][470/541] lr: 1.724e-05, eta: 0:18:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.8227 +2022-03-11 00:30:00,328 - davarocr - INFO - Epoch [39][475/541] lr: 1.724e-05, eta: 0:18:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.4805 +2022-03-11 00:30:01,208 - davarocr - INFO - Epoch [39][480/541] lr: 1.724e-05, eta: 0:18:15, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.5352 +2022-03-11 00:30:02,103 - davarocr - INFO - Epoch [39][485/541] lr: 1.724e-05, eta: 0:18:14, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.3869 +2022-03-11 00:30:02,983 - davarocr - INFO - Epoch [39][490/541] lr: 1.724e-05, eta: 0:18:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3609 +2022-03-11 00:30:03,857 - davarocr - INFO - Epoch [39][495/541] lr: 1.724e-05, eta: 0:18:12, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3634 +2022-03-11 00:30:04,737 - davarocr - INFO - Epoch [39][500/541] lr: 1.724e-05, eta: 0:18:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3569 +2022-03-11 00:30:05,621 - davarocr - INFO - Epoch [39][505/541] lr: 1.724e-05, eta: 0:18:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3655 +2022-03-11 00:30:06,509 - davarocr - INFO - Epoch [39][510/541] lr: 1.724e-05, eta: 0:18:09, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.3905 +2022-03-11 00:30:07,402 - davarocr - INFO - Epoch [39][515/541] lr: 1.724e-05, eta: 0:18:08, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.3527 +2022-03-11 00:30:08,295 - davarocr - INFO - Epoch [39][520/541] lr: 1.724e-05, eta: 0:18:07, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0009, grad_norm: 1.4068 +2022-03-11 00:30:09,181 - davarocr - INFO - Epoch [39][525/541] lr: 1.724e-05, eta: 0:18:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3441 +2022-03-11 00:30:10,058 - davarocr - INFO - Epoch [39][530/541] lr: 1.724e-05, eta: 0:18:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.3587 +2022-03-11 00:30:10,958 - davarocr - INFO - Epoch [39][535/541] lr: 1.724e-05, eta: 0:18:04, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3399 +2022-03-11 00:30:11,837 - davarocr - INFO - Epoch [39][540/541] lr: 1.724e-05, eta: 0:18:04, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.4072 +2022-03-11 00:30:25,483 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:30:25,484 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:30:25,484 - davarocr - INFO - Epoch(val) [39][541] LOC: {'precision': 0.9437577255871447, 'recall': 0.9154676258992805, 'f1-score': 0.9293974437005478}, PER: {'precision': 0.949048496009822, 'recall': 0.956091527520099, 'f1-score': 0.9525569932224277}, MISC: {'precision': 0.8364688856729378, 'recall': 0.8233618233618234, 'f1-score': 0.8298636037329504}, ORG: {'precision': 0.8724519510774607, 'recall': 0.9018663455749548, 'f1-score': 0.8869153345174658}, all: {'precision': 0.9105216622458002, 'recall': 0.9116501416430595, 'f1-score': 0.9110855525081837}, hmean: 0.9111 +2022-03-11 00:30:29,057 - davarocr - INFO - Epoch [40][5/541] lr: 1.695e-05, eta: 0:18:03, time: 0.714, data_time: 0.532, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.3965 +2022-03-11 00:30:29,968 - davarocr - INFO - Epoch [40][10/541] lr: 1.695e-05, eta: 0:18:02, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0012, loss: 0.0026, grad_norm: 1.6078 +2022-03-11 00:30:30,845 - davarocr - INFO - Epoch [40][15/541] lr: 1.695e-05, eta: 0:18:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3622 +2022-03-11 00:30:31,725 - davarocr - INFO - Epoch [40][20/541] lr: 1.695e-05, eta: 0:18:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3521 +2022-03-11 00:30:32,623 - davarocr - INFO - Epoch [40][25/541] lr: 1.695e-05, eta: 0:17:59, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3407 +2022-03-11 00:30:33,508 - davarocr - INFO - Epoch [40][30/541] lr: 1.695e-05, eta: 0:17:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3406 +2022-03-11 00:30:34,391 - davarocr - INFO - Epoch [40][35/541] lr: 1.695e-05, eta: 0:17:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3405 +2022-03-11 00:30:35,273 - davarocr - INFO - Epoch [40][40/541] lr: 1.695e-05, eta: 0:17:57, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0012, loss: 0.0012, grad_norm: 1.4684 +2022-03-11 00:30:36,168 - davarocr - INFO - Epoch [40][45/541] lr: 1.695e-05, eta: 0:17:56, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.3557 +2022-03-11 00:30:37,056 - davarocr - INFO - Epoch [40][50/541] lr: 1.695e-05, eta: 0:17:55, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3493 +2022-03-11 00:30:37,941 - davarocr - INFO - Epoch [40][55/541] lr: 1.695e-05, eta: 0:17:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4041 +2022-03-11 00:30:38,817 - davarocr - INFO - Epoch [40][60/541] lr: 1.695e-05, eta: 0:17:53, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3384 +2022-03-11 00:30:39,698 - davarocr - INFO - Epoch [40][65/541] lr: 1.695e-05, eta: 0:17:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3384 +2022-03-11 00:30:40,587 - davarocr - INFO - Epoch [40][70/541] lr: 1.695e-05, eta: 0:17:51, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3385 +2022-03-11 00:30:41,461 - davarocr - INFO - Epoch [40][75/541] lr: 1.695e-05, eta: 0:17:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3381 +2022-03-11 00:30:42,346 - davarocr - INFO - Epoch [40][80/541] lr: 1.695e-05, eta: 0:17:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.9223 +2022-03-11 00:30:43,221 - davarocr - INFO - Epoch [40][85/541] lr: 1.695e-05, eta: 0:17:48, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3848 +2022-03-11 00:30:44,093 - davarocr - INFO - Epoch [40][90/541] lr: 1.695e-05, eta: 0:17:48, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3810 +2022-03-11 00:30:44,973 - davarocr - INFO - Epoch [40][95/541] lr: 1.695e-05, eta: 0:17:47, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3869 +2022-03-11 00:30:45,851 - davarocr - INFO - Epoch [40][100/541] lr: 1.695e-05, eta: 0:17:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3852 +2022-03-11 00:30:46,723 - davarocr - INFO - Epoch [40][105/541] lr: 1.695e-05, eta: 0:17:45, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0032, loss: 0.0032, grad_norm: 1.4434 +2022-03-11 00:30:47,599 - davarocr - INFO - Epoch [40][110/541] lr: 1.695e-05, eta: 0:17:44, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.3885 +2022-03-11 00:30:48,476 - davarocr - INFO - Epoch [40][115/541] lr: 1.695e-05, eta: 0:17:43, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3790 +2022-03-11 00:30:49,370 - davarocr - INFO - Epoch [40][120/541] lr: 1.695e-05, eta: 0:17:42, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0038, end_loss: 0.0027, loss: 0.0064, grad_norm: 1.8084 +2022-03-11 00:30:50,255 - davarocr - INFO - Epoch [40][125/541] lr: 1.695e-05, eta: 0:17:41, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3909 +2022-03-11 00:30:51,134 - davarocr - INFO - Epoch [40][130/541] lr: 1.695e-05, eta: 0:17:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3934 +2022-03-11 00:30:52,017 - davarocr - INFO - Epoch [40][135/541] lr: 1.695e-05, eta: 0:17:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0019, loss: 0.0020, grad_norm: 1.5618 +2022-03-11 00:30:52,910 - davarocr - INFO - Epoch [40][140/541] lr: 1.695e-05, eta: 0:17:38, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3964 +2022-03-11 00:30:53,786 - davarocr - INFO - Epoch [40][145/541] lr: 1.695e-05, eta: 0:17:37, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3964 +2022-03-11 00:30:54,671 - davarocr - INFO - Epoch [40][150/541] lr: 1.695e-05, eta: 0:17:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.4025 +2022-03-11 00:30:55,566 - davarocr - INFO - Epoch [40][155/541] lr: 1.695e-05, eta: 0:17:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3971 +2022-03-11 00:30:56,454 - davarocr - INFO - Epoch [40][160/541] lr: 1.695e-05, eta: 0:17:35, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.5452 +2022-03-11 00:30:57,348 - davarocr - INFO - Epoch [40][165/541] lr: 1.695e-05, eta: 0:17:34, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3979 +2022-03-11 00:30:58,233 - davarocr - INFO - Epoch [40][170/541] lr: 1.695e-05, eta: 0:17:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3977 +2022-03-11 00:30:59,111 - davarocr - INFO - Epoch [40][175/541] lr: 1.695e-05, eta: 0:17:32, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3976 +2022-03-11 00:30:59,986 - davarocr - INFO - Epoch [40][180/541] lr: 1.695e-05, eta: 0:17:31, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0015, loss: 0.0024, grad_norm: 1.4345 +2022-03-11 00:31:00,879 - davarocr - INFO - Epoch [40][185/541] lr: 1.695e-05, eta: 0:17:30, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3953 +2022-03-11 00:31:01,790 - davarocr - INFO - Epoch [40][190/541] lr: 1.695e-05, eta: 0:17:29, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3953 +2022-03-11 00:31:02,679 - davarocr - INFO - Epoch [40][195/541] lr: 1.695e-05, eta: 0:17:28, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3953 +2022-03-11 00:31:03,561 - davarocr - INFO - Epoch [40][200/541] lr: 1.695e-05, eta: 0:17:27, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0028, loss: 0.0044, grad_norm: 2.5084 +2022-03-11 00:31:04,460 - davarocr - INFO - Epoch [40][205/541] lr: 1.695e-05, eta: 0:17:26, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0042, loss: 0.0042, grad_norm: 1.2416 +2022-03-11 00:31:05,368 - davarocr - INFO - Epoch [40][210/541] lr: 1.695e-05, eta: 0:17:26, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0151 +2022-03-11 00:31:06,258 - davarocr - INFO - Epoch [40][215/541] lr: 1.695e-05, eta: 0:17:25, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0142 +2022-03-11 00:31:07,148 - davarocr - INFO - Epoch [40][220/541] lr: 1.695e-05, eta: 0:17:24, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0016, loss: 0.0016, grad_norm: 1.0154 +2022-03-11 00:31:08,059 - davarocr - INFO - Epoch [40][225/541] lr: 1.695e-05, eta: 0:17:23, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0145 +2022-03-11 00:31:08,937 - davarocr - INFO - Epoch [40][230/541] lr: 1.695e-05, eta: 0:17:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0127 +2022-03-11 00:31:09,851 - davarocr - INFO - Epoch [40][235/541] lr: 1.695e-05, eta: 0:17:21, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0123 +2022-03-11 00:31:10,752 - davarocr - INFO - Epoch [40][240/541] lr: 1.695e-05, eta: 0:17:20, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0124 +2022-03-11 00:31:11,645 - davarocr - INFO - Epoch [40][245/541] lr: 1.695e-05, eta: 0:17:19, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0135 +2022-03-11 00:31:12,519 - davarocr - INFO - Epoch [40][250/541] lr: 1.695e-05, eta: 0:17:18, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0168 +2022-03-11 00:31:13,406 - davarocr - INFO - Epoch [40][255/541] lr: 1.695e-05, eta: 0:17:17, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0135 +2022-03-11 00:31:14,286 - davarocr - INFO - Epoch [40][260/541] lr: 1.695e-05, eta: 0:17:16, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0135 +2022-03-11 00:31:15,217 - davarocr - INFO - Epoch [40][265/541] lr: 1.695e-05, eta: 0:17:15, time: 0.186, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.0145 +2022-03-11 00:31:16,120 - davarocr - INFO - Epoch [40][270/541] lr: 1.695e-05, eta: 0:17:15, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0632 +2022-03-11 00:31:17,017 - davarocr - INFO - Epoch [40][275/541] lr: 1.695e-05, eta: 0:17:14, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0130 +2022-03-11 00:31:17,900 - davarocr - INFO - Epoch [40][280/541] lr: 1.695e-05, eta: 0:17:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0008, loss: 0.0020, grad_norm: 1.0144 +2022-03-11 00:31:18,788 - davarocr - INFO - Epoch [40][285/541] lr: 1.695e-05, eta: 0:17:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0124 +2022-03-11 00:31:19,664 - davarocr - INFO - Epoch [40][290/541] lr: 1.695e-05, eta: 0:17:11, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0124 +2022-03-11 00:31:20,538 - davarocr - INFO - Epoch [40][295/541] lr: 1.695e-05, eta: 0:17:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0124 +2022-03-11 00:31:21,415 - davarocr - INFO - Epoch [40][300/541] lr: 1.695e-05, eta: 0:17:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0125 +2022-03-11 00:31:22,293 - davarocr - INFO - Epoch [40][305/541] lr: 1.695e-05, eta: 0:17:08, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0125 +2022-03-11 00:31:23,178 - davarocr - INFO - Epoch [40][310/541] lr: 1.695e-05, eta: 0:17:07, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.0137 +2022-03-11 00:31:24,059 - davarocr - INFO - Epoch [40][315/541] lr: 1.695e-05, eta: 0:17:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0122 +2022-03-11 00:31:24,945 - davarocr - INFO - Epoch [40][320/541] lr: 1.695e-05, eta: 0:17:05, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0196 +2022-03-11 00:31:25,817 - davarocr - INFO - Epoch [40][325/541] lr: 1.695e-05, eta: 0:17:04, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.0132 +2022-03-11 00:31:26,709 - davarocr - INFO - Epoch [40][330/541] lr: 1.695e-05, eta: 0:17:04, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0101 +2022-03-11 00:31:27,582 - davarocr - INFO - Epoch [40][335/541] lr: 1.695e-05, eta: 0:17:03, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0101 +2022-03-11 00:31:28,459 - davarocr - INFO - Epoch [40][340/541] lr: 1.695e-05, eta: 0:17:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0000, loss: 0.0013, grad_norm: 1.0127 +2022-03-11 00:31:29,359 - davarocr - INFO - Epoch [40][345/541] lr: 1.695e-05, eta: 0:17:01, time: 0.180, data_time: 0.011, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 1.1976 +2022-03-11 00:31:30,234 - davarocr - INFO - Epoch [40][350/541] lr: 1.695e-05, eta: 0:17:00, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0270 +2022-03-11 00:31:31,103 - davarocr - INFO - Epoch [40][355/541] lr: 1.695e-05, eta: 0:16:59, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0276 +2022-03-11 00:31:32,017 - davarocr - INFO - Epoch [40][360/541] lr: 1.695e-05, eta: 0:16:58, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0014, end_loss: 0.0003, loss: 0.0017, grad_norm: 1.4896 +2022-03-11 00:31:32,902 - davarocr - INFO - Epoch [40][365/541] lr: 1.695e-05, eta: 0:16:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0567 +2022-03-11 00:31:33,789 - davarocr - INFO - Epoch [40][370/541] lr: 1.695e-05, eta: 0:16:56, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.0980 +2022-03-11 00:31:34,675 - davarocr - INFO - Epoch [40][375/541] lr: 1.695e-05, eta: 0:16:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.6263 +2022-03-11 00:31:35,556 - davarocr - INFO - Epoch [40][380/541] lr: 1.695e-05, eta: 0:16:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0011, end_loss: 0.0006, loss: 0.0017, grad_norm: 1.4959 +2022-03-11 00:31:36,444 - davarocr - INFO - Epoch [40][385/541] lr: 1.695e-05, eta: 0:16:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0014, grad_norm: 1.1463 +2022-03-11 00:31:37,326 - davarocr - INFO - Epoch [40][390/541] lr: 1.695e-05, eta: 0:16:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0007, grad_norm: 1.1704 +2022-03-11 00:31:38,222 - davarocr - INFO - Epoch [40][395/541] lr: 1.695e-05, eta: 0:16:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1437 +2022-03-11 00:31:39,148 - davarocr - INFO - Epoch [40][400/541] lr: 1.695e-05, eta: 0:16:51, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.8046 +2022-03-11 00:31:40,028 - davarocr - INFO - Epoch [40][405/541] lr: 1.695e-05, eta: 0:16:50, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1929 +2022-03-11 00:31:40,900 - davarocr - INFO - Epoch [40][410/541] lr: 1.695e-05, eta: 0:16:49, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0003, loss: 0.0023, grad_norm: 1.6311 +2022-03-11 00:31:41,793 - davarocr - INFO - Epoch [40][415/541] lr: 1.695e-05, eta: 0:16:48, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0019, loss: 0.0027, grad_norm: 1.9206 +2022-03-11 00:31:42,698 - davarocr - INFO - Epoch [40][420/541] lr: 1.695e-05, eta: 0:16:47, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0022, loss: 0.0034, grad_norm: 1.3495 +2022-03-11 00:31:43,594 - davarocr - INFO - Epoch [40][425/541] lr: 1.695e-05, eta: 0:16:46, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0016, grad_norm: 1.5327 +2022-03-11 00:31:44,485 - davarocr - INFO - Epoch [40][430/541] lr: 1.695e-05, eta: 0:16:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0007, grad_norm: 1.3302 +2022-03-11 00:31:45,369 - davarocr - INFO - Epoch [40][435/541] lr: 1.695e-05, eta: 0:16:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3126 +2022-03-11 00:31:46,251 - davarocr - INFO - Epoch [40][440/541] lr: 1.695e-05, eta: 0:16:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 1.5444 +2022-03-11 00:31:47,144 - davarocr - INFO - Epoch [40][445/541] lr: 1.695e-05, eta: 0:16:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0021, end_loss: 0.0035, loss: 0.0056, grad_norm: 1.7385 +2022-03-11 00:31:48,024 - davarocr - INFO - Epoch [40][450/541] lr: 1.695e-05, eta: 0:16:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3140 +2022-03-11 00:31:48,905 - davarocr - INFO - Epoch [40][455/541] lr: 1.695e-05, eta: 0:16:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.4980 +2022-03-11 00:31:49,786 - davarocr - INFO - Epoch [40][460/541] lr: 1.695e-05, eta: 0:16:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0024, loss: 0.0053, grad_norm: 1.4251 +2022-03-11 00:31:50,669 - davarocr - INFO - Epoch [40][465/541] lr: 1.695e-05, eta: 0:16:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3044 +2022-03-11 00:31:51,560 - davarocr - INFO - Epoch [40][470/541] lr: 1.695e-05, eta: 0:16:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3055 +2022-03-11 00:31:52,441 - davarocr - INFO - Epoch [40][475/541] lr: 1.695e-05, eta: 0:16:37, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3059 +2022-03-11 00:31:53,320 - davarocr - INFO - Epoch [40][480/541] lr: 1.695e-05, eta: 0:16:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3027 +2022-03-11 00:31:54,203 - davarocr - INFO - Epoch [40][485/541] lr: 1.695e-05, eta: 0:16:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 1.3628 +2022-03-11 00:31:55,087 - davarocr - INFO - Epoch [40][490/541] lr: 1.695e-05, eta: 0:16:34, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.3345 +2022-03-11 00:31:55,976 - davarocr - INFO - Epoch [40][495/541] lr: 1.695e-05, eta: 0:16:33, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0017, loss: 0.0024, grad_norm: 1.4404 +2022-03-11 00:31:56,861 - davarocr - INFO - Epoch [40][500/541] lr: 1.695e-05, eta: 0:16:32, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.3307 +2022-03-11 00:31:57,747 - davarocr - INFO - Epoch [40][505/541] lr: 1.695e-05, eta: 0:16:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0017, end_loss: 0.0015, loss: 0.0033, grad_norm: 1.5027 +2022-03-11 00:31:58,624 - davarocr - INFO - Epoch [40][510/541] lr: 1.695e-05, eta: 0:16:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.3009 +2022-03-11 00:31:59,512 - davarocr - INFO - Epoch [40][515/541] lr: 1.695e-05, eta: 0:16:30, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.2955 +2022-03-11 00:32:00,384 - davarocr - INFO - Epoch [40][520/541] lr: 1.695e-05, eta: 0:16:29, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2965 +2022-03-11 00:32:01,266 - davarocr - INFO - Epoch [40][525/541] lr: 1.695e-05, eta: 0:16:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2957 +2022-03-11 00:32:02,159 - davarocr - INFO - Epoch [40][530/541] lr: 1.695e-05, eta: 0:16:27, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2953 +2022-03-11 00:32:03,037 - davarocr - INFO - Epoch [40][535/541] lr: 1.695e-05, eta: 0:16:26, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.3209 +2022-03-11 00:32:03,919 - davarocr - INFO - Epoch [40][540/541] lr: 1.695e-05, eta: 0:16:25, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0013, grad_norm: 1.3466 +2022-03-11 00:32:17,551 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:32:17,552 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:32:17,553 - davarocr - INFO - Epoch(val) [40][541] LOC: {'precision': 0.942998760842627, 'recall': 0.9124700239808153, 'f1-score': 0.927483241925655}, PER: {'precision': 0.9518221124150711, 'recall': 0.9529993815708101, 'f1-score': 0.9524103831891223}, MISC: {'precision': 0.7962466487935657, 'recall': 0.8461538461538461, 'f1-score': 0.8204419889502762}, ORG: {'precision': 0.8986035215543412, 'recall': 0.8910295003010235, 'f1-score': 0.894800483675937}, all: {'precision': 0.9130821187344472, 'recall': 0.9095254957507082, 'f1-score': 0.9113003370587192}, hmean: 0.9113 +2022-03-11 00:32:20,918 - davarocr - INFO - Epoch [41][5/541] lr: 1.667e-05, eta: 0:16:24, time: 0.671, data_time: 0.494, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2980 +2022-03-11 00:32:21,799 - davarocr - INFO - Epoch [41][10/541] lr: 1.667e-05, eta: 0:16:24, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2988 +2022-03-11 00:32:22,672 - davarocr - INFO - Epoch [41][15/541] lr: 1.667e-05, eta: 0:16:23, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.2977 +2022-03-11 00:32:23,556 - davarocr - INFO - Epoch [41][20/541] lr: 1.667e-05, eta: 0:16:22, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.3347 +2022-03-11 00:32:24,436 - davarocr - INFO - Epoch [41][25/541] lr: 1.667e-05, eta: 0:16:21, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.4917 +2022-03-11 00:32:25,334 - davarocr - INFO - Epoch [41][30/541] lr: 1.667e-05, eta: 0:16:20, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2914 +2022-03-11 00:32:26,235 - davarocr - INFO - Epoch [41][35/541] lr: 1.667e-05, eta: 0:16:19, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2912 +2022-03-11 00:32:27,122 - davarocr - INFO - Epoch [41][40/541] lr: 1.667e-05, eta: 0:16:18, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0022, loss: 0.0030, grad_norm: 2.1394 +2022-03-11 00:32:28,006 - davarocr - INFO - Epoch [41][45/541] lr: 1.667e-05, eta: 0:16:17, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0015, loss: 0.0025, grad_norm: 1.3260 +2022-03-11 00:32:28,885 - davarocr - INFO - Epoch [41][50/541] lr: 1.667e-05, eta: 0:16:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0013, loss: 0.0016, grad_norm: 1.2901 +2022-03-11 00:32:29,782 - davarocr - INFO - Epoch [41][55/541] lr: 1.667e-05, eta: 0:16:15, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.2882 +2022-03-11 00:32:30,663 - davarocr - INFO - Epoch [41][60/541] lr: 1.667e-05, eta: 0:16:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.3162 +2022-03-11 00:32:31,533 - davarocr - INFO - Epoch [41][65/541] lr: 1.667e-05, eta: 0:16:13, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.2878 +2022-03-11 00:32:32,421 - davarocr - INFO - Epoch [41][70/541] lr: 1.667e-05, eta: 0:16:13, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.2855 +2022-03-11 00:32:33,304 - davarocr - INFO - Epoch [41][75/541] lr: 1.667e-05, eta: 0:16:12, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.5782 +2022-03-11 00:32:34,204 - davarocr - INFO - Epoch [41][80/541] lr: 1.667e-05, eta: 0:16:11, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3090 +2022-03-11 00:32:35,079 - davarocr - INFO - Epoch [41][85/541] lr: 1.667e-05, eta: 0:16:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0027, loss: 0.0027, grad_norm: 1.3955 +2022-03-11 00:32:35,961 - davarocr - INFO - Epoch [41][90/541] lr: 1.667e-05, eta: 0:16:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.3681 +2022-03-11 00:32:36,841 - davarocr - INFO - Epoch [41][95/541] lr: 1.667e-05, eta: 0:16:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3154 +2022-03-11 00:32:37,712 - davarocr - INFO - Epoch [41][100/541] lr: 1.667e-05, eta: 0:16:07, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3150 +2022-03-11 00:32:38,590 - davarocr - INFO - Epoch [41][105/541] lr: 1.667e-05, eta: 0:16:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3141 +2022-03-11 00:32:39,482 - davarocr - INFO - Epoch [41][110/541] lr: 1.667e-05, eta: 0:16:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3136 +2022-03-11 00:32:40,367 - davarocr - INFO - Epoch [41][115/541] lr: 1.667e-05, eta: 0:16:04, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3135 +2022-03-11 00:32:41,255 - davarocr - INFO - Epoch [41][120/541] lr: 1.667e-05, eta: 0:16:03, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3122 +2022-03-11 00:32:42,136 - davarocr - INFO - Epoch [41][125/541] lr: 1.667e-05, eta: 0:16:02, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0020, end_loss: 0.0034, loss: 0.0054, grad_norm: 1.3854 +2022-03-11 00:32:43,015 - davarocr - INFO - Epoch [41][130/541] lr: 1.667e-05, eta: 0:16:02, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3065 +2022-03-11 00:32:43,923 - davarocr - INFO - Epoch [41][135/541] lr: 1.667e-05, eta: 0:16:01, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0016, loss: 0.0019, grad_norm: 1.5337 +2022-03-11 00:32:44,796 - davarocr - INFO - Epoch [41][140/541] lr: 1.667e-05, eta: 0:16:00, time: 0.175, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3237 +2022-03-11 00:32:45,686 - davarocr - INFO - Epoch [41][145/541] lr: 1.667e-05, eta: 0:15:59, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3107 +2022-03-11 00:32:46,570 - davarocr - INFO - Epoch [41][150/541] lr: 1.667e-05, eta: 0:15:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3106 +2022-03-11 00:32:47,449 - davarocr - INFO - Epoch [41][155/541] lr: 1.667e-05, eta: 0:15:57, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3109 +2022-03-11 00:32:48,326 - davarocr - INFO - Epoch [41][160/541] lr: 1.667e-05, eta: 0:15:56, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3108 +2022-03-11 00:32:49,200 - davarocr - INFO - Epoch [41][165/541] lr: 1.667e-05, eta: 0:15:55, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3107 +2022-03-11 00:32:50,081 - davarocr - INFO - Epoch [41][170/541] lr: 1.667e-05, eta: 0:15:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3106 +2022-03-11 00:32:50,989 - davarocr - INFO - Epoch [41][175/541] lr: 1.667e-05, eta: 0:15:53, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3115 +2022-03-11 00:32:51,873 - davarocr - INFO - Epoch [41][180/541] lr: 1.667e-05, eta: 0:15:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0001, loss: 0.0015, grad_norm: 1.5813 +2022-03-11 00:32:52,755 - davarocr - INFO - Epoch [41][185/541] lr: 1.667e-05, eta: 0:15:51, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3381 +2022-03-11 00:32:53,639 - davarocr - INFO - Epoch [41][190/541] lr: 1.667e-05, eta: 0:15:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.4280 +2022-03-11 00:32:54,519 - davarocr - INFO - Epoch [41][195/541] lr: 1.667e-05, eta: 0:15:50, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3364 +2022-03-11 00:32:55,399 - davarocr - INFO - Epoch [41][200/541] lr: 1.667e-05, eta: 0:15:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3481 +2022-03-11 00:32:56,278 - davarocr - INFO - Epoch [41][205/541] lr: 1.667e-05, eta: 0:15:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.3285 +2022-03-11 00:32:57,162 - davarocr - INFO - Epoch [41][210/541] lr: 1.667e-05, eta: 0:15:47, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 1.3241 +2022-03-11 00:32:58,038 - davarocr - INFO - Epoch [41][215/541] lr: 1.667e-05, eta: 0:15:46, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3231 +2022-03-11 00:32:58,917 - davarocr - INFO - Epoch [41][220/541] lr: 1.667e-05, eta: 0:15:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3254 +2022-03-11 00:32:59,797 - davarocr - INFO - Epoch [41][225/541] lr: 1.667e-05, eta: 0:15:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3225 +2022-03-11 00:33:00,677 - davarocr - INFO - Epoch [41][230/541] lr: 1.667e-05, eta: 0:15:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3224 +2022-03-11 00:33:01,553 - davarocr - INFO - Epoch [41][235/541] lr: 1.667e-05, eta: 0:15:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3225 +2022-03-11 00:33:02,431 - davarocr - INFO - Epoch [41][240/541] lr: 1.667e-05, eta: 0:15:41, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.3638 +2022-03-11 00:33:03,318 - davarocr - INFO - Epoch [41][245/541] lr: 1.667e-05, eta: 0:15:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3251 +2022-03-11 00:33:04,202 - davarocr - INFO - Epoch [41][250/541] lr: 1.667e-05, eta: 0:15:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3252 +2022-03-11 00:33:05,081 - davarocr - INFO - Epoch [41][255/541] lr: 1.667e-05, eta: 0:15:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0049, loss: 0.0052, grad_norm: 1.3396 +2022-03-11 00:33:05,965 - davarocr - INFO - Epoch [41][260/541] lr: 1.667e-05, eta: 0:15:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3168 +2022-03-11 00:33:06,839 - davarocr - INFO - Epoch [41][265/541] lr: 1.667e-05, eta: 0:15:37, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3172 +2022-03-11 00:33:07,719 - davarocr - INFO - Epoch [41][270/541] lr: 1.667e-05, eta: 0:15:36, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3168 +2022-03-11 00:33:08,602 - davarocr - INFO - Epoch [41][275/541] lr: 1.667e-05, eta: 0:15:35, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 1.3175 +2022-03-11 00:33:09,485 - davarocr - INFO - Epoch [41][280/541] lr: 1.667e-05, eta: 0:15:34, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3178 +2022-03-11 00:33:10,363 - davarocr - INFO - Epoch [41][285/541] lr: 1.667e-05, eta: 0:15:33, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3144 +2022-03-11 00:33:11,252 - davarocr - INFO - Epoch [41][290/541] lr: 1.667e-05, eta: 0:15:32, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3150 +2022-03-11 00:33:12,140 - davarocr - INFO - Epoch [41][295/541] lr: 1.667e-05, eta: 0:15:31, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3144 +2022-03-11 00:33:13,013 - davarocr - INFO - Epoch [41][300/541] lr: 1.667e-05, eta: 0:15:30, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.3307 +2022-03-11 00:33:13,900 - davarocr - INFO - Epoch [41][305/541] lr: 1.667e-05, eta: 0:15:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3133 +2022-03-11 00:33:14,782 - davarocr - INFO - Epoch [41][310/541] lr: 1.667e-05, eta: 0:15:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.3248 +2022-03-11 00:33:15,661 - davarocr - INFO - Epoch [41][315/541] lr: 1.667e-05, eta: 0:15:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3150 +2022-03-11 00:33:16,548 - davarocr - INFO - Epoch [41][320/541] lr: 1.667e-05, eta: 0:15:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3164 +2022-03-11 00:33:17,431 - davarocr - INFO - Epoch [41][325/541] lr: 1.667e-05, eta: 0:15:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0020, end_loss: 0.0001, loss: 0.0021, grad_norm: 1.3502 +2022-03-11 00:33:18,316 - davarocr - INFO - Epoch [41][330/541] lr: 1.667e-05, eta: 0:15:25, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3083 +2022-03-11 00:33:19,198 - davarocr - INFO - Epoch [41][335/541] lr: 1.667e-05, eta: 0:15:24, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0000, loss: 0.0019, grad_norm: 1.3137 +2022-03-11 00:33:20,078 - davarocr - INFO - Epoch [41][340/541] lr: 1.667e-05, eta: 0:15:23, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.3153 +2022-03-11 00:33:20,949 - davarocr - INFO - Epoch [41][345/541] lr: 1.667e-05, eta: 0:15:22, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3109 +2022-03-11 00:33:21,823 - davarocr - INFO - Epoch [41][350/541] lr: 1.667e-05, eta: 0:15:21, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 1.3112 +2022-03-11 00:33:22,705 - davarocr - INFO - Epoch [41][355/541] lr: 1.667e-05, eta: 0:15:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.3109 +2022-03-11 00:33:23,580 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:33:23,580 - davarocr - INFO - Epoch [41][360/541] lr: 1.667e-05, eta: 0:15:19, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3105 +2022-03-11 00:33:24,467 - davarocr - INFO - Epoch [41][365/541] lr: 1.667e-05, eta: 0:15:18, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.3541 +2022-03-11 00:33:25,344 - davarocr - INFO - Epoch [41][370/541] lr: 1.667e-05, eta: 0:15:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3113 +2022-03-11 00:33:26,218 - davarocr - INFO - Epoch [41][375/541] lr: 1.667e-05, eta: 0:15:17, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0017, loss: 0.0030, grad_norm: 1.8171 +2022-03-11 00:33:27,087 - davarocr - INFO - Epoch [41][380/541] lr: 1.667e-05, eta: 0:15:16, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3459 +2022-03-11 00:33:27,964 - davarocr - INFO - Epoch [41][385/541] lr: 1.667e-05, eta: 0:15:15, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0014, loss: 0.0014, grad_norm: 1.3693 +2022-03-11 00:33:28,841 - davarocr - INFO - Epoch [41][390/541] lr: 1.667e-05, eta: 0:15:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3464 +2022-03-11 00:33:29,730 - davarocr - INFO - Epoch [41][395/541] lr: 1.667e-05, eta: 0:15:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3463 +2022-03-11 00:33:30,604 - davarocr - INFO - Epoch [41][400/541] lr: 1.667e-05, eta: 0:15:12, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3498 +2022-03-11 00:33:31,475 - davarocr - INFO - Epoch [41][405/541] lr: 1.667e-05, eta: 0:15:11, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0008, loss: 0.0014, grad_norm: 1.4635 +2022-03-11 00:33:32,343 - davarocr - INFO - Epoch [41][410/541] lr: 1.667e-05, eta: 0:15:10, time: 0.173, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3453 +2022-03-11 00:33:33,219 - davarocr - INFO - Epoch [41][415/541] lr: 1.667e-05, eta: 0:15:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.3623 +2022-03-11 00:33:34,090 - davarocr - INFO - Epoch [41][420/541] lr: 1.667e-05, eta: 0:15:08, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 1.4546 +2022-03-11 00:33:34,967 - davarocr - INFO - Epoch [41][425/541] lr: 1.667e-05, eta: 0:15:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3450 +2022-03-11 00:33:35,847 - davarocr - INFO - Epoch [41][430/541] lr: 1.667e-05, eta: 0:15:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 1.7360 +2022-03-11 00:33:36,728 - davarocr - INFO - Epoch [41][435/541] lr: 1.667e-05, eta: 0:15:06, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3608 +2022-03-11 00:33:37,609 - davarocr - INFO - Epoch [41][440/541] lr: 1.667e-05, eta: 0:15:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3671 +2022-03-11 00:33:38,497 - davarocr - INFO - Epoch [41][445/541] lr: 1.667e-05, eta: 0:15:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0008, loss: 0.0017, grad_norm: 1.4669 +2022-03-11 00:33:39,376 - davarocr - INFO - Epoch [41][450/541] lr: 1.667e-05, eta: 0:15:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.3840 +2022-03-11 00:33:40,252 - davarocr - INFO - Epoch [41][455/541] lr: 1.667e-05, eta: 0:15:02, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3454 +2022-03-11 00:33:41,146 - davarocr - INFO - Epoch [41][460/541] lr: 1.667e-05, eta: 0:15:01, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.4684 +2022-03-11 00:33:42,034 - davarocr - INFO - Epoch [41][465/541] lr: 1.667e-05, eta: 0:15:00, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 1.3954 +2022-03-11 00:33:42,923 - davarocr - INFO - Epoch [41][470/541] lr: 1.667e-05, eta: 0:14:59, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3478 +2022-03-11 00:33:43,810 - davarocr - INFO - Epoch [41][475/541] lr: 1.667e-05, eta: 0:14:58, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3468 +2022-03-11 00:33:44,696 - davarocr - INFO - Epoch [41][480/541] lr: 1.667e-05, eta: 0:14:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3468 +2022-03-11 00:33:45,585 - davarocr - INFO - Epoch [41][485/541] lr: 1.667e-05, eta: 0:14:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3467 +2022-03-11 00:33:46,505 - davarocr - INFO - Epoch [41][490/541] lr: 1.667e-05, eta: 0:14:55, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.3663 +2022-03-11 00:33:47,389 - davarocr - INFO - Epoch [41][495/541] lr: 1.667e-05, eta: 0:14:55, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3484 +2022-03-11 00:33:48,276 - davarocr - INFO - Epoch [41][500/541] lr: 1.667e-05, eta: 0:14:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4877 +2022-03-11 00:33:49,160 - davarocr - INFO - Epoch [41][505/541] lr: 1.667e-05, eta: 0:14:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3613 +2022-03-11 00:33:50,046 - davarocr - INFO - Epoch [41][510/541] lr: 1.667e-05, eta: 0:14:52, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 1.4190 +2022-03-11 00:33:50,948 - davarocr - INFO - Epoch [41][515/541] lr: 1.667e-05, eta: 0:14:51, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3684 +2022-03-11 00:33:51,834 - davarocr - INFO - Epoch [41][520/541] lr: 1.667e-05, eta: 0:14:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3640 +2022-03-11 00:33:52,718 - davarocr - INFO - Epoch [41][525/541] lr: 1.667e-05, eta: 0:14:49, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3638 +2022-03-11 00:33:53,598 - davarocr - INFO - Epoch [41][530/541] lr: 1.667e-05, eta: 0:14:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3733 +2022-03-11 00:33:54,475 - davarocr - INFO - Epoch [41][535/541] lr: 1.667e-05, eta: 0:14:47, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3643 +2022-03-11 00:33:55,375 - davarocr - INFO - Epoch [41][540/541] lr: 1.667e-05, eta: 0:14:46, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3643 +2022-03-11 00:34:09,227 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:34:09,228 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:34:09,228 - davarocr - INFO - Epoch(val) [41][541] LOC: {'precision': 0.9356014580801945, 'recall': 0.9232613908872902, 'f1-score': 0.9293904646952325}, PER: {'precision': 0.9451553930530164, 'recall': 0.9591836734693877, 'f1-score': 0.9521178637200736}, MISC: {'precision': 0.8160112359550562, 'recall': 0.8276353276353277, 'f1-score': 0.8217821782178218}, ORG: {'precision': 0.902948402948403, 'recall': 0.885009030704395, 'f1-score': 0.8938887199756764}, all: {'precision': 0.9138084236715834, 'recall': 0.9104107648725213, 'f1-score': 0.9121064301552106}, hmean: 0.9121 +2022-03-11 00:34:12,618 - davarocr - INFO - Epoch [42][5/541] lr: 1.639e-05, eta: 0:14:46, time: 0.677, data_time: 0.500, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.5413 +2022-03-11 00:34:13,502 - davarocr - INFO - Epoch [42][10/541] lr: 1.639e-05, eta: 0:14:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3784 +2022-03-11 00:34:14,380 - davarocr - INFO - Epoch [42][15/541] lr: 1.639e-05, eta: 0:14:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3785 +2022-03-11 00:34:15,264 - davarocr - INFO - Epoch [42][20/541] lr: 1.639e-05, eta: 0:14:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3785 +2022-03-11 00:34:16,170 - davarocr - INFO - Epoch [42][25/541] lr: 1.639e-05, eta: 0:14:42, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0028, end_loss: 0.0000, loss: 0.0029, grad_norm: 1.5148 +2022-03-11 00:34:17,091 - davarocr - INFO - Epoch [42][30/541] lr: 1.639e-05, eta: 0:14:41, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3737 +2022-03-11 00:34:18,010 - davarocr - INFO - Epoch [42][35/541] lr: 1.639e-05, eta: 0:14:40, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3725 +2022-03-11 00:34:18,922 - davarocr - INFO - Epoch [42][40/541] lr: 1.639e-05, eta: 0:14:39, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.3724 +2022-03-11 00:34:19,841 - davarocr - INFO - Epoch [42][45/541] lr: 1.639e-05, eta: 0:14:38, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3727 +2022-03-11 00:34:20,751 - davarocr - INFO - Epoch [42][50/541] lr: 1.639e-05, eta: 0:14:37, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3709 +2022-03-11 00:34:21,667 - davarocr - INFO - Epoch [42][55/541] lr: 1.639e-05, eta: 0:14:37, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3708 +2022-03-11 00:34:22,564 - davarocr - INFO - Epoch [42][60/541] lr: 1.639e-05, eta: 0:14:36, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3707 +2022-03-11 00:34:23,472 - davarocr - INFO - Epoch [42][65/541] lr: 1.639e-05, eta: 0:14:35, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0019, loss: 0.0031, grad_norm: 1.5349 +2022-03-11 00:34:24,382 - davarocr - INFO - Epoch [42][70/541] lr: 1.639e-05, eta: 0:14:34, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3716 +2022-03-11 00:34:25,303 - davarocr - INFO - Epoch [42][75/541] lr: 1.639e-05, eta: 0:14:33, time: 0.185, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0012, loss: 0.0016, grad_norm: 1.6352 +2022-03-11 00:34:26,196 - davarocr - INFO - Epoch [42][80/541] lr: 1.639e-05, eta: 0:14:32, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.3677 +2022-03-11 00:34:27,092 - davarocr - INFO - Epoch [42][85/541] lr: 1.639e-05, eta: 0:14:31, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.3663 +2022-03-11 00:34:27,986 - davarocr - INFO - Epoch [42][90/541] lr: 1.639e-05, eta: 0:14:30, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0031, loss: 0.0050, grad_norm: 1.5608 +2022-03-11 00:34:28,906 - davarocr - INFO - Epoch [42][95/541] lr: 1.639e-05, eta: 0:14:29, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 1.3685 +2022-03-11 00:34:29,816 - davarocr - INFO - Epoch [42][100/541] lr: 1.639e-05, eta: 0:14:28, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3669 +2022-03-11 00:34:30,722 - davarocr - INFO - Epoch [42][105/541] lr: 1.639e-05, eta: 0:14:27, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0021, loss: 0.0029, grad_norm: 1.4919 +2022-03-11 00:34:31,620 - davarocr - INFO - Epoch [42][110/541] lr: 1.639e-05, eta: 0:14:27, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3713 +2022-03-11 00:34:32,509 - davarocr - INFO - Epoch [42][115/541] lr: 1.639e-05, eta: 0:14:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.3719 +2022-03-11 00:34:33,402 - davarocr - INFO - Epoch [42][120/541] lr: 1.639e-05, eta: 0:14:25, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3711 +2022-03-11 00:34:34,296 - davarocr - INFO - Epoch [42][125/541] lr: 1.639e-05, eta: 0:14:24, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.3711 +2022-03-11 00:34:35,212 - davarocr - INFO - Epoch [42][130/541] lr: 1.639e-05, eta: 0:14:23, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.7382 +2022-03-11 00:34:36,111 - davarocr - INFO - Epoch [42][135/541] lr: 1.639e-05, eta: 0:14:22, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4013 +2022-03-11 00:34:37,010 - davarocr - INFO - Epoch [42][140/541] lr: 1.639e-05, eta: 0:14:21, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4018 +2022-03-11 00:34:37,905 - davarocr - INFO - Epoch [42][145/541] lr: 1.639e-05, eta: 0:14:20, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4001 +2022-03-11 00:34:38,811 - davarocr - INFO - Epoch [42][150/541] lr: 1.639e-05, eta: 0:14:19, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0015, end_loss: 0.0021, loss: 0.0037, grad_norm: 1.8061 +2022-03-11 00:34:39,711 - davarocr - INFO - Epoch [42][155/541] lr: 1.639e-05, eta: 0:14:18, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 1.6364 +2022-03-11 00:34:40,619 - davarocr - INFO - Epoch [42][160/541] lr: 1.639e-05, eta: 0:14:17, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.4344 +2022-03-11 00:34:41,538 - davarocr - INFO - Epoch [42][165/541] lr: 1.639e-05, eta: 0:14:17, time: 0.185, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4177 +2022-03-11 00:34:42,477 - davarocr - INFO - Epoch [42][170/541] lr: 1.639e-05, eta: 0:14:16, time: 0.186, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.4243 +2022-03-11 00:34:43,378 - davarocr - INFO - Epoch [42][175/541] lr: 1.639e-05, eta: 0:14:15, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4168 +2022-03-11 00:34:44,271 - davarocr - INFO - Epoch [42][180/541] lr: 1.639e-05, eta: 0:14:14, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0012, loss: 0.0019, grad_norm: 1.4250 +2022-03-11 00:34:45,187 - davarocr - INFO - Epoch [42][185/541] lr: 1.639e-05, eta: 0:14:13, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.8182 +2022-03-11 00:34:46,076 - davarocr - INFO - Epoch [42][190/541] lr: 1.639e-05, eta: 0:14:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4553 +2022-03-11 00:34:46,960 - davarocr - INFO - Epoch [42][195/541] lr: 1.639e-05, eta: 0:14:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0015, loss: 0.0016, grad_norm: 1.4412 +2022-03-11 00:34:47,836 - davarocr - INFO - Epoch [42][200/541] lr: 1.639e-05, eta: 0:14:10, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 1.4273 +2022-03-11 00:34:48,740 - davarocr - INFO - Epoch [42][205/541] lr: 1.639e-05, eta: 0:14:09, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0030, loss: 0.0036, grad_norm: 1.6986 +2022-03-11 00:34:49,638 - davarocr - INFO - Epoch [42][210/541] lr: 1.639e-05, eta: 0:14:08, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4373 +2022-03-11 00:34:50,541 - davarocr - INFO - Epoch [42][215/541] lr: 1.639e-05, eta: 0:14:07, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.4518 +2022-03-11 00:34:51,448 - davarocr - INFO - Epoch [42][220/541] lr: 1.639e-05, eta: 0:14:06, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.7325 +2022-03-11 00:34:52,346 - davarocr - INFO - Epoch [42][225/541] lr: 1.639e-05, eta: 0:14:06, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4454 +2022-03-11 00:34:53,269 - davarocr - INFO - Epoch [42][230/541] lr: 1.639e-05, eta: 0:14:05, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 1.4542 +2022-03-11 00:34:54,153 - davarocr - INFO - Epoch [42][235/541] lr: 1.639e-05, eta: 0:14:04, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4442 +2022-03-11 00:34:55,034 - davarocr - INFO - Epoch [42][240/541] lr: 1.639e-05, eta: 0:14:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0016, loss: 0.0016, grad_norm: 1.6481 +2022-03-11 00:34:55,919 - davarocr - INFO - Epoch [42][245/541] lr: 1.639e-05, eta: 0:14:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0010, grad_norm: 1.4900 +2022-03-11 00:34:56,798 - davarocr - INFO - Epoch [42][250/541] lr: 1.639e-05, eta: 0:14:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.4528 +2022-03-11 00:34:57,699 - davarocr - INFO - Epoch [42][255/541] lr: 1.639e-05, eta: 0:14:00, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.4546 +2022-03-11 00:34:58,587 - davarocr - INFO - Epoch [42][260/541] lr: 1.639e-05, eta: 0:13:59, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4521 +2022-03-11 00:34:59,473 - davarocr - INFO - Epoch [42][265/541] lr: 1.639e-05, eta: 0:13:58, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0006, grad_norm: 1.4635 +2022-03-11 00:35:00,358 - davarocr - INFO - Epoch [42][270/541] lr: 1.639e-05, eta: 0:13:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.4505 +2022-03-11 00:35:01,247 - davarocr - INFO - Epoch [42][275/541] lr: 1.639e-05, eta: 0:13:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 1.4654 +2022-03-11 00:35:02,118 - davarocr - INFO - Epoch [42][280/541] lr: 1.639e-05, eta: 0:13:55, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5278 +2022-03-11 00:35:03,002 - davarocr - INFO - Epoch [42][285/541] lr: 1.639e-05, eta: 0:13:55, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4470 +2022-03-11 00:35:03,879 - davarocr - INFO - Epoch [42][290/541] lr: 1.639e-05, eta: 0:13:54, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4469 +2022-03-11 00:35:04,765 - davarocr - INFO - Epoch [42][295/541] lr: 1.639e-05, eta: 0:13:53, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.4472 +2022-03-11 00:35:05,676 - davarocr - INFO - Epoch [42][300/541] lr: 1.639e-05, eta: 0:13:52, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.4468 +2022-03-11 00:35:06,567 - davarocr - INFO - Epoch [42][305/541] lr: 1.639e-05, eta: 0:13:51, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0007, end_loss: 0.0004, loss: 0.0011, grad_norm: 1.7043 +2022-03-11 00:35:07,444 - davarocr - INFO - Epoch [42][310/541] lr: 1.639e-05, eta: 0:13:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0023, loss: 0.0037, grad_norm: 2.0869 +2022-03-11 00:35:08,335 - davarocr - INFO - Epoch [42][315/541] lr: 1.639e-05, eta: 0:13:49, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5203 +2022-03-11 00:35:09,221 - davarocr - INFO - Epoch [42][320/541] lr: 1.639e-05, eta: 0:13:48, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5143 +2022-03-11 00:35:10,105 - davarocr - INFO - Epoch [42][325/541] lr: 1.639e-05, eta: 0:13:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5119 +2022-03-11 00:35:10,985 - davarocr - INFO - Epoch [42][330/541] lr: 1.639e-05, eta: 0:13:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5153 +2022-03-11 00:35:11,869 - davarocr - INFO - Epoch [42][335/541] lr: 1.639e-05, eta: 0:13:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.5147 +2022-03-11 00:35:12,759 - davarocr - INFO - Epoch [42][340/541] lr: 1.639e-05, eta: 0:13:44, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0001, loss: 0.0010, grad_norm: 1.5126 +2022-03-11 00:35:13,641 - davarocr - INFO - Epoch [42][345/541] lr: 1.639e-05, eta: 0:13:44, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5088 +2022-03-11 00:35:14,540 - davarocr - INFO - Epoch [42][350/541] lr: 1.639e-05, eta: 0:13:43, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0009, grad_norm: 1.6012 +2022-03-11 00:35:15,424 - davarocr - INFO - Epoch [42][355/541] lr: 1.639e-05, eta: 0:13:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5142 +2022-03-11 00:35:16,306 - davarocr - INFO - Epoch [42][360/541] lr: 1.639e-05, eta: 0:13:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0009, loss: 0.0021, grad_norm: 1.6608 +2022-03-11 00:35:17,194 - davarocr - INFO - Epoch [42][365/541] lr: 1.639e-05, eta: 0:13:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0022, loss: 0.0023, grad_norm: 1.7266 +2022-03-11 00:35:18,080 - davarocr - INFO - Epoch [42][370/541] lr: 1.639e-05, eta: 0:13:39, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.5544 +2022-03-11 00:35:18,957 - davarocr - INFO - Epoch [42][375/541] lr: 1.639e-05, eta: 0:13:38, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5132 +2022-03-11 00:35:19,845 - davarocr - INFO - Epoch [42][380/541] lr: 1.639e-05, eta: 0:13:37, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0017, loss: 0.0019, grad_norm: 1.5865 +2022-03-11 00:35:20,723 - davarocr - INFO - Epoch [42][385/541] lr: 1.639e-05, eta: 0:13:36, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0014, grad_norm: 1.7365 +2022-03-11 00:35:21,618 - davarocr - INFO - Epoch [42][390/541] lr: 1.639e-05, eta: 0:13:35, time: 0.179, data_time: 0.011, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 1.5335 +2022-03-11 00:35:22,493 - davarocr - INFO - Epoch [42][395/541] lr: 1.639e-05, eta: 0:13:34, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.5331 +2022-03-11 00:35:23,376 - davarocr - INFO - Epoch [42][400/541] lr: 1.639e-05, eta: 0:13:34, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5328 +2022-03-11 00:35:24,254 - davarocr - INFO - Epoch [42][405/541] lr: 1.639e-05, eta: 0:13:33, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5331 +2022-03-11 00:35:25,143 - davarocr - INFO - Epoch [42][410/541] lr: 1.639e-05, eta: 0:13:32, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 1.5344 +2022-03-11 00:35:26,028 - davarocr - INFO - Epoch [42][415/541] lr: 1.639e-05, eta: 0:13:31, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5324 +2022-03-11 00:35:26,917 - davarocr - INFO - Epoch [42][420/541] lr: 1.639e-05, eta: 0:13:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5395 +2022-03-11 00:35:27,799 - davarocr - INFO - Epoch [42][425/541] lr: 1.639e-05, eta: 0:13:29, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5305 +2022-03-11 00:35:28,694 - davarocr - INFO - Epoch [42][430/541] lr: 1.639e-05, eta: 0:13:28, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.5661 +2022-03-11 00:35:29,576 - davarocr - INFO - Epoch [42][435/541] lr: 1.639e-05, eta: 0:13:27, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5282 +2022-03-11 00:35:30,452 - davarocr - INFO - Epoch [42][440/541] lr: 1.639e-05, eta: 0:13:26, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5282 +2022-03-11 00:35:31,331 - davarocr - INFO - Epoch [42][445/541] lr: 1.639e-05, eta: 0:13:25, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5283 +2022-03-11 00:35:32,213 - davarocr - INFO - Epoch [42][450/541] lr: 1.639e-05, eta: 0:13:24, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0022, end_loss: 0.0009, loss: 0.0031, grad_norm: 1.6490 +2022-03-11 00:35:33,097 - davarocr - INFO - Epoch [42][455/541] lr: 1.639e-05, eta: 0:13:23, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0007, end_loss: 0.0002, loss: 0.0009, grad_norm: 1.5896 +2022-03-11 00:35:33,972 - davarocr - INFO - Epoch [42][460/541] lr: 1.639e-05, eta: 0:13:23, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5416 +2022-03-11 00:35:34,855 - davarocr - INFO - Epoch [42][465/541] lr: 1.639e-05, eta: 0:13:22, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.5420 +2022-03-11 00:35:35,740 - davarocr - INFO - Epoch [42][470/541] lr: 1.639e-05, eta: 0:13:21, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5415 +2022-03-11 00:35:36,627 - davarocr - INFO - Epoch [42][475/541] lr: 1.639e-05, eta: 0:13:20, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5409 +2022-03-11 00:35:37,521 - davarocr - INFO - Epoch [42][480/541] lr: 1.639e-05, eta: 0:13:19, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0024, end_loss: 0.0018, loss: 0.0042, grad_norm: 1.7206 +2022-03-11 00:35:38,400 - davarocr - INFO - Epoch [42][485/541] lr: 1.639e-05, eta: 0:13:18, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0009, loss: 0.0012, grad_norm: 1.5482 +2022-03-11 00:35:39,332 - davarocr - INFO - Epoch [42][490/541] lr: 1.639e-05, eta: 0:13:17, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.5489 +2022-03-11 00:35:40,272 - davarocr - INFO - Epoch [42][495/541] lr: 1.639e-05, eta: 0:13:16, time: 0.188, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5464 +2022-03-11 00:35:41,200 - davarocr - INFO - Epoch [42][500/541] lr: 1.639e-05, eta: 0:13:15, time: 0.186, data_time: 0.011, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.5525 +2022-03-11 00:35:42,136 - davarocr - INFO - Epoch [42][505/541] lr: 1.639e-05, eta: 0:13:14, time: 0.187, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5447 +2022-03-11 00:35:43,087 - davarocr - INFO - Epoch [42][510/541] lr: 1.639e-05, eta: 0:13:13, time: 0.190, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5441 +2022-03-11 00:35:44,039 - davarocr - INFO - Epoch [42][515/541] lr: 1.639e-05, eta: 0:13:12, time: 0.191, data_time: 0.010, memory: 5192, start_loss: 0.0005, end_loss: 0.0002, loss: 0.0007, grad_norm: 1.5446 +2022-03-11 00:35:44,934 - davarocr - INFO - Epoch [42][520/541] lr: 1.639e-05, eta: 0:13:12, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5537 +2022-03-11 00:35:45,806 - davarocr - INFO - Epoch [42][525/541] lr: 1.639e-05, eta: 0:13:11, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5442 +2022-03-11 00:35:46,682 - davarocr - INFO - Epoch [42][530/541] lr: 1.639e-05, eta: 0:13:10, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5439 +2022-03-11 00:35:47,556 - davarocr - INFO - Epoch [42][535/541] lr: 1.639e-05, eta: 0:13:09, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5438 +2022-03-11 00:35:48,432 - davarocr - INFO - Epoch [42][540/541] lr: 1.639e-05, eta: 0:13:08, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5454 +2022-03-11 00:36:02,200 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:36:02,201 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:36:02,201 - davarocr - INFO - Epoch(val) [42][541] LOC: {'precision': 0.9481481481481482, 'recall': 0.920863309352518, 'f1-score': 0.9343065693430658}, PER: {'precision': 0.9548825710754018, 'recall': 0.9554730983302412, 'f1-score': 0.9551777434312211}, MISC: {'precision': 0.835195530726257, 'recall': 0.8518518518518519, 'f1-score': 0.843441466854725}, ORG: {'precision': 0.8884321785085144, 'recall': 0.9108970499698976, 'f1-score': 0.899524375743163}, all: {'precision': 0.9178009545695598, 'recall': 0.9192634560906515, 'f1-score': 0.918531623175586}, hmean: 0.9185 +2022-03-11 00:36:05,581 - davarocr - INFO - Epoch [43][5/541] lr: 1.613e-05, eta: 0:13:07, time: 0.674, data_time: 0.491, memory: 5192, start_loss: 0.0008, end_loss: 0.0005, loss: 0.0013, grad_norm: 1.5486 +2022-03-11 00:36:06,471 - davarocr - INFO - Epoch [43][10/541] lr: 1.613e-05, eta: 0:13:06, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5428 +2022-03-11 00:36:07,351 - davarocr - INFO - Epoch [43][15/541] lr: 1.613e-05, eta: 0:13:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0009, grad_norm: 1.5538 +2022-03-11 00:36:08,235 - davarocr - INFO - Epoch [43][20/541] lr: 1.613e-05, eta: 0:13:05, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5437 +2022-03-11 00:36:09,124 - davarocr - INFO - Epoch [43][25/541] lr: 1.613e-05, eta: 0:13:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5437 +2022-03-11 00:36:09,999 - davarocr - INFO - Epoch [43][30/541] lr: 1.613e-05, eta: 0:13:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0035, end_loss: 0.0040, loss: 0.0075, grad_norm: 2.2594 +2022-03-11 00:36:10,881 - davarocr - INFO - Epoch [43][35/541] lr: 1.613e-05, eta: 0:13:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.6164 +2022-03-11 00:36:11,757 - davarocr - INFO - Epoch [43][40/541] lr: 1.613e-05, eta: 0:13:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0004, loss: 0.0008, grad_norm: 1.6516 +2022-03-11 00:36:12,636 - davarocr - INFO - Epoch [43][45/541] lr: 1.613e-05, eta: 0:13:00, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0046, end_loss: 0.0050, loss: 0.0096, grad_norm: 1.8348 +2022-03-11 00:36:13,520 - davarocr - INFO - Epoch [43][50/541] lr: 1.613e-05, eta: 0:12:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0014, loss: 0.0024, grad_norm: 1.7012 +2022-03-11 00:36:14,407 - davarocr - INFO - Epoch [43][55/541] lr: 1.613e-05, eta: 0:12:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0016, loss: 0.0018, grad_norm: 1.6094 +2022-03-11 00:36:15,292 - davarocr - INFO - Epoch [43][60/541] lr: 1.613e-05, eta: 0:12:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.5962 +2022-03-11 00:36:16,178 - davarocr - INFO - Epoch [43][65/541] lr: 1.613e-05, eta: 0:12:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.6153 +2022-03-11 00:36:17,067 - davarocr - INFO - Epoch [43][70/541] lr: 1.613e-05, eta: 0:12:55, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5908 +2022-03-11 00:36:17,945 - davarocr - INFO - Epoch [43][75/541] lr: 1.613e-05, eta: 0:12:54, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0009, loss: 0.0018, grad_norm: 1.7530 +2022-03-11 00:36:18,824 - davarocr - INFO - Epoch [43][80/541] lr: 1.613e-05, eta: 0:12:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 1.5955 +2022-03-11 00:36:19,707 - davarocr - INFO - Epoch [43][85/541] lr: 1.613e-05, eta: 0:12:53, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0007, loss: 0.0012, grad_norm: 1.5944 +2022-03-11 00:36:20,581 - davarocr - INFO - Epoch [43][90/541] lr: 1.613e-05, eta: 0:12:52, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.5932 +2022-03-11 00:36:21,469 - davarocr - INFO - Epoch [43][95/541] lr: 1.613e-05, eta: 0:12:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.6659 +2022-03-11 00:36:22,361 - davarocr - INFO - Epoch [43][100/541] lr: 1.613e-05, eta: 0:12:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5923 +2022-03-11 00:36:23,241 - davarocr - INFO - Epoch [43][105/541] lr: 1.613e-05, eta: 0:12:49, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.5948 +2022-03-11 00:36:24,119 - davarocr - INFO - Epoch [43][110/541] lr: 1.613e-05, eta: 0:12:48, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.5949 +2022-03-11 00:36:25,006 - davarocr - INFO - Epoch [43][115/541] lr: 1.613e-05, eta: 0:12:47, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5927 +2022-03-11 00:36:25,891 - davarocr - INFO - Epoch [43][120/541] lr: 1.613e-05, eta: 0:12:46, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5927 +2022-03-11 00:36:26,793 - davarocr - INFO - Epoch [43][125/541] lr: 1.613e-05, eta: 0:12:45, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5926 +2022-03-11 00:36:27,674 - davarocr - INFO - Epoch [43][130/541] lr: 1.613e-05, eta: 0:12:44, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5923 +2022-03-11 00:36:28,555 - davarocr - INFO - Epoch [43][135/541] lr: 1.613e-05, eta: 0:12:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5923 +2022-03-11 00:36:29,437 - davarocr - INFO - Epoch [43][140/541] lr: 1.613e-05, eta: 0:12:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5923 +2022-03-11 00:36:30,325 - davarocr - INFO - Epoch [43][145/541] lr: 1.613e-05, eta: 0:12:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5980 +2022-03-11 00:36:31,211 - davarocr - INFO - Epoch [43][150/541] lr: 1.613e-05, eta: 0:12:41, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5885 +2022-03-11 00:36:32,086 - davarocr - INFO - Epoch [43][155/541] lr: 1.613e-05, eta: 0:12:40, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5884 +2022-03-11 00:36:32,968 - davarocr - INFO - Epoch [43][160/541] lr: 1.613e-05, eta: 0:12:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5884 +2022-03-11 00:36:33,859 - davarocr - INFO - Epoch [43][165/541] lr: 1.613e-05, eta: 0:12:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.5921 +2022-03-11 00:36:34,746 - davarocr - INFO - Epoch [43][170/541] lr: 1.613e-05, eta: 0:12:37, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.5885 +2022-03-11 00:36:35,642 - davarocr - INFO - Epoch [43][175/541] lr: 1.613e-05, eta: 0:12:36, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0032, end_loss: 0.0000, loss: 0.0032, grad_norm: 2.9886 +2022-03-11 00:36:36,530 - davarocr - INFO - Epoch [43][180/541] lr: 1.613e-05, eta: 0:12:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 0.9320 +2022-03-11 00:36:37,414 - davarocr - INFO - Epoch [43][185/541] lr: 1.613e-05, eta: 0:12:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8709 +2022-03-11 00:36:38,287 - davarocr - INFO - Epoch [43][190/541] lr: 1.613e-05, eta: 0:12:33, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0023, end_loss: 0.0026, loss: 0.0049, grad_norm: 1.2773 +2022-03-11 00:36:39,174 - davarocr - INFO - Epoch [43][195/541] lr: 1.613e-05, eta: 0:12:32, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9178 +2022-03-11 00:36:40,065 - davarocr - INFO - Epoch [43][200/541] lr: 1.613e-05, eta: 0:12:32, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9123 +2022-03-11 00:36:40,942 - davarocr - INFO - Epoch [43][205/541] lr: 1.613e-05, eta: 0:12:31, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9421 +2022-03-11 00:36:41,821 - davarocr - INFO - Epoch [43][210/541] lr: 1.613e-05, eta: 0:12:30, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9143 +2022-03-11 00:36:42,706 - davarocr - INFO - Epoch [43][215/541] lr: 1.613e-05, eta: 0:12:29, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9142 +2022-03-11 00:36:43,589 - davarocr - INFO - Epoch [43][220/541] lr: 1.613e-05, eta: 0:12:28, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9140 +2022-03-11 00:36:44,474 - davarocr - INFO - Epoch [43][225/541] lr: 1.613e-05, eta: 0:12:27, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9146 +2022-03-11 00:36:45,360 - davarocr - INFO - Epoch [43][230/541] lr: 1.613e-05, eta: 0:12:26, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0002, loss: 0.0011, grad_norm: 1.0727 +2022-03-11 00:36:46,253 - davarocr - INFO - Epoch [43][235/541] lr: 1.613e-05, eta: 0:12:25, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9248 +2022-03-11 00:36:47,137 - davarocr - INFO - Epoch [43][240/541] lr: 1.613e-05, eta: 0:12:24, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0022, loss: 0.0022, grad_norm: 1.1041 +2022-03-11 00:36:48,020 - davarocr - INFO - Epoch [43][245/541] lr: 1.613e-05, eta: 0:12:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9377 +2022-03-11 00:36:48,968 - davarocr - INFO - Epoch [43][250/541] lr: 1.613e-05, eta: 0:12:22, time: 0.190, data_time: 0.019, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9305 +2022-03-11 00:36:49,862 - davarocr - INFO - Epoch [43][255/541] lr: 1.613e-05, eta: 0:12:21, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0013, loss: 0.0014, grad_norm: 1.0925 +2022-03-11 00:36:50,776 - davarocr - INFO - Epoch [43][260/541] lr: 1.613e-05, eta: 0:12:21, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9331 +2022-03-11 00:36:51,652 - davarocr - INFO - Epoch [43][265/541] lr: 1.613e-05, eta: 0:12:20, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0000, loss: 0.0007, grad_norm: 0.9383 +2022-03-11 00:36:52,542 - davarocr - INFO - Epoch [43][270/541] lr: 1.613e-05, eta: 0:12:19, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9316 +2022-03-11 00:36:53,422 - davarocr - INFO - Epoch [43][275/541] lr: 1.613e-05, eta: 0:12:18, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0026, loss: 0.0027, grad_norm: 0.9581 +2022-03-11 00:36:54,298 - davarocr - INFO - Epoch [43][280/541] lr: 1.613e-05, eta: 0:12:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9299 +2022-03-11 00:36:55,175 - davarocr - INFO - Epoch [43][285/541] lr: 1.613e-05, eta: 0:12:16, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0014, loss: 0.0014, grad_norm: 1.0220 +2022-03-11 00:36:56,068 - davarocr - INFO - Epoch [43][290/541] lr: 1.613e-05, eta: 0:12:15, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9408 +2022-03-11 00:36:56,950 - davarocr - INFO - Epoch [43][295/541] lr: 1.613e-05, eta: 0:12:14, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.9313 +2022-03-11 00:36:57,846 - davarocr - INFO - Epoch [43][300/541] lr: 1.613e-05, eta: 0:12:13, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.9313 +2022-03-11 00:36:58,729 - davarocr - INFO - Epoch [43][305/541] lr: 1.613e-05, eta: 0:12:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9295 +2022-03-11 00:36:59,617 - davarocr - INFO - Epoch [43][310/541] lr: 1.613e-05, eta: 0:12:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9293 +2022-03-11 00:37:00,504 - davarocr - INFO - Epoch [43][315/541] lr: 1.613e-05, eta: 0:12:10, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9373 +2022-03-11 00:37:01,393 - davarocr - INFO - Epoch [43][320/541] lr: 1.613e-05, eta: 0:12:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.0103 +2022-03-11 00:37:02,271 - davarocr - INFO - Epoch [43][325/541] lr: 1.613e-05, eta: 0:12:09, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9377 +2022-03-11 00:37:03,160 - davarocr - INFO - Epoch [43][330/541] lr: 1.613e-05, eta: 0:12:08, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9379 +2022-03-11 00:37:04,039 - davarocr - INFO - Epoch [43][335/541] lr: 1.613e-05, eta: 0:12:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9377 +2022-03-11 00:37:04,913 - davarocr - INFO - Epoch [43][340/541] lr: 1.613e-05, eta: 0:12:06, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9374 +2022-03-11 00:37:05,793 - davarocr - INFO - Epoch [43][345/541] lr: 1.613e-05, eta: 0:12:05, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0017, end_loss: 0.0029, loss: 0.0046, grad_norm: 1.1580 +2022-03-11 00:37:06,671 - davarocr - INFO - Epoch [43][350/541] lr: 1.613e-05, eta: 0:12:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9549 +2022-03-11 00:37:07,550 - davarocr - INFO - Epoch [43][355/541] lr: 1.613e-05, eta: 0:12:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0008, grad_norm: 0.9952 +2022-03-11 00:37:08,450 - davarocr - INFO - Epoch [43][360/541] lr: 1.613e-05, eta: 0:12:02, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9516 +2022-03-11 00:37:09,352 - davarocr - INFO - Epoch [43][365/541] lr: 1.613e-05, eta: 0:12:01, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9512 +2022-03-11 00:37:10,238 - davarocr - INFO - Epoch [43][370/541] lr: 1.613e-05, eta: 0:12:00, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9662 +2022-03-11 00:37:11,120 - davarocr - INFO - Epoch [43][375/541] lr: 1.613e-05, eta: 0:12:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9514 +2022-03-11 00:37:12,001 - davarocr - INFO - Epoch [43][380/541] lr: 1.613e-05, eta: 0:11:59, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 0.9733 +2022-03-11 00:37:12,880 - davarocr - INFO - Epoch [43][385/541] lr: 1.613e-05, eta: 0:11:58, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9530 +2022-03-11 00:37:13,775 - davarocr - INFO - Epoch [43][390/541] lr: 1.613e-05, eta: 0:11:57, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9674 +2022-03-11 00:37:14,664 - davarocr - INFO - Epoch [43][395/541] lr: 1.613e-05, eta: 0:11:56, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9534 +2022-03-11 00:37:15,545 - davarocr - INFO - Epoch [43][400/541] lr: 1.613e-05, eta: 0:11:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9534 +2022-03-11 00:37:16,434 - davarocr - INFO - Epoch [43][405/541] lr: 1.613e-05, eta: 0:11:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9547 +2022-03-11 00:37:17,322 - davarocr - INFO - Epoch [43][410/541] lr: 1.613e-05, eta: 0:11:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0073 +2022-03-11 00:37:18,206 - davarocr - INFO - Epoch [43][415/541] lr: 1.613e-05, eta: 0:11:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 0.9648 +2022-03-11 00:37:19,087 - davarocr - INFO - Epoch [43][420/541] lr: 1.613e-05, eta: 0:11:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0201 +2022-03-11 00:37:19,967 - davarocr - INFO - Epoch [43][425/541] lr: 1.613e-05, eta: 0:11:50, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9453 +2022-03-11 00:37:20,850 - davarocr - INFO - Epoch [43][430/541] lr: 1.613e-05, eta: 0:11:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 0.9457 +2022-03-11 00:37:21,736 - davarocr - INFO - Epoch [43][435/541] lr: 1.613e-05, eta: 0:11:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9454 +2022-03-11 00:37:22,617 - davarocr - INFO - Epoch [43][440/541] lr: 1.613e-05, eta: 0:11:48, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9453 +2022-03-11 00:37:23,514 - davarocr - INFO - Epoch [43][445/541] lr: 1.613e-05, eta: 0:11:47, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9466 +2022-03-11 00:37:24,400 - davarocr - INFO - Epoch [43][450/541] lr: 1.613e-05, eta: 0:11:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0008, loss: 0.0009, grad_norm: 1.0992 +2022-03-11 00:37:25,276 - davarocr - INFO - Epoch [43][455/541] lr: 1.613e-05, eta: 0:11:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0016, loss: 0.0028, grad_norm: 1.0374 +2022-03-11 00:37:26,154 - davarocr - INFO - Epoch [43][460/541] lr: 1.613e-05, eta: 0:11:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9658 +2022-03-11 00:37:27,044 - davarocr - INFO - Epoch [43][465/541] lr: 1.613e-05, eta: 0:11:43, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0003, loss: 0.0009, grad_norm: 0.9673 +2022-03-11 00:37:27,921 - davarocr - INFO - Epoch [43][470/541] lr: 1.613e-05, eta: 0:11:42, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0019, loss: 0.0033, grad_norm: 0.9692 +2022-03-11 00:37:28,804 - davarocr - INFO - Epoch [43][475/541] lr: 1.613e-05, eta: 0:11:41, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9653 +2022-03-11 00:37:29,686 - davarocr - INFO - Epoch [43][480/541] lr: 1.613e-05, eta: 0:11:40, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9660 +2022-03-11 00:37:30,594 - davarocr - INFO - Epoch [43][485/541] lr: 1.613e-05, eta: 0:11:39, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9649 +2022-03-11 00:37:31,511 - davarocr - INFO - Epoch [43][490/541] lr: 1.613e-05, eta: 0:11:38, time: 0.183, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9708 +2022-03-11 00:37:32,423 - davarocr - INFO - Epoch [43][495/541] lr: 1.613e-05, eta: 0:11:38, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9646 +2022-03-11 00:37:33,324 - davarocr - INFO - Epoch [43][500/541] lr: 1.613e-05, eta: 0:11:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9686 +2022-03-11 00:37:34,207 - davarocr - INFO - Epoch [43][505/541] lr: 1.613e-05, eta: 0:11:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 1.1212 +2022-03-11 00:37:35,092 - davarocr - INFO - Epoch [43][510/541] lr: 1.613e-05, eta: 0:11:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9673 +2022-03-11 00:37:35,977 - davarocr - INFO - Epoch [43][515/541] lr: 1.613e-05, eta: 0:11:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9661 +2022-03-11 00:37:36,863 - davarocr - INFO - Epoch [43][520/541] lr: 1.613e-05, eta: 0:11:33, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9661 +2022-03-11 00:37:37,768 - davarocr - INFO - Epoch [43][525/541] lr: 1.613e-05, eta: 0:11:32, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9669 +2022-03-11 00:37:38,647 - davarocr - INFO - Epoch [43][530/541] lr: 1.613e-05, eta: 0:11:31, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9657 +2022-03-11 00:37:39,524 - davarocr - INFO - Epoch [43][535/541] lr: 1.613e-05, eta: 0:11:30, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9657 +2022-03-11 00:37:40,407 - davarocr - INFO - Epoch [43][540/541] lr: 1.613e-05, eta: 0:11:29, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9791 +2022-03-11 00:37:54,313 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:37:54,314 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:37:54,314 - davarocr - INFO - Epoch(val) [43][541] LOC: {'precision': 0.9367781155015198, 'recall': 0.9238609112709832, 'f1-score': 0.9302746755206762}, PER: {'precision': 0.9548825710754018, 'recall': 0.9554730983302412, 'f1-score': 0.9551777434312211}, MISC: {'precision': 0.8465991316931982, 'recall': 0.8333333333333334, 'f1-score': 0.8399138549892319}, ORG: {'precision': 0.893048128342246, 'recall': 0.9048765803732691, 'f1-score': 0.8989234449760766}, all: {'precision': 0.917864112116374, 'recall': 0.9160764872521246, 'f1-score': 0.9169694284448384}, hmean: 0.9170 +2022-03-11 00:37:57,689 - davarocr - INFO - Epoch [44][5/541] lr: 1.587e-05, eta: 0:11:29, time: 0.674, data_time: 0.485, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9658 +2022-03-11 00:37:58,569 - davarocr - INFO - Epoch [44][10/541] lr: 1.587e-05, eta: 0:11:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9658 +2022-03-11 00:37:59,463 - davarocr - INFO - Epoch [44][15/541] lr: 1.587e-05, eta: 0:11:27, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0211 +2022-03-11 00:38:00,383 - davarocr - INFO - Epoch [44][20/541] lr: 1.587e-05, eta: 0:11:26, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.0548 +2022-03-11 00:38:01,296 - davarocr - INFO - Epoch [44][25/541] lr: 1.587e-05, eta: 0:11:25, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9721 +2022-03-11 00:38:02,203 - davarocr - INFO - Epoch [44][30/541] lr: 1.587e-05, eta: 0:11:24, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0012, end_loss: 0.0027, loss: 0.0038, grad_norm: 1.2058 +2022-03-11 00:38:03,109 - davarocr - INFO - Epoch [44][35/541] lr: 1.587e-05, eta: 0:11:23, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0341 +2022-03-11 00:38:04,019 - davarocr - INFO - Epoch [44][40/541] lr: 1.587e-05, eta: 0:11:22, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9769 +2022-03-11 00:38:04,927 - davarocr - INFO - Epoch [44][45/541] lr: 1.587e-05, eta: 0:11:21, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9768 +2022-03-11 00:38:05,849 - davarocr - INFO - Epoch [44][50/541] lr: 1.587e-05, eta: 0:11:20, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9778 +2022-03-11 00:38:06,758 - davarocr - INFO - Epoch [44][55/541] lr: 1.587e-05, eta: 0:11:19, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0014, grad_norm: 0.9962 +2022-03-11 00:38:07,680 - davarocr - INFO - Epoch [44][60/541] lr: 1.587e-05, eta: 0:11:19, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9801 +2022-03-11 00:38:08,588 - davarocr - INFO - Epoch [44][65/541] lr: 1.587e-05, eta: 0:11:18, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9851 +2022-03-11 00:38:09,497 - davarocr - INFO - Epoch [44][70/541] lr: 1.587e-05, eta: 0:11:17, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.9964 +2022-03-11 00:38:10,408 - davarocr - INFO - Epoch [44][75/541] lr: 1.587e-05, eta: 0:11:16, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9778 +2022-03-11 00:38:11,308 - davarocr - INFO - Epoch [44][80/541] lr: 1.587e-05, eta: 0:11:15, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9791 +2022-03-11 00:38:12,214 - davarocr - INFO - Epoch [44][85/541] lr: 1.587e-05, eta: 0:11:14, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9997 +2022-03-11 00:38:13,125 - davarocr - INFO - Epoch [44][90/541] lr: 1.587e-05, eta: 0:11:13, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.9719 +2022-03-11 00:38:14,032 - davarocr - INFO - Epoch [44][95/541] lr: 1.587e-05, eta: 0:11:12, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9714 +2022-03-11 00:38:14,934 - davarocr - INFO - Epoch [44][100/541] lr: 1.587e-05, eta: 0:11:11, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9714 +2022-03-11 00:38:15,854 - davarocr - INFO - Epoch [44][105/541] lr: 1.587e-05, eta: 0:11:10, time: 0.184, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9714 +2022-03-11 00:38:16,766 - davarocr - INFO - Epoch [44][110/541] lr: 1.587e-05, eta: 0:11:09, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9714 +2022-03-11 00:38:17,677 - davarocr - INFO - Epoch [44][115/541] lr: 1.587e-05, eta: 0:11:09, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0009, loss: 0.0017, grad_norm: 0.9746 +2022-03-11 00:38:18,589 - davarocr - INFO - Epoch [44][120/541] lr: 1.587e-05, eta: 0:11:08, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9740 +2022-03-11 00:38:19,489 - davarocr - INFO - Epoch [44][125/541] lr: 1.587e-05, eta: 0:11:07, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9711 +2022-03-11 00:38:20,400 - davarocr - INFO - Epoch [44][130/541] lr: 1.587e-05, eta: 0:11:06, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9711 +2022-03-11 00:38:21,307 - davarocr - INFO - Epoch [44][135/541] lr: 1.587e-05, eta: 0:11:05, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0013, end_loss: 0.0009, loss: 0.0022, grad_norm: 0.9744 +2022-03-11 00:38:22,224 - davarocr - INFO - Epoch [44][140/541] lr: 1.587e-05, eta: 0:11:04, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9715 +2022-03-11 00:38:23,142 - davarocr - INFO - Epoch [44][145/541] lr: 1.587e-05, eta: 0:11:03, time: 0.185, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 0.9876 +2022-03-11 00:38:24,029 - davarocr - INFO - Epoch [44][150/541] lr: 1.587e-05, eta: 0:11:02, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0016, loss: 0.0016, grad_norm: 1.0250 +2022-03-11 00:38:24,921 - davarocr - INFO - Epoch [44][155/541] lr: 1.587e-05, eta: 0:11:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9716 +2022-03-11 00:38:25,801 - davarocr - INFO - Epoch [44][160/541] lr: 1.587e-05, eta: 0:11:00, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9716 +2022-03-11 00:38:26,697 - davarocr - INFO - Epoch [44][165/541] lr: 1.587e-05, eta: 0:10:59, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9716 +2022-03-11 00:38:27,578 - davarocr - INFO - Epoch [44][170/541] lr: 1.587e-05, eta: 0:10:59, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.9745 +2022-03-11 00:38:28,460 - davarocr - INFO - Epoch [44][175/541] lr: 1.587e-05, eta: 0:10:58, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9736 +2022-03-11 00:38:29,339 - davarocr - INFO - Epoch [44][180/541] lr: 1.587e-05, eta: 0:10:57, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0585 +2022-03-11 00:38:30,220 - davarocr - INFO - Epoch [44][185/541] lr: 1.587e-05, eta: 0:10:56, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9740 +2022-03-11 00:38:31,105 - davarocr - INFO - Epoch [44][190/541] lr: 1.587e-05, eta: 0:10:55, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9728 +2022-03-11 00:38:31,995 - davarocr - INFO - Epoch [44][195/541] lr: 1.587e-05, eta: 0:10:54, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0015, end_loss: 0.0016, loss: 0.0031, grad_norm: 1.4306 +2022-03-11 00:38:32,868 - davarocr - INFO - Epoch [44][200/541] lr: 1.587e-05, eta: 0:10:53, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0172 +2022-03-11 00:38:33,745 - davarocr - INFO - Epoch [44][205/541] lr: 1.587e-05, eta: 0:10:52, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0291 +2022-03-11 00:38:34,624 - davarocr - INFO - Epoch [44][210/541] lr: 1.587e-05, eta: 0:10:51, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0027, end_loss: 0.0043, loss: 0.0070, grad_norm: 1.1522 +2022-03-11 00:38:35,505 - davarocr - INFO - Epoch [44][215/541] lr: 1.587e-05, eta: 0:10:50, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0162 +2022-03-11 00:38:36,382 - davarocr - INFO - Epoch [44][220/541] lr: 1.587e-05, eta: 0:10:49, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0149 +2022-03-11 00:38:37,262 - davarocr - INFO - Epoch [44][225/541] lr: 1.587e-05, eta: 0:10:48, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.0610 +2022-03-11 00:38:38,144 - davarocr - INFO - Epoch [44][230/541] lr: 1.587e-05, eta: 0:10:48, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0132 +2022-03-11 00:38:39,028 - davarocr - INFO - Epoch [44][235/541] lr: 1.587e-05, eta: 0:10:47, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0129 +2022-03-11 00:38:39,907 - davarocr - INFO - Epoch [44][240/541] lr: 1.587e-05, eta: 0:10:46, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0170 +2022-03-11 00:38:40,777 - davarocr - INFO - Epoch [44][245/541] lr: 1.587e-05, eta: 0:10:45, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0134 +2022-03-11 00:38:41,658 - davarocr - INFO - Epoch [44][250/541] lr: 1.587e-05, eta: 0:10:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0134 +2022-03-11 00:38:42,529 - davarocr - INFO - Epoch [44][255/541] lr: 1.587e-05, eta: 0:10:43, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0134 +2022-03-11 00:38:43,416 - davarocr - INFO - Epoch [44][260/541] lr: 1.587e-05, eta: 0:10:42, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.0236 +2022-03-11 00:38:44,295 - davarocr - INFO - Epoch [44][265/541] lr: 1.587e-05, eta: 0:10:41, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.0110 +2022-03-11 00:38:45,180 - davarocr - INFO - Epoch [44][270/541] lr: 1.587e-05, eta: 0:10:40, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0114 +2022-03-11 00:38:46,063 - davarocr - INFO - Epoch [44][275/541] lr: 1.587e-05, eta: 0:10:39, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0112 +2022-03-11 00:38:46,947 - davarocr - INFO - Epoch [44][280/541] lr: 1.587e-05, eta: 0:10:38, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0112 +2022-03-11 00:38:47,824 - davarocr - INFO - Epoch [44][285/541] lr: 1.587e-05, eta: 0:10:37, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0111 +2022-03-11 00:38:48,703 - davarocr - INFO - Epoch [44][290/541] lr: 1.587e-05, eta: 0:10:37, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0111 +2022-03-11 00:38:49,591 - davarocr - INFO - Epoch [44][295/541] lr: 1.587e-05, eta: 0:10:36, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0115 +2022-03-11 00:38:50,472 - davarocr - INFO - Epoch [44][300/541] lr: 1.587e-05, eta: 0:10:35, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0008, end_loss: 0.0006, loss: 0.0014, grad_norm: 1.0552 +2022-03-11 00:38:51,352 - davarocr - INFO - Epoch [44][305/541] lr: 1.587e-05, eta: 0:10:34, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0156 +2022-03-11 00:38:52,231 - davarocr - INFO - Epoch [44][310/541] lr: 1.587e-05, eta: 0:10:33, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0051, end_loss: 0.0000, loss: 0.0051, grad_norm: 2.4355 +2022-03-11 00:38:53,117 - davarocr - INFO - Epoch [44][315/541] lr: 1.587e-05, eta: 0:10:32, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7844 +2022-03-11 00:38:53,997 - davarocr - INFO - Epoch [44][320/541] lr: 1.587e-05, eta: 0:10:31, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7839 +2022-03-11 00:38:54,881 - davarocr - INFO - Epoch [44][325/541] lr: 1.587e-05, eta: 0:10:30, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0023, loss: 0.0024, grad_norm: 0.8081 +2022-03-11 00:38:55,766 - davarocr - INFO - Epoch [44][330/541] lr: 1.587e-05, eta: 0:10:29, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7842 +2022-03-11 00:38:56,656 - davarocr - INFO - Epoch [44][335/541] lr: 1.587e-05, eta: 0:10:28, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7842 +2022-03-11 00:38:57,532 - davarocr - INFO - Epoch [44][340/541] lr: 1.587e-05, eta: 0:10:27, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7851 +2022-03-11 00:38:58,398 - davarocr - INFO - Epoch [44][345/541] lr: 1.587e-05, eta: 0:10:26, time: 0.173, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 0.8516 +2022-03-11 00:38:59,278 - davarocr - INFO - Epoch [44][350/541] lr: 1.587e-05, eta: 0:10:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 1.2288 +2022-03-11 00:39:00,153 - davarocr - INFO - Epoch [44][355/541] lr: 1.587e-05, eta: 0:10:25, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0007, grad_norm: 0.9493 +2022-03-11 00:39:01,033 - davarocr - INFO - Epoch [44][360/541] lr: 1.587e-05, eta: 0:10:24, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.8294 +2022-03-11 00:39:01,913 - davarocr - INFO - Epoch [44][365/541] lr: 1.587e-05, eta: 0:10:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8283 +2022-03-11 00:39:02,802 - davarocr - INFO - Epoch [44][370/541] lr: 1.587e-05, eta: 0:10:22, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 1.1209 +2022-03-11 00:39:03,686 - davarocr - INFO - Epoch [44][375/541] lr: 1.587e-05, eta: 0:10:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8489 +2022-03-11 00:39:04,576 - davarocr - INFO - Epoch [44][380/541] lr: 1.587e-05, eta: 0:10:20, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8516 +2022-03-11 00:39:05,457 - davarocr - INFO - Epoch [44][385/541] lr: 1.587e-05, eta: 0:10:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8467 +2022-03-11 00:39:06,369 - davarocr - INFO - Epoch [44][390/541] lr: 1.587e-05, eta: 0:10:18, time: 0.185, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 0.9919 +2022-03-11 00:39:07,246 - davarocr - INFO - Epoch [44][395/541] lr: 1.587e-05, eta: 0:10:17, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0022, end_loss: 0.0000, loss: 0.0023, grad_norm: 1.0395 +2022-03-11 00:39:08,134 - davarocr - INFO - Epoch [44][400/541] lr: 1.587e-05, eta: 0:10:16, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8580 +2022-03-11 00:39:09,017 - davarocr - INFO - Epoch [44][405/541] lr: 1.587e-05, eta: 0:10:16, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8577 +2022-03-11 00:39:09,910 - davarocr - INFO - Epoch [44][410/541] lr: 1.587e-05, eta: 0:10:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0008, loss: 0.0014, grad_norm: 1.0228 +2022-03-11 00:39:10,791 - davarocr - INFO - Epoch [44][415/541] lr: 1.587e-05, eta: 0:10:14, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9550 +2022-03-11 00:39:11,676 - davarocr - INFO - Epoch [44][420/541] lr: 1.587e-05, eta: 0:10:13, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 0.9710 +2022-03-11 00:39:12,569 - davarocr - INFO - Epoch [44][425/541] lr: 1.587e-05, eta: 0:10:12, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8853 +2022-03-11 00:39:13,464 - davarocr - INFO - Epoch [44][430/541] lr: 1.587e-05, eta: 0:10:11, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8848 +2022-03-11 00:39:14,353 - davarocr - INFO - Epoch [44][435/541] lr: 1.587e-05, eta: 0:10:10, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.8878 +2022-03-11 00:39:15,238 - davarocr - INFO - Epoch [44][440/541] lr: 1.587e-05, eta: 0:10:09, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8840 +2022-03-11 00:39:16,136 - davarocr - INFO - Epoch [44][445/541] lr: 1.587e-05, eta: 0:10:08, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0003, loss: 0.0010, grad_norm: 0.8855 +2022-03-11 00:39:17,016 - davarocr - INFO - Epoch [44][450/541] lr: 1.587e-05, eta: 0:10:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0003, loss: 0.0006, grad_norm: 0.9015 +2022-03-11 00:39:17,896 - davarocr - INFO - Epoch [44][455/541] lr: 1.587e-05, eta: 0:10:06, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0005, end_loss: 0.0014, loss: 0.0019, grad_norm: 1.0732 +2022-03-11 00:39:18,772 - davarocr - INFO - Epoch [44][460/541] lr: 1.587e-05, eta: 0:10:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8822 +2022-03-11 00:39:19,657 - davarocr - INFO - Epoch [44][465/541] lr: 1.587e-05, eta: 0:10:05, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8824 +2022-03-11 00:39:20,537 - davarocr - INFO - Epoch [44][470/541] lr: 1.587e-05, eta: 0:10:04, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8824 +2022-03-11 00:39:21,427 - davarocr - INFO - Epoch [44][475/541] lr: 1.587e-05, eta: 0:10:03, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8834 +2022-03-11 00:39:22,307 - davarocr - INFO - Epoch [44][480/541] lr: 1.587e-05, eta: 0:10:02, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0018, end_loss: 0.0015, loss: 0.0033, grad_norm: 0.9785 +2022-03-11 00:39:23,189 - davarocr - INFO - Epoch [44][485/541] lr: 1.587e-05, eta: 0:10:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8839 +2022-03-11 00:39:24,078 - davarocr - INFO - Epoch [44][490/541] lr: 1.587e-05, eta: 0:10:00, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8841 +2022-03-11 00:39:24,956 - davarocr - INFO - Epoch [44][495/541] lr: 1.587e-05, eta: 0:09:59, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8842 +2022-03-11 00:39:25,836 - davarocr - INFO - Epoch [44][500/541] lr: 1.587e-05, eta: 0:09:58, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8842 +2022-03-11 00:39:26,738 - davarocr - INFO - Epoch [44][505/541] lr: 1.587e-05, eta: 0:09:57, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8841 +2022-03-11 00:39:27,618 - davarocr - INFO - Epoch [44][510/541] lr: 1.587e-05, eta: 0:09:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8852 +2022-03-11 00:39:28,509 - davarocr - INFO - Epoch [44][515/541] lr: 1.587e-05, eta: 0:09:55, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8834 +2022-03-11 00:39:29,395 - davarocr - INFO - Epoch [44][520/541] lr: 1.587e-05, eta: 0:09:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8836 +2022-03-11 00:39:30,279 - davarocr - INFO - Epoch [44][525/541] lr: 1.587e-05, eta: 0:09:54, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8843 +2022-03-11 00:39:31,159 - davarocr - INFO - Epoch [44][530/541] lr: 1.587e-05, eta: 0:09:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8834 +2022-03-11 00:39:32,038 - davarocr - INFO - Epoch [44][535/541] lr: 1.587e-05, eta: 0:09:52, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0843 +2022-03-11 00:39:32,921 - davarocr - INFO - Epoch [44][540/541] lr: 1.587e-05, eta: 0:09:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8917 +2022-03-11 00:39:47,085 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:39:47,086 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:39:47,086 - davarocr - INFO - Epoch(val) [44][541] LOC: {'precision': 0.9471419791026429, 'recall': 0.9238609112709832, 'f1-score': 0.9353566009104703}, PER: {'precision': 0.964735516372796, 'recall': 0.9474335188620903, 'f1-score': 0.95600624024961}, MISC: {'precision': 0.8338068181818182, 'recall': 0.8361823361823362, 'f1-score': 0.8349928876244666}, ORG: {'precision': 0.8875809299587993, 'recall': 0.9078868151715834, 'f1-score': 0.8976190476190478}, all: {'precision': 0.9199003203987184, 'recall': 0.9150141643059491, 'f1-score': 0.9174507367299841}, hmean: 0.9175 +2022-03-11 00:39:50,521 - davarocr - INFO - Epoch [45][5/541] lr: 1.563e-05, eta: 0:09:50, time: 0.686, data_time: 0.509, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8918 +2022-03-11 00:39:51,404 - davarocr - INFO - Epoch [45][10/541] lr: 1.563e-05, eta: 0:09:49, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0007, end_loss: 0.0009, loss: 0.0016, grad_norm: 0.8930 +2022-03-11 00:39:52,308 - davarocr - INFO - Epoch [45][15/541] lr: 1.563e-05, eta: 0:09:48, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8961 +2022-03-11 00:39:53,207 - davarocr - INFO - Epoch [45][20/541] lr: 1.563e-05, eta: 0:09:47, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8942 +2022-03-11 00:39:54,102 - davarocr - INFO - Epoch [45][25/541] lr: 1.563e-05, eta: 0:09:46, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8932 +2022-03-11 00:39:54,982 - davarocr - INFO - Epoch [45][30/541] lr: 1.563e-05, eta: 0:09:45, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8938 +2022-03-11 00:39:55,869 - davarocr - INFO - Epoch [45][35/541] lr: 1.563e-05, eta: 0:09:45, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.8941 +2022-03-11 00:39:56,753 - davarocr - INFO - Epoch [45][40/541] lr: 1.563e-05, eta: 0:09:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8942 +2022-03-11 00:39:57,634 - davarocr - INFO - Epoch [45][45/541] lr: 1.563e-05, eta: 0:09:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 1.5663 +2022-03-11 00:39:58,523 - davarocr - INFO - Epoch [45][50/541] lr: 1.563e-05, eta: 0:09:42, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0294 +2022-03-11 00:39:59,412 - davarocr - INFO - Epoch [45][55/541] lr: 1.563e-05, eta: 0:09:41, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9575 +2022-03-11 00:40:00,326 - davarocr - INFO - Epoch [45][60/541] lr: 1.563e-05, eta: 0:09:40, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9572 +2022-03-11 00:40:01,236 - davarocr - INFO - Epoch [45][65/541] lr: 1.563e-05, eta: 0:09:39, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0012, end_loss: 0.0001, loss: 0.0013, grad_norm: 1.1731 +2022-03-11 00:40:02,148 - davarocr - INFO - Epoch [45][70/541] lr: 1.563e-05, eta: 0:09:38, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0007, end_loss: 0.0018, loss: 0.0025, grad_norm: 0.9486 +2022-03-11 00:40:03,064 - davarocr - INFO - Epoch [45][75/541] lr: 1.563e-05, eta: 0:09:37, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9442 +2022-03-11 00:40:03,972 - davarocr - INFO - Epoch [45][80/541] lr: 1.563e-05, eta: 0:09:36, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9438 +2022-03-11 00:40:04,858 - davarocr - INFO - Epoch [45][85/541] lr: 1.563e-05, eta: 0:09:35, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.9615 +2022-03-11 00:40:05,746 - davarocr - INFO - Epoch [45][90/541] lr: 1.563e-05, eta: 0:09:35, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9443 +2022-03-11 00:40:06,625 - davarocr - INFO - Epoch [45][95/541] lr: 1.563e-05, eta: 0:09:34, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9502 +2022-03-11 00:40:07,522 - davarocr - INFO - Epoch [45][100/541] lr: 1.563e-05, eta: 0:09:33, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9448 +2022-03-11 00:40:08,402 - davarocr - INFO - Epoch [45][105/541] lr: 1.563e-05, eta: 0:09:32, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9441 +2022-03-11 00:40:09,274 - davarocr - INFO - Epoch [45][110/541] lr: 1.563e-05, eta: 0:09:31, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9440 +2022-03-11 00:40:10,147 - davarocr - INFO - Epoch [45][115/541] lr: 1.563e-05, eta: 0:09:30, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9466 +2022-03-11 00:40:11,018 - davarocr - INFO - Epoch [45][120/541] lr: 1.563e-05, eta: 0:09:29, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.3723 +2022-03-11 00:40:11,893 - davarocr - INFO - Epoch [45][125/541] lr: 1.563e-05, eta: 0:09:28, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9615 +2022-03-11 00:40:12,769 - davarocr - INFO - Epoch [45][130/541] lr: 1.563e-05, eta: 0:09:27, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9615 +2022-03-11 00:40:13,668 - davarocr - INFO - Epoch [45][135/541] lr: 1.563e-05, eta: 0:09:26, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9611 +2022-03-11 00:40:14,551 - davarocr - INFO - Epoch [45][140/541] lr: 1.563e-05, eta: 0:09:25, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0014, end_loss: 0.0000, loss: 0.0014, grad_norm: 2.7996 +2022-03-11 00:40:15,440 - davarocr - INFO - Epoch [45][145/541] lr: 1.563e-05, eta: 0:09:24, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6199 +2022-03-11 00:40:16,360 - davarocr - INFO - Epoch [45][150/541] lr: 1.563e-05, eta: 0:09:24, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6197 +2022-03-11 00:40:17,271 - davarocr - INFO - Epoch [45][155/541] lr: 1.563e-05, eta: 0:09:23, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6195 +2022-03-11 00:40:18,154 - davarocr - INFO - Epoch [45][160/541] lr: 1.563e-05, eta: 0:09:22, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6198 +2022-03-11 00:40:19,055 - davarocr - INFO - Epoch [45][165/541] lr: 1.563e-05, eta: 0:09:21, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6188 +2022-03-11 00:40:19,948 - davarocr - INFO - Epoch [45][170/541] lr: 1.563e-05, eta: 0:09:20, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6188 +2022-03-11 00:40:20,837 - davarocr - INFO - Epoch [45][175/541] lr: 1.563e-05, eta: 0:09:19, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6199 +2022-03-11 00:40:21,746 - davarocr - INFO - Epoch [45][180/541] lr: 1.563e-05, eta: 0:09:18, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6188 +2022-03-11 00:40:22,688 - davarocr - INFO - Epoch [45][185/541] lr: 1.563e-05, eta: 0:09:17, time: 0.188, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.6204 +2022-03-11 00:40:23,599 - davarocr - INFO - Epoch [45][190/541] lr: 1.563e-05, eta: 0:09:16, time: 0.185, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6185 +2022-03-11 00:40:24,509 - davarocr - INFO - Epoch [45][195/541] lr: 1.563e-05, eta: 0:09:15, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6248 +2022-03-11 00:40:25,417 - davarocr - INFO - Epoch [45][200/541] lr: 1.563e-05, eta: 0:09:14, time: 0.183, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0000, loss: 0.0010, grad_norm: 0.8763 +2022-03-11 00:40:26,317 - davarocr - INFO - Epoch [45][205/541] lr: 1.563e-05, eta: 0:09:14, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6452 +2022-03-11 00:40:27,223 - davarocr - INFO - Epoch [45][210/541] lr: 1.563e-05, eta: 0:09:13, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6451 +2022-03-11 00:40:28,132 - davarocr - INFO - Epoch [45][215/541] lr: 1.563e-05, eta: 0:09:12, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6447 +2022-03-11 00:40:29,038 - davarocr - INFO - Epoch [45][220/541] lr: 1.563e-05, eta: 0:09:11, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0017, loss: 0.0026, grad_norm: 1.3237 +2022-03-11 00:40:29,948 - davarocr - INFO - Epoch [45][225/541] lr: 1.563e-05, eta: 0:09:10, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 0.8721 +2022-03-11 00:40:30,859 - davarocr - INFO - Epoch [45][230/541] lr: 1.563e-05, eta: 0:09:09, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7569 +2022-03-11 00:40:31,760 - davarocr - INFO - Epoch [45][235/541] lr: 1.563e-05, eta: 0:09:08, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0008, loss: 0.0011, grad_norm: 0.8755 +2022-03-11 00:40:32,668 - davarocr - INFO - Epoch [45][240/541] lr: 1.563e-05, eta: 0:09:07, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.1275 +2022-03-11 00:40:33,612 - davarocr - INFO - Epoch [45][245/541] lr: 1.563e-05, eta: 0:09:06, time: 0.188, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8143 +2022-03-11 00:40:34,529 - davarocr - INFO - Epoch [45][250/541] lr: 1.563e-05, eta: 0:09:05, time: 0.184, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7953 +2022-03-11 00:40:35,461 - davarocr - INFO - Epoch [45][255/541] lr: 1.563e-05, eta: 0:09:04, time: 0.187, data_time: 0.008, memory: 5192, start_loss: 0.0105, end_loss: 0.0001, loss: 0.0106, grad_norm: 0.8342 +2022-03-11 00:40:36,362 - davarocr - INFO - Epoch [45][260/541] lr: 1.563e-05, eta: 0:09:04, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8079 +2022-03-11 00:40:37,265 - davarocr - INFO - Epoch [45][265/541] lr: 1.563e-05, eta: 0:09:03, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0068, end_loss: 0.0000, loss: 0.0068, grad_norm: 0.8083 +2022-03-11 00:40:38,158 - davarocr - INFO - Epoch [45][270/541] lr: 1.563e-05, eta: 0:09:02, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7948 +2022-03-11 00:40:39,053 - davarocr - INFO - Epoch [45][275/541] lr: 1.563e-05, eta: 0:09:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7939 +2022-03-11 00:40:39,958 - davarocr - INFO - Epoch [45][280/541] lr: 1.563e-05, eta: 0:09:00, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.8501 +2022-03-11 00:40:40,841 - davarocr - INFO - Epoch [45][285/541] lr: 1.563e-05, eta: 0:08:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0006, loss: 0.0007, grad_norm: 1.0976 +2022-03-11 00:40:41,747 - davarocr - INFO - Epoch [45][290/541] lr: 1.563e-05, eta: 0:08:58, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8206 +2022-03-11 00:40:42,648 - davarocr - INFO - Epoch [45][295/541] lr: 1.563e-05, eta: 0:08:57, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8193 +2022-03-11 00:40:43,541 - davarocr - INFO - Epoch [45][300/541] lr: 1.563e-05, eta: 0:08:56, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8192 +2022-03-11 00:40:44,432 - davarocr - INFO - Epoch [45][305/541] lr: 1.563e-05, eta: 0:08:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8405 +2022-03-11 00:40:45,314 - davarocr - INFO - Epoch [45][310/541] lr: 1.563e-05, eta: 0:08:54, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0022, loss: 0.0023, grad_norm: 1.0251 +2022-03-11 00:40:46,203 - davarocr - INFO - Epoch [45][315/541] lr: 1.563e-05, eta: 0:08:53, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8249 +2022-03-11 00:40:47,082 - davarocr - INFO - Epoch [45][320/541] lr: 1.563e-05, eta: 0:08:53, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8464 +2022-03-11 00:40:47,968 - davarocr - INFO - Epoch [45][325/541] lr: 1.563e-05, eta: 0:08:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0033, loss: 0.0045, grad_norm: 1.5941 +2022-03-11 00:40:48,853 - davarocr - INFO - Epoch [45][330/541] lr: 1.563e-05, eta: 0:08:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0011, loss: 0.0018, grad_norm: 0.9128 +2022-03-11 00:40:49,759 - davarocr - INFO - Epoch [45][335/541] lr: 1.563e-05, eta: 0:08:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0020, loss: 0.0028, grad_norm: 1.1305 +2022-03-11 00:40:50,657 - davarocr - INFO - Epoch [45][340/541] lr: 1.563e-05, eta: 0:08:49, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0020, loss: 0.0029, grad_norm: 1.1620 +2022-03-11 00:40:51,548 - davarocr - INFO - Epoch [45][345/541] lr: 1.563e-05, eta: 0:08:48, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0004, loss: 0.0021, grad_norm: 1.4163 +2022-03-11 00:40:52,468 - davarocr - INFO - Epoch [45][350/541] lr: 1.563e-05, eta: 0:08:47, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9333 +2022-03-11 00:40:53,359 - davarocr - INFO - Epoch [45][355/541] lr: 1.563e-05, eta: 0:08:46, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9318 +2022-03-11 00:40:54,249 - davarocr - INFO - Epoch [45][360/541] lr: 1.563e-05, eta: 0:08:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9352 +2022-03-11 00:40:55,131 - davarocr - INFO - Epoch [45][365/541] lr: 1.563e-05, eta: 0:08:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9309 +2022-03-11 00:40:56,015 - davarocr - INFO - Epoch [45][370/541] lr: 1.563e-05, eta: 0:08:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9310 +2022-03-11 00:40:56,906 - davarocr - INFO - Epoch [45][375/541] lr: 1.563e-05, eta: 0:08:43, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9345 +2022-03-11 00:40:57,798 - davarocr - INFO - Epoch [45][380/541] lr: 1.563e-05, eta: 0:08:42, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 0.9519 +2022-03-11 00:40:58,698 - davarocr - INFO - Epoch [45][385/541] lr: 1.563e-05, eta: 0:08:41, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.1821 +2022-03-11 00:40:59,581 - davarocr - INFO - Epoch [45][390/541] lr: 1.563e-05, eta: 0:08:40, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.2476 +2022-03-11 00:41:00,491 - davarocr - INFO - Epoch [45][395/541] lr: 1.563e-05, eta: 0:08:39, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9342 +2022-03-11 00:41:01,384 - davarocr - INFO - Epoch [45][400/541] lr: 1.563e-05, eta: 0:08:38, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0007, loss: 0.0009, grad_norm: 0.9360 +2022-03-11 00:41:02,280 - davarocr - INFO - Epoch [45][405/541] lr: 1.563e-05, eta: 0:08:37, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0061, end_loss: 0.0060, loss: 0.0121, grad_norm: 1.4184 +2022-03-11 00:41:03,162 - davarocr - INFO - Epoch [45][410/541] lr: 1.563e-05, eta: 0:08:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0013, grad_norm: 1.2490 +2022-03-11 00:41:04,058 - davarocr - INFO - Epoch [45][415/541] lr: 1.563e-05, eta: 0:08:35, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0024, end_loss: 0.0000, loss: 0.0024, grad_norm: 1.1981 +2022-03-11 00:41:04,945 - davarocr - INFO - Epoch [45][420/541] lr: 1.563e-05, eta: 0:08:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9763 +2022-03-11 00:41:05,849 - davarocr - INFO - Epoch [45][425/541] lr: 1.563e-05, eta: 0:08:33, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9762 +2022-03-11 00:41:06,755 - davarocr - INFO - Epoch [45][430/541] lr: 1.563e-05, eta: 0:08:32, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9763 +2022-03-11 00:41:07,633 - davarocr - INFO - Epoch [45][435/541] lr: 1.563e-05, eta: 0:08:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0018, loss: 0.0032, grad_norm: 1.4094 +2022-03-11 00:41:08,514 - davarocr - INFO - Epoch [45][440/541] lr: 1.563e-05, eta: 0:08:31, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0040 +2022-03-11 00:41:09,398 - davarocr - INFO - Epoch [45][445/541] lr: 1.563e-05, eta: 0:08:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0014 +2022-03-11 00:41:10,286 - davarocr - INFO - Epoch [45][450/541] lr: 1.563e-05, eta: 0:08:29, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0010, loss: 0.0010, grad_norm: 1.2974 +2022-03-11 00:41:11,175 - davarocr - INFO - Epoch [45][455/541] lr: 1.563e-05, eta: 0:08:28, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 1.3225 +2022-03-11 00:41:12,053 - davarocr - INFO - Epoch [45][460/541] lr: 1.563e-05, eta: 0:08:27, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0602 +2022-03-11 00:41:12,937 - davarocr - INFO - Epoch [45][465/541] lr: 1.563e-05, eta: 0:08:26, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 1.0082 +2022-03-11 00:41:13,824 - davarocr - INFO - Epoch [45][470/541] lr: 1.563e-05, eta: 0:08:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 1.0103 +2022-03-11 00:41:14,734 - davarocr - INFO - Epoch [45][475/541] lr: 1.563e-05, eta: 0:08:24, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0186 +2022-03-11 00:41:15,621 - davarocr - INFO - Epoch [45][480/541] lr: 1.563e-05, eta: 0:08:23, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0069 +2022-03-11 00:41:16,510 - davarocr - INFO - Epoch [45][485/541] lr: 1.563e-05, eta: 0:08:22, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0043 +2022-03-11 00:41:17,404 - davarocr - INFO - Epoch [45][490/541] lr: 1.563e-05, eta: 0:08:22, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0323 +2022-03-11 00:41:18,306 - davarocr - INFO - Epoch [45][495/541] lr: 1.563e-05, eta: 0:08:21, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0058 +2022-03-11 00:41:19,188 - davarocr - INFO - Epoch [45][500/541] lr: 1.563e-05, eta: 0:08:20, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0018, loss: 0.0018, grad_norm: 1.3250 +2022-03-11 00:41:20,083 - davarocr - INFO - Epoch [45][505/541] lr: 1.563e-05, eta: 0:08:19, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0054 +2022-03-11 00:41:20,975 - davarocr - INFO - Epoch [45][510/541] lr: 1.563e-05, eta: 0:08:18, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0075 +2022-03-11 00:41:21,875 - davarocr - INFO - Epoch [45][515/541] lr: 1.563e-05, eta: 0:08:17, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0059 +2022-03-11 00:41:22,779 - davarocr - INFO - Epoch [45][520/541] lr: 1.563e-05, eta: 0:08:16, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0007, loss: 0.0015, grad_norm: 1.2050 +2022-03-11 00:41:23,668 - davarocr - INFO - Epoch [45][525/541] lr: 1.563e-05, eta: 0:08:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0014, loss: 0.0032, grad_norm: 1.0557 +2022-03-11 00:41:24,552 - davarocr - INFO - Epoch [45][530/541] lr: 1.563e-05, eta: 0:08:14, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0005, grad_norm: 1.0160 +2022-03-11 00:41:25,430 - davarocr - INFO - Epoch [45][535/541] lr: 1.563e-05, eta: 0:08:13, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0153 +2022-03-11 00:41:26,320 - davarocr - INFO - Epoch [45][540/541] lr: 1.563e-05, eta: 0:08:12, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0152 +2022-03-11 00:41:40,090 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.9194952905633553 +2022-03-11 00:41:40,091 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:41:40,091 - davarocr - INFO - Epoch(val) [45][541] LOC: {'precision': 0.9438339438339438, 'recall': 0.9268585131894485, 'f1-score': 0.9352692075015123}, PER: {'precision': 0.9422034918723661, 'recall': 0.9678416821273964, 'f1-score': 0.954850518608908}, MISC: {'precision': 0.8376068376068376, 'recall': 0.8376068376068376, 'f1-score': 0.8376068376068376}, ORG: {'precision': 0.9241945672773215, 'recall': 0.8807947019867549, 'f1-score': 0.9019728729963009}, all: {'precision': 0.9244269340974212, 'recall': 0.9139518413597734, 'f1-score': 0.9191595441595442}, hmean: 0.9192 +2022-03-11 00:41:43,505 - davarocr - INFO - Epoch [46][5/541] lr: 1.538e-05, eta: 0:08:12, time: 0.681, data_time: 0.491, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0137 +2022-03-11 00:41:44,404 - davarocr - INFO - Epoch [46][10/541] lr: 1.538e-05, eta: 0:08:11, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0145 +2022-03-11 00:41:45,305 - davarocr - INFO - Epoch [46][15/541] lr: 1.538e-05, eta: 0:08:10, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0127 +2022-03-11 00:41:46,211 - davarocr - INFO - Epoch [46][20/541] lr: 1.538e-05, eta: 0:08:09, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0124 +2022-03-11 00:41:47,116 - davarocr - INFO - Epoch [46][25/541] lr: 1.538e-05, eta: 0:08:08, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0119 +2022-03-11 00:41:48,024 - davarocr - INFO - Epoch [46][30/541] lr: 1.538e-05, eta: 0:08:07, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0006, end_loss: 0.0011, loss: 0.0017, grad_norm: 1.7220 +2022-03-11 00:41:48,930 - davarocr - INFO - Epoch [46][35/541] lr: 1.538e-05, eta: 0:08:06, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 1.0882 +2022-03-11 00:41:49,812 - davarocr - INFO - Epoch [46][40/541] lr: 1.538e-05, eta: 0:08:05, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0531 +2022-03-11 00:41:50,694 - davarocr - INFO - Epoch [46][45/541] lr: 1.538e-05, eta: 0:08:04, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0677 +2022-03-11 00:41:51,582 - davarocr - INFO - Epoch [46][50/541] lr: 1.538e-05, eta: 0:08:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0481 +2022-03-11 00:41:52,469 - davarocr - INFO - Epoch [46][55/541] lr: 1.538e-05, eta: 0:08:02, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0474 +2022-03-11 00:41:53,351 - davarocr - INFO - Epoch [46][60/541] lr: 1.538e-05, eta: 0:08:01, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.0482 +2022-03-11 00:41:54,249 - davarocr - INFO - Epoch [46][65/541] lr: 1.538e-05, eta: 0:08:01, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0022, loss: 0.0028, grad_norm: 1.1028 +2022-03-11 00:41:55,135 - davarocr - INFO - Epoch [46][70/541] lr: 1.538e-05, eta: 0:08:00, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 1.0572 +2022-03-11 00:41:56,022 - davarocr - INFO - Epoch [46][75/541] lr: 1.538e-05, eta: 0:07:59, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0483 +2022-03-11 00:41:56,901 - davarocr - INFO - Epoch [46][80/541] lr: 1.538e-05, eta: 0:07:58, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0019, end_loss: 0.0034, loss: 0.0054, grad_norm: 1.4754 +2022-03-11 00:41:57,781 - davarocr - INFO - Epoch [46][85/541] lr: 1.538e-05, eta: 0:07:57, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0061, loss: 0.0061, grad_norm: 1.5725 +2022-03-11 00:41:58,662 - davarocr - INFO - Epoch [46][90/541] lr: 1.538e-05, eta: 0:07:56, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0017, loss: 0.0017, grad_norm: 1.1259 +2022-03-11 00:41:59,536 - davarocr - INFO - Epoch [46][95/541] lr: 1.538e-05, eta: 0:07:55, time: 0.174, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.1205 +2022-03-11 00:42:00,425 - davarocr - INFO - Epoch [46][100/541] lr: 1.538e-05, eta: 0:07:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0021, loss: 0.0032, grad_norm: 1.2536 +2022-03-11 00:42:01,306 - davarocr - INFO - Epoch [46][105/541] lr: 1.538e-05, eta: 0:07:53, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0004, grad_norm: 1.1202 +2022-03-11 00:42:02,185 - davarocr - INFO - Epoch [46][110/541] lr: 1.538e-05, eta: 0:07:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0014, end_loss: 0.0003, loss: 0.0017, grad_norm: 1.2084 +2022-03-11 00:42:03,065 - davarocr - INFO - Epoch [46][115/541] lr: 1.538e-05, eta: 0:07:51, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.1175 +2022-03-11 00:42:03,946 - davarocr - INFO - Epoch [46][120/541] lr: 1.538e-05, eta: 0:07:51, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1155 +2022-03-11 00:42:04,826 - davarocr - INFO - Epoch [46][125/541] lr: 1.538e-05, eta: 0:07:50, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0008, grad_norm: 1.1198 +2022-03-11 00:42:05,722 - davarocr - INFO - Epoch [46][130/541] lr: 1.538e-05, eta: 0:07:49, time: 0.180, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1144 +2022-03-11 00:42:06,608 - davarocr - INFO - Epoch [46][135/541] lr: 1.538e-05, eta: 0:07:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.1123 +2022-03-11 00:42:07,495 - davarocr - INFO - Epoch [46][140/541] lr: 1.538e-05, eta: 0:07:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.1115 +2022-03-11 00:42:08,377 - davarocr - INFO - Epoch [46][145/541] lr: 1.538e-05, eta: 0:07:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0008, loss: 0.0016, grad_norm: 1.8767 +2022-03-11 00:42:09,254 - davarocr - INFO - Epoch [46][150/541] lr: 1.538e-05, eta: 0:07:45, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.1659 +2022-03-11 00:42:10,129 - davarocr - INFO - Epoch [46][155/541] lr: 1.538e-05, eta: 0:07:44, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0024, loss: 0.0030, grad_norm: 1.8330 +2022-03-11 00:42:11,005 - davarocr - INFO - Epoch [46][160/541] lr: 1.538e-05, eta: 0:07:43, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.2414 +2022-03-11 00:42:11,903 - davarocr - INFO - Epoch [46][165/541] lr: 1.538e-05, eta: 0:07:42, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 2.2826 +2022-03-11 00:42:12,793 - davarocr - INFO - Epoch [46][170/541] lr: 1.538e-05, eta: 0:07:41, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0017, loss: 0.0026, grad_norm: 0.9409 +2022-03-11 00:42:13,679 - davarocr - INFO - Epoch [46][175/541] lr: 1.538e-05, eta: 0:07:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.8610 +2022-03-11 00:42:14,563 - davarocr - INFO - Epoch [46][180/541] lr: 1.538e-05, eta: 0:07:40, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 0.8441 +2022-03-11 00:42:15,446 - davarocr - INFO - Epoch [46][185/541] lr: 1.538e-05, eta: 0:07:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8420 +2022-03-11 00:42:16,345 - davarocr - INFO - Epoch [46][190/541] lr: 1.538e-05, eta: 0:07:38, time: 0.180, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8414 +2022-03-11 00:42:17,226 - davarocr - INFO - Epoch [46][195/541] lr: 1.538e-05, eta: 0:07:37, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8410 +2022-03-11 00:42:18,114 - davarocr - INFO - Epoch [46][200/541] lr: 1.538e-05, eta: 0:07:36, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8408 +2022-03-11 00:42:18,990 - davarocr - INFO - Epoch [46][205/541] lr: 1.538e-05, eta: 0:07:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8406 +2022-03-11 00:42:19,872 - davarocr - INFO - Epoch [46][210/541] lr: 1.538e-05, eta: 0:07:34, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0033, loss: 0.0033, grad_norm: 0.8681 +2022-03-11 00:42:20,746 - davarocr - INFO - Epoch [46][215/541] lr: 1.538e-05, eta: 0:07:33, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0005, grad_norm: 0.8450 +2022-03-11 00:42:21,639 - davarocr - INFO - Epoch [46][220/541] lr: 1.538e-05, eta: 0:07:32, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0043, loss: 0.0044, grad_norm: 0.8441 +2022-03-11 00:42:22,527 - davarocr - INFO - Epoch [46][225/541] lr: 1.538e-05, eta: 0:07:31, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.8438 +2022-03-11 00:42:23,412 - davarocr - INFO - Epoch [46][230/541] lr: 1.538e-05, eta: 0:07:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8380 +2022-03-11 00:42:24,303 - davarocr - INFO - Epoch [46][235/541] lr: 1.538e-05, eta: 0:07:30, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8376 +2022-03-11 00:42:25,187 - davarocr - INFO - Epoch [46][240/541] lr: 1.538e-05, eta: 0:07:29, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0024, end_loss: 0.0020, loss: 0.0044, grad_norm: 1.2978 +2022-03-11 00:42:26,067 - davarocr - INFO - Epoch [46][245/541] lr: 1.538e-05, eta: 0:07:28, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0058, loss: 0.0061, grad_norm: 1.1447 +2022-03-11 00:42:26,987 - davarocr - INFO - Epoch [46][250/541] lr: 1.538e-05, eta: 0:07:27, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.8820 +2022-03-11 00:42:27,869 - davarocr - INFO - Epoch [46][255/541] lr: 1.538e-05, eta: 0:07:26, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.8786 +2022-03-11 00:42:28,749 - davarocr - INFO - Epoch [46][260/541] lr: 1.538e-05, eta: 0:07:25, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8777 +2022-03-11 00:42:29,629 - davarocr - INFO - Epoch [46][265/541] lr: 1.538e-05, eta: 0:07:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8777 +2022-03-11 00:42:30,513 - davarocr - INFO - Epoch [46][270/541] lr: 1.538e-05, eta: 0:07:23, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.8863 +2022-03-11 00:42:31,392 - davarocr - INFO - Epoch [46][275/541] lr: 1.538e-05, eta: 0:07:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8747 +2022-03-11 00:42:32,276 - davarocr - INFO - Epoch [46][280/541] lr: 1.538e-05, eta: 0:07:21, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8714 +2022-03-11 00:42:33,186 - davarocr - INFO - Epoch [46][285/541] lr: 1.538e-05, eta: 0:07:20, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0013, grad_norm: 0.9797 +2022-03-11 00:42:34,059 - davarocr - INFO - Epoch [46][290/541] lr: 1.538e-05, eta: 0:07:19, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8718 +2022-03-11 00:42:34,957 - davarocr - INFO - Epoch [46][295/541] lr: 1.538e-05, eta: 0:07:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0023, end_loss: 0.0001, loss: 0.0024, grad_norm: 0.8849 +2022-03-11 00:42:35,846 - davarocr - INFO - Epoch [46][300/541] lr: 1.538e-05, eta: 0:07:18, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8719 +2022-03-11 00:42:36,728 - davarocr - INFO - Epoch [46][305/541] lr: 1.538e-05, eta: 0:07:17, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8718 +2022-03-11 00:42:37,616 - davarocr - INFO - Epoch [46][310/541] lr: 1.538e-05, eta: 0:07:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0022, loss: 0.0027, grad_norm: 3.4874 +2022-03-11 00:42:38,505 - davarocr - INFO - Epoch [46][315/541] lr: 1.538e-05, eta: 0:07:15, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5589 +2022-03-11 00:42:39,408 - davarocr - INFO - Epoch [46][320/541] lr: 1.538e-05, eta: 0:07:14, time: 0.180, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5587 +2022-03-11 00:42:40,288 - davarocr - INFO - Epoch [46][325/541] lr: 1.538e-05, eta: 0:07:13, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0018, loss: 0.0022, grad_norm: 0.6276 +2022-03-11 00:42:41,173 - davarocr - INFO - Epoch [46][330/541] lr: 1.538e-05, eta: 0:07:12, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0010, loss: 0.0016, grad_norm: 1.0321 +2022-03-11 00:42:42,061 - davarocr - INFO - Epoch [46][335/541] lr: 1.538e-05, eta: 0:07:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5514 +2022-03-11 00:42:42,945 - davarocr - INFO - Epoch [46][340/541] lr: 1.538e-05, eta: 0:07:10, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0020, loss: 0.0028, grad_norm: 0.5562 +2022-03-11 00:42:43,828 - davarocr - INFO - Epoch [46][345/541] lr: 1.538e-05, eta: 0:07:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0014, loss: 0.0014, grad_norm: 0.5654 +2022-03-11 00:42:44,716 - davarocr - INFO - Epoch [46][350/541] lr: 1.538e-05, eta: 0:07:09, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5515 +2022-03-11 00:42:45,604 - davarocr - INFO - Epoch [46][355/541] lr: 1.538e-05, eta: 0:07:08, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5514 +2022-03-11 00:42:46,490 - davarocr - INFO - Epoch [46][360/541] lr: 1.538e-05, eta: 0:07:07, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6612 +2022-03-11 00:42:47,376 - davarocr - INFO - Epoch [46][365/541] lr: 1.538e-05, eta: 0:07:06, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.6416 +2022-03-11 00:42:48,266 - davarocr - INFO - Epoch [46][370/541] lr: 1.538e-05, eta: 0:07:05, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.6496 +2022-03-11 00:42:49,157 - davarocr - INFO - Epoch [46][375/541] lr: 1.538e-05, eta: 0:07:04, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5343 +2022-03-11 00:42:50,041 - davarocr - INFO - Epoch [46][380/541] lr: 1.538e-05, eta: 0:07:03, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5343 +2022-03-11 00:42:50,936 - davarocr - INFO - Epoch [46][385/541] lr: 1.538e-05, eta: 0:07:02, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.5363 +2022-03-11 00:42:51,821 - davarocr - INFO - Epoch [46][390/541] lr: 1.538e-05, eta: 0:07:01, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0014, loss: 0.0035, grad_norm: 0.6782 +2022-03-11 00:42:52,710 - davarocr - INFO - Epoch [46][395/541] lr: 1.538e-05, eta: 0:07:00, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5466 +2022-03-11 00:42:53,605 - davarocr - INFO - Epoch [46][400/541] lr: 1.538e-05, eta: 0:06:59, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5466 +2022-03-11 00:42:54,493 - davarocr - INFO - Epoch [46][405/541] lr: 1.538e-05, eta: 0:06:58, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.5593 +2022-03-11 00:42:55,385 - davarocr - INFO - Epoch [46][410/541] lr: 1.538e-05, eta: 0:06:58, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5443 +2022-03-11 00:42:56,278 - davarocr - INFO - Epoch [46][415/541] lr: 1.538e-05, eta: 0:06:57, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5440 +2022-03-11 00:42:57,167 - davarocr - INFO - Epoch [46][420/541] lr: 1.538e-05, eta: 0:06:56, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 0.7693 +2022-03-11 00:42:58,053 - davarocr - INFO - Epoch [46][425/541] lr: 1.538e-05, eta: 0:06:55, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5576 +2022-03-11 00:42:58,948 - davarocr - INFO - Epoch [46][430/541] lr: 1.538e-05, eta: 0:06:54, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5578 +2022-03-11 00:42:59,856 - davarocr - INFO - Epoch [46][435/541] lr: 1.538e-05, eta: 0:06:53, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0002, loss: 0.0006, grad_norm: 0.6263 +2022-03-11 00:43:00,767 - davarocr - INFO - Epoch [46][440/541] lr: 1.538e-05, eta: 0:06:52, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0007, end_loss: 0.0005, loss: 0.0012, grad_norm: 0.5638 +2022-03-11 00:43:01,680 - davarocr - INFO - Epoch [46][445/541] lr: 1.538e-05, eta: 0:06:51, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5609 +2022-03-11 00:43:02,615 - davarocr - INFO - Epoch [46][450/541] lr: 1.538e-05, eta: 0:06:50, time: 0.187, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5677 +2022-03-11 00:43:03,522 - davarocr - INFO - Epoch [46][455/541] lr: 1.538e-05, eta: 0:06:49, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.5595 +2022-03-11 00:43:04,426 - davarocr - INFO - Epoch [46][460/541] lr: 1.538e-05, eta: 0:06:48, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5587 +2022-03-11 00:43:05,334 - davarocr - INFO - Epoch [46][465/541] lr: 1.538e-05, eta: 0:06:48, time: 0.181, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.6150 +2022-03-11 00:43:06,246 - davarocr - INFO - Epoch [46][470/541] lr: 1.538e-05, eta: 0:06:47, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.5707 +2022-03-11 00:43:07,154 - davarocr - INFO - Epoch [46][475/541] lr: 1.538e-05, eta: 0:06:46, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5533 +2022-03-11 00:43:08,064 - davarocr - INFO - Epoch [46][480/541] lr: 1.538e-05, eta: 0:06:45, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5533 +2022-03-11 00:43:08,961 - davarocr - INFO - Epoch [46][485/541] lr: 1.538e-05, eta: 0:06:44, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5529 +2022-03-11 00:43:09,873 - davarocr - INFO - Epoch [46][490/541] lr: 1.538e-05, eta: 0:06:43, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5529 +2022-03-11 00:43:10,783 - davarocr - INFO - Epoch [46][495/541] lr: 1.538e-05, eta: 0:06:42, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5534 +2022-03-11 00:43:11,704 - davarocr - INFO - Epoch [46][500/541] lr: 1.538e-05, eta: 0:06:41, time: 0.184, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5526 +2022-03-11 00:43:12,620 - davarocr - INFO - Epoch [46][505/541] lr: 1.538e-05, eta: 0:06:40, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5525 +2022-03-11 00:43:13,524 - davarocr - INFO - Epoch [46][510/541] lr: 1.538e-05, eta: 0:06:39, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0014, end_loss: 0.0013, loss: 0.0027, grad_norm: 0.5764 +2022-03-11 00:43:14,443 - davarocr - INFO - Epoch [46][515/541] lr: 1.538e-05, eta: 0:06:38, time: 0.184, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6026 +2022-03-11 00:43:15,353 - davarocr - INFO - Epoch [46][520/541] lr: 1.538e-05, eta: 0:06:38, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5497 +2022-03-11 00:43:16,263 - davarocr - INFO - Epoch [46][525/541] lr: 1.538e-05, eta: 0:06:37, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5497 +2022-03-11 00:43:17,162 - davarocr - INFO - Epoch [46][530/541] lr: 1.538e-05, eta: 0:06:36, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0009, loss: 0.0011, grad_norm: 0.5573 +2022-03-11 00:43:18,075 - davarocr - INFO - Epoch [46][535/541] lr: 1.538e-05, eta: 0:06:35, time: 0.182, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 0.5515 +2022-03-11 00:43:18,971 - davarocr - INFO - Epoch [46][540/541] lr: 1.538e-05, eta: 0:06:34, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.5632 +2022-03-11 00:43:32,677 - davarocr - INFO - Now best checkpoint is epoch_46.pth. Best hmean is 0.9202879232204745 +2022-03-11 00:43:32,678 - davarocr - INFO - current_metric 0.9202879232204745 is much better than previous best_metric 0.9194952905633553, saving best model ! +2022-03-11 00:43:32,678 - davarocr - INFO - Saving checkpoint at epoch_46.pth +2022-03-11 00:43:34,470 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:43:34,470 - davarocr - INFO - Epoch(val) [46][541] LOC: {'precision': 0.9459791282995703, 'recall': 0.9238609112709832, 'f1-score': 0.934789202305126}, PER: {'precision': 0.9583592293349906, 'recall': 0.9536178107606679, 'f1-score': 0.9559826410415374}, MISC: {'precision': 0.8571428571428571, 'recall': 0.8376068376068376, 'f1-score': 0.8472622478386167}, ORG: {'precision': 0.8964901844140393, 'recall': 0.9072847682119205, 'f1-score': 0.9018551765409935}, all: {'precision': 0.9238180196253345, 'recall': 0.9167847025495751, 'f1-score': 0.9202879232204745}, hmean: 0.9203 +2022-03-11 00:43:37,672 - davarocr - INFO - Epoch [47][5/541] lr: 1.515e-05, eta: 0:06:33, time: 0.640, data_time: 0.461, memory: 5192, start_loss: 0.0005, end_loss: 0.0003, loss: 0.0008, grad_norm: 0.5525 +2022-03-11 00:43:38,582 - davarocr - INFO - Epoch [47][10/541] lr: 1.515e-05, eta: 0:06:32, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5505 +2022-03-11 00:43:39,492 - davarocr - INFO - Epoch [47][15/541] lr: 1.515e-05, eta: 0:06:31, time: 0.182, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5519 +2022-03-11 00:43:40,378 - davarocr - INFO - Epoch [47][20/541] lr: 1.515e-05, eta: 0:06:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5507 +2022-03-11 00:43:41,267 - davarocr - INFO - Epoch [47][25/541] lr: 1.515e-05, eta: 0:06:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5506 +2022-03-11 00:43:42,171 - davarocr - INFO - Epoch [47][30/541] lr: 1.515e-05, eta: 0:06:28, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5505 +2022-03-11 00:43:43,066 - davarocr - INFO - Epoch [47][35/541] lr: 1.515e-05, eta: 0:06:27, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5508 +2022-03-11 00:43:43,957 - davarocr - INFO - Epoch [47][40/541] lr: 1.515e-05, eta: 0:06:27, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.5508 +2022-03-11 00:43:44,858 - davarocr - INFO - Epoch [47][45/541] lr: 1.515e-05, eta: 0:06:26, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5505 +2022-03-11 00:43:45,755 - davarocr - INFO - Epoch [47][50/541] lr: 1.515e-05, eta: 0:06:25, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5502 +2022-03-11 00:43:46,638 - davarocr - INFO - Epoch [47][55/541] lr: 1.515e-05, eta: 0:06:24, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.5579 +2022-03-11 00:43:47,518 - davarocr - INFO - Epoch [47][60/541] lr: 1.515e-05, eta: 0:06:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5510 +2022-03-11 00:43:48,400 - davarocr - INFO - Epoch [47][65/541] lr: 1.515e-05, eta: 0:06:22, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0010, grad_norm: 0.7471 +2022-03-11 00:43:49,280 - davarocr - INFO - Epoch [47][70/541] lr: 1.515e-05, eta: 0:06:21, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0009, end_loss: 0.0004, loss: 0.0012, grad_norm: 0.7007 +2022-03-11 00:43:50,165 - davarocr - INFO - Epoch [47][75/541] lr: 1.515e-05, eta: 0:06:20, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.5732 +2022-03-11 00:43:51,048 - davarocr - INFO - Epoch [47][80/541] lr: 1.515e-05, eta: 0:06:19, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5734 +2022-03-11 00:43:51,939 - davarocr - INFO - Epoch [47][85/541] lr: 1.515e-05, eta: 0:06:18, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0009, grad_norm: 0.6438 +2022-03-11 00:43:52,838 - davarocr - INFO - Epoch [47][90/541] lr: 1.515e-05, eta: 0:06:17, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0011, loss: 0.0012, grad_norm: 1.0203 +2022-03-11 00:43:53,720 - davarocr - INFO - Epoch [47][95/541] lr: 1.515e-05, eta: 0:06:17, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5995 +2022-03-11 00:43:54,606 - davarocr - INFO - Epoch [47][100/541] lr: 1.515e-05, eta: 0:06:16, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5992 +2022-03-11 00:43:55,492 - davarocr - INFO - Epoch [47][105/541] lr: 1.515e-05, eta: 0:06:15, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.5993 +2022-03-11 00:43:56,385 - davarocr - INFO - Epoch [47][110/541] lr: 1.515e-05, eta: 0:06:14, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5989 +2022-03-11 00:43:57,291 - davarocr - INFO - Epoch [47][115/541] lr: 1.515e-05, eta: 0:06:13, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5992 +2022-03-11 00:43:58,176 - davarocr - INFO - Epoch [47][120/541] lr: 1.515e-05, eta: 0:06:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.6539 +2022-03-11 00:43:59,055 - davarocr - INFO - Epoch [47][125/541] lr: 1.515e-05, eta: 0:06:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0006, loss: 0.0011, grad_norm: 0.6011 +2022-03-11 00:43:59,945 - davarocr - INFO - Epoch [47][130/541] lr: 1.515e-05, eta: 0:06:10, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5988 +2022-03-11 00:44:00,838 - davarocr - INFO - Epoch [47][135/541] lr: 1.515e-05, eta: 0:06:09, time: 0.179, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6035 +2022-03-11 00:44:01,735 - davarocr - INFO - Epoch [47][140/541] lr: 1.515e-05, eta: 0:06:08, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5989 +2022-03-11 00:44:02,634 - davarocr - INFO - Epoch [47][145/541] lr: 1.515e-05, eta: 0:06:07, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5986 +2022-03-11 00:44:03,523 - davarocr - INFO - Epoch [47][150/541] lr: 1.515e-05, eta: 0:06:06, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.5987 +2022-03-11 00:44:04,414 - davarocr - INFO - Epoch [47][155/541] lr: 1.515e-05, eta: 0:06:06, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0012, end_loss: 0.0007, loss: 0.0018, grad_norm: 0.6117 +2022-03-11 00:44:05,303 - davarocr - INFO - Epoch [47][160/541] lr: 1.515e-05, eta: 0:06:05, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.6521 +2022-03-11 00:44:06,185 - davarocr - INFO - Epoch [47][165/541] lr: 1.515e-05, eta: 0:06:04, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6011 +2022-03-11 00:44:07,073 - davarocr - INFO - Epoch [47][170/541] lr: 1.515e-05, eta: 0:06:03, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6016 +2022-03-11 00:44:07,959 - davarocr - INFO - Epoch [47][175/541] lr: 1.515e-05, eta: 0:06:02, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.6054 +2022-03-11 00:44:08,851 - davarocr - INFO - Epoch [47][180/541] lr: 1.515e-05, eta: 0:06:01, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0006, grad_norm: 0.8603 +2022-03-11 00:44:09,753 - davarocr - INFO - Epoch [47][185/541] lr: 1.515e-05, eta: 0:06:00, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6387 +2022-03-11 00:44:10,660 - davarocr - INFO - Epoch [47][190/541] lr: 1.515e-05, eta: 0:05:59, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6385 +2022-03-11 00:44:11,569 - davarocr - INFO - Epoch [47][195/541] lr: 1.515e-05, eta: 0:05:58, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.6469 +2022-03-11 00:44:12,472 - davarocr - INFO - Epoch [47][200/541] lr: 1.515e-05, eta: 0:05:57, time: 0.181, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6402 +2022-03-11 00:44:13,376 - davarocr - INFO - Epoch [47][205/541] lr: 1.515e-05, eta: 0:05:56, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6396 +2022-03-11 00:44:14,263 - davarocr - INFO - Epoch [47][210/541] lr: 1.515e-05, eta: 0:05:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.6433 +2022-03-11 00:44:15,152 - davarocr - INFO - Epoch [47][215/541] lr: 1.515e-05, eta: 0:05:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6387 +2022-03-11 00:44:16,041 - davarocr - INFO - Epoch [47][220/541] lr: 1.515e-05, eta: 0:05:54, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6388 +2022-03-11 00:44:16,921 - davarocr - INFO - Epoch [47][225/541] lr: 1.515e-05, eta: 0:05:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6388 +2022-03-11 00:44:17,807 - davarocr - INFO - Epoch [47][230/541] lr: 1.515e-05, eta: 0:05:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6387 +2022-03-11 00:44:18,686 - davarocr - INFO - Epoch [47][235/541] lr: 1.515e-05, eta: 0:05:51, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7166 +2022-03-11 00:44:19,584 - davarocr - INFO - Epoch [47][240/541] lr: 1.515e-05, eta: 0:05:50, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.6415 +2022-03-11 00:44:20,474 - davarocr - INFO - Epoch [47][245/541] lr: 1.515e-05, eta: 0:05:49, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0021, end_loss: 0.0023, loss: 0.0044, grad_norm: 1.4784 +2022-03-11 00:44:21,356 - davarocr - INFO - Epoch [47][250/541] lr: 1.515e-05, eta: 0:05:48, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8006 +2022-03-11 00:44:22,246 - davarocr - INFO - Epoch [47][255/541] lr: 1.515e-05, eta: 0:05:47, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8045 +2022-03-11 00:44:23,131 - davarocr - INFO - Epoch [47][260/541] lr: 1.515e-05, eta: 0:05:46, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7992 +2022-03-11 00:44:24,015 - davarocr - INFO - Epoch [47][265/541] lr: 1.515e-05, eta: 0:05:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0012, loss: 0.0032, grad_norm: 0.7892 +2022-03-11 00:44:24,894 - davarocr - INFO - Epoch [47][270/541] lr: 1.515e-05, eta: 0:05:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0018, loss: 0.0032, grad_norm: 0.9654 +2022-03-11 00:44:25,775 - davarocr - INFO - Epoch [47][275/541] lr: 1.515e-05, eta: 0:05:44, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0010, end_loss: 0.0021, loss: 0.0031, grad_norm: 0.9313 +2022-03-11 00:44:26,662 - davarocr - INFO - Epoch [47][280/541] lr: 1.515e-05, eta: 0:05:43, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7876 +2022-03-11 00:44:27,549 - davarocr - INFO - Epoch [47][285/541] lr: 1.515e-05, eta: 0:05:42, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0017, end_loss: 0.0034, loss: 0.0051, grad_norm: 2.1512 +2022-03-11 00:44:28,430 - davarocr - INFO - Epoch [47][290/541] lr: 1.515e-05, eta: 0:05:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7145 +2022-03-11 00:44:29,312 - davarocr - INFO - Epoch [47][295/541] lr: 1.515e-05, eta: 0:05:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7139 +2022-03-11 00:44:30,204 - davarocr - INFO - Epoch [47][300/541] lr: 1.515e-05, eta: 0:05:39, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.7345 +2022-03-11 00:44:31,096 - davarocr - INFO - Epoch [47][305/541] lr: 1.515e-05, eta: 0:05:38, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0028, end_loss: 0.0025, loss: 0.0054, grad_norm: 1.1913 +2022-03-11 00:44:31,972 - davarocr - INFO - Epoch [47][310/541] lr: 1.515e-05, eta: 0:05:37, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7581 +2022-03-11 00:44:32,868 - davarocr - INFO - Epoch [47][315/541] lr: 1.515e-05, eta: 0:05:36, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0025, end_loss: 0.0000, loss: 0.0025, grad_norm: 0.7695 +2022-03-11 00:44:33,735 - davarocr - INFO - Epoch [47][320/541] lr: 1.515e-05, eta: 0:05:35, time: 0.173, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0004, loss: 0.0007, grad_norm: 1.0160 +2022-03-11 00:44:34,616 - davarocr - INFO - Epoch [47][325/541] lr: 1.515e-05, eta: 0:05:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7449 +2022-03-11 00:44:35,503 - davarocr - INFO - Epoch [47][330/541] lr: 1.515e-05, eta: 0:05:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7459 +2022-03-11 00:44:36,387 - davarocr - INFO - Epoch [47][335/541] lr: 1.515e-05, eta: 0:05:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.7590 +2022-03-11 00:44:37,268 - davarocr - INFO - Epoch [47][340/541] lr: 1.515e-05, eta: 0:05:32, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7422 +2022-03-11 00:44:38,150 - davarocr - INFO - Epoch [47][345/541] lr: 1.515e-05, eta: 0:05:31, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7504 +2022-03-11 00:44:39,030 - davarocr - INFO - Epoch [47][350/541] lr: 1.515e-05, eta: 0:05:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7415 +2022-03-11 00:44:39,925 - davarocr - INFO - Epoch [47][355/541] lr: 1.515e-05, eta: 0:05:29, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7450 +2022-03-11 00:44:40,795 - davarocr - INFO - Epoch [47][360/541] lr: 1.515e-05, eta: 0:05:28, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7400 +2022-03-11 00:44:41,682 - davarocr - INFO - Epoch [47][365/541] lr: 1.515e-05, eta: 0:05:27, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 0.8072 +2022-03-11 00:44:42,571 - davarocr - INFO - Epoch [47][370/541] lr: 1.515e-05, eta: 0:05:26, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.7434 +2022-03-11 00:44:43,457 - davarocr - INFO - Epoch [47][375/541] lr: 1.515e-05, eta: 0:05:25, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7423 +2022-03-11 00:44:44,352 - davarocr - INFO - Epoch [47][380/541] lr: 1.515e-05, eta: 0:05:24, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7423 +2022-03-11 00:44:45,233 - davarocr - INFO - Epoch [47][385/541] lr: 1.515e-05, eta: 0:05:24, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7422 +2022-03-11 00:44:46,109 - davarocr - INFO - Epoch [47][390/541] lr: 1.515e-05, eta: 0:05:23, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.7862 +2022-03-11 00:44:46,984 - davarocr - INFO - Epoch [47][395/541] lr: 1.515e-05, eta: 0:05:22, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7365 +2022-03-11 00:44:47,875 - davarocr - INFO - Epoch [47][400/541] lr: 1.515e-05, eta: 0:05:21, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7364 +2022-03-11 00:44:48,754 - davarocr - INFO - Epoch [47][405/541] lr: 1.515e-05, eta: 0:05:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.7369 +2022-03-11 00:44:49,635 - davarocr - INFO - Epoch [47][410/541] lr: 1.515e-05, eta: 0:05:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7688 +2022-03-11 00:44:50,526 - davarocr - INFO - Epoch [47][415/541] lr: 1.515e-05, eta: 0:05:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7521 +2022-03-11 00:44:51,425 - davarocr - INFO - Epoch [47][420/541] lr: 1.515e-05, eta: 0:05:17, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0005, loss: 0.0008, grad_norm: 0.9147 +2022-03-11 00:44:52,311 - davarocr - INFO - Epoch [47][425/541] lr: 1.515e-05, eta: 0:05:16, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7488 +2022-03-11 00:44:53,189 - davarocr - INFO - Epoch [47][430/541] lr: 1.515e-05, eta: 0:05:15, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7490 +2022-03-11 00:44:54,062 - davarocr - INFO - Epoch [47][435/541] lr: 1.515e-05, eta: 0:05:14, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0013, loss: 0.0014, grad_norm: 0.8243 +2022-03-11 00:44:54,956 - davarocr - INFO - Epoch [47][440/541] lr: 1.515e-05, eta: 0:05:14, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7538 +2022-03-11 00:44:55,848 - davarocr - INFO - Epoch [47][445/541] lr: 1.515e-05, eta: 0:05:13, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7533 +2022-03-11 00:44:56,725 - davarocr - INFO - Epoch [47][450/541] lr: 1.515e-05, eta: 0:05:12, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7625 +2022-03-11 00:44:57,609 - davarocr - INFO - Epoch [47][455/541] lr: 1.515e-05, eta: 0:05:11, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7534 +2022-03-11 00:44:58,493 - davarocr - INFO - Epoch [47][460/541] lr: 1.515e-05, eta: 0:05:10, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.7714 +2022-03-11 00:44:59,372 - davarocr - INFO - Epoch [47][465/541] lr: 1.515e-05, eta: 0:05:09, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0007, loss: 0.0007, grad_norm: 0.9427 +2022-03-11 00:45:00,253 - davarocr - INFO - Epoch [47][470/541] lr: 1.515e-05, eta: 0:05:08, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7619 +2022-03-11 00:45:01,133 - davarocr - INFO - Epoch [47][475/541] lr: 1.515e-05, eta: 0:05:07, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7618 +2022-03-11 00:45:02,027 - davarocr - INFO - Epoch [47][480/541] lr: 1.515e-05, eta: 0:05:06, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7820 +2022-03-11 00:45:02,904 - davarocr - INFO - Epoch [47][485/541] lr: 1.515e-05, eta: 0:05:05, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0022, end_loss: 0.0035, loss: 0.0058, grad_norm: 1.3525 +2022-03-11 00:45:03,776 - davarocr - INFO - Epoch [47][490/541] lr: 1.515e-05, eta: 0:05:04, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8199 +2022-03-11 00:45:04,669 - davarocr - INFO - Epoch [47][495/541] lr: 1.515e-05, eta: 0:05:04, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.8540 +2022-03-11 00:45:05,547 - davarocr - INFO - Epoch [47][500/541] lr: 1.515e-05, eta: 0:05:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8149 +2022-03-11 00:45:06,438 - davarocr - INFO - Epoch [47][505/541] lr: 1.515e-05, eta: 0:05:02, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.8156 +2022-03-11 00:45:07,317 - davarocr - INFO - Epoch [47][510/541] lr: 1.515e-05, eta: 0:05:01, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.8143 +2022-03-11 00:45:08,196 - davarocr - INFO - Epoch [47][515/541] lr: 1.515e-05, eta: 0:05:00, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0002, loss: 0.0008, grad_norm: 0.8542 +2022-03-11 00:45:09,097 - davarocr - INFO - Epoch [47][520/541] lr: 1.515e-05, eta: 0:04:59, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8146 +2022-03-11 00:45:10,004 - davarocr - INFO - Epoch [47][525/541] lr: 1.515e-05, eta: 0:04:58, time: 0.182, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8173 +2022-03-11 00:45:10,888 - davarocr - INFO - Epoch [47][530/541] lr: 1.515e-05, eta: 0:04:57, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.8237 +2022-03-11 00:45:11,782 - davarocr - INFO - Epoch [47][535/541] lr: 1.515e-05, eta: 0:04:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8094 +2022-03-11 00:45:12,669 - davarocr - INFO - Epoch [47][540/541] lr: 1.515e-05, eta: 0:04:55, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0037, end_loss: 0.0014, loss: 0.0052, grad_norm: 0.8814 +2022-03-11 00:45:26,569 - davarocr - INFO - Now best checkpoint is epoch_46.pth. Best hmean is 0.9202879232204745 +2022-03-11 00:45:26,570 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:45:26,570 - davarocr - INFO - Epoch(val) [47][541] LOC: {'precision': 0.9539800995024875, 'recall': 0.919664268585132, 'f1-score': 0.9365079365079365}, PER: {'precision': 0.9531731361675909, 'recall': 0.9567099567099567, 'f1-score': 0.9549382716049383}, MISC: {'precision': 0.8432203389830508, 'recall': 0.8504273504273504, 'f1-score': 0.846808510638298}, ORG: {'precision': 0.8992762364294331, 'recall': 0.8976520168573149, 'f1-score': 0.898463392588129}, all: {'precision': 0.9235304627479006, 'recall': 0.9151912181303116, 'f1-score': 0.919341929746554}, hmean: 0.9193 +2022-03-11 00:45:29,935 - davarocr - INFO - Epoch [48][5/541] lr: 1.493e-05, eta: 0:04:54, time: 0.671, data_time: 0.486, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8047 +2022-03-11 00:45:30,824 - davarocr - INFO - Epoch [48][10/541] lr: 1.493e-05, eta: 0:04:53, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8892 +2022-03-11 00:45:31,701 - davarocr - INFO - Epoch [48][15/541] lr: 1.493e-05, eta: 0:04:53, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8047 +2022-03-11 00:45:32,583 - davarocr - INFO - Epoch [48][20/541] lr: 1.493e-05, eta: 0:04:52, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8049 +2022-03-11 00:45:33,466 - davarocr - INFO - Epoch [48][25/541] lr: 1.493e-05, eta: 0:04:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8076 +2022-03-11 00:45:34,361 - davarocr - INFO - Epoch [48][30/541] lr: 1.493e-05, eta: 0:04:50, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0000, loss: 0.0003, grad_norm: 0.8225 +2022-03-11 00:45:35,255 - davarocr - INFO - Epoch [48][35/541] lr: 1.493e-05, eta: 0:04:49, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 0.8159 +2022-03-11 00:45:36,144 - davarocr - INFO - Epoch [48][40/541] lr: 1.493e-05, eta: 0:04:48, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0008, end_loss: 0.0003, loss: 0.0011, grad_norm: 0.8028 +2022-03-11 00:45:37,031 - davarocr - INFO - Epoch [48][45/541] lr: 1.493e-05, eta: 0:04:47, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8021 +2022-03-11 00:45:37,908 - davarocr - INFO - Epoch [48][50/541] lr: 1.493e-05, eta: 0:04:46, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8021 +2022-03-11 00:45:38,787 - davarocr - INFO - Epoch [48][55/541] lr: 1.493e-05, eta: 0:04:45, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8028 +2022-03-11 00:45:39,678 - davarocr - INFO - Epoch [48][60/541] lr: 1.493e-05, eta: 0:04:44, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8024 +2022-03-11 00:45:40,554 - davarocr - INFO - Epoch [48][65/541] lr: 1.493e-05, eta: 0:04:43, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8021 +2022-03-11 00:45:41,465 - davarocr - INFO - Epoch [48][70/541] lr: 1.493e-05, eta: 0:04:42, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.8162 +2022-03-11 00:45:42,350 - davarocr - INFO - Epoch [48][75/541] lr: 1.493e-05, eta: 0:04:42, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8018 +2022-03-11 00:45:43,228 - davarocr - INFO - Epoch [48][80/541] lr: 1.493e-05, eta: 0:04:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8018 +2022-03-11 00:45:44,123 - davarocr - INFO - Epoch [48][85/541] lr: 1.493e-05, eta: 0:04:40, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8018 +2022-03-11 00:45:45,007 - davarocr - INFO - Epoch [48][90/541] lr: 1.493e-05, eta: 0:04:39, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8018 +2022-03-11 00:45:45,885 - davarocr - INFO - Epoch [48][95/541] lr: 1.493e-05, eta: 0:04:38, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0007, loss: 0.0013, grad_norm: 0.8036 +2022-03-11 00:45:46,770 - davarocr - INFO - Epoch [48][100/541] lr: 1.493e-05, eta: 0:04:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8019 +2022-03-11 00:45:47,654 - davarocr - INFO - Epoch [48][105/541] lr: 1.493e-05, eta: 0:04:36, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8019 +2022-03-11 00:45:48,539 - davarocr - INFO - Epoch [48][110/541] lr: 1.493e-05, eta: 0:04:35, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8019 +2022-03-11 00:45:49,420 - davarocr - INFO - Epoch [48][115/541] lr: 1.493e-05, eta: 0:04:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8023 +2022-03-11 00:45:50,304 - davarocr - INFO - Epoch [48][120/541] lr: 1.493e-05, eta: 0:04:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.8046 +2022-03-11 00:45:51,180 - davarocr - INFO - Epoch [48][125/541] lr: 1.493e-05, eta: 0:04:32, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8017 +2022-03-11 00:45:52,082 - davarocr - INFO - Epoch [48][130/541] lr: 1.493e-05, eta: 0:04:32, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.9489 +2022-03-11 00:45:52,968 - davarocr - INFO - Epoch [48][135/541] lr: 1.493e-05, eta: 0:04:31, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8111 +2022-03-11 00:45:53,853 - davarocr - INFO - Epoch [48][140/541] lr: 1.493e-05, eta: 0:04:30, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8111 +2022-03-11 00:45:54,745 - davarocr - INFO - Epoch [48][145/541] lr: 1.493e-05, eta: 0:04:29, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0003, loss: 0.0005, grad_norm: 0.8114 +2022-03-11 00:45:55,628 - davarocr - INFO - Epoch [48][150/541] lr: 1.493e-05, eta: 0:04:28, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8113 +2022-03-11 00:45:56,513 - davarocr - INFO - Epoch [48][155/541] lr: 1.493e-05, eta: 0:04:27, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8127 +2022-03-11 00:45:57,388 - davarocr - INFO - Epoch [48][160/541] lr: 1.493e-05, eta: 0:04:26, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8114 +2022-03-11 00:45:58,272 - davarocr - INFO - Epoch [48][165/541] lr: 1.493e-05, eta: 0:04:25, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8119 +2022-03-11 00:45:59,153 - davarocr - INFO - Epoch [48][170/541] lr: 1.493e-05, eta: 0:04:24, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8113 +2022-03-11 00:46:00,030 - davarocr - INFO - Epoch [48][175/541] lr: 1.493e-05, eta: 0:04:23, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0005, loss: 0.0015, grad_norm: 0.9999 +2022-03-11 00:46:00,913 - davarocr - INFO - Epoch [48][180/541] lr: 1.493e-05, eta: 0:04:22, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8208 +2022-03-11 00:46:01,789 - davarocr - INFO - Epoch [48][185/541] lr: 1.493e-05, eta: 0:04:21, time: 0.175, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8207 +2022-03-11 00:46:02,680 - davarocr - INFO - Epoch [48][190/541] lr: 1.493e-05, eta: 0:04:21, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8219 +2022-03-11 00:46:03,571 - davarocr - INFO - Epoch [48][195/541] lr: 1.493e-05, eta: 0:04:20, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8193 +2022-03-11 00:46:04,460 - davarocr - INFO - Epoch [48][200/541] lr: 1.493e-05, eta: 0:04:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8192 +2022-03-11 00:46:05,365 - davarocr - INFO - Epoch [48][205/541] lr: 1.493e-05, eta: 0:04:18, time: 0.181, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8192 +2022-03-11 00:46:06,276 - davarocr - INFO - Epoch [48][210/541] lr: 1.493e-05, eta: 0:04:17, time: 0.182, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8207 +2022-03-11 00:46:07,176 - davarocr - INFO - Epoch [48][215/541] lr: 1.493e-05, eta: 0:04:16, time: 0.180, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8183 +2022-03-11 00:46:08,063 - davarocr - INFO - Epoch [48][220/541] lr: 1.493e-05, eta: 0:04:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8185 +2022-03-11 00:46:08,959 - davarocr - INFO - Epoch [48][225/541] lr: 1.493e-05, eta: 0:04:14, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8183 +2022-03-11 00:46:09,848 - davarocr - INFO - Epoch [48][230/541] lr: 1.493e-05, eta: 0:04:13, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0004, end_loss: 0.0007, loss: 0.0011, grad_norm: 0.9305 +2022-03-11 00:46:10,735 - davarocr - INFO - Epoch [48][235/541] lr: 1.493e-05, eta: 0:04:12, time: 0.177, data_time: 0.005, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8310 +2022-03-11 00:46:11,623 - davarocr - INFO - Epoch [48][240/541] lr: 1.493e-05, eta: 0:04:11, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8310 +2022-03-11 00:46:12,523 - davarocr - INFO - Epoch [48][245/541] lr: 1.493e-05, eta: 0:04:11, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 0.9184 +2022-03-11 00:46:13,406 - davarocr - INFO - Epoch [48][250/541] lr: 1.493e-05, eta: 0:04:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.9413 +2022-03-11 00:46:14,286 - davarocr - INFO - Epoch [48][255/541] lr: 1.493e-05, eta: 0:04:09, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8378 +2022-03-11 00:46:15,155 - davarocr - INFO - Epoch [48][260/541] lr: 1.493e-05, eta: 0:04:08, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8378 +2022-03-11 00:46:16,033 - davarocr - INFO - Epoch [48][265/541] lr: 1.493e-05, eta: 0:04:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8381 +2022-03-11 00:46:16,916 - davarocr - INFO - Epoch [48][270/541] lr: 1.493e-05, eta: 0:04:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8381 +2022-03-11 00:46:17,791 - davarocr - INFO - Epoch [48][275/541] lr: 1.493e-05, eta: 0:04:05, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0006, end_loss: 0.0000, loss: 0.0006, grad_norm: 0.9154 +2022-03-11 00:46:18,681 - davarocr - INFO - Epoch [48][280/541] lr: 1.493e-05, eta: 0:04:04, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8358 +2022-03-11 00:46:19,559 - davarocr - INFO - Epoch [48][285/541] lr: 1.493e-05, eta: 0:04:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0016, end_loss: 0.0000, loss: 0.0016, grad_norm: 0.9013 +2022-03-11 00:46:20,452 - davarocr - INFO - Epoch [48][290/541] lr: 1.493e-05, eta: 0:04:02, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.8515 +2022-03-11 00:46:21,342 - davarocr - INFO - Epoch [48][295/541] lr: 1.493e-05, eta: 0:04:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8266 +2022-03-11 00:46:22,246 - davarocr - INFO - Epoch [48][300/541] lr: 1.493e-05, eta: 0:04:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0012, loss: 0.0022, grad_norm: 0.8277 +2022-03-11 00:46:23,134 - davarocr - INFO - Epoch [48][305/541] lr: 1.493e-05, eta: 0:04:00, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8254 +2022-03-11 00:46:24,019 - davarocr - INFO - Epoch [48][310/541] lr: 1.493e-05, eta: 0:03:59, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0018, end_loss: 0.0000, loss: 0.0018, grad_norm: 0.9211 +2022-03-11 00:46:24,907 - davarocr - INFO - Epoch [48][315/541] lr: 1.493e-05, eta: 0:03:58, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8386 +2022-03-11 00:46:25,796 - davarocr - INFO - Epoch [48][320/541] lr: 1.493e-05, eta: 0:03:57, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0030, loss: 0.0031, grad_norm: 0.9559 +2022-03-11 00:46:26,681 - davarocr - INFO - Epoch [48][325/541] lr: 1.493e-05, eta: 0:03:56, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8413 +2022-03-11 00:46:27,550 - davarocr - INFO - Epoch [48][330/541] lr: 1.493e-05, eta: 0:03:55, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8383 +2022-03-11 00:46:28,430 - davarocr - INFO - Epoch [48][335/541] lr: 1.493e-05, eta: 0:03:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8383 +2022-03-11 00:46:29,313 - davarocr - INFO - Epoch [48][340/541] lr: 1.493e-05, eta: 0:03:53, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0009, end_loss: 0.0024, loss: 0.0033, grad_norm: 1.5301 +2022-03-11 00:46:30,198 - davarocr - INFO - Epoch [48][345/541] lr: 1.493e-05, eta: 0:03:52, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0027, end_loss: 0.0003, loss: 0.0031, grad_norm: 1.1778 +2022-03-11 00:46:31,080 - davarocr - INFO - Epoch [48][350/541] lr: 1.493e-05, eta: 0:03:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0003, loss: 0.0004, grad_norm: 0.9654 +2022-03-11 00:46:31,967 - davarocr - INFO - Epoch [48][355/541] lr: 1.493e-05, eta: 0:03:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0050, end_loss: 0.0007, loss: 0.0057, grad_norm: 1.0736 +2022-03-11 00:46:32,855 - davarocr - INFO - Epoch [48][360/541] lr: 1.493e-05, eta: 0:03:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 1.0252 +2022-03-11 00:46:33,745 - davarocr - INFO - Epoch [48][365/541] lr: 1.493e-05, eta: 0:03:49, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9250 +2022-03-11 00:46:34,641 - davarocr - INFO - Epoch [48][370/541] lr: 1.493e-05, eta: 0:03:48, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0011, end_loss: 0.0003, loss: 0.0013, grad_norm: 0.9651 +2022-03-11 00:46:35,540 - davarocr - INFO - Epoch [48][375/541] lr: 1.493e-05, eta: 0:03:47, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0315 +2022-03-11 00:46:36,421 - davarocr - INFO - Epoch [48][380/541] lr: 1.493e-05, eta: 0:03:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0020, end_loss: 0.0000, loss: 0.0020, grad_norm: 0.9745 +2022-03-11 00:46:37,312 - davarocr - INFO - Epoch [48][385/541] lr: 1.493e-05, eta: 0:03:45, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.9549 +2022-03-11 00:46:38,187 - davarocr - INFO - Epoch [48][390/541] lr: 1.493e-05, eta: 0:03:44, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9149 +2022-03-11 00:46:39,067 - davarocr - INFO - Epoch [48][395/541] lr: 1.493e-05, eta: 0:03:43, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9161 +2022-03-11 00:46:39,942 - davarocr - INFO - Epoch [48][400/541] lr: 1.493e-05, eta: 0:03:42, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9139 +2022-03-11 00:46:40,822 - davarocr - INFO - Epoch [48][405/541] lr: 1.493e-05, eta: 0:03:41, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9136 +2022-03-11 00:46:41,702 - davarocr - INFO - Epoch [48][410/541] lr: 1.493e-05, eta: 0:03:40, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9155 +2022-03-11 00:46:42,578 - davarocr - INFO - Epoch [48][415/541] lr: 1.493e-05, eta: 0:03:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9134 +2022-03-11 00:46:43,459 - davarocr - INFO - Epoch [48][420/541] lr: 1.493e-05, eta: 0:03:39, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0013, loss: 0.0017, grad_norm: 0.9521 +2022-03-11 00:46:44,340 - davarocr - INFO - Epoch [48][425/541] lr: 1.493e-05, eta: 0:03:38, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9089 +2022-03-11 00:46:45,234 - davarocr - INFO - Epoch [48][430/541] lr: 1.493e-05, eta: 0:03:37, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9087 +2022-03-11 00:46:46,113 - davarocr - INFO - Epoch [48][435/541] lr: 1.493e-05, eta: 0:03:36, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9087 +2022-03-11 00:46:46,990 - davarocr - INFO - Epoch [48][440/541] lr: 1.493e-05, eta: 0:03:35, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9086 +2022-03-11 00:46:47,872 - davarocr - INFO - Epoch [48][445/541] lr: 1.493e-05, eta: 0:03:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9086 +2022-03-11 00:46:48,760 - davarocr - INFO - Epoch [48][450/541] lr: 1.493e-05, eta: 0:03:33, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0009, loss: 0.0009, grad_norm: 1.0946 +2022-03-11 00:46:49,639 - davarocr - INFO - Epoch [48][455/541] lr: 1.493e-05, eta: 0:03:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9210 +2022-03-11 00:46:50,527 - davarocr - INFO - Epoch [48][460/541] lr: 1.493e-05, eta: 0:03:31, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0010, end_loss: 0.0002, loss: 0.0012, grad_norm: 0.9218 +2022-03-11 00:46:51,407 - davarocr - INFO - Epoch [48][465/541] lr: 1.493e-05, eta: 0:03:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9202 +2022-03-11 00:46:52,286 - davarocr - INFO - Epoch [48][470/541] lr: 1.493e-05, eta: 0:03:30, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9197 +2022-03-11 00:46:53,163 - davarocr - INFO - Epoch [48][475/541] lr: 1.493e-05, eta: 0:03:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9367 +2022-03-11 00:46:54,066 - davarocr - INFO - Epoch [48][480/541] lr: 1.493e-05, eta: 0:03:28, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9193 +2022-03-11 00:46:54,966 - davarocr - INFO - Epoch [48][485/541] lr: 1.493e-05, eta: 0:03:27, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9192 +2022-03-11 00:46:55,845 - davarocr - INFO - Epoch [48][490/541] lr: 1.493e-05, eta: 0:03:26, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9192 +2022-03-11 00:46:56,726 - davarocr - INFO - Epoch [48][495/541] lr: 1.493e-05, eta: 0:03:25, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0015, loss: 0.0015, grad_norm: 0.9990 +2022-03-11 00:46:57,610 - davarocr - INFO - Epoch [48][500/541] lr: 1.493e-05, eta: 0:03:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:46:58,498 - davarocr - INFO - Epoch [48][505/541] lr: 1.493e-05, eta: 0:03:23, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9260 +2022-03-11 00:46:59,374 - davarocr - INFO - Epoch [48][510/541] lr: 1.493e-05, eta: 0:03:22, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9260 +2022-03-11 00:47:00,260 - davarocr - INFO - Epoch [48][515/541] lr: 1.493e-05, eta: 0:03:21, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9260 +2022-03-11 00:47:01,143 - davarocr - INFO - Epoch [48][520/541] lr: 1.493e-05, eta: 0:03:20, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9259 +2022-03-11 00:47:02,026 - davarocr - INFO - Epoch [48][525/541] lr: 1.493e-05, eta: 0:03:19, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9265 +2022-03-11 00:47:02,906 - davarocr - INFO - Epoch [48][530/541] lr: 1.493e-05, eta: 0:03:19, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:47:03,796 - davarocr - INFO - Epoch [48][535/541] lr: 1.493e-05, eta: 0:03:18, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:47:04,675 - davarocr - INFO - Epoch [48][540/541] lr: 1.493e-05, eta: 0:03:17, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:47:18,529 - davarocr - INFO - Now best checkpoint is epoch_48.pth. Best hmean is 0.9207674542547521 +2022-03-11 00:47:18,529 - davarocr - INFO - current_metric 0.9207674542547521 is much better than previous best_metric 0.9202879232204745, saving best model ! +2022-03-11 00:47:18,530 - davarocr - INFO - Saving checkpoint at epoch_48.pth +2022-03-11 00:47:20,291 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:47:20,292 - davarocr - INFO - Epoch(val) [48][541] LOC: {'precision': 0.9424724602203183, 'recall': 0.9232613908872902, 'f1-score': 0.9327680193821927}, PER: {'precision': 0.9579468150896723, 'recall': 0.9579468150896723, 'f1-score': 0.9579468150896723}, MISC: {'precision': 0.8625730994152047, 'recall': 0.8404558404558404, 'f1-score': 0.8513708513708513}, ORG: {'precision': 0.897910447761194, 'recall': 0.9054786273329319, 'f1-score': 0.9016786570743406}, all: {'precision': 0.923885918003565, 'recall': 0.9176699716713881, 'f1-score': 0.9207674542547521}, hmean: 0.9208 +2022-03-11 00:47:23,562 - davarocr - INFO - Epoch [49][5/541] lr: 1.471e-05, eta: 0:03:16, time: 0.653, data_time: 0.473, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9307 +2022-03-11 00:47:24,451 - davarocr - INFO - Epoch [49][10/541] lr: 1.471e-05, eta: 0:03:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9260 +2022-03-11 00:47:25,338 - davarocr - INFO - Epoch [49][15/541] lr: 1.471e-05, eta: 0:03:14, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9375 +2022-03-11 00:47:26,215 - davarocr - INFO - Epoch [49][20/541] lr: 1.471e-05, eta: 0:03:13, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9259 +2022-03-11 00:47:27,105 - davarocr - INFO - Epoch [49][25/541] lr: 1.471e-05, eta: 0:03:12, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9373 +2022-03-11 00:47:27,983 - davarocr - INFO - Epoch [49][30/541] lr: 1.471e-05, eta: 0:03:11, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9267 +2022-03-11 00:47:28,866 - davarocr - INFO - Epoch [49][35/541] lr: 1.471e-05, eta: 0:03:10, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9306 +2022-03-11 00:47:29,743 - davarocr - INFO - Epoch [49][40/541] lr: 1.471e-05, eta: 0:03:09, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9266 +2022-03-11 00:47:30,636 - davarocr - INFO - Epoch [49][45/541] lr: 1.471e-05, eta: 0:03:08, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9311 +2022-03-11 00:47:31,523 - davarocr - INFO - Epoch [49][50/541] lr: 1.471e-05, eta: 0:03:08, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9269 +2022-03-11 00:47:32,419 - davarocr - INFO - Epoch [49][55/541] lr: 1.471e-05, eta: 0:03:07, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9295 +2022-03-11 00:47:33,326 - davarocr - INFO - Epoch [49][60/541] lr: 1.471e-05, eta: 0:03:06, time: 0.182, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9265 +2022-03-11 00:47:34,233 - davarocr - INFO - Epoch [49][65/541] lr: 1.471e-05, eta: 0:03:05, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9265 +2022-03-11 00:47:35,125 - davarocr - INFO - Epoch [49][70/541] lr: 1.471e-05, eta: 0:03:04, time: 0.179, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9265 +2022-03-11 00:47:36,006 - davarocr - INFO - Epoch [49][75/541] lr: 1.471e-05, eta: 0:03:03, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0017, end_loss: 0.0015, loss: 0.0032, grad_norm: 0.9400 +2022-03-11 00:47:36,888 - davarocr - INFO - Epoch [49][80/541] lr: 1.471e-05, eta: 0:03:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9261 +2022-03-11 00:47:37,776 - davarocr - INFO - Epoch [49][85/541] lr: 1.471e-05, eta: 0:03:01, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9264 +2022-03-11 00:47:38,654 - davarocr - INFO - Epoch [49][90/541] lr: 1.471e-05, eta: 0:03:00, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9263 +2022-03-11 00:47:39,535 - davarocr - INFO - Epoch [49][95/541] lr: 1.471e-05, eta: 0:02:59, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9262 +2022-03-11 00:47:40,414 - davarocr - INFO - Epoch [49][100/541] lr: 1.471e-05, eta: 0:02:58, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0003, end_loss: 0.0009, loss: 0.0012, grad_norm: 0.9274 +2022-03-11 00:47:41,309 - davarocr - INFO - Epoch [49][105/541] lr: 1.471e-05, eta: 0:02:57, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0005, end_loss: 0.0000, loss: 0.0005, grad_norm: 0.9268 +2022-03-11 00:47:42,187 - davarocr - INFO - Epoch [49][110/541] lr: 1.471e-05, eta: 0:02:57, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9262 +2022-03-11 00:47:43,072 - davarocr - INFO - Epoch [49][115/541] lr: 1.471e-05, eta: 0:02:56, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9269 +2022-03-11 00:47:43,953 - davarocr - INFO - Epoch [49][120/541] lr: 1.471e-05, eta: 0:02:55, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 0.9479 +2022-03-11 00:47:44,838 - davarocr - INFO - Epoch [49][125/541] lr: 1.471e-05, eta: 0:02:54, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9294 +2022-03-11 00:47:45,723 - davarocr - INFO - Epoch [49][130/541] lr: 1.471e-05, eta: 0:02:53, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9295 +2022-03-11 00:47:46,609 - davarocr - INFO - Epoch [49][135/541] lr: 1.471e-05, eta: 0:02:52, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0010, grad_norm: 0.9626 +2022-03-11 00:47:47,492 - davarocr - INFO - Epoch [49][140/541] lr: 1.471e-05, eta: 0:02:51, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9332 +2022-03-11 00:47:48,386 - davarocr - INFO - Epoch [49][145/541] lr: 1.471e-05, eta: 0:02:50, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9319 +2022-03-11 00:47:49,267 - davarocr - INFO - Epoch [49][150/541] lr: 1.471e-05, eta: 0:02:49, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.9359 +2022-03-11 00:47:50,148 - davarocr - INFO - Epoch [49][155/541] lr: 1.471e-05, eta: 0:02:48, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9315 +2022-03-11 00:47:51,027 - davarocr - INFO - Epoch [49][160/541] lr: 1.471e-05, eta: 0:02:47, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9315 +2022-03-11 00:47:51,915 - davarocr - INFO - Epoch [49][165/541] lr: 1.471e-05, eta: 0:02:47, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9325 +2022-03-11 00:47:52,792 - davarocr - INFO - Epoch [49][170/541] lr: 1.471e-05, eta: 0:02:46, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0006, end_loss: 0.0020, loss: 0.0027, grad_norm: 0.9972 +2022-03-11 00:47:53,684 - davarocr - INFO - Epoch [49][175/541] lr: 1.471e-05, eta: 0:02:45, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9359 +2022-03-11 00:47:54,557 - davarocr - INFO - Epoch [49][180/541] lr: 1.471e-05, eta: 0:02:44, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9359 +2022-03-11 00:47:55,451 - davarocr - INFO - Epoch [49][185/541] lr: 1.471e-05, eta: 0:02:43, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9364 +2022-03-11 00:47:56,330 - davarocr - INFO - Epoch [49][190/541] lr: 1.471e-05, eta: 0:02:42, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9354 +2022-03-11 00:47:57,223 - davarocr - INFO - Epoch [49][195/541] lr: 1.471e-05, eta: 0:02:41, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9348 +2022-03-11 00:47:58,102 - davarocr - INFO - Epoch [49][200/541] lr: 1.471e-05, eta: 0:02:40, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9370 +2022-03-11 00:47:58,988 - davarocr - INFO - Epoch [49][205/541] lr: 1.471e-05, eta: 0:02:39, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9330 +2022-03-11 00:47:59,878 - davarocr - INFO - Epoch [49][210/541] lr: 1.471e-05, eta: 0:02:38, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0009, end_loss: 0.0000, loss: 0.0009, grad_norm: 0.9354 +2022-03-11 00:48:00,763 - davarocr - INFO - Epoch [49][215/541] lr: 1.471e-05, eta: 0:02:37, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9338 +2022-03-11 00:48:01,660 - davarocr - INFO - Epoch [49][220/541] lr: 1.471e-05, eta: 0:02:37, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9335 +2022-03-11 00:48:02,542 - davarocr - INFO - Epoch [49][225/541] lr: 1.471e-05, eta: 0:02:36, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9336 +2022-03-11 00:48:03,423 - davarocr - INFO - Epoch [49][230/541] lr: 1.471e-05, eta: 0:02:35, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9336 +2022-03-11 00:48:04,312 - davarocr - INFO - Epoch [49][235/541] lr: 1.471e-05, eta: 0:02:34, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9336 +2022-03-11 00:48:05,195 - davarocr - INFO - Epoch [49][240/541] lr: 1.471e-05, eta: 0:02:33, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9336 +2022-03-11 00:48:06,084 - davarocr - INFO - Epoch [49][245/541] lr: 1.471e-05, eta: 0:02:32, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0004, loss: 0.0014, grad_norm: 1.0719 +2022-03-11 00:48:06,959 - davarocr - INFO - Epoch [49][250/541] lr: 1.471e-05, eta: 0:02:31, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9382 +2022-03-11 00:48:07,860 - davarocr - INFO - Epoch [49][255/541] lr: 1.471e-05, eta: 0:02:30, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9382 +2022-03-11 00:48:08,742 - davarocr - INFO - Epoch [49][260/541] lr: 1.471e-05, eta: 0:02:29, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0008, end_loss: 0.0010, loss: 0.0018, grad_norm: 1.2894 +2022-03-11 00:48:09,616 - davarocr - INFO - Epoch [49][265/541] lr: 1.471e-05, eta: 0:02:28, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:10,498 - davarocr - INFO - Epoch [49][270/541] lr: 1.471e-05, eta: 0:02:27, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9561 +2022-03-11 00:48:11,369 - davarocr - INFO - Epoch [49][275/541] lr: 1.471e-05, eta: 0:02:26, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9559 +2022-03-11 00:48:12,256 - davarocr - INFO - Epoch [49][280/541] lr: 1.471e-05, eta: 0:02:26, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0006, end_loss: 0.0004, loss: 0.0010, grad_norm: 0.9573 +2022-03-11 00:48:13,134 - davarocr - INFO - Epoch [49][285/541] lr: 1.471e-05, eta: 0:02:25, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.0869 +2022-03-11 00:48:14,011 - davarocr - INFO - Epoch [49][290/541] lr: 1.471e-05, eta: 0:02:24, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9597 +2022-03-11 00:48:14,894 - davarocr - INFO - Epoch [49][295/541] lr: 1.471e-05, eta: 0:02:23, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 1.0205 +2022-03-11 00:48:15,775 - davarocr - INFO - Epoch [49][300/541] lr: 1.471e-05, eta: 0:02:22, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:16,650 - davarocr - INFO - Epoch [49][305/541] lr: 1.471e-05, eta: 0:02:21, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:17,529 - davarocr - INFO - Epoch [49][310/541] lr: 1.471e-05, eta: 0:02:20, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:18,414 - davarocr - INFO - Epoch [49][315/541] lr: 1.471e-05, eta: 0:02:19, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:19,298 - davarocr - INFO - Epoch [49][320/541] lr: 1.471e-05, eta: 0:02:18, time: 0.177, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:20,179 - davarocr - INFO - Epoch [49][325/541] lr: 1.471e-05, eta: 0:02:17, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9562 +2022-03-11 00:48:21,069 - davarocr - INFO - Epoch [49][330/541] lr: 1.471e-05, eta: 0:02:16, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0000, loss: 0.0004, grad_norm: 0.9563 +2022-03-11 00:48:21,949 - davarocr - INFO - Epoch [49][335/541] lr: 1.471e-05, eta: 0:02:16, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.9659 +2022-03-11 00:48:22,854 - davarocr - INFO - Epoch [49][340/541] lr: 1.471e-05, eta: 0:02:15, time: 0.181, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9838 +2022-03-11 00:48:23,757 - davarocr - INFO - Epoch [49][345/541] lr: 1.471e-05, eta: 0:02:14, time: 0.181, data_time: 0.011, memory: 5192, start_loss: 0.0034, end_loss: 0.0038, loss: 0.0072, grad_norm: 1.2774 +2022-03-11 00:48:24,647 - davarocr - INFO - Epoch [49][350/541] lr: 1.471e-05, eta: 0:02:13, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9646 +2022-03-11 00:48:25,527 - davarocr - INFO - Epoch [49][355/541] lr: 1.471e-05, eta: 0:02:12, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0005, end_loss: 0.0025, loss: 0.0029, grad_norm: 1.3300 +2022-03-11 00:48:26,412 - davarocr - INFO - Epoch [49][360/541] lr: 1.471e-05, eta: 0:02:11, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0006, loss: 0.0007, grad_norm: 0.9921 +2022-03-11 00:48:27,300 - davarocr - INFO - Epoch [49][365/541] lr: 1.471e-05, eta: 0:02:10, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9883 +2022-03-11 00:48:28,179 - davarocr - INFO - Epoch [49][370/541] lr: 1.471e-05, eta: 0:02:09, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.9853 +2022-03-11 00:48:29,067 - davarocr - INFO - Epoch [49][375/541] lr: 1.471e-05, eta: 0:02:08, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0019, end_loss: 0.0019, loss: 0.0038, grad_norm: 1.0102 +2022-03-11 00:48:29,950 - davarocr - INFO - Epoch [49][380/541] lr: 1.471e-05, eta: 0:02:07, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9800 +2022-03-11 00:48:30,829 - davarocr - INFO - Epoch [49][385/541] lr: 1.471e-05, eta: 0:02:06, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0161 +2022-03-11 00:48:31,709 - davarocr - INFO - Epoch [49][390/541] lr: 1.471e-05, eta: 0:02:06, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0006, loss: 0.0014, grad_norm: 1.1954 +2022-03-11 00:48:32,583 - davarocr - INFO - Epoch [49][395/541] lr: 1.471e-05, eta: 0:02:05, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9914 +2022-03-11 00:48:33,470 - davarocr - INFO - Epoch [49][400/541] lr: 1.471e-05, eta: 0:02:04, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0020, end_loss: 0.0053, loss: 0.0073, grad_norm: 1.5392 +2022-03-11 00:48:34,345 - davarocr - INFO - Epoch [49][405/541] lr: 1.471e-05, eta: 0:02:03, time: 0.175, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0143 +2022-03-11 00:48:35,234 - davarocr - INFO - Epoch [49][410/541] lr: 1.471e-05, eta: 0:02:02, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0011, end_loss: 0.0011, loss: 0.0021, grad_norm: 2.0452 +2022-03-11 00:48:36,112 - davarocr - INFO - Epoch [49][415/541] lr: 1.471e-05, eta: 0:02:01, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0003, grad_norm: 1.0215 +2022-03-11 00:48:37,001 - davarocr - INFO - Epoch [49][420/541] lr: 1.471e-05, eta: 0:02:00, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0934 +2022-03-11 00:48:37,883 - davarocr - INFO - Epoch [49][425/541] lr: 1.471e-05, eta: 0:01:59, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0014, loss: 0.0015, grad_norm: 1.1744 +2022-03-11 00:48:38,772 - davarocr - INFO - Epoch [49][430/541] lr: 1.471e-05, eta: 0:01:58, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0042, end_loss: 0.0031, loss: 0.0073, grad_norm: 1.2559 +2022-03-11 00:48:39,653 - davarocr - INFO - Epoch [49][435/541] lr: 1.471e-05, eta: 0:01:57, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0007, loss: 0.0009, grad_norm: 1.0422 +2022-03-11 00:48:40,532 - davarocr - INFO - Epoch [49][440/541] lr: 1.471e-05, eta: 0:01:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 1.0439 +2022-03-11 00:48:41,409 - davarocr - INFO - Epoch [49][445/541] lr: 1.471e-05, eta: 0:01:56, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0012, loss: 0.0012, grad_norm: 1.0394 +2022-03-11 00:48:42,310 - davarocr - INFO - Epoch [49][450/541] lr: 1.471e-05, eta: 0:01:55, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0010, loss: 0.0011, grad_norm: 1.2851 +2022-03-11 00:48:43,194 - davarocr - INFO - Epoch [49][455/541] lr: 1.471e-05, eta: 0:01:54, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0011, loss: 0.0013, grad_norm: 1.0429 +2022-03-11 00:48:44,079 - davarocr - INFO - Epoch [49][460/541] lr: 1.471e-05, eta: 0:01:53, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0002, loss: 0.0002, grad_norm: 1.0356 +2022-03-11 00:48:44,969 - davarocr - INFO - Epoch [49][465/541] lr: 1.471e-05, eta: 0:01:52, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0354 +2022-03-11 00:48:45,851 - davarocr - INFO - Epoch [49][470/541] lr: 1.471e-05, eta: 0:01:51, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0349 +2022-03-11 00:48:46,732 - davarocr - INFO - Epoch [49][475/541] lr: 1.471e-05, eta: 0:01:50, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.1796 +2022-03-11 00:48:47,613 - davarocr - INFO - Epoch [49][480/541] lr: 1.471e-05, eta: 0:01:49, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0537 +2022-03-11 00:48:48,498 - davarocr - INFO - Epoch [49][485/541] lr: 1.471e-05, eta: 0:01:48, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 1.0535 +2022-03-11 00:48:49,380 - davarocr - INFO - Epoch [49][490/541] lr: 1.471e-05, eta: 0:01:47, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0531 +2022-03-11 00:48:50,263 - davarocr - INFO - Epoch [49][495/541] lr: 1.471e-05, eta: 0:01:46, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0043, loss: 0.0043, grad_norm: 1.0850 +2022-03-11 00:48:51,145 - davarocr - INFO - Epoch [49][500/541] lr: 1.471e-05, eta: 0:01:45, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0003, end_loss: 0.0001, loss: 0.0005, grad_norm: 1.1943 +2022-03-11 00:48:52,022 - davarocr - INFO - Epoch [49][505/541] lr: 1.471e-05, eta: 0:01:45, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0026, end_loss: 0.0037, loss: 0.0063, grad_norm: 3.0287 +2022-03-11 00:48:52,907 - davarocr - INFO - Epoch [49][510/541] lr: 1.471e-05, eta: 0:01:44, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.6748 +2022-03-11 00:48:53,801 - davarocr - INFO - Epoch [49][515/541] lr: 1.471e-05, eta: 0:01:43, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.6873 +2022-03-11 00:48:54,673 - davarocr - INFO - Epoch [49][520/541] lr: 1.471e-05, eta: 0:01:42, time: 0.174, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.7373 +2022-03-11 00:48:55,552 - davarocr - INFO - Epoch [49][525/541] lr: 1.471e-05, eta: 0:01:41, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0001, loss: 0.0011, grad_norm: 0.7103 +2022-03-11 00:48:56,430 - davarocr - INFO - Epoch [49][530/541] lr: 1.471e-05, eta: 0:01:40, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0005, end_loss: 0.0005, loss: 0.0009, grad_norm: 1.1320 +2022-03-11 00:48:57,318 - davarocr - INFO - Epoch [49][535/541] lr: 1.471e-05, eta: 0:01:39, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0006, end_loss: 0.0001, loss: 0.0006, grad_norm: 0.7806 +2022-03-11 00:48:58,211 - davarocr - INFO - Epoch [49][540/541] lr: 1.471e-05, eta: 0:01:38, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7060 +2022-03-11 00:49:12,889 - davarocr - INFO - Now best checkpoint is epoch_48.pth. Best hmean is 0.9207674542547521 +2022-03-11 00:49:12,890 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:49:12,890 - davarocr - INFO - Epoch(val) [49][541] LOC: {'precision': 0.9190307328605201, 'recall': 0.9322541966426858, 'f1-score': 0.9255952380952381}, PER: {'precision': 0.9573667711598746, 'recall': 0.9443413729128015, 'f1-score': 0.9508094645080946}, MISC: {'precision': 0.8270571827057183, 'recall': 0.8447293447293447, 'f1-score': 0.835799859055673}, ORG: {'precision': 0.9054301403294692, 'recall': 0.893437688139675, 'f1-score': 0.8993939393939394}, all: {'precision': 0.9142300194931774, 'recall': 0.9134206798866855, 'f1-score': 0.9138251704897705}, hmean: 0.9138 +2022-03-11 00:49:16,235 - davarocr - INFO - Epoch [50][5/541] lr: 1.449e-05, eta: 0:01:37, time: 0.668, data_time: 0.495, memory: 5192, start_loss: 0.0005, end_loss: 0.0009, loss: 0.0013, grad_norm: 0.8702 +2022-03-11 00:49:17,128 - davarocr - INFO - Epoch [50][10/541] lr: 1.449e-05, eta: 0:01:36, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7083 +2022-03-11 00:49:18,023 - davarocr - INFO - Epoch [50][15/541] lr: 1.449e-05, eta: 0:01:35, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7082 +2022-03-11 00:49:18,909 - davarocr - INFO - Epoch [50][20/541] lr: 1.449e-05, eta: 0:01:34, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0006, loss: 0.0006, grad_norm: 1.2459 +2022-03-11 00:49:19,795 - davarocr - INFO - Epoch [50][25/541] lr: 1.449e-05, eta: 0:01:34, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7768 +2022-03-11 00:49:20,688 - davarocr - INFO - Epoch [50][30/541] lr: 1.449e-05, eta: 0:01:33, time: 0.178, data_time: 0.005, memory: 5192, start_loss: 0.0008, end_loss: 0.0000, loss: 0.0008, grad_norm: 0.7748 +2022-03-11 00:49:21,565 - davarocr - INFO - Epoch [50][35/541] lr: 1.449e-05, eta: 0:01:32, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0007, loss: 0.0008, grad_norm: 0.7849 +2022-03-11 00:49:22,443 - davarocr - INFO - Epoch [50][40/541] lr: 1.449e-05, eta: 0:01:31, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7735 +2022-03-11 00:49:23,358 - davarocr - INFO - Epoch [50][45/541] lr: 1.449e-05, eta: 0:01:30, time: 0.183, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 0.7854 +2022-03-11 00:49:24,237 - davarocr - INFO - Epoch [50][50/541] lr: 1.449e-05, eta: 0:01:29, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0019, end_loss: 0.0010, loss: 0.0029, grad_norm: 0.8967 +2022-03-11 00:49:25,112 - davarocr - INFO - Epoch [50][55/541] lr: 1.449e-05, eta: 0:01:28, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7754 +2022-03-11 00:49:26,005 - davarocr - INFO - Epoch [50][60/541] lr: 1.449e-05, eta: 0:01:27, time: 0.179, data_time: 0.006, memory: 5192, start_loss: 0.0013, end_loss: 0.0000, loss: 0.0014, grad_norm: 0.8060 +2022-03-11 00:49:26,904 - davarocr - INFO - Epoch [50][65/541] lr: 1.449e-05, eta: 0:01:26, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7715 +2022-03-11 00:49:27,795 - davarocr - INFO - Epoch [50][70/541] lr: 1.449e-05, eta: 0:01:25, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7713 +2022-03-11 00:49:28,679 - davarocr - INFO - Epoch [50][75/541] lr: 1.449e-05, eta: 0:01:24, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7713 +2022-03-11 00:49:29,559 - davarocr - INFO - Epoch [50][80/541] lr: 1.449e-05, eta: 0:01:23, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7713 +2022-03-11 00:49:30,438 - davarocr - INFO - Epoch [50][85/541] lr: 1.449e-05, eta: 0:01:23, time: 0.176, data_time: 0.006, memory: 5192, start_loss: 0.0002, end_loss: 0.0015, loss: 0.0017, grad_norm: 1.2358 +2022-03-11 00:49:31,317 - davarocr - INFO - Epoch [50][90/541] lr: 1.449e-05, eta: 0:01:22, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 0.8851 +2022-03-11 00:49:32,200 - davarocr - INFO - Epoch [50][95/541] lr: 1.449e-05, eta: 0:01:21, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.7736 +2022-03-11 00:49:33,076 - davarocr - INFO - Epoch [50][100/541] lr: 1.449e-05, eta: 0:01:20, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7632 +2022-03-11 00:49:33,959 - davarocr - INFO - Epoch [50][105/541] lr: 1.449e-05, eta: 0:01:19, time: 0.176, data_time: 0.005, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7636 +2022-03-11 00:49:34,845 - davarocr - INFO - Epoch [50][110/541] lr: 1.449e-05, eta: 0:01:18, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7631 +2022-03-11 00:49:35,726 - davarocr - INFO - Epoch [50][115/541] lr: 1.449e-05, eta: 0:01:17, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.8326 +2022-03-11 00:49:36,617 - davarocr - INFO - Epoch [50][120/541] lr: 1.449e-05, eta: 0:01:16, time: 0.178, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7638 +2022-03-11 00:49:37,508 - davarocr - INFO - Epoch [50][125/541] lr: 1.449e-05, eta: 0:01:15, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7640 +2022-03-11 00:49:38,415 - davarocr - INFO - Epoch [50][130/541] lr: 1.449e-05, eta: 0:01:14, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.7639 +2022-03-11 00:49:39,291 - davarocr - INFO - Epoch [50][135/541] lr: 1.449e-05, eta: 0:01:13, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0002, end_loss: 0.0000, loss: 0.0002, grad_norm: 0.7817 +2022-03-11 00:49:40,189 - davarocr - INFO - Epoch [50][140/541] lr: 1.449e-05, eta: 0:01:13, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7638 +2022-03-11 00:49:41,072 - davarocr - INFO - Epoch [50][145/541] lr: 1.449e-05, eta: 0:01:12, time: 0.177, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7673 +2022-03-11 00:49:41,959 - davarocr - INFO - Epoch [50][150/541] lr: 1.449e-05, eta: 0:01:11, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7639 +2022-03-11 00:49:42,840 - davarocr - INFO - Epoch [50][155/541] lr: 1.449e-05, eta: 0:01:10, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7636 +2022-03-11 00:49:43,727 - davarocr - INFO - Epoch [50][160/541] lr: 1.449e-05, eta: 0:01:09, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8191 +2022-03-11 00:49:44,609 - davarocr - INFO - Epoch [50][165/541] lr: 1.449e-05, eta: 0:01:08, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0021, loss: 0.0022, grad_norm: 0.9309 +2022-03-11 00:49:45,494 - davarocr - INFO - Epoch [50][170/541] lr: 1.449e-05, eta: 0:01:07, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0010, end_loss: 0.0005, loss: 0.0016, grad_norm: 1.2400 +2022-03-11 00:49:46,380 - davarocr - INFO - Epoch [50][175/541] lr: 1.449e-05, eta: 0:01:06, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7970 +2022-03-11 00:49:47,270 - davarocr - INFO - Epoch [50][180/541] lr: 1.449e-05, eta: 0:01:05, time: 0.178, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.7973 +2022-03-11 00:49:48,171 - davarocr - INFO - Epoch [50][185/541] lr: 1.449e-05, eta: 0:01:04, time: 0.180, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0008, loss: 0.0008, grad_norm: 0.8887 +2022-03-11 00:49:49,049 - davarocr - INFO - Epoch [50][190/541] lr: 1.449e-05, eta: 0:01:03, time: 0.175, data_time: 0.006, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8015 +2022-03-11 00:49:49,927 - davarocr - INFO - Epoch [50][195/541] lr: 1.449e-05, eta: 0:01:03, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0004, loss: 0.0005, grad_norm: 0.8709 +2022-03-11 00:49:50,806 - davarocr - INFO - Epoch [50][200/541] lr: 1.449e-05, eta: 0:01:02, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0005, loss: 0.0005, grad_norm: 0.9144 +2022-03-11 00:49:51,687 - davarocr - INFO - Epoch [50][205/541] lr: 1.449e-05, eta: 0:01:01, time: 0.174, data_time: 0.007, memory: 5192, start_loss: 0.0013, end_loss: 0.0003, loss: 0.0016, grad_norm: 0.8317 +2022-03-11 00:49:52,577 - davarocr - INFO - Epoch [50][210/541] lr: 1.449e-05, eta: 0:01:00, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8058 +2022-03-11 00:49:53,451 - davarocr - INFO - Epoch [50][215/541] lr: 1.449e-05, eta: 0:00:59, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8209 +2022-03-11 00:49:54,338 - davarocr - INFO - Epoch [50][220/541] lr: 1.449e-05, eta: 0:00:58, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8095 +2022-03-11 00:49:55,217 - davarocr - INFO - Epoch [50][225/541] lr: 1.449e-05, eta: 0:00:57, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8641 +2022-03-11 00:49:56,097 - davarocr - INFO - Epoch [50][230/541] lr: 1.449e-05, eta: 0:00:56, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8144 +2022-03-11 00:49:56,980 - davarocr - INFO - Epoch [50][235/541] lr: 1.449e-05, eta: 0:00:55, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0008, end_loss: 0.0004, loss: 0.0012, grad_norm: 0.8148 +2022-03-11 00:49:57,871 - davarocr - INFO - Epoch [50][240/541] lr: 1.449e-05, eta: 0:00:54, time: 0.178, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0024, loss: 0.0024, grad_norm: 1.1842 +2022-03-11 00:49:58,749 - davarocr - INFO - Epoch [50][245/541] lr: 1.449e-05, eta: 0:00:53, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8519 +2022-03-11 00:49:59,621 - davarocr - INFO - Epoch [50][250/541] lr: 1.449e-05, eta: 0:00:53, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0013, loss: 0.0015, grad_norm: 0.9100 +2022-03-11 00:50:00,510 - davarocr - INFO - Epoch [50][255/541] lr: 1.449e-05, eta: 0:00:52, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 0.9722 +2022-03-11 00:50:01,385 - davarocr - INFO - Epoch [50][260/541] lr: 1.449e-05, eta: 0:00:51, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8544 +2022-03-11 00:50:02,269 - davarocr - INFO - Epoch [50][265/541] lr: 1.449e-05, eta: 0:00:50, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0004, end_loss: 0.0005, loss: 0.0009, grad_norm: 0.8571 +2022-03-11 00:50:03,149 - davarocr - INFO - Epoch [50][270/541] lr: 1.449e-05, eta: 0:00:49, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.8646 +2022-03-11 00:50:04,022 - davarocr - INFO - Epoch [50][275/541] lr: 1.449e-05, eta: 0:00:48, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8551 +2022-03-11 00:50:04,899 - davarocr - INFO - Epoch [50][280/541] lr: 1.449e-05, eta: 0:00:47, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0039, end_loss: 0.0001, loss: 0.0040, grad_norm: 1.1848 +2022-03-11 00:50:05,780 - davarocr - INFO - Epoch [50][285/541] lr: 1.449e-05, eta: 0:00:46, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8836 +2022-03-11 00:50:06,671 - davarocr - INFO - Epoch [50][290/541] lr: 1.449e-05, eta: 0:00:45, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0001, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8760 +2022-03-11 00:50:07,556 - davarocr - INFO - Epoch [50][295/541] lr: 1.449e-05, eta: 0:00:44, time: 0.177, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0003, loss: 0.0003, grad_norm: 0.8989 +2022-03-11 00:50:08,454 - davarocr - INFO - Epoch [50][300/541] lr: 1.449e-05, eta: 0:00:43, time: 0.179, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8766 +2022-03-11 00:50:09,341 - davarocr - INFO - Epoch [50][305/541] lr: 1.449e-05, eta: 0:00:42, time: 0.177, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0001, loss: 0.0005, grad_norm: 0.9011 +2022-03-11 00:50:10,219 - davarocr - INFO - Epoch [50][310/541] lr: 1.449e-05, eta: 0:00:42, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8723 +2022-03-11 00:50:11,095 - davarocr - INFO - Epoch [50][315/541] lr: 1.449e-05, eta: 0:00:41, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8825 +2022-03-11 00:50:11,977 - davarocr - INFO - Epoch [50][320/541] lr: 1.449e-05, eta: 0:00:40, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8704 +2022-03-11 00:50:12,859 - davarocr - INFO - Epoch [50][325/541] lr: 1.449e-05, eta: 0:00:39, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8704 +2022-03-11 00:50:13,745 - davarocr - INFO - Epoch [50][330/541] lr: 1.449e-05, eta: 0:00:38, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8703 +2022-03-11 00:50:14,627 - davarocr - INFO - Epoch [50][335/541] lr: 1.449e-05, eta: 0:00:37, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0003, end_loss: 0.0016, loss: 0.0019, grad_norm: 0.9535 +2022-03-11 00:50:15,515 - davarocr - INFO - Epoch [50][340/541] lr: 1.449e-05, eta: 0:00:36, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8699 +2022-03-11 00:50:16,395 - davarocr - INFO - Epoch [50][345/541] lr: 1.449e-05, eta: 0:00:35, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8699 +2022-03-11 00:50:17,294 - davarocr - INFO - Epoch [50][350/541] lr: 1.449e-05, eta: 0:00:34, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8699 +2022-03-11 00:50:18,203 - davarocr - INFO - Epoch [50][355/541] lr: 1.449e-05, eta: 0:00:33, time: 0.182, data_time: 0.010, memory: 5192, start_loss: 0.0004, end_loss: 0.0008, loss: 0.0012, grad_norm: 1.0444 +2022-03-11 00:50:19,115 - davarocr - INFO - Epoch [50][360/541] lr: 1.449e-05, eta: 0:00:32, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0003, loss: 0.0007, grad_norm: 1.0081 +2022-03-11 00:50:20,024 - davarocr - INFO - Epoch [50][365/541] lr: 1.449e-05, eta: 0:00:32, time: 0.181, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8820 +2022-03-11 00:50:20,933 - davarocr - INFO - Epoch [50][370/541] lr: 1.449e-05, eta: 0:00:31, time: 0.182, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8820 +2022-03-11 00:50:21,849 - davarocr - INFO - Epoch [50][375/541] lr: 1.449e-05, eta: 0:00:30, time: 0.184, data_time: 0.011, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8816 +2022-03-11 00:50:22,725 - davarocr - INFO - Epoch [50][380/541] lr: 1.449e-05, eta: 0:00:29, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8815 +2022-03-11 00:50:23,601 - davarocr - INFO - Epoch [50][385/541] lr: 1.449e-05, eta: 0:00:28, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8812 +2022-03-11 00:50:24,493 - davarocr - INFO - Epoch [50][390/541] lr: 1.449e-05, eta: 0:00:27, time: 0.178, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0005, grad_norm: 1.1836 +2022-03-11 00:50:25,376 - davarocr - INFO - Epoch [50][395/541] lr: 1.449e-05, eta: 0:00:26, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0004, end_loss: 0.0011, loss: 0.0015, grad_norm: 0.9623 +2022-03-11 00:50:26,251 - davarocr - INFO - Epoch [50][400/541] lr: 1.449e-05, eta: 0:00:25, time: 0.176, data_time: 0.011, memory: 5192, start_loss: 0.0002, end_loss: 0.0001, loss: 0.0003, grad_norm: 0.8940 +2022-03-11 00:50:27,121 - davarocr - INFO - Epoch [50][405/541] lr: 1.449e-05, eta: 0:00:24, time: 0.174, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8938 +2022-03-11 00:50:27,992 - davarocr - INFO - Epoch [50][410/541] lr: 1.449e-05, eta: 0:00:23, time: 0.174, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0004, loss: 0.0006, grad_norm: 0.8979 +2022-03-11 00:50:28,875 - davarocr - INFO - Epoch [50][415/541] lr: 1.449e-05, eta: 0:00:22, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.8952 +2022-03-11 00:50:29,762 - davarocr - INFO - Epoch [50][420/541] lr: 1.449e-05, eta: 0:00:22, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 0.9487 +2022-03-11 00:50:30,650 - davarocr - INFO - Epoch [50][425/541] lr: 1.449e-05, eta: 0:00:21, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0001, grad_norm: 0.8901 +2022-03-11 00:50:31,541 - davarocr - INFO - Epoch [50][430/541] lr: 1.449e-05, eta: 0:00:20, time: 0.178, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0008, loss: 0.0019, grad_norm: 0.8909 +2022-03-11 00:50:32,422 - davarocr - INFO - Epoch [50][435/541] lr: 1.449e-05, eta: 0:00:19, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8894 +2022-03-11 00:50:33,339 - davarocr - INFO - Epoch [50][440/541] lr: 1.449e-05, eta: 0:00:18, time: 0.183, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0004, loss: 0.0004, grad_norm: 0.8951 +2022-03-11 00:50:34,220 - davarocr - INFO - Epoch [50][445/541] lr: 1.449e-05, eta: 0:00:17, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8907 +2022-03-11 00:50:35,097 - davarocr - INFO - Epoch [50][450/541] lr: 1.449e-05, eta: 0:00:16, time: 0.175, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8906 +2022-03-11 00:50:35,988 - davarocr - INFO - Epoch [50][455/541] lr: 1.449e-05, eta: 0:00:15, time: 0.179, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8906 +2022-03-11 00:50:36,851 - davarocr - INFO - Epoch [50][460/541] lr: 1.449e-05, eta: 0:00:14, time: 0.173, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8906 +2022-03-11 00:50:37,735 - davarocr - INFO - Epoch [50][465/541] lr: 1.449e-05, eta: 0:00:13, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0002, end_loss: 0.0002, loss: 0.0004, grad_norm: 0.8910 +2022-03-11 00:50:38,614 - davarocr - INFO - Epoch [50][470/541] lr: 1.449e-05, eta: 0:00:12, time: 0.176, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8912 +2022-03-11 00:50:39,491 - davarocr - INFO - Epoch [50][475/541] lr: 1.449e-05, eta: 0:00:12, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.8904 +2022-03-11 00:50:40,370 - davarocr - INFO - Epoch [50][480/541] lr: 1.449e-05, eta: 0:00:11, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0011, end_loss: 0.0002, loss: 0.0013, grad_norm: 1.4141 +2022-03-11 00:50:41,243 - davarocr - INFO - Epoch [50][485/541] lr: 1.449e-05, eta: 0:00:10, time: 0.175, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9521 +2022-03-11 00:50:42,128 - davarocr - INFO - Epoch [50][490/541] lr: 1.449e-05, eta: 0:00:09, time: 0.177, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9521 +2022-03-11 00:50:43,013 - davarocr - INFO - Epoch [50][495/541] lr: 1.449e-05, eta: 0:00:08, time: 0.177, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9523 +2022-03-11 00:50:43,896 - davarocr - INFO - Epoch [50][500/541] lr: 1.449e-05, eta: 0:00:07, time: 0.176, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9521 +2022-03-11 00:50:44,772 - davarocr - INFO - Epoch [50][505/541] lr: 1.449e-05, eta: 0:00:06, time: 0.176, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9521 +2022-03-11 00:50:45,650 - davarocr - INFO - Epoch [50][510/541] lr: 1.449e-05, eta: 0:00:05, time: 0.175, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 0.9522 +2022-03-11 00:50:46,530 - davarocr - INFO - Epoch [50][515/541] lr: 1.449e-05, eta: 0:00:04, time: 0.176, data_time: 0.009, memory: 5192, start_loss: 0.0000, end_loss: 0.0002, loss: 0.0003, grad_norm: 0.9522 +2022-03-11 00:50:47,435 - davarocr - INFO - Epoch [50][520/541] lr: 1.449e-05, eta: 0:00:03, time: 0.183, data_time: 0.010, memory: 5192, start_loss: 0.0000, end_loss: 0.0011, loss: 0.0011, grad_norm: 1.6996 +2022-03-11 00:50:48,341 - davarocr - INFO - Epoch [50][525/541] lr: 1.449e-05, eta: 0:00:02, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0001, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0680 +2022-03-11 00:50:49,250 - davarocr - INFO - Epoch [50][530/541] lr: 1.449e-05, eta: 0:00:02, time: 0.181, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0000, loss: 0.0000, grad_norm: 1.0604 +2022-03-11 00:50:50,147 - davarocr - INFO - Epoch [50][535/541] lr: 1.449e-05, eta: 0:00:01, time: 0.179, data_time: 0.007, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0001, grad_norm: 1.0700 +2022-03-11 00:50:51,049 - davarocr - INFO - Epoch [50][540/541] lr: 1.449e-05, eta: 0:00:00, time: 0.180, data_time: 0.008, memory: 5192, start_loss: 0.0000, end_loss: 0.0001, loss: 0.0002, grad_norm: 1.0644 +2022-03-11 00:51:04,860 - davarocr - INFO - Now best checkpoint is epoch_48.pth. Best hmean is 0.9207674542547521 +2022-03-11 00:51:04,861 - davarocr - INFO - Exp name: bert_span.py +2022-03-11 00:51:04,861 - davarocr - INFO - Epoch(val) [50][541] LOC: {'precision': 0.9305389221556887, 'recall': 0.9316546762589928, 'f1-score': 0.9310964649490714}, PER: {'precision': 0.9678638941398866, 'recall': 0.9499072356215214, 'f1-score': 0.9588014981273408}, MISC: {'precision': 0.8378378378378378, 'recall': 0.8390313390313391, 'f1-score': 0.8384341637010675}, ORG: {'precision': 0.9167701863354037, 'recall': 0.8886213124623721, 'f1-score': 0.9024763069397739}, all: {'precision': 0.9254937163375224, 'recall': 0.9127124645892352, 'f1-score': 0.9190586557318595}, hmean: 0.9191 diff --git a/demo/ner/BERT/readme.md b/demo/ner/BERT/readme.md new file mode 100644 index 0000000..739d91d --- /dev/null +++ b/demo/ner/BERT/readme.md @@ -0,0 +1,60 @@ +# BERT+CRF + +This code repository contains the implementations of the method BERT+Softmax/Span/CRF. The Original BERT (NAACL-HLT, 2019) paper can be found in [link](https://doi.org/10.18653/v1/n19-1423) + + +## Train From Scratch + +If you want to train the model from scratch, please following these steps: + +1.Firstly, prepare the pretrained models: + +- [bert-base-cased](https://huggingface.co/bert-base-cased) +- [bert-base-chinese](https://huggingface.co/bert-base-chinese) + +2.Secondly, modify the paths in model config (`demo/ner/BERT/bert_softmax(span/crf).py`), including the pretrained models paths, datasets paths, work space, etc. + +3.Thirdly, direct run `demo/ner/BERT/dist_train.sh`. + +## Test + +Given the trained model, direct run `demo/ner/BERT/test.sh` to test model. + +## Trained Model Download + +All of the models are re-implemented and well trained based on the opensourced framework mmdetection. So, the results might be slightly different from reported results. + +Results on various datasets and trained models can be download as follows: + +| F1-score | CoNLL2003| Resume | Links | +| :---------: | :------: | :--------: | :---------: | +| BERT+Softmax(paper)| 92.4 | - | - | +| BERT+Softmax | 92.1 | 96.4 | [config](./configs/bert_softmax.py), [pth](https://one.hikvision.com/#/link/VoSpXzuif7JbeMYrvRvx) (Access Code：2y7o) | +| BERT+Span | 92.1 | 96.2 | [config](./configs/bert_span.py), [pth](https://one.hikvision.com/#/link/ecTFrMbr58GrzFYPKp8Y) (Access Code：hPFQ) | +| BERT+CRF | 92.6 | 96.7 | [config](./configs/bert_crf.py), [pth](https://one.hikvision.com/#/link/YMMIkrMhIvtrXMDBE9lT) (Access Code：rbU9) | + + +## Citation + + +``` markdown +@inproceedings{devlin2019bert, + author = {Jacob Devlin and + Ming{-}Wei Chang and + Kenton Lee and + Kristina Toutanova}, + title = {{BERT:} Pre-training of Deep Bidirectional Transformers for Language + Understanding}, + booktitle = {NAACL-HLT}, + pages = {4171--4186}, + year = {2019}, +} +``` + +## License + +This project is released under the [Apache 2.0 license](../../../davar_ocr/LICENSE) + +## Copyright + +If there is any suggestion and problem, please feel free to contact the author with lipengfei27@hikvision.com or qiaoliang6@hikvision.com. \ No newline at end of file diff --git a/demo/ner/BERT/test.sh b/demo/ner/BERT/test.sh new file mode 100644 index 0000000..a181296 --- /dev/null +++ b/demo/ner/BERT/test.sh @@ -0,0 +1,11 @@ +#!/bin/bash +export LANG=zh_CN.UTF-8 +export LANGUAGE=zh_CN:zh:en_US:en +export PATH=/usr/local/miniconda3/bin/:$PATH + +export CUDA_VISIBLE_DEVICES=0 + +DAVAROCR_PATH=/path/to/Davar-Lab-OCR/ +python $DAVAROCR_PATH/tools/test.py ./bert_softmax.py /path/to/.pth --eval f1-score +# python $DAVAROCR_PATH/tools/test.py ./bert_crf.py /path/to/pth --eval f1-score +# python $DAVAROCR_PATH/tools/test.py ./bert_span.py /path/to/pth --eval f1-score \ No newline at end of file diff --git a/demo/ner/base/default_runtime.py b/demo/ner/base/default_runtime.py new file mode 100644 index 0000000..949e800 --- /dev/null +++ b/demo/ner/base/default_runtime.py @@ -0,0 +1,14 @@ +checkpoint_config = dict(interval=1) +# yapf:disable +log_config = dict( + interval=5, + hooks=[ + dict(type='TextLoggerHook') + + ]) +# yapf:enable +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] diff --git a/demo/ner/base/schedule_adadelta_18e.py b/demo/ner/base/schedule_adadelta_18e.py new file mode 100644 index 0000000..396e807 --- /dev/null +++ b/demo/ner/base/schedule_adadelta_18e.py @@ -0,0 +1,6 @@ +# optimizer +optimizer = dict(type='Adadelta', lr=0.5) +optimizer_config = dict(grad_clip=dict(max_norm=0.5)) +# learning policy +lr_config = dict(policy='step', step=[8, 14, 16]) +total_epochs = 18 diff --git a/demo/ner/bilstm_crf/bilstm_crf.py b/demo/ner/bilstm_crf/bilstm_crf.py new file mode 100644 index 0000000..6267fe3 --- /dev/null +++ b/demo/ner/bilstm_crf/bilstm_crf.py @@ -0,0 +1,130 @@ +""" +################################################################################################## +# Copyright Info : Copyright (c) Davar Lab @ Hikvision Research Institute. All rights reserved. +# Filename : bilstm_crf.py +# Abstract : Bilstm+CRF for NER task. + +# Current Version: 1.0.0 +# Date : 2022-02-23 +################################################################################################## +""" +_base_ = [ + '../base/default_runtime.py' +] +""" +1. Data Setting +description: + Pipeline and training dataset settings + +Add keywords: + None +""" + +dataset_name = 'conll2003' +if dataset_name == 'conll2003': + test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' + train_ann_file = ['/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json'] + val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' + label_list = ['ORG', 'MISC', 'PER', 'LOC'] + model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' + do_lower_case = False + #dataset label list +if dataset_name == 'RESUME': + train_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/train.json' + val_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' + test_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' + label_list = ['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'] + model_name_or_path = '/data1/resume/models/huggingface/bert-base-chinese' + do_lower_case = True +work_dir = './work_dirs/bilstm_crf_%s'%dataset_name + + +max_len=256 +loader = dict( + type='NERLoader', + truncation=False, + stride=max_len-2, + max_len=max_len-2) + +ner_converter = dict( + type='TransformersConverter', + model_name_or_path=model_name_or_path, + label_list = label_list, + max_len = 512, + do_lower_case=do_lower_case + ) + +test_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "labels", "input_len"]) +] + +train_pipeline = [ + dict(type='NERTransform', label_converter=ner_converter), + dict(type='ToTensor',keys=['input_ids', 'attention_masks', "token_type_ids", "labels", "input_len"]) +] +dataset_type = 'NERDataset' + +train = dict( + type=dataset_type, + ann_file=train_ann_file, + loader=loader, + pipeline=train_pipeline, + test_mode=False) + +val = dict( + type=dataset_type, + ann_file=val_ann_file, + loader=loader, + pipeline=test_pipeline, + test_mode=True) +test = dict( + type=dataset_type, + ann_file=test_ann_file, + loader=loader, + pipeline=test_pipeline, + test_mode=True) +data = dict( + samples_per_gpu=128, workers_per_gpu=2, train=train, val=val, test=test) + +""" +2. model setting +description: + NER model configuration information + +Add keywords: + None +""" +type = 'NER' +model = dict( + type='BaseNER', + encoder=dict(type='BiLSTMEncoder',vocab_path=model_name_or_path+"/vocab.txt",num_lstm=3,hidden_size=768), + decoder=dict(type='CRFDecoder',label_converter=ner_converter,hidden_size=768) + ) + +test_cfg = None +""" +3. Training parameter settings +description: + Configure the corresponding learning rate and related strategy according to the dataset or model structure + +Add keywords: + None + +""" +# optimizer +#optimizer = dict(type='SGD', lr=6e-4, momentum=0.9) +optimizer = dict(type='AdamW', lr=1e-3) +optimizer_config = dict(grad_clip=dict(max_norm=5)) +# learning policy +lr_config = dict(policy='inv', warmup='linear', warmup_iters=10, + warmup_ratio=0.00001,warmup_by_epoch=True, gamma=0.05) +total_epochs = 50 + +""" +4. Evaluation and checkpoint settings +""" +evaluation = dict(interval=1, metric='f1-score',save_best='hmean') +checkpoint_config = dict(type='DavarCheckpointHook', interval=1, save_mode='lightweight', metric='hmean', + filename_tmpl='bert_e{}.pth', save_last=False) \ No newline at end of file diff --git a/demo/ner/bilstm_crf/dist_train.sh b/demo/ner/bilstm_crf/dist_train.sh new file mode 100644 index 0000000..92ea6d1 --- /dev/null +++ b/demo/ner/bilstm_crf/dist_train.sh @@ -0,0 +1,7 @@ +#!/bin/bash +export LANG=zh_CN.UTF-8 +export LANGUAGE=zh_CN:zh:en_US:en +export PATH=/usr/local/miniconda3/bin/:$PATH + +DAVAROCR_PATH=/path/to/Davar-Lab-OCR +python -m torch.distributed.launch --nproc_per_node 4 $DAVAROCR_PATH/tools/train.py ./bilstm_crf.py --launcher pytorch --seed 0 \ No newline at end of file diff --git a/demo/ner/bilstm_crf/logs/bilstm_crf_RESUME/20220310_194624.log b/demo/ner/bilstm_crf/logs/bilstm_crf_RESUME/20220310_194624.log new file mode 100644 index 0000000..8c615bf --- /dev/null +++ b/demo/ner/bilstm_crf/logs/bilstm_crf_RESUME/20220310_194624.log @@ -0,0 +1,813 @@ +2022-03-10 19:46:24,691 - davarocr - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] +CUDA available: True +GPU 0: NVIDIA Tesla V100-SXM2-32GB +CUDA_HOME: /usr/local/cuda +NVCC: Build cuda_11.3.r11.3/compiler.29745058_0 +GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 +PyTorch: 1.10.0+cu113 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX512 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.11.1+cu113 +OpenCV: 4.5.5 +MMCV: 1.3.4 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.3 +DAVAROCR: 0.4.0+unknown +------------------------------------------------------------ + +2022-03-10 19:46:25,686 - davarocr - INFO - Distributed training: False +2022-03-10 19:46:26,516 - davarocr - INFO - Config: +checkpoint_config = dict( + interval=1, + type='DavarCheckpointHook', + save_mode='lightweight', + metric='hmean', + filename_tmpl='bert_e{}.pth', + save_last=False) +log_config = dict(interval=5, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +dataset_name = 'RESUME' +train_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/train.json' +val_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' +test_ann_file = '/data1/data/Chinese/Flat/RESUME/Datalist/test.json' +label_list = ['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'] +model_name_or_path = '/data1/resume/models/huggingface/bert-base-chinese' +do_lower_case = True +work_dir = './work_dirs/bilstm_crf_RESUME' +max_len = 256 +loader = dict(type='NerLoader', truncation=False, stride=254, max_len=254) +ner_convertor = dict( + type='TransformersConvertor', + model_name_or_path='/data1/resume/models/huggingface/bert-base-chinese', + label_list=['NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC'], + max_len=512, + do_lower_case=True) +test_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +train_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +dataset_type = 'NerDataset' +train = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/train.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False) +val = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +test = dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +data = dict( + samples_per_gpu=128, + workers_per_gpu=2, + train=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/train.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False), + val=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True), + test=dict( + type='NerDataset', + ann_file='/data1/data/Chinese/Flat/RESUME/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', + 'LOC' + ], + max_len=512, + do_lower_case=True)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True)) +type = 'NER' +model = dict( + type='BaseNer', + encoder=dict( + type='BiLSTMEncoder', + model_name_or_path='/data1/resume/models/huggingface/bert-base-chinese', + num_lstm=3, + hidden_size=768), + decoder=dict( + type='CRFDecoder', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-chinese', + label_list=[ + 'NAME', 'CONT', 'RACE', 'TITLE', 'EDU', 'ORG', 'PRO', 'LOC' + ], + max_len=512, + do_lower_case=True), + hidden_size=768)) +test_cfg = None +optimizer = dict(type='AdamW', lr=0.001) +optimizer_config = dict(grad_clip=dict(max_norm=5)) +lr_config = dict( + policy='inv', + warmup='linear', + warmup_iters=10, + warmup_ratio=1e-05, + warmup_by_epoch=True, + gamma=0.05) +total_epochs = 50 +evaluation = dict(interval=1, metric='f1-score', save_best='hmean') +gpu_ids = range(0, 1) + +2022-03-10 19:46:30,741 - davarocr - INFO - Start running, host: root@train-layout-4-0, work_dir: /data1/davar-nlp1/demo/text_ner/work_dirs/bilstm_crf_RESUME +2022-03-10 19:46:30,741 - davarocr - INFO - workflow: [('train', 1)], max: 50 epochs +2022-03-10 19:46:37,482 - davarocr - INFO - Epoch [1][5/30] lr: 1.334e-05, eta: 0:33:34, time: 1.347, data_time: 0.530, memory: 5234, loss_crf: 127.8963, loss: 127.8963, grad_norm: 25.6684 +2022-03-10 19:46:41,520 - davarocr - INFO - Epoch [1][10/30] lr: 3.001e-05, eta: 0:26:45, time: 0.808, data_time: 0.008, memory: 5234, loss_crf: 120.7632, loss: 120.7632, grad_norm: 24.4531 +2022-03-10 19:46:45,522 - davarocr - INFO - Epoch [1][15/30] lr: 4.668e-05, eta: 0:24:22, time: 0.800, data_time: 0.008, memory: 5234, loss_crf: 122.1034, loss: 122.1034, grad_norm: 25.5175 +2022-03-10 19:46:49,527 - davarocr - INFO - Epoch [1][20/30] lr: 6.334e-05, eta: 0:23:09, time: 0.801, data_time: 0.007, memory: 5234, loss_crf: 119.9370, loss: 119.9370, grad_norm: 25.4784 +2022-03-10 19:46:53,710 - davarocr - INFO - Epoch [1][25/30] lr: 8.001e-05, eta: 0:22:34, time: 0.836, data_time: 0.007, memory: 5234, loss_crf: 122.3322, loss: 122.3322, grad_norm: 27.7312 +2022-03-10 19:46:57,724 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:46:57,725 - davarocr - INFO - Epoch [1][30/30] lr: 9.668e-05, eta: 0:22:02, time: 0.803, data_time: 0.007, memory: 5234, loss_crf: 113.6244, loss: 113.6244, grad_norm: 34.4043 +2022-03-10 19:47:58,546 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.0 +2022-03-10 19:47:58,547 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:47:58,547 - davarocr - INFO - Epoch(val) [1][30] NAME: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, PRO: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, EDU: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, TITLE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, ORG: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, CONT: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, RACE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, hmean: 0.0000 +2022-03-10 19:48:08,630 - davarocr - INFO - Epoch [2][5/30] lr: 1.079e-04, eta: 0:25:51, time: 2.016, data_time: 0.535, memory: 5234, loss_crf: 100.1814, loss: 100.1814, grad_norm: 52.3101 +2022-03-10 19:48:16,093 - davarocr - INFO - Epoch [2][10/30] lr: 1.238e-04, eta: 0:27:05, time: 1.493, data_time: 0.008, memory: 5234, loss_crf: 85.7070, loss: 85.7070, grad_norm: 108.1503 +2022-03-10 19:48:23,558 - davarocr - INFO - Epoch [2][15/30] lr: 1.397e-04, eta: 0:28:00, time: 1.493, data_time: 0.008, memory: 5234, loss_crf: 66.9957, loss: 66.9957, grad_norm: 121.8928 +2022-03-10 19:48:31,136 - davarocr - INFO - Epoch [2][20/30] lr: 1.556e-04, eta: 0:28:47, time: 1.515, data_time: 0.008, memory: 5234, loss_crf: 61.3130, loss: 61.3130, grad_norm: 83.9617 +2022-03-10 19:48:38,726 - davarocr - INFO - Epoch [2][25/30] lr: 1.714e-04, eta: 0:29:24, time: 1.518, data_time: 0.008, memory: 5234, loss_crf: 56.2226, loss: 56.2226, grad_norm: 45.5878 +2022-03-10 19:48:46,329 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:48:46,329 - davarocr - INFO - Epoch [2][30/30] lr: 1.873e-04, eta: 0:29:54, time: 1.521, data_time: 0.008, memory: 5234, loss_crf: 53.1825, loss: 53.1825, grad_norm: 29.8119 +2022-03-10 19:49:50,280 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.0 +2022-03-10 19:49:50,281 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:49:50,281 - davarocr - INFO - Epoch(val) [2][30] NAME: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, PRO: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, EDU: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, TITLE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, ORG: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, CONT: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, RACE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, hmean: 0.0000 +2022-03-10 19:50:00,228 - davarocr - INFO - Epoch [3][5/30] lr: 1.939e-04, eta: 0:31:09, time: 1.988, data_time: 0.522, memory: 5234, loss_crf: 49.3004, loss: 49.3004, grad_norm: 22.8774 +2022-03-10 19:50:07,837 - davarocr - INFO - Epoch [3][10/30] lr: 2.091e-04, eta: 0:31:25, time: 1.522, data_time: 0.008, memory: 5234, loss_crf: 44.7129, loss: 44.7129, grad_norm: 20.4468 +2022-03-10 19:50:15,461 - davarocr - INFO - Epoch [3][15/30] lr: 2.242e-04, eta: 0:31:38, time: 1.524, data_time: 0.008, memory: 5234, loss_crf: 40.6082, loss: 40.6082, grad_norm: 24.8630 +2022-03-10 19:50:23,044 - davarocr - INFO - Epoch [3][20/30] lr: 2.394e-04, eta: 0:31:48, time: 1.517, data_time: 0.007, memory: 5234, loss_crf: 36.5414, loss: 36.5414, grad_norm: 19.4891 +2022-03-10 19:50:29,689 - davarocr - INFO - Epoch [3][25/30] lr: 2.546e-04, eta: 0:31:40, time: 1.329, data_time: 0.006, memory: 5234, loss_crf: 37.1730, loss: 37.1730, grad_norm: 26.5122 +2022-03-10 19:50:35,887 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:50:35,888 - davarocr - INFO - Epoch [3][30/30] lr: 2.697e-04, eta: 0:31:25, time: 1.240, data_time: 0.007, memory: 5234, loss_crf: 31.3381, loss: 31.3381, grad_norm: 22.7304 +2022-03-10 19:51:36,426 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.1209889531825355 +2022-03-10 19:51:36,427 - davarocr - INFO - current_metric 0.1209889531825355 is much better than previous best_metric 0, saving best model ! +2022-03-10 19:51:36,427 - davarocr - INFO - Saving checkpoint at epoch_3.pth +2022-03-10 19:51:36,617 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:51:36,617 - davarocr - INFO - Epoch(val) [3][30] NAME: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, PRO: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, EDU: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, TITLE: {'precision': 0.5416666666666666, 'recall': 0.01683937823834197, 'f1-score': 0.032663316582914576}, ORG: {'precision': 0.41295546558704455, 'recall': 0.1844484629294756, 'f1-score': 0.255}, CONT: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, RACE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.42435424354243545, 'recall': 0.0705521472392638, 'f1-score': 0.1209889531825355}, hmean: 0.1210 +2022-03-10 19:51:46,112 - davarocr - INFO - Epoch [4][5/30] lr: 2.725e-04, eta: 0:32:00, time: 1.897, data_time: 0.514, memory: 5234, loss_crf: 27.3920, loss: 27.3920, grad_norm: 18.4124 +2022-03-10 19:51:52,975 - davarocr - INFO - Epoch [4][10/30] lr: 2.870e-04, eta: 0:31:53, time: 1.373, data_time: 0.008, memory: 5234, loss_crf: 25.4682, loss: 25.4682, grad_norm: 17.6920 +2022-03-10 19:51:59,930 - davarocr - INFO - Epoch [4][15/30] lr: 3.015e-04, eta: 0:31:48, time: 1.391, data_time: 0.006, memory: 5234, loss_crf: 22.6457, loss: 22.6457, grad_norm: 25.6926 +2022-03-10 19:52:06,805 - davarocr - INFO - Epoch [4][20/30] lr: 3.159e-04, eta: 0:31:42, time: 1.375, data_time: 0.007, memory: 5234, loss_crf: 19.7899, loss: 19.7899, grad_norm: 23.4458 +2022-03-10 19:52:13,586 - davarocr - INFO - Epoch [4][25/30] lr: 3.304e-04, eta: 0:31:34, time: 1.356, data_time: 0.006, memory: 5234, loss_crf: 18.3289, loss: 18.3289, grad_norm: 27.3293 +2022-03-10 19:52:20,068 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:52:20,068 - davarocr - INFO - Epoch [4][30/30] lr: 3.449e-04, eta: 0:31:23, time: 1.296, data_time: 0.006, memory: 5234, loss_crf: 16.7370, loss: 16.7370, grad_norm: 25.0271 +2022-03-10 19:53:19,731 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.6595978062157221 +2022-03-10 19:53:19,731 - davarocr - INFO - current_metric 0.6595978062157221 is much better than previous best_metric 0.1209889531825355, saving best model ! +2022-03-10 19:53:19,731 - davarocr - INFO - Saving checkpoint at epoch_4.pth +2022-03-10 19:53:19,945 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:53:19,945 - davarocr - INFO - Epoch(val) [4][30] NAME: {'precision': 0.2, 'recall': 0.11607142857142858, 'f1-score': 0.14689265536723164}, PRO: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, EDU: {'precision': 0.717948717948718, 'recall': 0.25, 'f1-score': 0.3708609271523179}, TITLE: {'precision': 0.8710217755443886, 'recall': 0.6735751295336787, 'f1-score': 0.7596785975164353}, ORG: {'precision': 0.844059405940594, 'recall': 0.6166365280289331, 'f1-score': 0.7126436781609194}, CONT: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, RACE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.816289592760181, 'recall': 0.5533742331288344, 'f1-score': 0.6595978062157221}, hmean: 0.6596 +2022-03-10 19:53:29,406 - davarocr - INFO - Epoch [5][5/30] lr: 3.444e-04, eta: 0:31:45, time: 1.891, data_time: 0.534, memory: 5234, loss_crf: 14.4954, loss: 14.4954, grad_norm: 20.0422 +2022-03-10 19:53:36,145 - davarocr - INFO - Epoch [5][10/30] lr: 3.583e-04, eta: 0:31:36, time: 1.347, data_time: 0.008, memory: 5234, loss_crf: 13.2128, loss: 13.2128, grad_norm: 25.0025 +2022-03-10 19:53:42,792 - davarocr - INFO - Epoch [5][15/30] lr: 3.722e-04, eta: 0:31:27, time: 1.330, data_time: 0.009, memory: 5234, loss_crf: 11.8949, loss: 11.8949, grad_norm: 22.0488 +2022-03-10 19:53:49,496 - davarocr - INFO - Epoch [5][20/30] lr: 3.861e-04, eta: 0:31:18, time: 1.341, data_time: 0.007, memory: 5234, loss_crf: 11.2644, loss: 11.2644, grad_norm: 26.4015 +2022-03-10 19:53:56,344 - davarocr - INFO - Epoch [5][25/30] lr: 4.000e-04, eta: 0:31:10, time: 1.369, data_time: 0.008, memory: 5234, loss_crf: 11.7746, loss: 11.7746, grad_norm: 36.4038 +2022-03-10 19:54:03,088 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:54:03,088 - davarocr - INFO - Epoch [5][30/30] lr: 4.139e-04, eta: 0:31:02, time: 1.349, data_time: 0.008, memory: 5234, loss_crf: 9.7818, loss: 9.7818, grad_norm: 21.2921 +2022-03-10 19:55:02,788 - davarocr - INFO - Now best checkpoint is epoch_5.pth. Best hmean is 0.8011928429423459 +2022-03-10 19:55:02,788 - davarocr - INFO - current_metric 0.8011928429423459 is much better than previous best_metric 0.6595978062157221, saving best model ! +2022-03-10 19:55:02,788 - davarocr - INFO - Saving checkpoint at epoch_5.pth +2022-03-10 19:55:02,988 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:55:02,988 - davarocr - INFO - Epoch(val) [5][30] NAME: {'precision': 0.7894736842105263, 'recall': 0.6696428571428571, 'f1-score': 0.7246376811594203}, PRO: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, EDU: {'precision': 0.7052631578947368, 'recall': 0.5982142857142857, 'f1-score': 0.6473429951690822}, TITLE: {'precision': 0.9015691868758916, 'recall': 0.8186528497409327, 'f1-score': 0.8581126951799048}, ORG: {'precision': 0.8686440677966102, 'recall': 0.7414104882459313, 'f1-score': 0.7999999999999999}, CONT: {'precision': 1.0, 'recall': 0.8928571428571429, 'f1-score': 0.9433962264150945}, RACE: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.8710374639769453, 'recall': 0.741717791411043, 'f1-score': 0.8011928429423459}, hmean: 0.8012 +2022-03-10 19:55:12,466 - davarocr - INFO - Epoch [6][5/30] lr: 4.107e-04, eta: 0:31:17, time: 1.894, data_time: 0.543, memory: 5234, loss_crf: 9.9876, loss: 9.9876, grad_norm: 23.4762 +2022-03-10 19:55:19,267 - davarocr - INFO - Epoch [6][10/30] lr: 4.240e-04, eta: 0:31:09, time: 1.361, data_time: 0.009, memory: 5234, loss_crf: 8.4020, loss: 8.4020, grad_norm: 18.2821 +2022-03-10 19:55:26,016 - davarocr - INFO - Epoch [6][15/30] lr: 4.373e-04, eta: 0:31:00, time: 1.350, data_time: 0.008, memory: 5234, loss_crf: 7.7142, loss: 7.7142, grad_norm: 18.2178 +2022-03-10 19:55:32,858 - davarocr - INFO - Epoch [6][20/30] lr: 4.507e-04, eta: 0:30:52, time: 1.368, data_time: 0.008, memory: 5234, loss_crf: 8.2328, loss: 8.2328, grad_norm: 34.0497 +2022-03-10 19:55:39,706 - davarocr - INFO - Epoch [6][25/30] lr: 4.640e-04, eta: 0:30:44, time: 1.370, data_time: 0.008, memory: 5234, loss_crf: 7.8692, loss: 7.8692, grad_norm: 30.6852 +2022-03-10 19:55:46,654 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:55:46,654 - davarocr - INFO - Epoch [6][30/30] lr: 4.773e-04, eta: 0:30:37, time: 1.389, data_time: 0.007, memory: 5234, loss_crf: 7.2803, loss: 7.2803, grad_norm: 25.0738 +2022-03-10 19:56:46,997 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.8454217262881524 +2022-03-10 19:56:46,997 - davarocr - INFO - current_metric 0.8454217262881524 is much better than previous best_metric 0.8011928429423459, saving best model ! +2022-03-10 19:56:46,997 - davarocr - INFO - Saving checkpoint at epoch_6.pth +2022-03-10 19:56:47,195 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:56:47,195 - davarocr - INFO - Epoch(val) [6][30] NAME: {'precision': 0.9196428571428571, 'recall': 0.9196428571428571, 'f1-score': 0.9196428571428571}, PRO: {'precision': 1.0, 'recall': 0.06060606060606061, 'f1-score': 0.1142857142857143}, EDU: {'precision': 0.7840909090909091, 'recall': 0.6160714285714286, 'f1-score': 0.6900000000000001}, TITLE: {'precision': 0.9274537695590327, 'recall': 0.844559585492228, 'f1-score': 0.8840677966101694}, ORG: {'precision': 0.8947368421052632, 'recall': 0.7685352622061483, 'f1-score': 0.8268482490272373}, CONT: {'precision': 1.0, 'recall': 0.9285714285714286, 'f1-score': 0.962962962962963}, RACE: {'precision': 1.0, 'recall': 0.7857142857142857, 'f1-score': 0.88}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.9089625970359916, 'recall': 0.7901840490797546, 'f1-score': 0.8454217262881524}, hmean: 0.8454 +2022-03-10 19:56:56,795 - davarocr - INFO - Epoch [7][5/30] lr: 4.718e-04, eta: 0:30:49, time: 1.919, data_time: 0.523, memory: 5234, loss_crf: 6.7228, loss: 6.7228, grad_norm: 15.8257 +2022-03-10 19:57:03,611 - davarocr - INFO - Epoch [7][10/30] lr: 4.846e-04, eta: 0:30:40, time: 1.363, data_time: 0.008, memory: 5234, loss_crf: 5.4533, loss: 5.4533, grad_norm: 14.1293 +2022-03-10 19:57:10,131 - davarocr - INFO - Epoch [7][15/30] lr: 4.974e-04, eta: 0:30:30, time: 1.304, data_time: 0.008, memory: 5234, loss_crf: 6.0627, loss: 6.0627, grad_norm: 20.1395 +2022-03-10 19:57:17,103 - davarocr - INFO - Epoch [7][20/30] lr: 5.103e-04, eta: 0:30:23, time: 1.395, data_time: 0.008, memory: 5234, loss_crf: 6.0303, loss: 6.0303, grad_norm: 22.4141 +2022-03-10 19:57:24,080 - davarocr - INFO - Epoch [7][25/30] lr: 5.231e-04, eta: 0:30:16, time: 1.395, data_time: 0.008, memory: 5234, loss_crf: 5.8791, loss: 5.8791, grad_norm: 13.1854 +2022-03-10 19:57:30,974 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:57:30,975 - davarocr - INFO - Epoch [7][30/30] lr: 5.359e-04, eta: 0:30:08, time: 1.379, data_time: 0.008, memory: 5234, loss_crf: 5.6117, loss: 5.6117, grad_norm: 15.1938 +2022-03-10 19:58:34,164 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.8820078226857888 +2022-03-10 19:58:34,165 - davarocr - INFO - current_metric 0.8820078226857888 is much better than previous best_metric 0.8454217262881524, saving best model ! +2022-03-10 19:58:34,165 - davarocr - INFO - Saving checkpoint at epoch_7.pth +2022-03-10 19:58:34,363 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:58:34,363 - davarocr - INFO - Epoch(val) [7][30] NAME: {'precision': 0.9805825242718447, 'recall': 0.9017857142857143, 'f1-score': 0.9395348837209301}, PRO: {'precision': 0.6153846153846154, 'recall': 0.24242424242424243, 'f1-score': 0.34782608695652173}, EDU: {'precision': 0.8367346938775511, 'recall': 0.7321428571428571, 'f1-score': 0.7809523809523811}, TITLE: {'precision': 0.946927374301676, 'recall': 0.8782383419689119, 'f1-score': 0.9112903225806451}, ORG: {'precision': 0.9505376344086022, 'recall': 0.7992766726943942, 'f1-score': 0.8683693516699411}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 0.9333333333333333, 'recall': 1.0, 'f1-score': 0.9655172413793104}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.9408901251738526, 'recall': 0.8300613496932515, 'f1-score': 0.8820078226857888}, hmean: 0.8820 +2022-03-10 19:58:44,379 - davarocr - INFO - Epoch [8][5/30] lr: 5.284e-04, eta: 0:30:19, time: 2.002, data_time: 0.546, memory: 5234, loss_crf: 5.1093, loss: 5.1093, grad_norm: 22.2011 +2022-03-10 19:58:51,723 - davarocr - INFO - Epoch [8][10/30] lr: 5.407e-04, eta: 0:30:13, time: 1.469, data_time: 0.008, memory: 5234, loss_crf: 4.7402, loss: 4.7402, grad_norm: 15.4573 +2022-03-10 19:58:59,064 - davarocr - INFO - Epoch [8][15/30] lr: 5.531e-04, eta: 0:30:08, time: 1.468, data_time: 0.008, memory: 5234, loss_crf: 4.1666, loss: 4.1666, grad_norm: 16.1659 +2022-03-10 19:59:06,460 - davarocr - INFO - Epoch [8][20/30] lr: 5.654e-04, eta: 0:30:02, time: 1.479, data_time: 0.008, memory: 5234, loss_crf: 4.2635, loss: 4.2635, grad_norm: 16.2148 +2022-03-10 19:59:13,797 - davarocr - INFO - Epoch [8][25/30] lr: 5.778e-04, eta: 0:29:56, time: 1.467, data_time: 0.007, memory: 5234, loss_crf: 3.9135, loss: 3.9135, grad_norm: 12.4526 +2022-03-10 19:59:21,100 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:59:21,101 - davarocr - INFO - Epoch [8][30/30] lr: 5.901e-04, eta: 0:29:50, time: 1.461, data_time: 0.008, memory: 5234, loss_crf: 4.3906, loss: 4.3906, grad_norm: 16.6725 +2022-03-10 20:00:25,724 - davarocr - INFO - Now best checkpoint is epoch_8.pth. Best hmean is 0.8999052731291443 +2022-03-10 20:00:25,725 - davarocr - INFO - current_metric 0.8999052731291443 is much better than previous best_metric 0.8820078226857888, saving best model ! +2022-03-10 20:00:25,725 - davarocr - INFO - Saving checkpoint at epoch_8.pth +2022-03-10 20:00:25,933 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:00:25,933 - davarocr - INFO - Epoch(val) [8][30] NAME: {'precision': 1.0, 'recall': 0.9196428571428571, 'f1-score': 0.9581395348837208}, PRO: {'precision': 0.631578947368421, 'recall': 0.36363636363636365, 'f1-score': 0.46153846153846156}, EDU: {'precision': 0.9019607843137255, 'recall': 0.8214285714285714, 'f1-score': 0.8598130841121495}, TITLE: {'precision': 0.929144385026738, 'recall': 0.9002590673575129, 'f1-score': 0.9144736842105263}, ORG: {'precision': 0.9198473282442748, 'recall': 0.8716094032549728, 'f1-score': 0.8950789229340762}, CONT: {'precision': 1.0, 'recall': 0.9642857142857143, 'f1-score': 0.9818181818181818}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.9271307742355237, 'recall': 0.8742331288343558, 'f1-score': 0.8999052731291443}, hmean: 0.8999 +2022-03-10 20:00:36,261 - davarocr - INFO - Epoch [9][5/30] lr: 5.810e-04, eta: 0:30:00, time: 2.065, data_time: 0.536, memory: 5234, loss_crf: 2.8843, loss: 2.8843, grad_norm: 10.7597 +2022-03-10 20:00:44,047 - davarocr - INFO - Epoch [9][10/30] lr: 5.929e-04, eta: 0:29:56, time: 1.557, data_time: 0.007, memory: 5234, loss_crf: 3.7407, loss: 3.7407, grad_norm: 14.5838 +2022-03-10 20:00:50,806 - davarocr - INFO - Epoch [9][15/30] lr: 6.048e-04, eta: 0:29:46, time: 1.352, data_time: 0.007, memory: 5234, loss_crf: 3.9430, loss: 3.9430, grad_norm: 17.4452 +2022-03-10 20:00:57,739 - davarocr - INFO - Epoch [9][20/30] lr: 6.167e-04, eta: 0:29:38, time: 1.386, data_time: 0.007, memory: 5234, loss_crf: 3.7463, loss: 3.7463, grad_norm: 20.4275 +2022-03-10 20:01:04,582 - davarocr - INFO - Epoch [9][25/30] lr: 6.286e-04, eta: 0:29:29, time: 1.369, data_time: 0.008, memory: 5234, loss_crf: 3.0671, loss: 3.0671, grad_norm: 13.0664 +2022-03-10 20:01:11,420 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:01:11,420 - davarocr - INFO - Epoch [9][30/30] lr: 6.405e-04, eta: 0:29:21, time: 1.368, data_time: 0.007, memory: 5234, loss_crf: 2.8608, loss: 2.8608, grad_norm: 9.6531 +2022-03-10 20:02:10,868 - davarocr - INFO - Now best checkpoint is epoch_9.pth. Best hmean is 0.9206852791878173 +2022-03-10 20:02:10,868 - davarocr - INFO - current_metric 0.9206852791878173 is much better than previous best_metric 0.8999052731291443, saving best model ! +2022-03-10 20:02:10,868 - davarocr - INFO - Saving checkpoint at epoch_9.pth +2022-03-10 20:02:11,082 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:02:11,082 - davarocr - INFO - Epoch(val) [9][30] NAME: {'precision': 1.0, 'recall': 0.9553571428571429, 'f1-score': 0.9771689497716896}, PRO: {'precision': 0.8333333333333334, 'recall': 0.6060606060606061, 'f1-score': 0.7017543859649124}, EDU: {'precision': 0.9807692307692307, 'recall': 0.9107142857142857, 'f1-score': 0.9444444444444444}, TITLE: {'precision': 0.9637377963737797, 'recall': 0.8950777202072538, 'f1-score': 0.9281396910678308}, ORG: {'precision': 0.9257142857142857, 'recall': 0.8788426763110307, 'f1-score': 0.9016697588126159}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666}, all: {'precision': 0.9533508541392904, 'recall': 0.8901840490797546, 'f1-score': 0.9206852791878173}, hmean: 0.9207 +2022-03-10 20:02:20,339 - davarocr - INFO - Epoch [10][5/30] lr: 6.299e-04, eta: 0:29:23, time: 1.851, data_time: 0.544, memory: 5234, loss_crf: 2.5844, loss: 2.5844, grad_norm: 11.5583 +2022-03-10 20:02:26,992 - davarocr - INFO - Epoch [10][10/30] lr: 6.414e-04, eta: 0:29:13, time: 1.330, data_time: 0.006, memory: 5234, loss_crf: 2.9972, loss: 2.9972, grad_norm: 15.6441 +2022-03-10 20:02:33,750 - davarocr - INFO - Epoch [10][15/30] lr: 6.529e-04, eta: 0:29:04, time: 1.352, data_time: 0.006, memory: 5234, loss_crf: 2.9761, loss: 2.9761, grad_norm: 14.3940 +2022-03-10 20:02:40,486 - davarocr - INFO - Epoch [10][20/30] lr: 6.644e-04, eta: 0:28:55, time: 1.347, data_time: 0.006, memory: 5234, loss_crf: 2.1867, loss: 2.1867, grad_norm: 8.6983 +2022-03-10 20:02:47,161 - davarocr - INFO - Epoch [10][25/30] lr: 6.759e-04, eta: 0:28:46, time: 1.335, data_time: 0.006, memory: 5234, loss_crf: 2.3972, loss: 2.3972, grad_norm: 8.8089 +2022-03-10 20:02:53,806 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:02:53,806 - davarocr - INFO - Epoch [10][30/30] lr: 6.874e-04, eta: 0:28:37, time: 1.329, data_time: 0.007, memory: 5234, loss_crf: 2.7445, loss: 2.7445, grad_norm: 10.3912 +2022-03-10 20:03:53,691 - davarocr - INFO - Now best checkpoint is epoch_10.pth. Best hmean is 0.923611111111111 +2022-03-10 20:03:53,692 - davarocr - INFO - current_metric 0.923611111111111 is much better than previous best_metric 0.9206852791878173, saving best model ! +2022-03-10 20:03:53,692 - davarocr - INFO - Saving checkpoint at epoch_10.pth +2022-03-10 20:03:53,912 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:03:53,912 - davarocr - INFO - Epoch(val) [10][30] NAME: {'precision': 1.0, 'recall': 0.9196428571428571, 'f1-score': 0.9581395348837208}, PRO: {'precision': 0.8571428571428571, 'recall': 0.7272727272727273, 'f1-score': 0.7868852459016394}, EDU: {'precision': 0.9805825242718447, 'recall': 0.9017857142857143, 'f1-score': 0.9395348837209301}, TITLE: {'precision': 0.9463806970509383, 'recall': 0.9145077720207254, 'f1-score': 0.9301712779973649}, ORG: {'precision': 0.9434697855750487, 'recall': 0.8752260397830018, 'f1-score': 0.9080675422138836}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666}, all: {'precision': 0.9512353706111834, 'recall': 0.8975460122699387, 'f1-score': 0.923611111111111}, hmean: 0.9236 +2022-03-10 20:04:03,015 - davarocr - INFO - Epoch [11][5/30] lr: 6.667e-04, eta: 0:28:37, time: 1.819, data_time: 0.518, memory: 5234, loss_crf: 2.1237, loss: 2.1237, grad_norm: 8.3554 +2022-03-10 20:04:09,842 - davarocr - INFO - Epoch [11][10/30] lr: 6.667e-04, eta: 0:28:29, time: 1.365, data_time: 0.008, memory: 5234, loss_crf: 1.9900, loss: 1.9900, grad_norm: 8.9720 +2022-03-10 20:04:16,718 - davarocr - INFO - Epoch [11][15/30] lr: 6.667e-04, eta: 0:28:20, time: 1.375, data_time: 0.007, memory: 5234, loss_crf: 2.1082, loss: 2.1082, grad_norm: 10.3964 +2022-03-10 20:04:23,411 - davarocr - INFO - Epoch [11][20/30] lr: 6.667e-04, eta: 0:28:11, time: 1.338, data_time: 0.007, memory: 5234, loss_crf: 1.7736, loss: 1.7736, grad_norm: 9.4431 +2022-03-10 20:04:30,021 - davarocr - INFO - Epoch [11][25/30] lr: 6.667e-04, eta: 0:28:02, time: 1.322, data_time: 0.007, memory: 5234, loss_crf: 2.1132, loss: 2.1132, grad_norm: 8.1302 +2022-03-10 20:04:36,828 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:04:36,829 - davarocr - INFO - Epoch [11][30/30] lr: 6.667e-04, eta: 0:27:54, time: 1.361, data_time: 0.007, memory: 5234, loss_crf: 2.1787, loss: 2.1787, grad_norm: 9.9979 +2022-03-10 20:05:36,241 - davarocr - INFO - Now best checkpoint is epoch_10.pth. Best hmean is 0.923611111111111 +2022-03-10 20:05:36,242 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:05:36,242 - davarocr - INFO - Epoch(val) [11][30] NAME: {'precision': 0.9905660377358491, 'recall': 0.9375, 'f1-score': 0.963302752293578}, PRO: {'precision': 0.8928571428571429, 'recall': 0.7575757575757576, 'f1-score': 0.819672131147541}, EDU: {'precision': 0.9722222222222222, 'recall': 0.9375, 'f1-score': 0.9545454545454546}, TITLE: {'precision': 0.9465753424657535, 'recall': 0.8950777202072538, 'f1-score': 0.9201065246338216}, ORG: {'precision': 0.8933823529411765, 'recall': 0.8788426763110307, 'f1-score': 0.886052871467639}, CONT: {'precision': 1.0, 'recall': 0.9642857142857143, 'f1-score': 0.9818181818181818}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666}, all: {'precision': 0.9333333333333333, 'recall': 0.8932515337423312, 'f1-score': 0.9128526645768025}, hmean: 0.9129 +2022-03-10 20:05:45,129 - davarocr - INFO - Epoch [12][5/30] lr: 6.452e-04, eta: 0:27:53, time: 1.777, data_time: 0.529, memory: 5234, loss_crf: 1.5286, loss: 1.5286, grad_norm: 6.8653 +2022-03-10 20:05:51,958 - davarocr - INFO - Epoch [12][10/30] lr: 6.452e-04, eta: 0:27:44, time: 1.366, data_time: 0.007, memory: 5234, loss_crf: 1.3969, loss: 1.3969, grad_norm: 6.5300 +2022-03-10 20:05:58,966 - davarocr - INFO - Epoch [12][15/30] lr: 6.452e-04, eta: 0:27:36, time: 1.402, data_time: 0.008, memory: 5234, loss_crf: 1.3119, loss: 1.3119, grad_norm: 8.1941 +2022-03-10 20:06:05,940 - davarocr - INFO - Epoch [12][20/30] lr: 6.452e-04, eta: 0:27:29, time: 1.395, data_time: 0.007, memory: 5234, loss_crf: 1.5538, loss: 1.5538, grad_norm: 9.1910 +2022-03-10 20:06:12,850 - davarocr - INFO - Epoch [12][25/30] lr: 6.452e-04, eta: 0:27:21, time: 1.382, data_time: 0.008, memory: 5234, loss_crf: 1.4327, loss: 1.4327, grad_norm: 8.4929 +2022-03-10 20:06:19,638 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:06:19,638 - davarocr - INFO - Epoch [12][30/30] lr: 6.452e-04, eta: 0:27:12, time: 1.358, data_time: 0.007, memory: 5234, loss_crf: 1.1979, loss: 1.1979, grad_norm: 7.2760 +2022-03-10 20:07:20,453 - davarocr - INFO - Now best checkpoint is epoch_10.pth. Best hmean is 0.923611111111111 +2022-03-10 20:07:20,453 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:07:20,453 - davarocr - INFO - Epoch(val) [12][30] NAME: {'precision': 1.0, 'recall': 0.9732142857142857, 'f1-score': 0.9864253393665159}, PRO: {'precision': 0.8888888888888888, 'recall': 0.7272727272727273, 'f1-score': 0.7999999999999999}, EDU: {'precision': 0.9813084112149533, 'recall': 0.9375, 'f1-score': 0.958904109589041}, TITLE: {'precision': 0.9277266754270697, 'recall': 0.9145077720207254, 'f1-score': 0.9210697977821265}, ORG: {'precision': 0.912962962962963, 'recall': 0.891500904159132, 'f1-score': 0.9021043000914912}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666}, all: {'precision': 0.9326620516047829, 'recall': 0.90920245398773, 'f1-score': 0.9207828518173345}, hmean: 0.9208 +2022-03-10 20:07:29,910 - davarocr - INFO - Epoch [13][5/30] lr: 6.250e-04, eta: 0:27:12, time: 1.890, data_time: 0.552, memory: 5234, loss_crf: 0.8447, loss: 0.8447, grad_norm: 5.8969 +2022-03-10 20:07:36,918 - davarocr - INFO - Epoch [13][10/30] lr: 6.250e-04, eta: 0:27:04, time: 1.402, data_time: 0.008, memory: 5234, loss_crf: 0.9548, loss: 0.9548, grad_norm: 6.6769 +2022-03-10 20:07:43,888 - davarocr - INFO - Epoch [13][15/30] lr: 6.250e-04, eta: 0:26:57, time: 1.394, data_time: 0.008, memory: 5234, loss_crf: 1.1496, loss: 1.1496, grad_norm: 8.0634 +2022-03-10 20:07:51,050 - davarocr - INFO - Epoch [13][20/30] lr: 6.250e-04, eta: 0:26:49, time: 1.432, data_time: 0.007, memory: 5234, loss_crf: 1.2200, loss: 1.2200, grad_norm: 8.9802 +2022-03-10 20:07:57,872 - davarocr - INFO - Epoch [13][25/30] lr: 6.250e-04, eta: 0:26:41, time: 1.365, data_time: 0.007, memory: 5234, loss_crf: 1.3578, loss: 1.3578, grad_norm: 9.8859 +2022-03-10 20:08:03,608 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:08:03,609 - davarocr - INFO - Epoch [13][30/30] lr: 6.250e-04, eta: 0:26:30, time: 1.147, data_time: 0.007, memory: 5234, loss_crf: 1.0069, loss: 1.0069, grad_norm: 5.7785 +2022-03-10 20:09:07,573 - davarocr - INFO - Now best checkpoint is epoch_10.pth. Best hmean is 0.923611111111111 +2022-03-10 20:09:07,573 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:09:07,573 - davarocr - INFO - Epoch(val) [13][30] NAME: {'precision': 0.9813084112149533, 'recall': 0.9375, 'f1-score': 0.958904109589041}, PRO: {'precision': 0.8709677419354839, 'recall': 0.8181818181818182, 'f1-score': 0.84375}, EDU: {'precision': 0.9727272727272728, 'recall': 0.9553571428571429, 'f1-score': 0.963963963963964}, TITLE: {'precision': 0.9401595744680851, 'recall': 0.9158031088082902, 'f1-score': 0.9278215223097113}, ORG: {'precision': 0.9166666666666666, 'recall': 0.8752260397830018, 'f1-score': 0.8954671600370028}, CONT: {'precision': 0.9655172413793104, 'recall': 1.0, 'f1-score': 0.9824561403508771}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0.9369828134945895, 'recall': 0.9030674846625767, 'f1-score': 0.9197125898156826}, hmean: 0.9197 +2022-03-10 20:09:17,540 - davarocr - INFO - Epoch [14][5/30] lr: 6.061e-04, eta: 0:26:31, time: 1.993, data_time: 0.530, memory: 5234, loss_crf: 0.6264, loss: 0.6264, grad_norm: 5.3052 +2022-03-10 20:09:24,895 - davarocr - INFO - Epoch [14][10/30] lr: 6.061e-04, eta: 0:26:24, time: 1.471, data_time: 0.008, memory: 5234, loss_crf: 0.9268, loss: 0.9268, grad_norm: 5.8681 +2022-03-10 20:09:32,213 - davarocr - INFO - Epoch [14][15/30] lr: 6.061e-04, eta: 0:26:17, time: 1.464, data_time: 0.006, memory: 5234, loss_crf: 0.7822, loss: 0.7822, grad_norm: 5.9996 +2022-03-10 20:09:39,546 - davarocr - INFO - Epoch [14][20/30] lr: 6.061e-04, eta: 0:26:10, time: 1.467, data_time: 0.006, memory: 5234, loss_crf: 1.0657, loss: 1.0657, grad_norm: 8.1027 +2022-03-10 20:09:46,932 - davarocr - INFO - Epoch [14][25/30] lr: 6.061e-04, eta: 0:26:03, time: 1.477, data_time: 0.006, memory: 5234, loss_crf: 0.8299, loss: 0.8299, grad_norm: 7.5911 +2022-03-10 20:09:54,706 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:09:54,707 - davarocr - INFO - Epoch [14][30/30] lr: 6.061e-04, eta: 0:25:58, time: 1.555, data_time: 0.008, memory: 5234, loss_crf: 0.6438, loss: 0.6438, grad_norm: 6.0964 +2022-03-10 20:10:58,426 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.9336228287841191 +2022-03-10 20:10:58,427 - davarocr - INFO - current_metric 0.9336228287841191 is much better than previous best_metric 0.923611111111111, saving best model ! +2022-03-10 20:10:58,427 - davarocr - INFO - Saving checkpoint at epoch_14.pth +2022-03-10 20:10:58,723 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:10:58,723 - davarocr - INFO - Epoch(val) [14][30] NAME: {'precision': 0.9908256880733946, 'recall': 0.9642857142857143, 'f1-score': 0.9773755656108598}, PRO: {'precision': 0.9032258064516129, 'recall': 0.8484848484848485, 'f1-score': 0.875}, EDU: {'precision': 0.990909090909091, 'recall': 0.9732142857142857, 'f1-score': 0.9819819819819819}, TITLE: {'precision': 0.9456953642384106, 'recall': 0.9248704663212435, 'f1-score': 0.9351669941060904}, ORG: {'precision': 0.9242144177449169, 'recall': 0.9041591320072333, 'f1-score': 0.9140767824497259}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.6666666666666666, 'recall': 0.6666666666666666, 'f1-score': 0.6666666666666666}, all: {'precision': 0.9441656210790464, 'recall': 0.9233128834355828, 'f1-score': 0.9336228287841191}, hmean: 0.9336 +2022-03-10 20:11:08,801 - davarocr - INFO - Epoch [15][5/30] lr: 5.882e-04, eta: 0:25:58, time: 2.015, data_time: 0.516, memory: 5234, loss_crf: 0.5380, loss: 0.5380, grad_norm: 8.3471 +2022-03-10 20:11:15,450 - davarocr - INFO - Epoch [15][10/30] lr: 5.882e-04, eta: 0:25:49, time: 1.330, data_time: 0.008, memory: 5234, loss_crf: 0.6387, loss: 0.6387, grad_norm: 7.0657 +2022-03-10 20:11:22,446 - davarocr - INFO - Epoch [15][15/30] lr: 5.882e-04, eta: 0:25:41, time: 1.399, data_time: 0.008, memory: 5234, loss_crf: 0.6061, loss: 0.6061, grad_norm: 5.4439 +2022-03-10 20:11:29,384 - davarocr - INFO - Epoch [15][20/30] lr: 5.882e-04, eta: 0:25:33, time: 1.387, data_time: 0.008, memory: 5234, loss_crf: 0.7136, loss: 0.7136, grad_norm: 6.4936 +2022-03-10 20:11:36,166 - davarocr - INFO - Epoch [15][25/30] lr: 5.882e-04, eta: 0:25:25, time: 1.356, data_time: 0.008, memory: 5234, loss_crf: 0.6317, loss: 0.6317, grad_norm: 5.1637 +2022-03-10 20:11:42,996 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:11:42,996 - davarocr - INFO - Epoch [15][30/30] lr: 5.882e-04, eta: 0:25:17, time: 1.366, data_time: 0.008, memory: 5234, loss_crf: 0.5979, loss: 0.5979, grad_norm: 5.7557 +2022-03-10 20:12:43,887 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.9336228287841191 +2022-03-10 20:12:43,888 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:12:43,888 - davarocr - INFO - Epoch(val) [15][30] NAME: {'precision': 0.9719626168224299, 'recall': 0.9285714285714286, 'f1-score': 0.949771689497717}, PRO: {'precision': 0.9032258064516129, 'recall': 0.8484848484848485, 'f1-score': 0.875}, EDU: {'precision': 0.9908256880733946, 'recall': 0.9642857142857143, 'f1-score': 0.9773755656108598}, TITLE: {'precision': 0.9365918097754293, 'recall': 0.9183937823834197, 'f1-score': 0.9274035317200785}, ORG: {'precision': 0.9155963302752294, 'recall': 0.9023508137432188, 'f1-score': 0.9089253187613844}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.6666666666666666, 'f1-score': 0.8}, all: {'precision': 0.9366771159874608, 'recall': 0.9165644171779141, 'f1-score': 0.9265116279069767}, hmean: 0.9265 +2022-03-10 20:12:53,295 - davarocr - INFO - Epoch [16][5/30] lr: 5.714e-04, eta: 0:25:14, time: 1.881, data_time: 0.543, memory: 5234, loss_crf: 0.3981, loss: 0.3981, grad_norm: 3.4000 +2022-03-10 20:13:00,048 - davarocr - INFO - Epoch [16][10/30] lr: 5.714e-04, eta: 0:25:06, time: 1.351, data_time: 0.008, memory: 5234, loss_crf: 0.4864, loss: 0.4864, grad_norm: 5.4948 +2022-03-10 20:13:06,591 - davarocr - INFO - Epoch [16][15/30] lr: 5.714e-04, eta: 0:24:57, time: 1.309, data_time: 0.008, memory: 5234, loss_crf: 0.5447, loss: 0.5447, grad_norm: 7.1103 +2022-03-10 20:13:13,080 - davarocr - INFO - Epoch [16][20/30] lr: 5.714e-04, eta: 0:24:48, time: 1.298, data_time: 0.008, memory: 5234, loss_crf: 0.4737, loss: 0.4737, grad_norm: 4.4285 +2022-03-10 20:13:19,927 - davarocr - INFO - Epoch [16][25/30] lr: 5.714e-04, eta: 0:24:40, time: 1.369, data_time: 0.007, memory: 5234, loss_crf: 0.6582, loss: 0.6582, grad_norm: 5.1897 +2022-03-10 20:13:26,688 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:13:26,688 - davarocr - INFO - Epoch [16][30/30] lr: 5.714e-04, eta: 0:24:32, time: 1.352, data_time: 0.007, memory: 5234, loss_crf: 0.4636, loss: 0.4636, grad_norm: 5.4649 +2022-03-10 20:14:26,322 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.9336228287841191 +2022-03-10 20:14:26,323 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:14:26,323 - davarocr - INFO - Epoch(val) [16][30] NAME: {'precision': 1.0, 'recall': 0.9553571428571429, 'f1-score': 0.9771689497716896}, PRO: {'precision': 0.9310344827586207, 'recall': 0.8181818181818182, 'f1-score': 0.8709677419354839}, EDU: {'precision': 0.9642857142857143, 'recall': 0.9642857142857143, 'f1-score': 0.9642857142857143}, TITLE: {'precision': 0.9380764163372859, 'recall': 0.9222797927461139, 'f1-score': 0.930111038536904}, ORG: {'precision': 0.9230769230769231, 'recall': 0.9113924050632911, 'f1-score': 0.9171974522292994}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.940625, 'recall': 0.9233128834355828, 'f1-score': 0.931888544891641}, hmean: 0.9319 +2022-03-10 20:14:35,849 - davarocr - INFO - Epoch [17][5/30] lr: 5.556e-04, eta: 0:24:30, time: 1.904, data_time: 0.534, memory: 5234, loss_crf: 0.4655, loss: 0.4655, grad_norm: 5.3989 +2022-03-10 20:14:42,636 - davarocr - INFO - Epoch [17][10/30] lr: 5.556e-04, eta: 0:24:21, time: 1.358, data_time: 0.007, memory: 5234, loss_crf: 0.3308, loss: 0.3308, grad_norm: 3.6402 +2022-03-10 20:14:49,348 - davarocr - INFO - Epoch [17][15/30] lr: 5.556e-04, eta: 0:24:13, time: 1.343, data_time: 0.007, memory: 5234, loss_crf: 0.2309, loss: 0.2309, grad_norm: 1.9629 +2022-03-10 20:14:56,181 - davarocr - INFO - Epoch [17][20/30] lr: 5.556e-04, eta: 0:24:05, time: 1.366, data_time: 0.007, memory: 5234, loss_crf: 0.4954, loss: 0.4954, grad_norm: 4.9027 +2022-03-10 20:15:02,962 - davarocr - INFO - Epoch [17][25/30] lr: 5.556e-04, eta: 0:23:57, time: 1.356, data_time: 0.007, memory: 5234, loss_crf: 0.4664, loss: 0.4664, grad_norm: 4.8715 +2022-03-10 20:15:09,698 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:15:09,698 - davarocr - INFO - Epoch [17][30/30] lr: 5.556e-04, eta: 0:23:49, time: 1.347, data_time: 0.007, memory: 5234, loss_crf: 0.3107, loss: 0.3107, grad_norm: 4.0205 +2022-03-10 20:16:09,056 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.9336228287841191 +2022-03-10 20:16:09,057 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:16:09,057 - davarocr - INFO - Epoch(val) [17][30] NAME: {'precision': 0.9907407407407407, 'recall': 0.9553571428571429, 'f1-score': 0.9727272727272727}, PRO: {'precision': 0.9090909090909091, 'recall': 0.9090909090909091, 'f1-score': 0.9090909090909091}, EDU: {'precision': 0.9814814814814815, 'recall': 0.9464285714285714, 'f1-score': 0.9636363636363636}, TITLE: {'precision': 0.9314888010540184, 'recall': 0.9158031088082902, 'f1-score': 0.9235793598954931}, ORG: {'precision': 0.928030303030303, 'recall': 0.8860759493670886, 'f1-score': 0.9065679925994448}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9387239418825016, 'recall': 0.9116564417177914, 'f1-score': 0.9249922191098662}, hmean: 0.9250 +2022-03-10 20:16:18,454 - davarocr - INFO - Epoch [18][5/30] lr: 5.405e-04, eta: 0:23:46, time: 1.879, data_time: 0.527, memory: 5234, loss_crf: 0.1961, loss: 0.1961, grad_norm: 3.3128 +2022-03-10 20:16:25,408 - davarocr - INFO - Epoch [18][10/30] lr: 5.405e-04, eta: 0:23:38, time: 1.391, data_time: 0.008, memory: 5234, loss_crf: 0.3453, loss: 0.3453, grad_norm: 3.4086 +2022-03-10 20:16:32,109 - davarocr - INFO - Epoch [18][15/30] lr: 5.405e-04, eta: 0:23:30, time: 1.340, data_time: 0.008, memory: 5234, loss_crf: 0.5286, loss: 0.5286, grad_norm: 6.4567 +2022-03-10 20:16:38,360 - davarocr - INFO - Epoch [18][20/30] lr: 5.405e-04, eta: 0:23:21, time: 1.250, data_time: 0.007, memory: 5234, loss_crf: 0.4061, loss: 0.4061, grad_norm: 5.8200 +2022-03-10 20:16:44,676 - davarocr - INFO - Epoch [18][25/30] lr: 5.405e-04, eta: 0:23:12, time: 1.264, data_time: 0.008, memory: 5234, loss_crf: 0.3064, loss: 0.3064, grad_norm: 4.2647 +2022-03-10 20:16:51,211 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:16:51,211 - davarocr - INFO - Epoch [18][30/30] lr: 5.405e-04, eta: 0:23:03, time: 1.307, data_time: 0.007, memory: 5234, loss_crf: 0.2523, loss: 0.2523, grad_norm: 3.7369 +2022-03-10 20:17:51,819 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.9336228287841191 +2022-03-10 20:17:51,820 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:17:51,820 - davarocr - INFO - Epoch(val) [18][30] NAME: {'precision': 0.9727272727272728, 'recall': 0.9553571428571429, 'f1-score': 0.963963963963964}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9734513274336283, 'recall': 0.9821428571428571, 'f1-score': 0.9777777777777777}, TITLE: {'precision': 0.9294117647058824, 'recall': 0.9209844559585493, 'f1-score': 0.9251789199739754}, ORG: {'precision': 0.9118705035971223, 'recall': 0.9168173598553345, 'f1-score': 0.9143372407574392}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.6666666666666666, 'recall': 0.6666666666666666, 'f1-score': 0.6666666666666666}, all: {'precision': 0.9292742927429274, 'recall': 0.9269938650306748, 'f1-score': 0.9281326781326781}, hmean: 0.9281 +2022-03-10 20:18:01,313 - davarocr - INFO - Epoch [19][5/30] lr: 5.263e-04, eta: 0:23:00, time: 1.898, data_time: 0.535, memory: 5234, loss_crf: 0.2353, loss: 0.2353, grad_norm: 2.8623 +2022-03-10 20:18:08,255 - davarocr - INFO - Epoch [19][10/30] lr: 5.263e-04, eta: 0:22:53, time: 1.389, data_time: 0.008, memory: 5234, loss_crf: 0.2071, loss: 0.2071, grad_norm: 2.4714 +2022-03-10 20:18:15,204 - davarocr - INFO - Epoch [19][15/30] lr: 5.263e-04, eta: 0:22:45, time: 1.390, data_time: 0.007, memory: 5234, loss_crf: 0.1903, loss: 0.1903, grad_norm: 2.4980 +2022-03-10 20:18:21,916 - davarocr - INFO - Epoch [19][20/30] lr: 5.263e-04, eta: 0:22:37, time: 1.342, data_time: 0.008, memory: 5234, loss_crf: 0.2339, loss: 0.2339, grad_norm: 3.4112 +2022-03-10 20:18:27,121 - davarocr - INFO - Epoch [19][25/30] lr: 5.263e-04, eta: 0:22:26, time: 1.041, data_time: 0.007, memory: 5234, loss_crf: 0.1834, loss: 0.1834, grad_norm: 2.1103 +2022-03-10 20:18:33,989 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:18:33,990 - davarocr - INFO - Epoch [19][30/30] lr: 5.263e-04, eta: 0:22:18, time: 1.373, data_time: 0.006, memory: 5234, loss_crf: 0.1172, loss: 0.1172, grad_norm: 1.5880 +2022-03-10 20:19:38,120 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.9336228287841191 +2022-03-10 20:19:38,121 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:19:38,121 - davarocr - INFO - Epoch(val) [19][30] NAME: {'precision': 1.0, 'recall': 0.9642857142857143, 'f1-score': 0.9818181818181818}, PRO: {'precision': 0.875, 'recall': 0.8484848484848485, 'f1-score': 0.8615384615384615}, EDU: {'precision': 0.9908256880733946, 'recall': 0.9642857142857143, 'f1-score': 0.9773755656108598}, TITLE: {'precision': 0.9304461942257218, 'recall': 0.9183937823834197, 'f1-score': 0.9243807040417211}, ORG: {'precision': 0.9105839416058394, 'recall': 0.9023508137432188, 'f1-score': 0.9064486830154405}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9327521793275217, 'recall': 0.9190184049079755, 'f1-score': 0.9258343634116193}, hmean: 0.9258 +2022-03-10 20:19:48,493 - davarocr - INFO - Epoch [20][5/30] lr: 5.128e-04, eta: 0:22:16, time: 2.073, data_time: 0.560, memory: 5234, loss_crf: 0.1165, loss: 0.1165, grad_norm: 1.5554 +2022-03-10 20:19:56,061 - davarocr - INFO - Epoch [20][10/30] lr: 5.128e-04, eta: 0:22:10, time: 1.514, data_time: 0.008, memory: 5234, loss_crf: 0.2503, loss: 0.2503, grad_norm: 2.9125 +2022-03-10 20:20:03,667 - davarocr - INFO - Epoch [20][15/30] lr: 5.128e-04, eta: 0:22:03, time: 1.521, data_time: 0.008, memory: 5234, loss_crf: 0.1517, loss: 0.1517, grad_norm: 2.0260 +2022-03-10 20:20:11,260 - davarocr - INFO - Epoch [20][20/30] lr: 5.128e-04, eta: 0:21:56, time: 1.519, data_time: 0.008, memory: 5234, loss_crf: 0.1305, loss: 0.1305, grad_norm: 1.5827 +2022-03-10 20:20:18,343 - davarocr - INFO - Epoch [20][25/30] lr: 5.128e-04, eta: 0:21:49, time: 1.417, data_time: 0.008, memory: 5234, loss_crf: 0.0754, loss: 0.0754, grad_norm: 1.5272 +2022-03-10 20:20:25,679 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:20:25,680 - davarocr - INFO - Epoch [20][30/30] lr: 5.128e-04, eta: 0:21:42, time: 1.467, data_time: 0.007, memory: 5234, loss_crf: 0.1308, loss: 0.1308, grad_norm: 3.1691 +2022-03-10 20:21:30,096 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:21:30,097 - davarocr - INFO - current_metric 0.9365128522762466 is much better than previous best_metric 0.9336228287841191, saving best model ! +2022-03-10 20:21:30,097 - davarocr - INFO - Saving checkpoint at epoch_20.pth +2022-03-10 20:21:30,307 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:21:30,307 - davarocr - INFO - Epoch(val) [20][30] NAME: {'precision': 0.990909090909091, 'recall': 0.9732142857142857, 'f1-score': 0.9819819819819819}, PRO: {'precision': 0.967741935483871, 'recall': 0.9090909090909091, 'f1-score': 0.9374999999999999}, EDU: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, TITLE: {'precision': 0.9418758256274768, 'recall': 0.9235751295336787, 'f1-score': 0.9326357096141268}, ORG: {'precision': 0.9283088235294118, 'recall': 0.9132007233273056, 'f1-score': 0.9206927985414768}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 1.0, 'recall': 0.8333333333333334, 'f1-score': 0.9090909090909091}, all: {'precision': 0.9455909943714822, 'recall': 0.9276073619631902, 'f1-score': 0.9365128522762466}, hmean: 0.9365 +2022-03-10 20:21:39,380 - davarocr - INFO - Epoch [21][5/30] lr: 5.000e-04, eta: 0:21:37, time: 1.813, data_time: 0.523, memory: 5234, loss_crf: 0.0820, loss: 0.0820, grad_norm: 1.0513 +2022-03-10 20:21:46,290 - davarocr - INFO - Epoch [21][10/30] lr: 5.000e-04, eta: 0:21:30, time: 1.383, data_time: 0.008, memory: 5234, loss_crf: 0.0917, loss: 0.0917, grad_norm: 1.1578 +2022-03-10 20:21:52,939 - davarocr - INFO - Epoch [21][15/30] lr: 5.000e-04, eta: 0:21:21, time: 1.330, data_time: 0.013, memory: 5234, loss_crf: 0.0685, loss: 0.0685, grad_norm: 1.1933 +2022-03-10 20:21:59,157 - davarocr - INFO - Epoch [21][20/30] lr: 5.000e-04, eta: 0:21:13, time: 1.244, data_time: 0.008, memory: 5234, loss_crf: 0.1516, loss: 0.1516, grad_norm: 1.2783 +2022-03-10 20:22:05,872 - davarocr - INFO - Epoch [21][25/30] lr: 5.000e-04, eta: 0:21:05, time: 1.343, data_time: 0.008, memory: 5234, loss_crf: 0.0968, loss: 0.0968, grad_norm: 1.2942 +2022-03-10 20:22:12,672 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:22:12,672 - davarocr - INFO - Epoch [21][30/30] lr: 5.000e-04, eta: 0:20:57, time: 1.360, data_time: 0.008, memory: 5234, loss_crf: 0.0856, loss: 0.0856, grad_norm: 1.4820 +2022-03-10 20:23:13,109 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:23:13,110 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:23:13,110 - davarocr - INFO - Epoch(val) [21][30] NAME: {'precision': 0.981651376146789, 'recall': 0.9553571428571429, 'f1-score': 0.9683257918552036}, PRO: {'precision': 0.90625, 'recall': 0.8787878787878788, 'f1-score': 0.8923076923076922}, EDU: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, TITLE: {'precision': 0.9258777633289987, 'recall': 0.9222797927461139, 'f1-score': 0.9240752757949383}, ORG: {'precision': 0.9180327868852459, 'recall': 0.9113924050632911, 'f1-score': 0.9147005444646097}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.931930693069307, 'recall': 0.9239263803680982, 'f1-score': 0.9279112754158966}, hmean: 0.9279 +2022-03-10 20:23:22,492 - davarocr - INFO - Epoch [22][5/30] lr: 4.878e-04, eta: 0:20:53, time: 1.876, data_time: 0.548, memory: 5234, loss_crf: 0.0366, loss: 0.0366, grad_norm: 0.3067 +2022-03-10 20:23:29,223 - davarocr - INFO - Epoch [22][10/30] lr: 4.878e-04, eta: 0:20:45, time: 1.347, data_time: 0.008, memory: 5234, loss_crf: 0.0468, loss: 0.0468, grad_norm: 0.6573 +2022-03-10 20:23:35,930 - davarocr - INFO - Epoch [22][15/30] lr: 4.878e-04, eta: 0:20:37, time: 1.341, data_time: 0.008, memory: 5234, loss_crf: 0.0503, loss: 0.0503, grad_norm: 0.4506 +2022-03-10 20:23:42,599 - davarocr - INFO - Epoch [22][20/30] lr: 4.878e-04, eta: 0:20:29, time: 1.333, data_time: 0.007, memory: 5234, loss_crf: 0.0255, loss: 0.0255, grad_norm: 0.2890 +2022-03-10 20:23:49,261 - davarocr - INFO - Epoch [22][25/30] lr: 4.878e-04, eta: 0:20:21, time: 1.333, data_time: 0.008, memory: 5234, loss_crf: 0.0641, loss: 0.0641, grad_norm: 0.5457 +2022-03-10 20:23:56,094 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:23:56,094 - davarocr - INFO - Epoch [22][30/30] lr: 4.878e-04, eta: 0:20:13, time: 1.367, data_time: 0.008, memory: 5234, loss_crf: 0.0419, loss: 0.0419, grad_norm: 0.4762 +2022-03-10 20:24:55,759 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:24:55,760 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:24:55,760 - davarocr - INFO - Epoch(val) [22][30] NAME: {'precision': 0.9908256880733946, 'recall': 0.9642857142857143, 'f1-score': 0.9773755656108598}, PRO: {'precision': 0.9375, 'recall': 0.9090909090909091, 'f1-score': 0.923076923076923}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9283854166666666, 'recall': 0.9235751295336787, 'f1-score': 0.9259740259740259}, ORG: {'precision': 0.9128856624319419, 'recall': 0.9095840867992767, 'f1-score': 0.9112318840579711}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9320568252007412, 'recall': 0.9257668711656442, 'f1-score': 0.9289012003693445}, hmean: 0.9289 +2022-03-10 20:25:05,279 - davarocr - INFO - Epoch [23][5/30] lr: 4.762e-04, eta: 0:20:09, time: 1.903, data_time: 0.529, memory: 5234, loss_crf: 0.0180, loss: 0.0180, grad_norm: 0.1351 +2022-03-10 20:25:12,081 - davarocr - INFO - Epoch [23][10/30] lr: 4.762e-04, eta: 0:20:01, time: 1.360, data_time: 0.008, memory: 5234, loss_crf: 0.0582, loss: 0.0582, grad_norm: 0.4808 +2022-03-10 20:25:18,432 - davarocr - INFO - Epoch [23][15/30] lr: 4.762e-04, eta: 0:19:53, time: 1.270, data_time: 0.008, memory: 5234, loss_crf: 0.0291, loss: 0.0291, grad_norm: 0.2339 +2022-03-10 20:25:24,753 - davarocr - INFO - Epoch [23][20/30] lr: 4.762e-04, eta: 0:19:44, time: 1.264, data_time: 0.008, memory: 5234, loss_crf: 0.0253, loss: 0.0253, grad_norm: 0.2093 +2022-03-10 20:25:31,136 - davarocr - INFO - Epoch [23][25/30] lr: 4.762e-04, eta: 0:19:36, time: 1.277, data_time: 0.007, memory: 5234, loss_crf: 0.0220, loss: 0.0220, grad_norm: 0.2161 +2022-03-10 20:25:37,760 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:25:37,760 - davarocr - INFO - Epoch [23][30/30] lr: 4.762e-04, eta: 0:19:28, time: 1.324, data_time: 0.007, memory: 5234, loss_crf: 0.0167, loss: 0.0167, grad_norm: 0.1490 +2022-03-10 20:26:37,633 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:26:37,634 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:26:37,634 - davarocr - INFO - Epoch(val) [23][30] NAME: {'precision': 0.981651376146789, 'recall': 0.9553571428571429, 'f1-score': 0.9683257918552036}, PRO: {'precision': 0.9375, 'recall': 0.9090909090909091, 'f1-score': 0.923076923076923}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9296875, 'recall': 0.9248704663212435, 'f1-score': 0.9272727272727271}, ORG: {'precision': 0.9147005444646098, 'recall': 0.9113924050632911, 'f1-score': 0.9130434782608696}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.932674490426189, 'recall': 0.9263803680981595, 'f1-score': 0.9295167743921207}, hmean: 0.9295 +2022-03-10 20:26:47,124 - davarocr - INFO - Epoch [24][5/30] lr: 4.651e-04, eta: 0:19:24, time: 1.897, data_time: 0.540, memory: 5234, loss_crf: 0.0188, loss: 0.0188, grad_norm: 0.1355 +2022-03-10 20:26:54,019 - davarocr - INFO - Epoch [24][10/30] lr: 4.651e-04, eta: 0:19:16, time: 1.379, data_time: 0.007, memory: 5234, loss_crf: 0.0136, loss: 0.0136, grad_norm: 0.0847 +2022-03-10 20:27:00,957 - davarocr - INFO - Epoch [24][15/30] lr: 4.651e-04, eta: 0:19:08, time: 1.388, data_time: 0.006, memory: 5234, loss_crf: 0.0205, loss: 0.0205, grad_norm: 0.1417 +2022-03-10 20:27:07,748 - davarocr - INFO - Epoch [24][20/30] lr: 4.651e-04, eta: 0:19:01, time: 1.358, data_time: 0.007, memory: 5234, loss_crf: 0.0401, loss: 0.0401, grad_norm: 0.2324 +2022-03-10 20:27:14,541 - davarocr - INFO - Epoch [24][25/30] lr: 4.651e-04, eta: 0:18:53, time: 1.359, data_time: 0.007, memory: 5234, loss_crf: 0.0257, loss: 0.0257, grad_norm: 0.2249 +2022-03-10 20:27:21,247 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:27:21,248 - davarocr - INFO - Epoch [24][30/30] lr: 4.651e-04, eta: 0:18:45, time: 1.341, data_time: 0.007, memory: 5234, loss_crf: 0.0122, loss: 0.0122, grad_norm: 0.0928 +2022-03-10 20:28:21,676 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:28:21,677 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:28:21,677 - davarocr - INFO - Epoch(val) [24][30] NAME: {'precision': 0.981651376146789, 'recall': 0.9553571428571429, 'f1-score': 0.9683257918552036}, PRO: {'precision': 0.9375, 'recall': 0.9090909090909091, 'f1-score': 0.923076923076923}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9295039164490861, 'recall': 0.9222797927461139, 'f1-score': 0.9258777633289987}, ORG: {'precision': 0.9162112932604736, 'recall': 0.9095840867992767, 'f1-score': 0.912885662431942}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9331269349845202, 'recall': 0.9245398773006135, 'f1-score': 0.9288135593220339}, hmean: 0.9288 +2022-03-10 20:28:31,176 - davarocr - INFO - Epoch [25][5/30] lr: 4.545e-04, eta: 0:18:40, time: 1.899, data_time: 0.529, memory: 5234, loss_crf: 0.0153, loss: 0.0153, grad_norm: 0.1181 +2022-03-10 20:28:38,093 - davarocr - INFO - Epoch [25][10/30] lr: 4.545e-04, eta: 0:18:33, time: 1.383, data_time: 0.008, memory: 5234, loss_crf: 0.0150, loss: 0.0150, grad_norm: 0.1052 +2022-03-10 20:28:45,043 - davarocr - INFO - Epoch [25][15/30] lr: 4.545e-04, eta: 0:18:25, time: 1.390, data_time: 0.007, memory: 5234, loss_crf: 0.0151, loss: 0.0151, grad_norm: 0.0976 +2022-03-10 20:28:51,901 - davarocr - INFO - Epoch [25][20/30] lr: 4.545e-04, eta: 0:18:18, time: 1.371, data_time: 0.008, memory: 5234, loss_crf: 0.0338, loss: 0.0338, grad_norm: 0.2384 +2022-03-10 20:28:58,377 - davarocr - INFO - Epoch [25][25/30] lr: 4.545e-04, eta: 0:18:10, time: 1.295, data_time: 0.008, memory: 5234, loss_crf: 0.0162, loss: 0.0162, grad_norm: 0.1298 +2022-03-10 20:29:04,221 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:29:04,221 - davarocr - INFO - Epoch [25][30/30] lr: 4.545e-04, eta: 0:18:01, time: 1.169, data_time: 0.007, memory: 5234, loss_crf: 0.0153, loss: 0.0153, grad_norm: 0.1101 +2022-03-10 20:30:08,198 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:30:08,199 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:30:08,199 - davarocr - INFO - Epoch(val) [25][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.9375, 'recall': 0.9090909090909091, 'f1-score': 0.923076923076923}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.925974025974026, 'recall': 0.9235751295336787, 'f1-score': 0.9247730220492867}, ORG: {'precision': 0.9128856624319419, 'recall': 0.9095840867992767, 'f1-score': 0.9112318840579711}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9303329223181258, 'recall': 0.9257668711656442, 'f1-score': 0.9280442804428045}, hmean: 0.9280 +2022-03-10 20:30:18,241 - davarocr - INFO - Epoch [26][5/30] lr: 4.444e-04, eta: 0:17:57, time: 2.008, data_time: 0.549, memory: 5234, loss_crf: 0.0124, loss: 0.0124, grad_norm: 0.0888 +2022-03-10 20:30:25,582 - davarocr - INFO - Epoch [26][10/30] lr: 4.444e-04, eta: 0:17:50, time: 1.468, data_time: 0.008, memory: 5234, loss_crf: 0.0140, loss: 0.0140, grad_norm: 0.0735 +2022-03-10 20:30:32,918 - davarocr - INFO - Epoch [26][15/30] lr: 4.444e-04, eta: 0:17:43, time: 1.467, data_time: 0.007, memory: 5234, loss_crf: 0.0352, loss: 0.0352, grad_norm: 0.2080 +2022-03-10 20:30:40,247 - davarocr - INFO - Epoch [26][20/30] lr: 4.444e-04, eta: 0:17:35, time: 1.466, data_time: 0.009, memory: 5234, loss_crf: 0.0156, loss: 0.0156, grad_norm: 0.1016 +2022-03-10 20:30:47,584 - davarocr - INFO - Epoch [26][25/30] lr: 4.444e-04, eta: 0:17:28, time: 1.467, data_time: 0.007, memory: 5234, loss_crf: 0.0131, loss: 0.0131, grad_norm: 0.0934 +2022-03-10 20:30:54,916 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:30:54,916 - davarocr - INFO - Epoch [26][30/30] lr: 4.444e-04, eta: 0:17:21, time: 1.466, data_time: 0.007, memory: 5234, loss_crf: 0.0135, loss: 0.0135, grad_norm: 0.1049 +2022-03-10 20:31:58,954 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:31:58,955 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:31:58,955 - davarocr - INFO - Epoch(val) [26][30] NAME: {'precision': 0.981651376146789, 'recall': 0.9553571428571429, 'f1-score': 0.9683257918552036}, PRO: {'precision': 0.9090909090909091, 'recall': 0.9090909090909091, 'f1-score': 0.9090909090909091}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.930718954248366, 'recall': 0.9222797927461139, 'f1-score': 0.9264801561483409}, ORG: {'precision': 0.9195612431444241, 'recall': 0.9095840867992767, 'f1-score': 0.9145454545454546}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9342839429634222, 'recall': 0.9245398773006135, 'f1-score': 0.929386370644465}, hmean: 0.9294 +2022-03-10 20:32:08,514 - davarocr - INFO - Epoch [27][5/30] lr: 4.348e-04, eta: 0:17:16, time: 1.911, data_time: 0.601, memory: 5234, loss_crf: 0.0136, loss: 0.0136, grad_norm: 0.0971 +2022-03-10 20:32:15,467 - davarocr - INFO - Epoch [27][10/30] lr: 4.348e-04, eta: 0:17:08, time: 1.391, data_time: 0.007, memory: 5234, loss_crf: 0.0129, loss: 0.0129, grad_norm: 0.0848 +2022-03-10 20:32:21,913 - davarocr - INFO - Epoch [27][15/30] lr: 4.348e-04, eta: 0:17:01, time: 1.289, data_time: 0.006, memory: 5234, loss_crf: 0.0104, loss: 0.0104, grad_norm: 0.0660 +2022-03-10 20:32:28,209 - davarocr - INFO - Epoch [27][20/30] lr: 4.348e-04, eta: 0:16:52, time: 1.259, data_time: 0.006, memory: 5234, loss_crf: 0.0126, loss: 0.0126, grad_norm: 0.0712 +2022-03-10 20:32:34,642 - davarocr - INFO - Epoch [27][25/30] lr: 4.348e-04, eta: 0:16:45, time: 1.287, data_time: 0.006, memory: 5234, loss_crf: 0.0268, loss: 0.0268, grad_norm: 0.1722 +2022-03-10 20:32:41,489 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:32:41,489 - davarocr - INFO - Epoch [27][30/30] lr: 4.348e-04, eta: 0:16:37, time: 1.369, data_time: 0.006, memory: 5234, loss_crf: 0.0115, loss: 0.0115, grad_norm: 0.0814 +2022-03-10 20:33:41,593 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:33:41,593 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:33:41,593 - davarocr - INFO - Epoch(val) [27][30] NAME: {'precision': 0.981651376146789, 'recall': 0.9553571428571429, 'f1-score': 0.9683257918552036}, PRO: {'precision': 0.9090909090909091, 'recall': 0.9090909090909091, 'f1-score': 0.9090909090909091}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9283854166666666, 'recall': 0.9235751295336787, 'f1-score': 0.9259740259740259}, ORG: {'precision': 0.9163636363636364, 'recall': 0.9113924050632911, 'f1-score': 0.913871260199456}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9320568252007412, 'recall': 0.9257668711656442, 'f1-score': 0.9289012003693445}, hmean: 0.9289 +2022-03-10 20:33:50,945 - davarocr - INFO - Epoch [28][5/30] lr: 4.255e-04, eta: 0:16:32, time: 1.869, data_time: 0.521, memory: 5234, loss_crf: 0.0098, loss: 0.0098, grad_norm: 0.0535 +2022-03-10 20:33:57,706 - davarocr - INFO - Epoch [28][10/30] lr: 4.255e-04, eta: 0:16:24, time: 1.352, data_time: 0.007, memory: 5234, loss_crf: 0.0138, loss: 0.0138, grad_norm: 0.0888 +2022-03-10 20:34:04,385 - davarocr - INFO - Epoch [28][15/30] lr: 4.255e-04, eta: 0:16:16, time: 1.336, data_time: 0.007, memory: 5234, loss_crf: 0.0118, loss: 0.0118, grad_norm: 0.0811 +2022-03-10 20:34:10,916 - davarocr - INFO - Epoch [28][20/30] lr: 4.255e-04, eta: 0:16:08, time: 1.306, data_time: 0.007, memory: 5234, loss_crf: 0.0111, loss: 0.0111, grad_norm: 0.0733 +2022-03-10 20:34:17,586 - davarocr - INFO - Epoch [28][25/30] lr: 4.255e-04, eta: 0:16:01, time: 1.334, data_time: 0.007, memory: 5234, loss_crf: 0.0236, loss: 0.0236, grad_norm: 0.2831 +2022-03-10 20:34:24,124 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:34:24,125 - davarocr - INFO - Epoch [28][30/30] lr: 4.255e-04, eta: 0:15:53, time: 1.308, data_time: 0.007, memory: 5234, loss_crf: 0.0096, loss: 0.0096, grad_norm: 0.0575 +2022-03-10 20:35:23,894 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:35:23,894 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:35:23,895 - davarocr - INFO - Epoch(val) [28][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.925974025974026, 'recall': 0.9235751295336787, 'f1-score': 0.9247730220492867}, ORG: {'precision': 0.9128856624319419, 'recall': 0.9095840867992767, 'f1-score': 0.9112318840579711}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9291871921182266, 'recall': 0.9257668711656442, 'f1-score': 0.9274738783036263}, hmean: 0.9275 +2022-03-10 20:35:33,476 - davarocr - INFO - Epoch [29][5/30] lr: 4.167e-04, eta: 0:15:48, time: 1.915, data_time: 0.543, memory: 5234, loss_crf: 0.0092, loss: 0.0092, grad_norm: 0.0648 +2022-03-10 20:35:39,796 - davarocr - INFO - Epoch [29][10/30] lr: 4.167e-04, eta: 0:15:40, time: 1.264, data_time: 0.007, memory: 5234, loss_crf: 0.0100, loss: 0.0100, grad_norm: 0.0758 +2022-03-10 20:35:46,187 - davarocr - INFO - Epoch [29][15/30] lr: 4.167e-04, eta: 0:15:32, time: 1.278, data_time: 0.006, memory: 5234, loss_crf: 0.0126, loss: 0.0126, grad_norm: 0.1146 +2022-03-10 20:35:52,979 - davarocr - INFO - Epoch [29][20/30] lr: 4.167e-04, eta: 0:15:24, time: 1.358, data_time: 0.006, memory: 5234, loss_crf: 0.0351, loss: 0.0351, grad_norm: 0.2325 +2022-03-10 20:35:59,699 - davarocr - INFO - Epoch [29][25/30] lr: 4.167e-04, eta: 0:15:17, time: 1.344, data_time: 0.006, memory: 5234, loss_crf: 0.0101, loss: 0.0101, grad_norm: 0.0728 +2022-03-10 20:36:06,385 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:36:06,385 - davarocr - INFO - Epoch [29][30/30] lr: 4.167e-04, eta: 0:15:09, time: 1.337, data_time: 0.006, memory: 5234, loss_crf: 0.0090, loss: 0.0090, grad_norm: 0.0519 +2022-03-10 20:37:06,088 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:37:06,088 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:37:06,089 - davarocr - INFO - Epoch(val) [29][30] NAME: {'precision': 0.981651376146789, 'recall': 0.9553571428571429, 'f1-score': 0.9683257918552036}, PRO: {'precision': 0.9090909090909091, 'recall': 0.9090909090909091, 'f1-score': 0.9090909090909091}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9308996088657105, 'recall': 0.9248704663212435, 'f1-score': 0.9278752436647172}, ORG: {'precision': 0.9143897996357013, 'recall': 0.9077757685352622, 'f1-score': 0.911070780399274}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9325912183055041, 'recall': 0.9251533742331288, 'f1-score': 0.9288574068370804}, hmean: 0.9289 +2022-03-10 20:37:15,621 - davarocr - INFO - Epoch [30][5/30] lr: 4.082e-04, eta: 0:15:03, time: 1.906, data_time: 0.552, memory: 5234, loss_crf: 0.0100, loss: 0.0100, grad_norm: 0.0745 +2022-03-10 20:37:22,588 - davarocr - INFO - Epoch [30][10/30] lr: 4.082e-04, eta: 0:14:56, time: 1.393, data_time: 0.008, memory: 5234, loss_crf: 0.0096, loss: 0.0096, grad_norm: 0.0601 +2022-03-10 20:37:29,502 - davarocr - INFO - Epoch [30][15/30] lr: 4.082e-04, eta: 0:14:49, time: 1.383, data_time: 0.008, memory: 5234, loss_crf: 0.0091, loss: 0.0091, grad_norm: 0.0559 +2022-03-10 20:37:36,258 - davarocr - INFO - Epoch [30][20/30] lr: 4.082e-04, eta: 0:14:41, time: 1.351, data_time: 0.008, memory: 5234, loss_crf: 0.0173, loss: 0.0173, grad_norm: 0.1498 +2022-03-10 20:37:43,127 - davarocr - INFO - Epoch [30][25/30] lr: 4.082e-04, eta: 0:14:34, time: 1.374, data_time: 0.007, memory: 5234, loss_crf: 0.0117, loss: 0.0117, grad_norm: 0.0770 +2022-03-10 20:37:50,024 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:37:50,024 - davarocr - INFO - Epoch [30][30/30] lr: 4.082e-04, eta: 0:14:26, time: 1.379, data_time: 0.007, memory: 5234, loss_crf: 0.0094, loss: 0.0094, grad_norm: 0.0742 +2022-03-10 20:38:51,200 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:38:51,201 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:38:51,201 - davarocr - INFO - Epoch(val) [30][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.9090909090909091, 'recall': 0.9090909090909091, 'f1-score': 0.9090909090909091}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9272727272727272, 'recall': 0.9248704663212435, 'f1-score': 0.9260700389105058}, ORG: {'precision': 0.9162112932604736, 'recall': 0.9095840867992767, 'f1-score': 0.912885662431942}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9315237507711289, 'recall': 0.9263803680981595, 'f1-score': 0.9289449400184558}, hmean: 0.9289 +2022-03-10 20:39:00,698 - davarocr - INFO - Epoch [31][5/30] lr: 4.000e-04, eta: 0:14:20, time: 1.898, data_time: 0.536, memory: 5234, loss_crf: 0.0093, loss: 0.0093, grad_norm: 0.0520 +2022-03-10 20:39:07,609 - davarocr - INFO - Epoch [31][10/30] lr: 4.000e-04, eta: 0:14:13, time: 1.383, data_time: 0.008, memory: 5234, loss_crf: 0.0082, loss: 0.0082, grad_norm: 0.0459 +2022-03-10 20:39:14,355 - davarocr - INFO - Epoch [31][15/30] lr: 4.000e-04, eta: 0:14:05, time: 1.349, data_time: 0.008, memory: 5234, loss_crf: 0.0102, loss: 0.0102, grad_norm: 0.0649 +2022-03-10 20:39:19,973 - davarocr - INFO - Epoch [31][20/30] lr: 4.000e-04, eta: 0:13:57, time: 1.123, data_time: 0.008, memory: 5234, loss_crf: 0.0103, loss: 0.0103, grad_norm: 0.0690 +2022-03-10 20:39:25,921 - davarocr - INFO - Epoch [31][25/30] lr: 4.000e-04, eta: 0:13:49, time: 1.190, data_time: 0.008, memory: 5234, loss_crf: 0.0132, loss: 0.0132, grad_norm: 0.1036 +2022-03-10 20:39:33,582 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:39:33,583 - davarocr - INFO - Epoch [31][30/30] lr: 4.000e-04, eta: 0:13:42, time: 1.532, data_time: 0.008, memory: 5234, loss_crf: 0.0089, loss: 0.0089, grad_norm: 0.0620 +2022-03-10 20:40:37,900 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:40:37,901 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:40:37,901 - davarocr - INFO - Epoch(val) [31][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9284785435630689, 'recall': 0.9248704663212435, 'f1-score': 0.926670992861778}, ORG: {'precision': 0.9113924050632911, 'recall': 0.9113924050632911, 'f1-score': 0.9113924050632911}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9298461538461539, 'recall': 0.9269938650306748, 'f1-score': 0.9284178187403994}, hmean: 0.9284 +2022-03-10 20:40:47,860 - davarocr - INFO - Epoch [32][5/30] lr: 3.922e-04, eta: 0:13:37, time: 1.991, data_time: 0.534, memory: 5234, loss_crf: 0.0079, loss: 0.0079, grad_norm: 0.0491 +2022-03-10 20:40:55,203 - davarocr - INFO - Epoch [32][10/30] lr: 3.922e-04, eta: 0:13:29, time: 1.469, data_time: 0.009, memory: 5234, loss_crf: 0.0077, loss: 0.0077, grad_norm: 0.0434 +2022-03-10 20:41:02,547 - davarocr - INFO - Epoch [32][15/30] lr: 3.922e-04, eta: 0:13:22, time: 1.469, data_time: 0.009, memory: 5234, loss_crf: 0.0081, loss: 0.0081, grad_norm: 0.0515 +2022-03-10 20:41:09,889 - davarocr - INFO - Epoch [32][20/30] lr: 3.922e-04, eta: 0:13:15, time: 1.468, data_time: 0.008, memory: 5234, loss_crf: 0.0155, loss: 0.0155, grad_norm: 0.1542 +2022-03-10 20:41:17,105 - davarocr - INFO - Epoch [32][25/30] lr: 3.922e-04, eta: 0:13:08, time: 1.443, data_time: 0.008, memory: 5234, loss_crf: 0.0087, loss: 0.0087, grad_norm: 0.0559 +2022-03-10 20:41:24,639 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:41:24,639 - davarocr - INFO - Epoch [32][30/30] lr: 3.922e-04, eta: 0:13:01, time: 1.507, data_time: 0.008, memory: 5234, loss_crf: 0.0089, loss: 0.0089, grad_norm: 0.0538 +2022-03-10 20:42:28,925 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:42:28,925 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:42:28,925 - davarocr - INFO - Epoch(val) [32][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9284785435630689, 'recall': 0.9248704663212435, 'f1-score': 0.926670992861778}, ORG: {'precision': 0.9147005444646098, 'recall': 0.9113924050632911, 'f1-score': 0.9130434782608696}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9309919901417129, 'recall': 0.9269938650306748, 'f1-score': 0.9289886258837995}, hmean: 0.9290 +2022-03-10 20:42:38,240 - davarocr - INFO - Epoch [33][5/30] lr: 3.846e-04, eta: 0:12:55, time: 1.862, data_time: 0.553, memory: 5234, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.0411 +2022-03-10 20:42:45,177 - davarocr - INFO - Epoch [33][10/30] lr: 3.846e-04, eta: 0:12:47, time: 1.387, data_time: 0.008, memory: 5234, loss_crf: 0.0073, loss: 0.0073, grad_norm: 0.0402 +2022-03-10 20:42:51,958 - davarocr - INFO - Epoch [33][15/30] lr: 3.846e-04, eta: 0:12:40, time: 1.356, data_time: 0.008, memory: 5234, loss_crf: 0.0090, loss: 0.0090, grad_norm: 0.0498 +2022-03-10 20:42:58,666 - davarocr - INFO - Epoch [33][20/30] lr: 3.846e-04, eta: 0:12:32, time: 1.342, data_time: 0.008, memory: 5234, loss_crf: 0.0071, loss: 0.0071, grad_norm: 0.0443 +2022-03-10 20:43:05,498 - davarocr - INFO - Epoch [33][25/30] lr: 3.846e-04, eta: 0:12:25, time: 1.366, data_time: 0.008, memory: 5234, loss_crf: 0.0119, loss: 0.0119, grad_norm: 0.1222 +2022-03-10 20:43:12,246 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:43:12,246 - davarocr - INFO - Epoch [33][30/30] lr: 3.846e-04, eta: 0:12:17, time: 1.350, data_time: 0.008, memory: 5234, loss_crf: 0.0088, loss: 0.0088, grad_norm: 0.0545 +2022-03-10 20:44:13,402 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:44:13,403 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:44:13,403 - davarocr - INFO - Epoch(val) [33][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9296875, 'recall': 0.9248704663212435, 'f1-score': 0.9272727272727271}, ORG: {'precision': 0.9115523465703971, 'recall': 0.9132007233273056, 'f1-score': 0.912375790424571}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9304615384615385, 'recall': 0.9276073619631902, 'f1-score': 0.9290322580645162}, hmean: 0.9290 +2022-03-10 20:44:22,883 - davarocr - INFO - Epoch [34][5/30] lr: 3.774e-04, eta: 0:12:11, time: 1.895, data_time: 0.560, memory: 5234, loss_crf: 0.0093, loss: 0.0093, grad_norm: 0.0556 +2022-03-10 20:44:29,475 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:44:29,476 - davarocr - INFO - Epoch [34][10/30] lr: 3.774e-04, eta: 0:12:04, time: 1.318, data_time: 0.008, memory: 5234, loss_crf: 0.0072, loss: 0.0072, grad_norm: 0.0389 +2022-03-10 20:44:36,231 - davarocr - INFO - Epoch [34][15/30] lr: 3.774e-04, eta: 0:11:56, time: 1.351, data_time: 0.008, memory: 5234, loss_crf: 0.0080, loss: 0.0080, grad_norm: 0.0441 +2022-03-10 20:44:42,743 - davarocr - INFO - Epoch [34][20/30] lr: 3.774e-04, eta: 0:11:49, time: 1.303, data_time: 0.008, memory: 5234, loss_crf: 0.0070, loss: 0.0070, grad_norm: 0.0424 +2022-03-10 20:44:49,654 - davarocr - INFO - Epoch [34][25/30] lr: 3.774e-04, eta: 0:11:41, time: 1.382, data_time: 0.007, memory: 5234, loss_crf: 0.0105, loss: 0.0105, grad_norm: 0.1404 +2022-03-10 20:44:56,495 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:44:56,495 - davarocr - INFO - Epoch [34][30/30] lr: 3.774e-04, eta: 0:11:34, time: 1.368, data_time: 0.008, memory: 5234, loss_crf: 0.0081, loss: 0.0081, grad_norm: 0.0482 +2022-03-10 20:45:57,676 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:45:57,677 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:45:57,677 - davarocr - INFO - Epoch(val) [34][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9296875, 'recall': 0.9248704663212435, 'f1-score': 0.9272727272727271}, ORG: {'precision': 0.9112318840579711, 'recall': 0.9095840867992767, 'f1-score': 0.9104072398190045}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9303758471965496, 'recall': 0.9263803680981595, 'f1-score': 0.9283738087918845}, hmean: 0.9284 +2022-03-10 20:46:07,351 - davarocr - INFO - Epoch [35][5/30] lr: 3.704e-04, eta: 0:11:28, time: 1.934, data_time: 0.593, memory: 5234, loss_crf: 0.0085, loss: 0.0085, grad_norm: 0.0534 +2022-03-10 20:46:14,235 - davarocr - INFO - Epoch [35][10/30] lr: 3.704e-04, eta: 0:11:20, time: 1.377, data_time: 0.008, memory: 5234, loss_crf: 0.0088, loss: 0.0088, grad_norm: 0.0796 +2022-03-10 20:46:20,879 - davarocr - INFO - Epoch [35][15/30] lr: 3.704e-04, eta: 0:11:13, time: 1.329, data_time: 0.007, memory: 5234, loss_crf: 0.0081, loss: 0.0081, grad_norm: 0.0533 +2022-03-10 20:46:27,754 - davarocr - INFO - Epoch [35][20/30] lr: 3.704e-04, eta: 0:11:05, time: 1.375, data_time: 0.007, memory: 5234, loss_crf: 0.0064, loss: 0.0064, grad_norm: 0.0350 +2022-03-10 20:46:34,249 - davarocr - INFO - Epoch [35][25/30] lr: 3.704e-04, eta: 0:10:58, time: 1.299, data_time: 0.008, memory: 5234, loss_crf: 0.0063, loss: 0.0063, grad_norm: 0.0369 +2022-03-10 20:46:40,886 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:46:40,887 - davarocr - INFO - Epoch [35][30/30] lr: 3.704e-04, eta: 0:10:50, time: 1.327, data_time: 0.008, memory: 5234, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.0368 +2022-03-10 20:47:41,334 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:47:41,335 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:47:41,335 - davarocr - INFO - Epoch(val) [35][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9296875, 'recall': 0.9248704663212435, 'f1-score': 0.9272727272727271}, ORG: {'precision': 0.9097472924187726, 'recall': 0.9113924050632911, 'f1-score': 0.9105691056910569}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9298461538461539, 'recall': 0.9269938650306748, 'f1-score': 0.9284178187403994}, hmean: 0.9284 +2022-03-10 20:47:50,803 - davarocr - INFO - Epoch [36][5/30] lr: 3.636e-04, eta: 0:10:44, time: 1.893, data_time: 0.556, memory: 5234, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.0485 +2022-03-10 20:47:57,367 - davarocr - INFO - Epoch [36][10/30] lr: 3.636e-04, eta: 0:10:37, time: 1.313, data_time: 0.008, memory: 5234, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.0324 +2022-03-10 20:48:04,324 - davarocr - INFO - Epoch [36][15/30] lr: 3.636e-04, eta: 0:10:29, time: 1.391, data_time: 0.008, memory: 5234, loss_crf: 0.0066, loss: 0.0066, grad_norm: 0.0384 +2022-03-10 20:48:11,221 - davarocr - INFO - Epoch [36][20/30] lr: 3.636e-04, eta: 0:10:22, time: 1.379, data_time: 0.007, memory: 5234, loss_crf: 0.0067, loss: 0.0067, grad_norm: 0.0370 +2022-03-10 20:48:18,248 - davarocr - INFO - Epoch [36][25/30] lr: 3.636e-04, eta: 0:10:14, time: 1.406, data_time: 0.007, memory: 5234, loss_crf: 0.0066, loss: 0.0066, grad_norm: 0.0393 +2022-03-10 20:48:25,239 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:48:25,240 - davarocr - INFO - Epoch [36][30/30] lr: 3.636e-04, eta: 0:10:07, time: 1.398, data_time: 0.007, memory: 5234, loss_crf: 0.0095, loss: 0.0095, grad_norm: 0.0669 +2022-03-10 20:49:26,135 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:49:26,136 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:49:26,136 - davarocr - INFO - Epoch(val) [36][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9308996088657105, 'recall': 0.9248704663212435, 'f1-score': 0.9278752436647172}, ORG: {'precision': 0.907942238267148, 'recall': 0.9095840867992767, 'f1-score': 0.9087624209575429}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9298029556650246, 'recall': 0.9263803680981595, 'f1-score': 0.9280885064535956}, hmean: 0.9281 +2022-03-10 20:49:36,192 - davarocr - INFO - Epoch [37][5/30] lr: 3.571e-04, eta: 0:10:01, time: 2.010, data_time: 0.591, memory: 5234, loss_crf: 0.0070, loss: 0.0070, grad_norm: 0.0435 +2022-03-10 20:49:43,000 - davarocr - INFO - Epoch [37][10/30] lr: 3.571e-04, eta: 0:09:54, time: 1.362, data_time: 0.007, memory: 5234, loss_crf: 0.0071, loss: 0.0071, grad_norm: 0.0427 +2022-03-10 20:49:49,742 - davarocr - INFO - Epoch [37][15/30] lr: 3.571e-04, eta: 0:09:46, time: 1.348, data_time: 0.006, memory: 5234, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.0288 +2022-03-10 20:49:55,041 - davarocr - INFO - Epoch [37][20/30] lr: 3.571e-04, eta: 0:09:38, time: 1.060, data_time: 0.007, memory: 5234, loss_crf: 0.0062, loss: 0.0062, grad_norm: 0.0347 +2022-03-10 20:50:02,364 - davarocr - INFO - Epoch [37][25/30] lr: 3.571e-04, eta: 0:09:31, time: 1.464, data_time: 0.006, memory: 5234, loss_crf: 0.0068, loss: 0.0068, grad_norm: 0.0519 +2022-03-10 20:50:09,687 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:50:09,688 - davarocr - INFO - Epoch [37][30/30] lr: 3.571e-04, eta: 0:09:24, time: 1.465, data_time: 0.007, memory: 5234, loss_crf: 0.0078, loss: 0.0078, grad_norm: 0.0428 +2022-03-10 20:51:14,492 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:51:14,493 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:51:14,493 - davarocr - INFO - Epoch(val) [37][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9308996088657105, 'recall': 0.9248704663212435, 'f1-score': 0.9278752436647172}, ORG: {'precision': 0.9113924050632911, 'recall': 0.9113924050632911, 'f1-score': 0.9113924050632911}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9309919901417129, 'recall': 0.9269938650306748, 'f1-score': 0.9289886258837995}, hmean: 0.9290 +2022-03-10 20:51:25,201 - davarocr - INFO - Epoch [38][5/30] lr: 3.509e-04, eta: 0:09:18, time: 2.140, data_time: 0.539, memory: 5234, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.0367 +2022-03-10 20:51:32,716 - davarocr - INFO - Epoch [38][10/30] lr: 3.509e-04, eta: 0:09:11, time: 1.503, data_time: 0.008, memory: 5234, loss_crf: 0.0075, loss: 0.0075, grad_norm: 0.0479 +2022-03-10 20:51:40,525 - davarocr - INFO - Epoch [38][15/30] lr: 3.509e-04, eta: 0:09:04, time: 1.562, data_time: 0.008, memory: 5234, loss_crf: 0.0063, loss: 0.0063, grad_norm: 0.0342 +2022-03-10 20:51:48,201 - davarocr - INFO - Epoch [38][20/30] lr: 3.509e-04, eta: 0:08:56, time: 1.535, data_time: 0.008, memory: 5234, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.0314 +2022-03-10 20:51:56,002 - davarocr - INFO - Epoch [38][25/30] lr: 3.509e-04, eta: 0:08:49, time: 1.561, data_time: 0.009, memory: 5234, loss_crf: 0.0062, loss: 0.0062, grad_norm: 0.0328 +2022-03-10 20:52:03,688 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:52:03,688 - davarocr - INFO - Epoch [38][30/30] lr: 3.509e-04, eta: 0:08:42, time: 1.537, data_time: 0.007, memory: 5234, loss_crf: 0.0068, loss: 0.0068, grad_norm: 0.0378 +2022-03-10 20:53:08,764 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:53:08,765 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:53:08,765 - davarocr - INFO - Epoch(val) [38][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9308996088657105, 'recall': 0.9248704663212435, 'f1-score': 0.9278752436647172}, ORG: {'precision': 0.9113924050632911, 'recall': 0.9113924050632911, 'f1-score': 0.9113924050632911}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9309919901417129, 'recall': 0.9269938650306748, 'f1-score': 0.9289886258837995}, hmean: 0.9290 +2022-03-10 20:53:18,185 - davarocr - INFO - Epoch [39][5/30] lr: 3.448e-04, eta: 0:08:36, time: 1.883, data_time: 0.529, memory: 5234, loss_crf: 0.0057, loss: 0.0057, grad_norm: 0.0307 +2022-03-10 20:53:24,987 - davarocr - INFO - Epoch [39][10/30] lr: 3.448e-04, eta: 0:08:28, time: 1.360, data_time: 0.008, memory: 5234, loss_crf: 0.0072, loss: 0.0072, grad_norm: 0.0446 +2022-03-10 20:53:31,830 - davarocr - INFO - Epoch [39][15/30] lr: 3.448e-04, eta: 0:08:21, time: 1.368, data_time: 0.008, memory: 5234, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.0286 +2022-03-10 20:53:38,487 - davarocr - INFO - Epoch [39][20/30] lr: 3.448e-04, eta: 0:08:13, time: 1.332, data_time: 0.007, memory: 5234, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.0322 +2022-03-10 20:53:45,290 - davarocr - INFO - Epoch [39][25/30] lr: 3.448e-04, eta: 0:08:06, time: 1.360, data_time: 0.006, memory: 5234, loss_crf: 0.0075, loss: 0.0075, grad_norm: 0.0516 +2022-03-10 20:53:52,208 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:53:52,208 - davarocr - INFO - Epoch [39][30/30] lr: 3.448e-04, eta: 0:07:59, time: 1.384, data_time: 0.008, memory: 5234, loss_crf: 0.0059, loss: 0.0059, grad_norm: 0.0314 +2022-03-10 20:54:52,643 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:54:52,644 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:54:52,644 - davarocr - INFO - Epoch(val) [39][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9308996088657105, 'recall': 0.9248704663212435, 'f1-score': 0.9278752436647172}, ORG: {'precision': 0.9097472924187726, 'recall': 0.9113924050632911, 'f1-score': 0.9105691056910569}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9304187192118226, 'recall': 0.9269938650306748, 'f1-score': 0.9287031346035647}, hmean: 0.9287 +2022-03-10 20:55:02,040 - davarocr - INFO - Epoch [40][5/30] lr: 3.390e-04, eta: 0:07:52, time: 1.878, data_time: 0.548, memory: 5234, loss_crf: 0.0063, loss: 0.0063, grad_norm: 0.0309 +2022-03-10 20:55:08,687 - davarocr - INFO - Epoch [40][10/30] lr: 3.390e-04, eta: 0:07:45, time: 1.330, data_time: 0.008, memory: 5234, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.0261 +2022-03-10 20:55:15,563 - davarocr - INFO - Epoch [40][15/30] lr: 3.390e-04, eta: 0:07:37, time: 1.375, data_time: 0.008, memory: 5234, loss_crf: 0.0067, loss: 0.0067, grad_norm: 0.0443 +2022-03-10 20:55:22,296 - davarocr - INFO - Epoch [40][20/30] lr: 3.390e-04, eta: 0:07:30, time: 1.346, data_time: 0.007, memory: 5234, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.0329 +2022-03-10 20:55:28,973 - davarocr - INFO - Epoch [40][25/30] lr: 3.390e-04, eta: 0:07:22, time: 1.335, data_time: 0.007, memory: 5234, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.0291 +2022-03-10 20:55:35,620 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:55:35,620 - davarocr - INFO - Epoch [40][30/30] lr: 3.390e-04, eta: 0:07:15, time: 1.329, data_time: 0.007, memory: 5234, loss_crf: 0.0059, loss: 0.0059, grad_norm: 0.0310 +2022-03-10 20:56:35,973 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:56:35,974 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:56:35,974 - davarocr - INFO - Epoch(val) [40][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9296875, 'recall': 0.9248704663212435, 'f1-score': 0.9272727272727271}, ORG: {'precision': 0.9097472924187726, 'recall': 0.9113924050632911, 'f1-score': 0.9105691056910569}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9298461538461539, 'recall': 0.9269938650306748, 'f1-score': 0.9284178187403994}, hmean: 0.9284 +2022-03-10 20:56:45,607 - davarocr - INFO - Epoch [41][5/30] lr: 3.333e-04, eta: 0:07:08, time: 1.926, data_time: 0.545, memory: 5234, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.0433 +2022-03-10 20:56:52,555 - davarocr - INFO - Epoch [41][10/30] lr: 3.333e-04, eta: 0:07:01, time: 1.389, data_time: 0.008, memory: 5234, loss_crf: 0.0053, loss: 0.0053, grad_norm: 0.0281 +2022-03-10 20:56:59,485 - davarocr - INFO - Epoch [41][15/30] lr: 3.333e-04, eta: 0:06:54, time: 1.386, data_time: 0.008, memory: 5234, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.0307 +2022-03-10 20:57:06,273 - davarocr - INFO - Epoch [41][20/30] lr: 3.333e-04, eta: 0:06:46, time: 1.357, data_time: 0.009, memory: 5234, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.0279 +2022-03-10 20:57:13,318 - davarocr - INFO - Epoch [41][25/30] lr: 3.333e-04, eta: 0:06:39, time: 1.409, data_time: 0.007, memory: 5234, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.0340 +2022-03-10 20:57:20,048 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:57:20,049 - davarocr - INFO - Epoch [41][30/30] lr: 3.333e-04, eta: 0:06:31, time: 1.346, data_time: 0.007, memory: 5234, loss_crf: 0.0065, loss: 0.0065, grad_norm: 0.0355 +2022-03-10 20:58:21,742 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 20:58:21,743 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:58:21,743 - davarocr - INFO - Epoch(val) [41][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9296875, 'recall': 0.9248704663212435, 'f1-score': 0.9272727272727271}, ORG: {'precision': 0.9097472924187726, 'recall': 0.9113924050632911, 'f1-score': 0.9105691056910569}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9298461538461539, 'recall': 0.9269938650306748, 'f1-score': 0.9284178187403994}, hmean: 0.9284 +2022-03-10 20:58:31,356 - davarocr - INFO - Epoch [42][5/30] lr: 3.279e-04, eta: 0:06:25, time: 1.922, data_time: 0.536, memory: 5234, loss_crf: 0.0059, loss: 0.0059, grad_norm: 0.0361 +2022-03-10 20:58:38,334 - davarocr - INFO - Epoch [42][10/30] lr: 3.279e-04, eta: 0:06:17, time: 1.395, data_time: 0.007, memory: 5234, loss_crf: 0.0057, loss: 0.0057, grad_norm: 0.0350 +2022-03-10 20:58:45,337 - davarocr - INFO - Epoch [42][15/30] lr: 3.279e-04, eta: 0:06:10, time: 1.401, data_time: 0.008, memory: 5234, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.0288 +2022-03-10 20:58:52,365 - davarocr - INFO - Epoch [42][20/30] lr: 3.279e-04, eta: 0:06:03, time: 1.406, data_time: 0.007, memory: 5234, loss_crf: 0.0060, loss: 0.0060, grad_norm: 0.0328 +2022-03-10 20:58:59,349 - davarocr - INFO - Epoch [42][25/30] lr: 3.279e-04, eta: 0:05:55, time: 1.397, data_time: 0.007, memory: 5234, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.0271 +2022-03-10 20:59:06,317 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:59:06,318 - davarocr - INFO - Epoch [42][30/30] lr: 3.279e-04, eta: 0:05:48, time: 1.393, data_time: 0.007, memory: 5234, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.0266 +2022-03-10 21:00:08,957 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:00:08,958 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:00:08,958 - davarocr - INFO - Epoch(val) [42][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9284785435630689, 'recall': 0.9248704663212435, 'f1-score': 0.926670992861778}, ORG: {'precision': 0.9097472924187726, 'recall': 0.9113924050632911, 'f1-score': 0.9105691056910569}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9292742927429274, 'recall': 0.9269938650306748, 'f1-score': 0.9281326781326781}, hmean: 0.9281 +2022-03-10 21:00:17,950 - davarocr - INFO - Epoch [43][5/30] lr: 3.226e-04, eta: 0:05:41, time: 1.797, data_time: 0.547, memory: 5234, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.0270 +2022-03-10 21:00:23,952 - davarocr - INFO - Epoch [43][10/30] lr: 3.226e-04, eta: 0:05:34, time: 1.200, data_time: 0.008, memory: 5234, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.0243 +2022-03-10 21:00:29,193 - davarocr - INFO - Epoch [43][15/30] lr: 3.226e-04, eta: 0:05:26, time: 1.048, data_time: 0.008, memory: 5234, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.0269 +2022-03-10 21:00:36,810 - davarocr - INFO - Epoch [43][20/30] lr: 3.226e-04, eta: 0:05:19, time: 1.523, data_time: 0.008, memory: 5234, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.0310 +2022-03-10 21:00:44,438 - davarocr - INFO - Epoch [43][25/30] lr: 3.226e-04, eta: 0:05:12, time: 1.525, data_time: 0.008, memory: 5234, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.0273 +2022-03-10 21:00:52,021 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:00:52,022 - davarocr - INFO - Epoch [43][30/30] lr: 3.226e-04, eta: 0:05:04, time: 1.517, data_time: 0.007, memory: 5234, loss_crf: 0.0070, loss: 0.0070, grad_norm: 0.0482 +2022-03-10 21:01:58,859 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:01:58,860 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:01:58,860 - davarocr - INFO - Epoch(val) [43][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9732142857142857, 'recall': 0.9732142857142857, 'f1-score': 0.9732142857142857}, TITLE: {'precision': 0.9284785435630689, 'recall': 0.9248704663212435, 'f1-score': 0.926670992861778}, ORG: {'precision': 0.9113924050632911, 'recall': 0.9113924050632911, 'f1-score': 0.9113924050632911}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9298461538461539, 'recall': 0.9269938650306748, 'f1-score': 0.9284178187403994}, hmean: 0.9284 +2022-03-10 21:02:09,666 - davarocr - INFO - Epoch [44][5/30] lr: 3.175e-04, eta: 0:04:58, time: 2.160, data_time: 0.534, memory: 5234, loss_crf: 0.0046, loss: 0.0046, grad_norm: 0.0245 +2022-03-10 21:02:17,297 - davarocr - INFO - Epoch [44][10/30] lr: 3.175e-04, eta: 0:04:51, time: 1.526, data_time: 0.010, memory: 5234, loss_crf: 0.0057, loss: 0.0057, grad_norm: 0.0368 +2022-03-10 21:02:25,247 - davarocr - INFO - Epoch [44][15/30] lr: 3.175e-04, eta: 0:04:43, time: 1.590, data_time: 0.008, memory: 5234, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.0274 +2022-03-10 21:02:33,026 - davarocr - INFO - Epoch [44][20/30] lr: 3.175e-04, eta: 0:04:36, time: 1.556, data_time: 0.007, memory: 5234, loss_crf: 0.0062, loss: 0.0062, grad_norm: 0.0362 +2022-03-10 21:02:40,735 - davarocr - INFO - Epoch [44][25/30] lr: 3.175e-04, eta: 0:04:29, time: 1.541, data_time: 0.008, memory: 5234, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.0281 +2022-03-10 21:02:48,508 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:02:48,509 - davarocr - INFO - Epoch [44][30/30] lr: 3.175e-04, eta: 0:04:22, time: 1.555, data_time: 0.008, memory: 5234, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0258 +2022-03-10 21:03:54,924 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:03:54,925 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:03:54,925 - davarocr - INFO - Epoch(val) [44][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9646017699115044, 'recall': 0.9732142857142857, 'f1-score': 0.9688888888888889}, TITLE: {'precision': 0.9284785435630689, 'recall': 0.9248704663212435, 'f1-score': 0.926670992861778}, ORG: {'precision': 0.9081081081081082, 'recall': 0.9113924050632911, 'f1-score': 0.9097472924187725}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9281326781326781, 'recall': 0.9269938650306748, 'f1-score': 0.9275629220380602}, hmean: 0.9276 +2022-03-10 21:04:04,612 - davarocr - INFO - Epoch [45][5/30] lr: 3.125e-04, eta: 0:04:15, time: 1.936, data_time: 0.555, memory: 5234, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.0269 +2022-03-10 21:04:11,421 - davarocr - INFO - Epoch [45][10/30] lr: 3.125e-04, eta: 0:04:07, time: 1.362, data_time: 0.008, memory: 5234, loss_crf: 0.0053, loss: 0.0053, grad_norm: 0.0273 +2022-03-10 21:04:18,420 - davarocr - INFO - Epoch [45][15/30] lr: 3.125e-04, eta: 0:04:00, time: 1.400, data_time: 0.009, memory: 5234, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.0324 +2022-03-10 21:04:25,560 - davarocr - INFO - Epoch [45][20/30] lr: 3.125e-04, eta: 0:03:53, time: 1.428, data_time: 0.009, memory: 5234, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.0270 +2022-03-10 21:04:32,193 - davarocr - INFO - Epoch [45][25/30] lr: 3.125e-04, eta: 0:03:45, time: 1.326, data_time: 0.009, memory: 5234, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.0270 +2022-03-10 21:04:39,043 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:04:39,044 - davarocr - INFO - Epoch [45][30/30] lr: 3.125e-04, eta: 0:03:38, time: 1.367, data_time: 0.008, memory: 5234, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.0286 +2022-03-10 21:05:41,416 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:05:41,417 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:05:41,417 - davarocr - INFO - Epoch(val) [45][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9646017699115044, 'recall': 0.9732142857142857, 'f1-score': 0.9688888888888889}, TITLE: {'precision': 0.9284785435630689, 'recall': 0.9248704663212435, 'f1-score': 0.926670992861778}, ORG: {'precision': 0.9081081081081082, 'recall': 0.9113924050632911, 'f1-score': 0.9097472924187725}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9281326781326781, 'recall': 0.9269938650306748, 'f1-score': 0.9275629220380602}, hmean: 0.9276 +2022-03-10 21:05:50,930 - davarocr - INFO - Epoch [46][5/30] lr: 3.077e-04, eta: 0:03:31, time: 1.901, data_time: 0.520, memory: 5234, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.0279 +2022-03-10 21:05:58,122 - davarocr - INFO - Epoch [46][10/30] lr: 3.077e-04, eta: 0:03:24, time: 1.439, data_time: 0.010, memory: 5234, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.0264 +2022-03-10 21:06:05,032 - davarocr - INFO - Epoch [46][15/30] lr: 3.077e-04, eta: 0:03:16, time: 1.382, data_time: 0.009, memory: 5234, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.0275 +2022-03-10 21:06:11,497 - davarocr - INFO - Epoch [46][20/30] lr: 3.077e-04, eta: 0:03:09, time: 1.293, data_time: 0.007, memory: 5234, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.0263 +2022-03-10 21:06:18,205 - davarocr - INFO - Epoch [46][25/30] lr: 3.077e-04, eta: 0:03:02, time: 1.341, data_time: 0.007, memory: 5234, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.0260 +2022-03-10 21:06:24,957 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:06:24,958 - davarocr - INFO - Epoch [46][30/30] lr: 3.077e-04, eta: 0:02:54, time: 1.351, data_time: 0.007, memory: 5234, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.0371 +2022-03-10 21:07:27,011 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:07:27,012 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:07:27,012 - davarocr - INFO - Epoch(val) [46][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9646017699115044, 'recall': 0.9732142857142857, 'f1-score': 0.9688888888888889}, TITLE: {'precision': 0.9284785435630689, 'recall': 0.9248704663212435, 'f1-score': 0.926670992861778}, ORG: {'precision': 0.9099099099099099, 'recall': 0.9132007233273056, 'f1-score': 0.9115523465703971}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9287469287469288, 'recall': 0.9276073619631902, 'f1-score': 0.9281767955801105}, hmean: 0.9282 +2022-03-10 21:07:36,577 - davarocr - INFO - Epoch [47][5/30] lr: 3.030e-04, eta: 0:02:47, time: 1.912, data_time: 0.560, memory: 5234, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.0325 +2022-03-10 21:07:43,468 - davarocr - INFO - Epoch [47][10/30] lr: 3.030e-04, eta: 0:02:40, time: 1.378, data_time: 0.008, memory: 5234, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.0246 +2022-03-10 21:07:50,344 - davarocr - INFO - Epoch [47][15/30] lr: 3.030e-04, eta: 0:02:33, time: 1.375, data_time: 0.009, memory: 5234, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.0280 +2022-03-10 21:07:57,381 - davarocr - INFO - Epoch [47][20/30] lr: 3.030e-04, eta: 0:02:25, time: 1.408, data_time: 0.009, memory: 5234, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.0222 +2022-03-10 21:08:04,242 - davarocr - INFO - Epoch [47][25/30] lr: 3.030e-04, eta: 0:02:18, time: 1.372, data_time: 0.009, memory: 5234, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.0242 +2022-03-10 21:08:11,202 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:08:11,203 - davarocr - INFO - Epoch [47][30/30] lr: 3.030e-04, eta: 0:02:11, time: 1.391, data_time: 0.008, memory: 5234, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0274 +2022-03-10 21:09:12,753 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:09:12,754 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:09:12,754 - davarocr - INFO - Epoch(val) [47][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9646017699115044, 'recall': 0.9732142857142857, 'f1-score': 0.9688888888888889}, TITLE: {'precision': 0.9272727272727272, 'recall': 0.9248704663212435, 'f1-score': 0.9260700389105058}, ORG: {'precision': 0.9099099099099099, 'recall': 0.9132007233273056, 'f1-score': 0.9115523465703971}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9281767955801105, 'recall': 0.9276073619631902, 'f1-score': 0.9278919914084076}, hmean: 0.9279 +2022-03-10 21:09:22,129 - davarocr - INFO - Epoch [48][5/30] lr: 2.985e-04, eta: 0:02:03, time: 1.874, data_time: 0.548, memory: 5234, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.0232 +2022-03-10 21:09:29,357 - davarocr - INFO - Epoch [48][10/30] lr: 2.985e-04, eta: 0:01:56, time: 1.446, data_time: 0.008, memory: 5234, loss_crf: 0.0052, loss: 0.0052, grad_norm: 0.0325 +2022-03-10 21:09:36,497 - davarocr - INFO - Epoch [48][15/30] lr: 2.985e-04, eta: 0:01:49, time: 1.428, data_time: 0.008, memory: 5234, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.0302 +2022-03-10 21:09:43,246 - davarocr - INFO - Epoch [48][20/30] lr: 2.985e-04, eta: 0:01:42, time: 1.350, data_time: 0.008, memory: 5234, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.0308 +2022-03-10 21:09:49,680 - davarocr - INFO - Epoch [48][25/30] lr: 2.985e-04, eta: 0:01:34, time: 1.287, data_time: 0.007, memory: 5234, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.0221 +2022-03-10 21:09:56,187 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:09:56,188 - davarocr - INFO - Epoch [48][30/30] lr: 2.985e-04, eta: 0:01:27, time: 1.301, data_time: 0.007, memory: 5234, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.0235 +2022-03-10 21:10:59,184 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:10:59,185 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:10:59,185 - davarocr - INFO - Epoch(val) [48][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8823529411764706, 'recall': 0.9090909090909091, 'f1-score': 0.8955223880597014}, EDU: {'precision': 0.9646017699115044, 'recall': 0.9732142857142857, 'f1-score': 0.9688888888888889}, TITLE: {'precision': 0.9271781534460338, 'recall': 0.9235751295336787, 'f1-score': 0.9253731343283581}, ORG: {'precision': 0.9099099099099099, 'recall': 0.9132007233273056, 'f1-score': 0.9115523465703971}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9281326781326781, 'recall': 0.9269938650306748, 'f1-score': 0.9275629220380602}, hmean: 0.9276 +2022-03-10 21:11:06,972 - davarocr - INFO - Epoch [49][5/30] lr: 2.941e-04, eta: 0:01:20, time: 1.557, data_time: 0.548, memory: 5234, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0257 +2022-03-10 21:11:14,391 - davarocr - INFO - Epoch [49][10/30] lr: 2.941e-04, eta: 0:01:12, time: 1.484, data_time: 0.008, memory: 5234, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.0245 +2022-03-10 21:11:21,842 - davarocr - INFO - Epoch [49][15/30] lr: 2.941e-04, eta: 0:01:05, time: 1.490, data_time: 0.009, memory: 5234, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.0225 +2022-03-10 21:11:29,265 - davarocr - INFO - Epoch [49][20/30] lr: 2.941e-04, eta: 0:00:58, time: 1.485, data_time: 0.008, memory: 5234, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.0217 +2022-03-10 21:11:37,368 - davarocr - INFO - Epoch [49][25/30] lr: 2.941e-04, eta: 0:00:51, time: 1.620, data_time: 0.016, memory: 5234, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.0269 +2022-03-10 21:11:45,049 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:11:45,050 - davarocr - INFO - Epoch [49][30/30] lr: 2.941e-04, eta: 0:00:43, time: 1.537, data_time: 0.008, memory: 5234, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0234 +2022-03-10 21:12:51,136 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:12:51,136 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:12:51,136 - davarocr - INFO - Epoch(val) [49][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8571428571428571, 'recall': 0.9090909090909091, 'f1-score': 0.8823529411764706}, EDU: {'precision': 0.9646017699115044, 'recall': 0.9732142857142857, 'f1-score': 0.9688888888888889}, TITLE: {'precision': 0.9271781534460338, 'recall': 0.9235751295336787, 'f1-score': 0.9253731343283581}, ORG: {'precision': 0.9099099099099099, 'recall': 0.9132007233273056, 'f1-score': 0.9115523465703971}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9275629220380601, 'recall': 0.9269938650306748, 'f1-score': 0.9272783062289045}, hmean: 0.9273 +2022-03-10 21:13:01,532 - davarocr - INFO - Epoch [50][5/30] lr: 2.899e-04, eta: 0:00:36, time: 2.078, data_time: 0.549, memory: 5234, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0263 +2022-03-10 21:13:09,478 - davarocr - INFO - Epoch [50][10/30] lr: 2.899e-04, eta: 0:00:29, time: 1.589, data_time: 0.009, memory: 5234, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.0230 +2022-03-10 21:13:17,183 - davarocr - INFO - Epoch [50][15/30] lr: 2.899e-04, eta: 0:00:21, time: 1.541, data_time: 0.007, memory: 5234, loss_crf: 0.0045, loss: 0.0045, grad_norm: 0.0309 +2022-03-10 21:13:24,833 - davarocr - INFO - Epoch [50][20/30] lr: 2.899e-04, eta: 0:00:14, time: 1.530, data_time: 0.006, memory: 5234, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.0205 +2022-03-10 21:13:32,498 - davarocr - INFO - Epoch [50][25/30] lr: 2.899e-04, eta: 0:00:07, time: 1.533, data_time: 0.007, memory: 5234, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.0249 +2022-03-10 21:13:40,172 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:13:40,172 - davarocr - INFO - Epoch [50][30/30] lr: 2.899e-04, eta: 0:00:00, time: 1.535, data_time: 0.007, memory: 5234, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.0215 +2022-03-10 21:14:44,698 - davarocr - INFO - Now best checkpoint is epoch_20.pth. Best hmean is 0.9365128522762466 +2022-03-10 21:14:44,698 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:14:44,698 - davarocr - INFO - Epoch(val) [50][30] NAME: {'precision': 0.9818181818181818, 'recall': 0.9642857142857143, 'f1-score': 0.972972972972973}, PRO: {'precision': 0.8571428571428571, 'recall': 0.9090909090909091, 'f1-score': 0.8823529411764706}, EDU: {'precision': 0.9646017699115044, 'recall': 0.9732142857142857, 'f1-score': 0.9688888888888889}, TITLE: {'precision': 0.9271781534460338, 'recall': 0.9235751295336787, 'f1-score': 0.9253731343283581}, ORG: {'precision': 0.9099099099099099, 'recall': 0.9132007233273056, 'f1-score': 0.9115523465703971}, CONT: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, RACE: {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0}, LOC: {'precision': 0.8, 'recall': 0.6666666666666666, 'f1-score': 0.7272727272727272}, all: {'precision': 0.9275629220380601, 'recall': 0.9269938650306748, 'f1-score': 0.9272783062289045}, hmean: 0.9273 diff --git a/demo/ner/bilstm_crf/logs/bilstm_crf_conll2003/20220310_194704.log b/demo/ner/bilstm_crf/logs/bilstm_crf_conll2003/20220310_194704.log new file mode 100644 index 0000000..fac4daa --- /dev/null +++ b/demo/ner/bilstm_crf/logs/bilstm_crf_conll2003/20220310_194704.log @@ -0,0 +1,1826 @@ +2022-03-10 19:47:04,658 - davarocr - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] +CUDA available: True +GPU 0: NVIDIA Tesla V100-SXM2-32GB +CUDA_HOME: /usr/local/cuda +NVCC: Build cuda_11.3.r11.3/compiler.29745058_0 +GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 +PyTorch: 1.10.0+cu113 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX512 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.11.1+cu113 +OpenCV: 4.5.5 +MMCV: 1.3.4 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.3 +DAVAROCR: 0.4.0+unknown +------------------------------------------------------------ + +2022-03-10 19:47:05,411 - davarocr - INFO - Distributed training: False +2022-03-10 19:47:06,227 - davarocr - INFO - Config: +checkpoint_config = dict( + interval=1, + type='DavarCheckpointHook', + save_mode='lightweight', + metric='hmean', + filename_tmpl='bert_e{}.pth', + save_last=False) +log_config = dict(interval=5, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +dataset_name = 'conll2003' +test_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +train_ann_file = [ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' +] +val_ann_file = '/data1/data/English/Flat/CoNLL2003/Datalist/test.json' +label_list = ['ORG', 'MISC', 'PER', 'LOC'] +model_name_or_path = '/data1/resume/models/huggingface/bert-base-cased' +do_lower_case = False +work_dir = './work_dirs/bilstm_crf_conll2003' +max_len = 256 +loader = dict(type='NerLoader', truncation=False, stride=254, max_len=254) +ner_convertor = dict( + type='TransformersConvertor', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False) +test_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +train_pipeline = [ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) +] +dataset_type = 'NerDataset' +train = dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False) +val = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +test = dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict(type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True) +data = dict( + samples_per_gpu=128, + workers_per_gpu=2, + train=dict( + type='NerDataset', + ann_file=[ + '/data1/data/English/Flat/CoNLL2003/Datalist/train.json', + '/data1/data/English/Flat/CoNLL2003/Datalist/dev.json' + ], + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=False), + val=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True), + test=dict( + type='NerDataset', + ann_file='/data1/data/English/Flat/CoNLL2003/Datalist/test.json', + loader=dict( + type='NerLoader', truncation=False, stride=254, max_len=254), + pipeline=[ + dict( + type='NerTransform', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False)), + dict( + type='ToTensor', + keys=[ + 'input_ids', 'attention_masks', 'token_type_ids', 'labels', + 'input_len' + ]) + ], + test_mode=True)) +type = 'NER' +model = dict( + type='BaseNer', + encoder=dict( + type='BiLSTMEncoder', + model_name_or_path='/data1/resume/models/huggingface/bert-base-cased', + num_lstm=3, + hidden_size=768), + decoder=dict( + type='CRFDecoder', + label_convertor=dict( + type='TransformersConvertor', + model_name_or_path= + '/data1/resume/models/huggingface/bert-base-cased', + label_list=['ORG', 'MISC', 'PER', 'LOC'], + max_len=512, + do_lower_case=False), + hidden_size=768)) +test_cfg = None +optimizer = dict(type='AdamW', lr=0.001) +optimizer_config = dict(grad_clip=dict(max_norm=5)) +lr_config = dict( + policy='inv', + warmup='linear', + warmup_iters=10, + warmup_ratio=1e-05, + warmup_by_epoch=True, + gamma=0.05) +total_epochs = 50 +evaluation = dict(interval=1, metric='f1-score', save_best='hmean') +gpu_ids = range(0, 1) + +2022-03-10 19:47:11,626 - davarocr - INFO - Start running, host: root@train-layout-4-0, work_dir: /data1/davar-nlp1/demo/text_ner/work_dirs/bilstm_crf_conll2003 +2022-03-10 19:47:11,627 - davarocr - INFO - workflow: [('train', 1)], max: 50 epochs +2022-03-10 19:47:20,934 - davarocr - INFO - Epoch [1][5/136] lr: 2.951e-06, eta: 3:30:42, time: 1.861, data_time: 0.529, memory: 5249, loss_crf: 65.3255, loss: 65.3255, grad_norm: 25.4989 +2022-03-10 19:47:27,750 - davarocr - INFO - Epoch [1][10/136] lr: 6.628e-06, eta: 3:02:25, time: 1.363, data_time: 0.007, memory: 5249, loss_crf: 66.9637, loss: 66.9637, grad_norm: 26.0579 +2022-03-10 19:47:34,352 - davarocr - INFO - Epoch [1][15/136] lr: 1.030e-05, eta: 2:51:17, time: 1.320, data_time: 0.006, memory: 5249, loss_crf: 67.0505, loss: 67.0505, grad_norm: 25.9361 +2022-03-10 19:47:41,092 - davarocr - INFO - Epoch [1][20/136] lr: 1.398e-05, eta: 2:46:27, time: 1.348, data_time: 0.006, memory: 5249, loss_crf: 67.7070, loss: 67.7070, grad_norm: 26.2967 +2022-03-10 19:47:47,792 - davarocr - INFO - Epoch [1][25/136] lr: 1.766e-05, eta: 2:43:19, time: 1.340, data_time: 0.006, memory: 5249, loss_crf: 64.9415, loss: 64.9415, grad_norm: 25.9443 +2022-03-10 19:47:54,430 - davarocr - INFO - Epoch [1][30/136] lr: 2.133e-05, eta: 2:40:58, time: 1.327, data_time: 0.006, memory: 5249, loss_crf: 64.0770, loss: 64.0770, grad_norm: 25.8412 +2022-03-10 19:48:00,141 - davarocr - INFO - Epoch [1][35/136] lr: 2.501e-05, eta: 2:36:16, time: 1.142, data_time: 0.006, memory: 5249, loss_crf: 66.0004, loss: 66.0004, grad_norm: 26.9535 +2022-03-10 19:48:07,388 - davarocr - INFO - Epoch [1][40/136] lr: 2.869e-05, eta: 2:37:02, time: 1.449, data_time: 0.006, memory: 5249, loss_crf: 63.2091, loss: 63.2091, grad_norm: 26.4619 +2022-03-10 19:48:14,923 - davarocr - INFO - Epoch [1][45/136] lr: 3.236e-05, eta: 2:38:20, time: 1.507, data_time: 0.006, memory: 5249, loss_crf: 63.2086, loss: 63.2086, grad_norm: 29.5917 +2022-03-10 19:48:22,527 - davarocr - INFO - Epoch [1][50/136] lr: 3.604e-05, eta: 2:39:30, time: 1.521, data_time: 0.007, memory: 5249, loss_crf: 58.3137, loss: 58.3137, grad_norm: 30.7785 +2022-03-10 19:48:30,120 - davarocr - INFO - Epoch [1][55/136] lr: 3.972e-05, eta: 2:40:25, time: 1.519, data_time: 0.007, memory: 5249, loss_crf: 54.4230, loss: 54.4230, grad_norm: 37.8281 +2022-03-10 19:48:37,702 - davarocr - INFO - Epoch [1][60/136] lr: 4.339e-05, eta: 2:41:08, time: 1.516, data_time: 0.006, memory: 5249, loss_crf: 46.9566, loss: 46.9566, grad_norm: 45.1112 +2022-03-10 19:48:45,298 - davarocr - INFO - Epoch [1][65/136] lr: 4.707e-05, eta: 2:41:45, time: 1.519, data_time: 0.006, memory: 5249, loss_crf: 38.0199, loss: 38.0199, grad_norm: 44.7035 +2022-03-10 19:48:52,032 - davarocr - INFO - Epoch [1][70/136] lr: 5.074e-05, eta: 2:40:52, time: 1.346, data_time: 0.024, memory: 5249, loss_crf: 28.8892, loss: 28.8892, grad_norm: 19.6050 +2022-03-10 19:48:58,672 - davarocr - INFO - Epoch [1][75/136] lr: 5.442e-05, eta: 2:39:57, time: 1.328, data_time: 0.007, memory: 5249, loss_crf: 27.9545, loss: 27.9545, grad_norm: 35.2027 +2022-03-10 19:49:05,394 - davarocr - INFO - Epoch [1][80/136] lr: 5.810e-05, eta: 2:39:16, time: 1.345, data_time: 0.005, memory: 5249, loss_crf: 26.6810, loss: 26.6810, grad_norm: 34.0729 +2022-03-10 19:49:12,202 - davarocr - INFO - Epoch [1][85/136] lr: 6.177e-05, eta: 2:38:45, time: 1.361, data_time: 0.004, memory: 5249, loss_crf: 24.4378, loss: 24.4378, grad_norm: 11.1948 +2022-03-10 19:49:18,970 - davarocr - INFO - Epoch [1][90/136] lr: 6.545e-05, eta: 2:38:13, time: 1.354, data_time: 0.004, memory: 5249, loss_crf: 24.4651, loss: 24.4651, grad_norm: 16.0240 +2022-03-10 19:49:25,531 - davarocr - INFO - Epoch [1][95/136] lr: 6.913e-05, eta: 2:37:30, time: 1.312, data_time: 0.005, memory: 5249, loss_crf: 22.9638, loss: 22.9638, grad_norm: 11.0941 +2022-03-10 19:49:32,271 - davarocr - INFO - Epoch [1][100/136] lr: 7.280e-05, eta: 2:37:02, time: 1.348, data_time: 0.005, memory: 5249, loss_crf: 23.3061, loss: 23.3061, grad_norm: 10.9808 +2022-03-10 19:49:39,016 - davarocr - INFO - Epoch [1][105/136] lr: 7.648e-05, eta: 2:36:37, time: 1.349, data_time: 0.004, memory: 5249, loss_crf: 23.4630, loss: 23.4630, grad_norm: 12.6619 +2022-03-10 19:49:45,694 - davarocr - INFO - Epoch [1][110/136] lr: 8.016e-05, eta: 2:36:09, time: 1.335, data_time: 0.004, memory: 5249, loss_crf: 22.2237, loss: 22.2237, grad_norm: 7.2324 +2022-03-10 19:49:51,862 - davarocr - INFO - Epoch [1][115/136] lr: 8.383e-05, eta: 2:35:14, time: 1.234, data_time: 0.004, memory: 5249, loss_crf: 23.8761, loss: 23.8761, grad_norm: 5.3588 +2022-03-10 19:49:59,191 - davarocr - INFO - Epoch [1][120/136] lr: 8.751e-05, eta: 2:35:27, time: 1.466, data_time: 0.004, memory: 5249, loss_crf: 25.1207, loss: 25.1207, grad_norm: 9.1907 +2022-03-10 19:50:06,796 - davarocr - INFO - Epoch [1][125/136] lr: 9.119e-05, eta: 2:35:53, time: 1.521, data_time: 0.004, memory: 5249, loss_crf: 22.4304, loss: 22.4304, grad_norm: 8.2056 +2022-03-10 19:50:14,422 - davarocr - INFO - Epoch [1][130/136] lr: 9.486e-05, eta: 2:36:18, time: 1.525, data_time: 0.004, memory: 5249, loss_crf: 21.8690, loss: 21.8690, grad_norm: 7.1681 +2022-03-10 19:50:22,022 - davarocr - INFO - Epoch [1][135/136] lr: 9.854e-05, eta: 2:36:39, time: 1.520, data_time: 0.004, memory: 5249, loss_crf: 22.8357, loss: 22.8357, grad_norm: 6.0384 +2022-03-10 19:57:39,827 - davarocr - INFO - Now best checkpoint is epoch_1.pth. Best hmean is 0.0 +2022-03-10 19:57:39,827 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 19:57:39,827 - davarocr - INFO - Epoch(val) [1][136] LOC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, PER: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, MISC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, ORG: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, all: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, hmean: 0.0000 +2022-03-10 19:57:48,964 - davarocr - INFO - Epoch [2][5/136] lr: 9.805e-05, eta: 2:37:02, time: 1.827, data_time: 0.513, memory: 5249, loss_crf: 20.9198, loss: 20.9198, grad_norm: 8.6705 +2022-03-10 19:57:55,621 - davarocr - INFO - Epoch [2][10/136] lr: 1.015e-04, eta: 2:36:36, time: 1.331, data_time: 0.007, memory: 5249, loss_crf: 21.2548, loss: 21.2548, grad_norm: 7.7492 +2022-03-10 19:58:02,176 - davarocr - INFO - Epoch [2][15/136] lr: 1.051e-04, eta: 2:36:07, time: 1.311, data_time: 0.006, memory: 5249, loss_crf: 22.5892, loss: 22.5892, grad_norm: 8.1239 +2022-03-10 19:58:08,705 - davarocr - INFO - Epoch [2][20/136] lr: 1.086e-04, eta: 2:35:38, time: 1.306, data_time: 0.007, memory: 5249, loss_crf: 20.2755, loss: 20.2755, grad_norm: 13.9616 +2022-03-10 19:58:15,141 - davarocr - INFO - Epoch [2][25/136] lr: 1.121e-04, eta: 2:35:07, time: 1.287, data_time: 0.007, memory: 5249, loss_crf: 20.8452, loss: 20.8452, grad_norm: 14.0139 +2022-03-10 19:58:21,553 - davarocr - INFO - Epoch [2][30/136] lr: 1.156e-04, eta: 2:34:36, time: 1.282, data_time: 0.006, memory: 5249, loss_crf: 20.5398, loss: 20.5398, grad_norm: 8.6248 +2022-03-10 19:58:28,008 - davarocr - INFO - Epoch [2][35/136] lr: 1.191e-04, eta: 2:34:08, time: 1.291, data_time: 0.006, memory: 5249, loss_crf: 21.3907, loss: 21.3907, grad_norm: 11.1130 +2022-03-10 19:58:34,304 - davarocr - INFO - Epoch [2][40/136] lr: 1.226e-04, eta: 2:33:35, time: 1.259, data_time: 0.006, memory: 5249, loss_crf: 20.6210, loss: 20.6210, grad_norm: 9.2843 +2022-03-10 19:58:39,346 - davarocr - INFO - Epoch [2][45/136] lr: 1.261e-04, eta: 2:32:18, time: 1.008, data_time: 0.006, memory: 5249, loss_crf: 18.8077, loss: 18.8077, grad_norm: 8.2167 +2022-03-10 19:58:46,668 - davarocr - INFO - Epoch [2][50/136] lr: 1.296e-04, eta: 2:32:26, time: 1.464, data_time: 0.006, memory: 5249, loss_crf: 18.8065, loss: 18.8065, grad_norm: 7.0724 +2022-03-10 19:58:54,011 - davarocr - INFO - Epoch [2][55/136] lr: 1.331e-04, eta: 2:32:34, time: 1.469, data_time: 0.006, memory: 5249, loss_crf: 19.7983, loss: 19.7983, grad_norm: 14.9221 +2022-03-10 19:59:01,414 - davarocr - INFO - Epoch [2][60/136] lr: 1.366e-04, eta: 2:32:43, time: 1.481, data_time: 0.006, memory: 5249, loss_crf: 19.9418, loss: 19.9418, grad_norm: 9.9511 +2022-03-10 19:59:08,758 - davarocr - INFO - Epoch [2][65/136] lr: 1.401e-04, eta: 2:32:50, time: 1.469, data_time: 0.005, memory: 5249, loss_crf: 18.4006, loss: 18.4006, grad_norm: 9.3263 +2022-03-10 19:59:16,079 - davarocr - INFO - Epoch [2][70/136] lr: 1.436e-04, eta: 2:32:55, time: 1.464, data_time: 0.006, memory: 5249, loss_crf: 19.4713, loss: 19.4713, grad_norm: 10.4841 +2022-03-10 19:59:23,614 - davarocr - INFO - Epoch [2][75/136] lr: 1.471e-04, eta: 2:33:06, time: 1.507, data_time: 0.006, memory: 5249, loss_crf: 19.1207, loss: 19.1207, grad_norm: 12.4113 +2022-03-10 19:59:30,114 - davarocr - INFO - Epoch [2][80/136] lr: 1.506e-04, eta: 2:32:44, time: 1.300, data_time: 0.006, memory: 5249, loss_crf: 17.3259, loss: 17.3259, grad_norm: 11.6492 +2022-03-10 19:59:36,607 - davarocr - INFO - Epoch [2][85/136] lr: 1.541e-04, eta: 2:32:24, time: 1.299, data_time: 0.006, memory: 5249, loss_crf: 17.0266, loss: 17.0266, grad_norm: 10.5472 +2022-03-10 19:59:43,014 - davarocr - INFO - Epoch [2][90/136] lr: 1.576e-04, eta: 2:32:01, time: 1.282, data_time: 0.005, memory: 5249, loss_crf: 16.3239, loss: 16.3239, grad_norm: 9.0644 +2022-03-10 19:59:49,636 - davarocr - INFO - Epoch [2][95/136] lr: 1.611e-04, eta: 2:31:45, time: 1.325, data_time: 0.007, memory: 5249, loss_crf: 16.9257, loss: 16.9257, grad_norm: 15.1282 +2022-03-10 19:59:56,227 - davarocr - INFO - Epoch [2][100/136] lr: 1.646e-04, eta: 2:31:29, time: 1.318, data_time: 0.006, memory: 5249, loss_crf: 16.7173, loss: 16.7173, grad_norm: 14.0907 +2022-03-10 20:00:03,018 - davarocr - INFO - Epoch [2][105/136] lr: 1.681e-04, eta: 2:31:18, time: 1.358, data_time: 0.007, memory: 5249, loss_crf: 15.6713, loss: 15.6713, grad_norm: 11.3515 +2022-03-10 20:00:09,566 - davarocr - INFO - Epoch [2][110/136] lr: 1.716e-04, eta: 2:31:01, time: 1.310, data_time: 0.006, memory: 5249, loss_crf: 15.4981, loss: 15.4981, grad_norm: 16.5896 +2022-03-10 20:00:16,209 - davarocr - INFO - Epoch [2][115/136] lr: 1.751e-04, eta: 2:30:47, time: 1.329, data_time: 0.006, memory: 5249, loss_crf: 15.7311, loss: 15.7311, grad_norm: 21.2462 +2022-03-10 20:00:22,846 - davarocr - INFO - Epoch [2][120/136] lr: 1.786e-04, eta: 2:30:33, time: 1.327, data_time: 0.007, memory: 5249, loss_crf: 15.9583, loss: 15.9583, grad_norm: 21.1089 +2022-03-10 20:00:27,851 - davarocr - INFO - Epoch [2][125/136] lr: 1.821e-04, eta: 2:29:39, time: 1.001, data_time: 0.006, memory: 5249, loss_crf: 14.6237, loss: 14.6237, grad_norm: 21.2812 +2022-03-10 20:00:35,139 - davarocr - INFO - Epoch [2][130/136] lr: 1.856e-04, eta: 2:29:42, time: 1.457, data_time: 0.006, memory: 5249, loss_crf: 15.3901, loss: 15.3901, grad_norm: 22.2759 +2022-03-10 20:00:42,525 - davarocr - INFO - Epoch [2][135/136] lr: 1.891e-04, eta: 2:29:48, time: 1.477, data_time: 0.006, memory: 5249, loss_crf: 15.6191, loss: 15.6191, grad_norm: 19.9659 +2022-03-10 20:08:02,284 - davarocr - INFO - Now best checkpoint is epoch_2.pth. Best hmean is 0.12010443864229764 +2022-03-10 20:08:02,284 - davarocr - INFO - current_metric 0.12010443864229764 is much better than previous best_metric 0, saving best model ! +2022-03-10 20:08:02,284 - davarocr - INFO - Saving checkpoint at epoch_2.pth +2022-03-10 20:08:02,484 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:08:02,484 - davarocr - INFO - Epoch(val) [2][136] LOC: {'precision': 0.8978494623655914, 'recall': 0.10011990407673861, 'f1-score': 0.18015102481121897}, PER: {'precision': 0.6933797909407665, 'recall': 0.12306740878169449, 'f1-score': 0.20903361344537813}, MISC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, ORG: {'precision': 0.2857142857142857, 'recall': 0.0012040939193257074, 'f1-score': 0.0023980815347721825}, all: {'precision': 0.7666666666666667, 'recall': 0.06515580736543909, 'f1-score': 0.12010443864229764}, hmean: 0.1201 +2022-03-10 20:08:11,792 - davarocr - INFO - Epoch [3][5/136] lr: 1.845e-04, eta: 2:30:04, time: 1.860, data_time: 0.519, memory: 5249, loss_crf: 12.8332, loss: 12.8332, grad_norm: 10.5721 +2022-03-10 20:08:18,495 - davarocr - INFO - Epoch [3][10/136] lr: 1.878e-04, eta: 2:29:53, time: 1.341, data_time: 0.007, memory: 5249, loss_crf: 14.1812, loss: 14.1812, grad_norm: 10.3872 +2022-03-10 20:08:25,183 - davarocr - INFO - Epoch [3][15/136] lr: 1.912e-04, eta: 2:29:41, time: 1.338, data_time: 0.006, memory: 5249, loss_crf: 12.0326, loss: 12.0326, grad_norm: 14.3230 +2022-03-10 20:08:31,851 - davarocr - INFO - Epoch [3][20/136] lr: 1.945e-04, eta: 2:29:29, time: 1.333, data_time: 0.006, memory: 5249, loss_crf: 12.9618, loss: 12.9618, grad_norm: 18.8724 +2022-03-10 20:08:38,763 - davarocr - INFO - Epoch [3][25/136] lr: 1.979e-04, eta: 2:29:23, time: 1.382, data_time: 0.006, memory: 5249, loss_crf: 12.7018, loss: 12.7018, grad_norm: 17.4826 +2022-03-10 20:08:45,464 - davarocr - INFO - Epoch [3][30/136] lr: 2.012e-04, eta: 2:29:12, time: 1.341, data_time: 0.007, memory: 5249, loss_crf: 12.2381, loss: 12.2381, grad_norm: 27.1115 +2022-03-10 20:08:52,119 - davarocr - INFO - Epoch [3][35/136] lr: 2.046e-04, eta: 2:29:00, time: 1.331, data_time: 0.006, memory: 5249, loss_crf: 12.6977, loss: 12.6977, grad_norm: 27.7485 +2022-03-10 20:08:58,747 - davarocr - INFO - Epoch [3][40/136] lr: 2.079e-04, eta: 2:28:48, time: 1.326, data_time: 0.007, memory: 5249, loss_crf: 12.6293, loss: 12.6293, grad_norm: 21.4245 +2022-03-10 20:09:05,479 - davarocr - INFO - Epoch [3][45/136] lr: 2.112e-04, eta: 2:28:38, time: 1.346, data_time: 0.006, memory: 5249, loss_crf: 12.1141, loss: 12.1141, grad_norm: 15.0552 +2022-03-10 20:09:10,838 - davarocr - INFO - Epoch [3][50/136] lr: 2.146e-04, eta: 2:28:00, time: 1.072, data_time: 0.006, memory: 5249, loss_crf: 11.8404, loss: 11.8404, grad_norm: 15.2169 +2022-03-10 20:09:18,168 - davarocr - INFO - Epoch [3][55/136] lr: 2.179e-04, eta: 2:28:03, time: 1.466, data_time: 0.006, memory: 5249, loss_crf: 11.5554, loss: 11.5554, grad_norm: 15.0055 +2022-03-10 20:09:25,512 - davarocr - INFO - Epoch [3][60/136] lr: 2.213e-04, eta: 2:28:05, time: 1.468, data_time: 0.006, memory: 5249, loss_crf: 11.1484, loss: 11.1484, grad_norm: 21.4451 +2022-03-10 20:09:32,860 - davarocr - INFO - Epoch [3][65/136] lr: 2.246e-04, eta: 2:28:08, time: 1.470, data_time: 0.006, memory: 5249, loss_crf: 11.9448, loss: 11.9448, grad_norm: 16.9733 +2022-03-10 20:09:40,178 - davarocr - INFO - Epoch [3][70/136] lr: 2.279e-04, eta: 2:28:09, time: 1.463, data_time: 0.006, memory: 5249, loss_crf: 11.0152, loss: 11.0152, grad_norm: 13.5893 +2022-03-10 20:09:47,542 - davarocr - INFO - Epoch [3][75/136] lr: 2.313e-04, eta: 2:28:11, time: 1.473, data_time: 0.006, memory: 5249, loss_crf: 10.3184, loss: 10.3184, grad_norm: 18.1631 +2022-03-10 20:09:54,904 - davarocr - INFO - Epoch [3][80/136] lr: 2.346e-04, eta: 2:28:13, time: 1.472, data_time: 0.006, memory: 5249, loss_crf: 11.5371, loss: 11.5371, grad_norm: 23.9827 +2022-03-10 20:10:01,530 - davarocr - INFO - Epoch [3][85/136] lr: 2.380e-04, eta: 2:28:01, time: 1.325, data_time: 0.007, memory: 5249, loss_crf: 10.6941, loss: 10.6941, grad_norm: 18.0729 +2022-03-10 20:10:08,028 - davarocr - INFO - Epoch [3][90/136] lr: 2.413e-04, eta: 2:27:47, time: 1.300, data_time: 0.006, memory: 5249, loss_crf: 9.8815, loss: 9.8815, grad_norm: 15.2613 +2022-03-10 20:10:14,540 - davarocr - INFO - Epoch [3][95/136] lr: 2.447e-04, eta: 2:27:34, time: 1.302, data_time: 0.005, memory: 5249, loss_crf: 9.9672, loss: 9.9672, grad_norm: 19.3624 +2022-03-10 20:10:21,023 - davarocr - INFO - Epoch [3][100/136] lr: 2.480e-04, eta: 2:27:20, time: 1.296, data_time: 0.006, memory: 5249, loss_crf: 10.0985, loss: 10.0985, grad_norm: 23.0928 +2022-03-10 20:10:27,551 - davarocr - INFO - Epoch [3][105/136] lr: 2.513e-04, eta: 2:27:07, time: 1.306, data_time: 0.006, memory: 5249, loss_crf: 10.8461, loss: 10.8461, grad_norm: 22.3921 +2022-03-10 20:10:34,081 - davarocr - INFO - Epoch [3][110/136] lr: 2.547e-04, eta: 2:26:55, time: 1.306, data_time: 0.006, memory: 5249, loss_crf: 10.4058, loss: 10.4058, grad_norm: 19.9566 +2022-03-10 20:10:40,542 - davarocr - INFO - Epoch [3][115/136] lr: 2.580e-04, eta: 2:26:41, time: 1.292, data_time: 0.006, memory: 5249, loss_crf: 10.3537, loss: 10.3537, grad_norm: 17.7727 +2022-03-10 20:10:47,079 - davarocr - INFO - Epoch [3][120/136] lr: 2.614e-04, eta: 2:26:29, time: 1.307, data_time: 0.006, memory: 5249, loss_crf: 9.5610, loss: 9.5610, grad_norm: 19.9515 +2022-03-10 20:10:53,501 - davarocr - INFO - Epoch [3][125/136] lr: 2.647e-04, eta: 2:26:15, time: 1.284, data_time: 0.006, memory: 5249, loss_crf: 9.2434, loss: 9.2434, grad_norm: 16.7926 +2022-03-10 20:10:59,491 - davarocr - INFO - Epoch [3][130/136] lr: 2.681e-04, eta: 2:25:54, time: 1.198, data_time: 0.005, memory: 5249, loss_crf: 8.7784, loss: 8.7784, grad_norm: 15.6161 +2022-03-10 20:11:05,744 - davarocr - INFO - Epoch [3][135/136] lr: 2.714e-04, eta: 2:25:38, time: 1.250, data_time: 0.005, memory: 5249, loss_crf: 9.9733, loss: 9.9733, grad_norm: 16.3475 +2022-03-10 20:18:25,091 - davarocr - INFO - Now best checkpoint is epoch_3.pth. Best hmean is 0.39099859353023914 +2022-03-10 20:18:25,091 - davarocr - INFO - current_metric 0.39099859353023914 is much better than previous best_metric 0.12010443864229764, saving best model ! +2022-03-10 20:18:25,091 - davarocr - INFO - Saving checkpoint at epoch_3.pth +2022-03-10 20:18:25,311 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:18:25,311 - davarocr - INFO - Epoch(val) [3][136] LOC: {'precision': 0.8250319284802043, 'recall': 0.3872901678657074, 'f1-score': 0.5271317829457364}, PER: {'precision': 0.6315240083507306, 'recall': 0.3741496598639456, 'f1-score': 0.4699029126213592}, MISC: {'precision': 0, 'recall': 0.0, 'f1-score': 0.0}, ORG: {'precision': 0.6435185185185185, 'recall': 0.16736905478627334, 'f1-score': 0.26564739608217874}, all: {'precision': 0.7036355269213069, 'recall': 0.27071529745042494, 'f1-score': 0.39099859353023914}, hmean: 0.3910 +2022-03-10 20:18:35,673 - davarocr - INFO - Epoch [4][5/136] lr: 2.634e-04, eta: 2:26:03, time: 2.071, data_time: 0.533, memory: 5249, loss_crf: 8.4929, loss: 8.4929, grad_norm: 17.6445 +2022-03-10 20:18:42,211 - davarocr - INFO - Epoch [4][10/136] lr: 2.666e-04, eta: 2:25:51, time: 1.308, data_time: 0.006, memory: 5249, loss_crf: 9.0778, loss: 9.0778, grad_norm: 18.5508 +2022-03-10 20:18:48,921 - davarocr - INFO - Epoch [4][15/136] lr: 2.698e-04, eta: 2:25:42, time: 1.342, data_time: 0.006, memory: 5249, loss_crf: 7.9643, loss: 7.9643, grad_norm: 12.8664 +2022-03-10 20:18:55,391 - davarocr - INFO - Epoch [4][20/136] lr: 2.730e-04, eta: 2:25:30, time: 1.294, data_time: 0.006, memory: 5249, loss_crf: 8.1360, loss: 8.1360, grad_norm: 13.8578 +2022-03-10 20:19:01,921 - davarocr - INFO - Epoch [4][25/136] lr: 2.762e-04, eta: 2:25:18, time: 1.306, data_time: 0.007, memory: 5249, loss_crf: 8.4577, loss: 8.4577, grad_norm: 16.4495 +2022-03-10 20:19:08,479 - davarocr - INFO - Epoch [4][30/136] lr: 2.794e-04, eta: 2:25:07, time: 1.311, data_time: 0.006, memory: 5249, loss_crf: 7.6926, loss: 7.6926, grad_norm: 16.8845 +2022-03-10 20:19:15,002 - davarocr - INFO - Epoch [4][35/136] lr: 2.826e-04, eta: 2:24:56, time: 1.304, data_time: 0.007, memory: 5249, loss_crf: 8.4028, loss: 8.4028, grad_norm: 20.7331 +2022-03-10 20:19:21,448 - davarocr - INFO - Epoch [4][40/136] lr: 2.858e-04, eta: 2:24:43, time: 1.289, data_time: 0.007, memory: 5249, loss_crf: 7.9701, loss: 7.9701, grad_norm: 19.3242 +2022-03-10 20:19:27,933 - davarocr - INFO - Epoch [4][45/136] lr: 2.890e-04, eta: 2:24:32, time: 1.297, data_time: 0.006, memory: 5249, loss_crf: 7.1815, loss: 7.1815, grad_norm: 16.2311 +2022-03-10 20:19:34,450 - davarocr - INFO - Epoch [4][50/136] lr: 2.922e-04, eta: 2:24:20, time: 1.303, data_time: 0.007, memory: 5249, loss_crf: 8.3906, loss: 8.3906, grad_norm: 20.4796 +2022-03-10 20:19:39,767 - davarocr - INFO - Epoch [4][55/136] lr: 2.954e-04, eta: 2:23:53, time: 1.064, data_time: 0.006, memory: 5249, loss_crf: 8.1763, loss: 8.1763, grad_norm: 20.8453 +2022-03-10 20:19:46,954 - davarocr - INFO - Epoch [4][60/136] lr: 2.986e-04, eta: 2:23:51, time: 1.437, data_time: 0.006, memory: 5249, loss_crf: 8.1041, loss: 8.1041, grad_norm: 23.8532 +2022-03-10 20:19:54,510 - davarocr - INFO - Epoch [4][65/136] lr: 3.018e-04, eta: 2:23:54, time: 1.511, data_time: 0.007, memory: 5249, loss_crf: 8.0058, loss: 8.0058, grad_norm: 21.0554 +2022-03-10 20:20:02,135 - davarocr - INFO - Epoch [4][70/136] lr: 3.050e-04, eta: 2:23:58, time: 1.525, data_time: 0.007, memory: 5249, loss_crf: 8.1801, loss: 8.1801, grad_norm: 27.2910 +2022-03-10 20:20:09,719 - davarocr - INFO - Epoch [4][75/136] lr: 3.082e-04, eta: 2:24:01, time: 1.517, data_time: 0.006, memory: 5249, loss_crf: 7.6133, loss: 7.6133, grad_norm: 20.3007 +2022-03-10 20:20:17,491 - davarocr - INFO - Epoch [4][80/136] lr: 3.114e-04, eta: 2:24:06, time: 1.555, data_time: 0.006, memory: 5249, loss_crf: 7.2325, loss: 7.2325, grad_norm: 16.4226 +2022-03-10 20:20:24,833 - davarocr - INFO - Epoch [4][85/136] lr: 3.146e-04, eta: 2:24:06, time: 1.468, data_time: 0.006, memory: 5249, loss_crf: 7.2964, loss: 7.2964, grad_norm: 17.3003 +2022-03-10 20:20:31,250 - davarocr - INFO - Epoch [4][90/136] lr: 3.178e-04, eta: 2:23:53, time: 1.283, data_time: 0.006, memory: 5249, loss_crf: 8.1421, loss: 8.1421, grad_norm: 18.0587 +2022-03-10 20:20:37,562 - davarocr - INFO - Epoch [4][95/136] lr: 3.210e-04, eta: 2:23:40, time: 1.262, data_time: 0.006, memory: 5249, loss_crf: 7.7159, loss: 7.7159, grad_norm: 19.2375 +2022-03-10 20:20:44,046 - davarocr - INFO - Epoch [4][100/136] lr: 3.242e-04, eta: 2:23:28, time: 1.297, data_time: 0.005, memory: 5249, loss_crf: 7.7087, loss: 7.7087, grad_norm: 17.1750 +2022-03-10 20:20:50,475 - davarocr - INFO - Epoch [4][105/136] lr: 3.274e-04, eta: 2:23:17, time: 1.286, data_time: 0.006, memory: 5249, loss_crf: 6.8326, loss: 6.8326, grad_norm: 20.7430 +2022-03-10 20:20:56,969 - davarocr - INFO - Epoch [4][110/136] lr: 3.306e-04, eta: 2:23:06, time: 1.299, data_time: 0.007, memory: 5249, loss_crf: 7.4425, loss: 7.4425, grad_norm: 20.3651 +2022-03-10 20:21:03,426 - davarocr - INFO - Epoch [4][115/136] lr: 3.338e-04, eta: 2:22:54, time: 1.291, data_time: 0.006, memory: 5249, loss_crf: 7.2049, loss: 7.2049, grad_norm: 20.6786 +2022-03-10 20:21:09,816 - davarocr - INFO - Epoch [4][120/136] lr: 3.370e-04, eta: 2:22:42, time: 1.278, data_time: 0.006, memory: 5249, loss_crf: 6.8166, loss: 6.8166, grad_norm: 18.5739 +2022-03-10 20:21:16,364 - davarocr - INFO - Epoch [4][125/136] lr: 3.402e-04, eta: 2:22:32, time: 1.309, data_time: 0.006, memory: 5249, loss_crf: 6.9167, loss: 6.9167, grad_norm: 14.0192 +2022-03-10 20:21:22,870 - davarocr - INFO - Epoch [4][130/136] lr: 3.434e-04, eta: 2:22:21, time: 1.301, data_time: 0.006, memory: 5249, loss_crf: 6.3998, loss: 6.3998, grad_norm: 16.3588 +2022-03-10 20:21:29,381 - davarocr - INFO - Epoch [4][135/136] lr: 3.466e-04, eta: 2:22:11, time: 1.302, data_time: 0.005, memory: 5249, loss_crf: 5.8225, loss: 5.8225, grad_norm: 15.7930 +2022-03-10 20:28:58,098 - davarocr - INFO - Now best checkpoint is epoch_4.pth. Best hmean is 0.5238253915361546 +2022-03-10 20:28:58,099 - davarocr - INFO - current_metric 0.5238253915361546 is much better than previous best_metric 0.39099859353023914, saving best model ! +2022-03-10 20:28:58,099 - davarocr - INFO - Saving checkpoint at epoch_4.pth +2022-03-10 20:28:58,302 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:28:58,302 - davarocr - INFO - Epoch(val) [4][136] LOC: {'precision': 0.7751479289940828, 'recall': 0.5497601918465228, 'f1-score': 0.6432830585759383}, PER: {'precision': 0.7166344294003868, 'recall': 0.4582560296846011, 'f1-score': 0.5590343266691815}, MISC: {'precision': 0.3870967741935484, 'recall': 0.03418803418803419, 'f1-score': 0.06282722513089006}, ORG: {'precision': 0.6282527881040892, 'recall': 0.4069837447320891, 'f1-score': 0.49397150164413595}, all: {'precision': 0.7028315946348733, 'recall': 0.41749291784702547, 'f1-score': 0.5238253915361546}, hmean: 0.5238 +2022-03-10 20:29:08,253 - davarocr - INFO - Epoch [5][5/136] lr: 3.358e-04, eta: 2:22:23, time: 1.988, data_time: 0.547, memory: 5249, loss_crf: 6.3226, loss: 6.3226, grad_norm: 19.0723 +2022-03-10 20:29:14,767 - davarocr - INFO - Epoch [5][10/136] lr: 3.389e-04, eta: 2:22:13, time: 1.303, data_time: 0.006, memory: 5249, loss_crf: 5.9476, loss: 5.9476, grad_norm: 21.8001 +2022-03-10 20:29:21,212 - davarocr - INFO - Epoch [5][15/136] lr: 3.419e-04, eta: 2:22:01, time: 1.289, data_time: 0.006, memory: 5249, loss_crf: 5.9108, loss: 5.9108, grad_norm: 25.2629 +2022-03-10 20:29:27,688 - davarocr - INFO - Epoch [5][20/136] lr: 3.450e-04, eta: 2:21:51, time: 1.296, data_time: 0.006, memory: 5249, loss_crf: 5.9073, loss: 5.9073, grad_norm: 17.7787 +2022-03-10 20:29:34,112 - davarocr - INFO - Epoch [5][25/136] lr: 3.480e-04, eta: 2:21:39, time: 1.285, data_time: 0.006, memory: 5249, loss_crf: 5.6092, loss: 5.6092, grad_norm: 13.6504 +2022-03-10 20:29:40,792 - davarocr - INFO - Epoch [5][30/136] lr: 3.511e-04, eta: 2:21:31, time: 1.336, data_time: 0.006, memory: 5249, loss_crf: 5.9091, loss: 5.9091, grad_norm: 17.0095 +2022-03-10 20:29:47,392 - davarocr - INFO - Epoch [5][35/136] lr: 3.542e-04, eta: 2:21:22, time: 1.320, data_time: 0.006, memory: 5249, loss_crf: 5.7774, loss: 5.7774, grad_norm: 17.1898 +2022-03-10 20:29:53,951 - davarocr - INFO - Epoch [5][40/136] lr: 3.572e-04, eta: 2:21:12, time: 1.312, data_time: 0.006, memory: 5249, loss_crf: 5.9935, loss: 5.9935, grad_norm: 14.9524 +2022-03-10 20:30:00,367 - davarocr - INFO - Epoch [5][45/136] lr: 3.603e-04, eta: 2:21:01, time: 1.283, data_time: 0.006, memory: 5249, loss_crf: 5.6528, loss: 5.6528, grad_norm: 15.0447 +2022-03-10 20:30:06,973 - davarocr - INFO - Epoch [5][50/136] lr: 3.634e-04, eta: 2:20:52, time: 1.321, data_time: 0.006, memory: 5249, loss_crf: 5.8818, loss: 5.8818, grad_norm: 17.4578 +2022-03-10 20:30:11,715 - davarocr - INFO - Epoch [5][55/136] lr: 3.664e-04, eta: 2:20:24, time: 0.948, data_time: 0.007, memory: 5249, loss_crf: 5.2652, loss: 5.2652, grad_norm: 13.2072 +2022-03-10 20:30:19,072 - davarocr - INFO - Epoch [5][60/136] lr: 3.695e-04, eta: 2:20:23, time: 1.471, data_time: 0.006, memory: 5249, loss_crf: 5.4328, loss: 5.4328, grad_norm: 14.3472 +2022-03-10 20:30:26,410 - davarocr - INFO - Epoch [5][65/136] lr: 3.726e-04, eta: 2:20:22, time: 1.468, data_time: 0.006, memory: 5249, loss_crf: 5.5087, loss: 5.5087, grad_norm: 16.4672 +2022-03-10 20:30:33,739 - davarocr - INFO - Epoch [5][70/136] lr: 3.756e-04, eta: 2:20:20, time: 1.466, data_time: 0.006, memory: 5249, loss_crf: 5.4535, loss: 5.4535, grad_norm: 16.8941 +2022-03-10 20:30:41,080 - davarocr - INFO - Epoch [5][75/136] lr: 3.787e-04, eta: 2:20:19, time: 1.468, data_time: 0.006, memory: 5249, loss_crf: 5.4480, loss: 5.4480, grad_norm: 20.5135 +2022-03-10 20:30:48,408 - davarocr - INFO - Epoch [5][80/136] lr: 3.817e-04, eta: 2:20:17, time: 1.466, data_time: 0.006, memory: 5249, loss_crf: 5.0385, loss: 5.0385, grad_norm: 14.5802 +2022-03-10 20:30:56,028 - davarocr - INFO - Epoch [5][85/136] lr: 3.848e-04, eta: 2:20:18, time: 1.524, data_time: 0.006, memory: 5249, loss_crf: 5.3105, loss: 5.3105, grad_norm: 20.4065 +2022-03-10 20:31:02,540 - davarocr - INFO - Epoch [5][90/136] lr: 3.879e-04, eta: 2:20:08, time: 1.302, data_time: 0.006, memory: 5249, loss_crf: 5.3287, loss: 5.3287, grad_norm: 23.2151 +2022-03-10 20:31:09,082 - davarocr - INFO - Epoch [5][95/136] lr: 3.909e-04, eta: 2:19:59, time: 1.308, data_time: 0.006, memory: 5249, loss_crf: 5.4936, loss: 5.4936, grad_norm: 24.0024 +2022-03-10 20:31:15,558 - davarocr - INFO - Epoch [5][100/136] lr: 3.940e-04, eta: 2:19:49, time: 1.295, data_time: 0.006, memory: 5249, loss_crf: 4.5993, loss: 4.5993, grad_norm: 14.7849 +2022-03-10 20:31:22,049 - davarocr - INFO - Epoch [5][105/136] lr: 3.971e-04, eta: 2:19:39, time: 1.298, data_time: 0.006, memory: 5249, loss_crf: 5.9887, loss: 5.9887, grad_norm: 18.2249 +2022-03-10 20:31:28,501 - davarocr - INFO - Epoch [5][110/136] lr: 4.001e-04, eta: 2:19:29, time: 1.291, data_time: 0.006, memory: 5249, loss_crf: 5.0331, loss: 5.0331, grad_norm: 14.3094 +2022-03-10 20:31:35,048 - davarocr - INFO - Epoch [5][115/136] lr: 4.032e-04, eta: 2:19:20, time: 1.309, data_time: 0.006, memory: 5249, loss_crf: 5.3321, loss: 5.3321, grad_norm: 13.2653 +2022-03-10 20:31:41,700 - davarocr - INFO - Epoch [5][120/136] lr: 4.063e-04, eta: 2:19:11, time: 1.330, data_time: 0.021, memory: 5249, loss_crf: 4.8827, loss: 4.8827, grad_norm: 14.4034 +2022-03-10 20:31:48,226 - davarocr - INFO - Epoch [5][125/136] lr: 4.093e-04, eta: 2:19:02, time: 1.305, data_time: 0.006, memory: 5249, loss_crf: 5.3231, loss: 5.3231, grad_norm: 13.9341 +2022-03-10 20:31:54,672 - davarocr - INFO - Epoch [5][130/136] lr: 4.124e-04, eta: 2:18:52, time: 1.289, data_time: 0.006, memory: 5249, loss_crf: 5.6991, loss: 5.6991, grad_norm: 19.0018 +2022-03-10 20:32:00,275 - davarocr - INFO - Epoch [5][135/136] lr: 4.154e-04, eta: 2:18:34, time: 1.121, data_time: 0.007, memory: 5249, loss_crf: 5.5006, loss: 5.5006, grad_norm: 18.5872 +2022-03-10 20:39:19,026 - davarocr - INFO - Now best checkpoint is epoch_5.pth. Best hmean is 0.5955723033443241 +2022-03-10 20:39:19,027 - davarocr - INFO - current_metric 0.5955723033443241 is much better than previous best_metric 0.5238253915361546, saving best model ! +2022-03-10 20:39:19,027 - davarocr - INFO - Saving checkpoint at epoch_5.pth +2022-03-10 20:39:19,268 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:39:19,268 - davarocr - INFO - Epoch(val) [5][136] LOC: {'precision': 0.6528089887640449, 'recall': 0.6966426858513189, 'f1-score': 0.6740139211136892}, PER: {'precision': 0.5834248079034029, 'recall': 0.6573902288188003, 'f1-score': 0.6182029659784822}, MISC: {'precision': 0.5434782608695652, 'recall': 0.2492877492877493, 'f1-score': 0.34179687499999994}, ORG: {'precision': 0.7296260786193672, 'recall': 0.45815773630343165, 'f1-score': 0.5628698224852071}, all: {'precision': 0.6364002415945239, 'recall': 0.5596671388101983, 'f1-score': 0.5955723033443241}, hmean: 0.5956 +2022-03-10 20:39:29,491 - davarocr - INFO - Epoch [6][5/136] lr: 4.024e-04, eta: 2:18:45, time: 2.044, data_time: 0.525, memory: 5249, loss_crf: 4.7829, loss: 4.7829, grad_norm: 22.2070 +2022-03-10 20:39:36,599 - davarocr - INFO - Epoch [6][10/136] lr: 4.053e-04, eta: 2:18:41, time: 1.422, data_time: 0.006, memory: 5249, loss_crf: 4.5213, loss: 4.5213, grad_norm: 18.2373 +2022-03-10 20:39:43,161 - davarocr - INFO - Epoch [6][15/136] lr: 4.082e-04, eta: 2:18:32, time: 1.312, data_time: 0.006, memory: 5249, loss_crf: 4.4763, loss: 4.4763, grad_norm: 15.6232 +2022-03-10 20:39:49,605 - davarocr - INFO - Epoch [6][20/136] lr: 4.112e-04, eta: 2:18:22, time: 1.289, data_time: 0.006, memory: 5249, loss_crf: 4.0341, loss: 4.0341, grad_norm: 15.5330 +2022-03-10 20:39:56,098 - davarocr - INFO - Epoch [6][25/136] lr: 4.141e-04, eta: 2:18:12, time: 1.299, data_time: 0.006, memory: 5249, loss_crf: 4.1344, loss: 4.1344, grad_norm: 16.3084 +2022-03-10 20:40:02,642 - davarocr - INFO - Epoch [6][30/136] lr: 4.171e-04, eta: 2:18:03, time: 1.309, data_time: 0.006, memory: 5249, loss_crf: 4.1743, loss: 4.1743, grad_norm: 12.1902 +2022-03-10 20:40:09,140 - davarocr - INFO - Epoch [6][35/136] lr: 4.200e-04, eta: 2:17:54, time: 1.300, data_time: 0.006, memory: 5249, loss_crf: 4.1546, loss: 4.1546, grad_norm: 18.0814 +2022-03-10 20:40:15,742 - davarocr - INFO - Epoch [6][40/136] lr: 4.229e-04, eta: 2:17:45, time: 1.320, data_time: 0.006, memory: 5249, loss_crf: 3.9714, loss: 3.9714, grad_norm: 15.2146 +2022-03-10 20:40:22,062 - davarocr - INFO - Epoch [6][45/136] lr: 4.259e-04, eta: 2:17:34, time: 1.264, data_time: 0.006, memory: 5249, loss_crf: 4.1937, loss: 4.1937, grad_norm: 13.5356 +2022-03-10 20:40:28,549 - davarocr - INFO - Epoch [6][50/136] lr: 4.288e-04, eta: 2:17:25, time: 1.297, data_time: 0.006, memory: 5249, loss_crf: 4.0975, loss: 4.0975, grad_norm: 12.1556 +2022-03-10 20:40:35,089 - davarocr - INFO - Epoch [6][55/136] lr: 4.318e-04, eta: 2:17:16, time: 1.308, data_time: 0.006, memory: 5249, loss_crf: 3.6560, loss: 3.6560, grad_norm: 11.9600 +2022-03-10 20:40:40,104 - davarocr - INFO - Epoch [6][60/136] lr: 4.347e-04, eta: 2:16:55, time: 1.003, data_time: 0.006, memory: 5249, loss_crf: 3.7901, loss: 3.7901, grad_norm: 11.2183 +2022-03-10 20:40:47,219 - davarocr - INFO - Epoch [6][65/136] lr: 4.377e-04, eta: 2:16:51, time: 1.423, data_time: 0.007, memory: 5249, loss_crf: 3.9053, loss: 3.9053, grad_norm: 13.8134 +2022-03-10 20:40:54,565 - davarocr - INFO - Epoch [6][70/136] lr: 4.406e-04, eta: 2:16:49, time: 1.469, data_time: 0.006, memory: 5249, loss_crf: 4.4968, loss: 4.4968, grad_norm: 17.3539 +2022-03-10 20:41:01,899 - davarocr - INFO - Epoch [6][75/136] lr: 4.435e-04, eta: 2:16:46, time: 1.467, data_time: 0.006, memory: 5249, loss_crf: 4.2870, loss: 4.2870, grad_norm: 20.9045 +2022-03-10 20:41:09,259 - davarocr - INFO - Epoch [6][80/136] lr: 4.465e-04, eta: 2:16:44, time: 1.472, data_time: 0.006, memory: 5249, loss_crf: 4.2415, loss: 4.2415, grad_norm: 17.0581 +2022-03-10 20:41:17,089 - davarocr - INFO - Epoch [6][85/136] lr: 4.494e-04, eta: 2:16:45, time: 1.566, data_time: 0.006, memory: 5249, loss_crf: 3.7458, loss: 3.7458, grad_norm: 14.6822 +2022-03-10 20:41:24,626 - davarocr - INFO - Epoch [6][90/136] lr: 4.524e-04, eta: 2:16:44, time: 1.507, data_time: 0.005, memory: 5249, loss_crf: 3.7876, loss: 3.7876, grad_norm: 14.1526 +2022-03-10 20:41:31,113 - davarocr - INFO - Epoch [6][95/136] lr: 4.553e-04, eta: 2:16:35, time: 1.298, data_time: 0.006, memory: 5249, loss_crf: 3.6765, loss: 3.6765, grad_norm: 15.1382 +2022-03-10 20:41:37,513 - davarocr - INFO - Epoch [6][100/136] lr: 4.582e-04, eta: 2:16:25, time: 1.280, data_time: 0.006, memory: 5249, loss_crf: 3.7930, loss: 3.7930, grad_norm: 15.6630 +2022-03-10 20:41:43,930 - davarocr - INFO - Epoch [6][105/136] lr: 4.612e-04, eta: 2:16:15, time: 1.283, data_time: 0.006, memory: 5249, loss_crf: 3.9935, loss: 3.9935, grad_norm: 19.6623 +2022-03-10 20:41:50,466 - davarocr - INFO - Epoch [6][110/136] lr: 4.641e-04, eta: 2:16:07, time: 1.307, data_time: 0.006, memory: 5249, loss_crf: 3.8971, loss: 3.8971, grad_norm: 13.9520 +2022-03-10 20:41:57,011 - davarocr - INFO - Epoch [6][115/136] lr: 4.671e-04, eta: 2:15:58, time: 1.309, data_time: 0.006, memory: 5249, loss_crf: 3.8511, loss: 3.8511, grad_norm: 15.7512 +2022-03-10 20:42:03,549 - davarocr - INFO - Epoch [6][120/136] lr: 4.700e-04, eta: 2:15:49, time: 1.307, data_time: 0.007, memory: 5249, loss_crf: 4.0210, loss: 4.0210, grad_norm: 19.7038 +2022-03-10 20:42:09,857 - davarocr - INFO - Epoch [6][125/136] lr: 4.729e-04, eta: 2:15:39, time: 1.262, data_time: 0.006, memory: 5249, loss_crf: 4.0076, loss: 4.0076, grad_norm: 16.0880 +2022-03-10 20:42:16,335 - davarocr - INFO - Epoch [6][130/136] lr: 4.759e-04, eta: 2:15:30, time: 1.296, data_time: 0.006, memory: 5249, loss_crf: 3.6263, loss: 3.6263, grad_norm: 12.8581 +2022-03-10 20:42:22,712 - davarocr - INFO - Epoch [6][135/136] lr: 4.788e-04, eta: 2:15:20, time: 1.275, data_time: 0.006, memory: 5249, loss_crf: 3.3553, loss: 3.3553, grad_norm: 11.2237 +2022-03-10 20:49:49,929 - davarocr - INFO - Now best checkpoint is epoch_6.pth. Best hmean is 0.6295347003154574 +2022-03-10 20:49:49,930 - davarocr - INFO - current_metric 0.6295347003154574 is much better than previous best_metric 0.5955723033443241, saving best model ! +2022-03-10 20:49:49,930 - davarocr - INFO - Saving checkpoint at epoch_6.pth +2022-03-10 20:49:50,143 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 20:49:50,143 - davarocr - INFO - Epoch(val) [6][136] LOC: {'precision': 0.7398477157360406, 'recall': 0.6990407673860911, 'f1-score': 0.718865598027127}, PER: {'precision': 0.7808695652173913, 'recall': 0.5553494124922697, 'f1-score': 0.6490784242862305}, MISC: {'precision': 0.561822125813449, 'recall': 0.36894586894586895, 'f1-score': 0.44539982803095446}, ORG: {'precision': 0.6646294881588999, 'recall': 0.5237808549066827, 'f1-score': 0.5858585858585859}, all: {'precision': 0.7101868327402135, 'recall': 0.5653328611898017, 'f1-score': 0.6295347003154574}, hmean: 0.6295 +2022-03-10 20:50:00,041 - davarocr - INFO - Epoch [7][5/136] lr: 4.638e-04, eta: 2:15:25, time: 1.979, data_time: 0.535, memory: 5249, loss_crf: 2.9451, loss: 2.9451, grad_norm: 10.9952 +2022-03-10 20:50:07,393 - davarocr - INFO - Epoch [7][10/136] lr: 4.666e-04, eta: 2:15:22, time: 1.470, data_time: 0.007, memory: 5249, loss_crf: 2.6818, loss: 2.6818, grad_norm: 10.9421 +2022-03-10 20:50:14,063 - davarocr - INFO - Epoch [7][15/136] lr: 4.695e-04, eta: 2:15:14, time: 1.334, data_time: 0.006, memory: 5249, loss_crf: 3.1592, loss: 3.1592, grad_norm: 14.9448 +2022-03-10 20:50:20,547 - davarocr - INFO - Epoch [7][20/136] lr: 4.723e-04, eta: 2:15:05, time: 1.297, data_time: 0.007, memory: 5249, loss_crf: 3.3771, loss: 3.3771, grad_norm: 18.9222 +2022-03-10 20:50:26,970 - davarocr - INFO - Epoch [7][25/136] lr: 4.751e-04, eta: 2:14:56, time: 1.285, data_time: 0.007, memory: 5249, loss_crf: 3.1223, loss: 3.1223, grad_norm: 13.1387 +2022-03-10 20:50:33,427 - davarocr - INFO - Epoch [7][30/136] lr: 4.779e-04, eta: 2:14:47, time: 1.291, data_time: 0.006, memory: 5249, loss_crf: 2.4048, loss: 2.4048, grad_norm: 12.0336 +2022-03-10 20:50:40,254 - davarocr - INFO - Epoch [7][35/136] lr: 4.808e-04, eta: 2:14:40, time: 1.365, data_time: 0.005, memory: 5249, loss_crf: 3.1118, loss: 3.1118, grad_norm: 13.9136 +2022-03-10 20:50:47,276 - davarocr - INFO - Epoch [7][40/136] lr: 4.836e-04, eta: 2:14:35, time: 1.404, data_time: 0.006, memory: 5249, loss_crf: 3.4290, loss: 3.4290, grad_norm: 14.7516 +2022-03-10 20:50:54,038 - davarocr - INFO - Epoch [7][45/136] lr: 4.864e-04, eta: 2:14:28, time: 1.353, data_time: 0.006, memory: 5249, loss_crf: 3.0170, loss: 3.0170, grad_norm: 12.1405 +2022-03-10 20:51:00,868 - davarocr - INFO - Epoch [7][50/136] lr: 4.893e-04, eta: 2:14:21, time: 1.366, data_time: 0.006, memory: 5249, loss_crf: 2.6902, loss: 2.6902, grad_norm: 11.5327 +2022-03-10 20:51:07,556 - davarocr - INFO - Epoch [7][55/136] lr: 4.921e-04, eta: 2:14:14, time: 1.338, data_time: 0.006, memory: 5249, loss_crf: 3.0496, loss: 3.0496, grad_norm: 14.7961 +2022-03-10 20:51:14,387 - davarocr - INFO - Epoch [7][60/136] lr: 4.949e-04, eta: 2:14:07, time: 1.366, data_time: 0.006, memory: 5249, loss_crf: 3.0015, loss: 3.0015, grad_norm: 15.2968 +2022-03-10 20:51:20,312 - davarocr - INFO - Epoch [7][65/136] lr: 4.977e-04, eta: 2:13:55, time: 1.185, data_time: 0.006, memory: 5249, loss_crf: 2.8083, loss: 2.8083, grad_norm: 14.3752 +2022-03-10 20:51:28,163 - davarocr - INFO - Epoch [7][70/136] lr: 5.006e-04, eta: 2:13:55, time: 1.570, data_time: 0.006, memory: 5249, loss_crf: 3.3300, loss: 3.3300, grad_norm: 17.9080 +2022-03-10 20:51:36,008 - davarocr - INFO - Epoch [7][75/136] lr: 5.034e-04, eta: 2:13:55, time: 1.567, data_time: 0.006, memory: 5249, loss_crf: 2.9142, loss: 2.9142, grad_norm: 13.4793 +2022-03-10 20:51:43,694 - davarocr - INFO - Epoch [7][80/136] lr: 5.062e-04, eta: 2:13:54, time: 1.539, data_time: 0.007, memory: 5249, loss_crf: 3.3559, loss: 3.3559, grad_norm: 12.4818 +2022-03-10 20:51:51,343 - davarocr - INFO - Epoch [7][85/136] lr: 5.091e-04, eta: 2:13:53, time: 1.530, data_time: 0.006, memory: 5249, loss_crf: 2.4496, loss: 2.4496, grad_norm: 11.8013 +2022-03-10 20:51:59,140 - davarocr - INFO - Epoch [7][90/136] lr: 5.119e-04, eta: 2:13:52, time: 1.559, data_time: 0.006, memory: 5249, loss_crf: 2.3161, loss: 2.3161, grad_norm: 12.0086 +2022-03-10 20:52:06,324 - davarocr - INFO - Epoch [7][95/136] lr: 5.147e-04, eta: 2:13:48, time: 1.437, data_time: 0.006, memory: 5249, loss_crf: 3.1311, loss: 3.1311, grad_norm: 14.0767 +2022-03-10 20:52:12,922 - davarocr - INFO - Epoch [7][100/136] lr: 5.175e-04, eta: 2:13:40, time: 1.320, data_time: 0.006, memory: 5249, loss_crf: 2.9033, loss: 2.9033, grad_norm: 12.0210 +2022-03-10 20:52:19,421 - davarocr - INFO - Epoch [7][105/136] lr: 5.204e-04, eta: 2:13:31, time: 1.300, data_time: 0.006, memory: 5249, loss_crf: 2.8522, loss: 2.8522, grad_norm: 13.0056 +2022-03-10 20:52:25,867 - davarocr - INFO - Epoch [7][110/136] lr: 5.232e-04, eta: 2:13:22, time: 1.289, data_time: 0.006, memory: 5249, loss_crf: 2.8346, loss: 2.8346, grad_norm: 15.0099 +2022-03-10 20:52:32,520 - davarocr - INFO - Epoch [7][115/136] lr: 5.260e-04, eta: 2:13:14, time: 1.331, data_time: 0.005, memory: 5249, loss_crf: 2.9436, loss: 2.9436, grad_norm: 13.4998 +2022-03-10 20:52:38,967 - davarocr - INFO - Epoch [7][120/136] lr: 5.288e-04, eta: 2:13:05, time: 1.289, data_time: 0.004, memory: 5249, loss_crf: 2.9991, loss: 2.9991, grad_norm: 13.0477 +2022-03-10 20:52:45,682 - davarocr - INFO - Epoch [7][125/136] lr: 5.317e-04, eta: 2:12:58, time: 1.343, data_time: 0.006, memory: 5249, loss_crf: 2.7395, loss: 2.7395, grad_norm: 12.6962 +2022-03-10 20:52:52,457 - davarocr - INFO - Epoch [7][130/136] lr: 5.345e-04, eta: 2:12:51, time: 1.355, data_time: 0.006, memory: 5249, loss_crf: 2.4615, loss: 2.4615, grad_norm: 11.1126 +2022-03-10 20:52:59,049 - davarocr - INFO - Epoch [7][135/136] lr: 5.373e-04, eta: 2:12:42, time: 1.318, data_time: 0.007, memory: 5249, loss_crf: 3.1025, loss: 3.1025, grad_norm: 13.4178 +2022-03-10 21:00:23,820 - davarocr - INFO - Now best checkpoint is epoch_7.pth. Best hmean is 0.6616156833033431 +2022-03-10 21:00:23,821 - davarocr - INFO - current_metric 0.6616156833033431 is much better than previous best_metric 0.6295347003154574, saving best model ! +2022-03-10 21:00:23,821 - davarocr - INFO - Saving checkpoint at epoch_7.pth +2022-03-10 21:00:24,036 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:00:24,036 - davarocr - INFO - Epoch(val) [7][136] LOC: {'precision': 0.8075601374570447, 'recall': 0.7044364508393285, 'f1-score': 0.7524815882164584}, PER: {'precision': 0.7956204379562044, 'recall': 0.6066790352504638, 'f1-score': 0.6884210526315789}, MISC: {'precision': 0.4794520547945205, 'recall': 0.5484330484330484, 'f1-score': 0.5116279069767442}, ORG: {'precision': 0.6704225352112676, 'recall': 0.5731487055990367, 'f1-score': 0.6179811749432003}, all: {'precision': 0.711260435756465, 'recall': 0.6184490084985835, 'f1-score': 0.6616156833033431}, hmean: 0.6616 +2022-03-10 21:00:34,261 - davarocr - INFO - Epoch [8][5/136] lr: 5.207e-04, eta: 2:12:47, time: 2.044, data_time: 0.533, memory: 5249, loss_crf: 2.0387, loss: 2.0387, grad_norm: 10.1429 +2022-03-10 21:00:41,872 - davarocr - INFO - Epoch [8][10/136] lr: 5.234e-04, eta: 2:12:45, time: 1.522, data_time: 0.006, memory: 5249, loss_crf: 1.9219, loss: 1.9219, grad_norm: 11.5154 +2022-03-10 21:00:49,479 - davarocr - INFO - Epoch [8][15/136] lr: 5.261e-04, eta: 2:12:43, time: 1.521, data_time: 0.006, memory: 5249, loss_crf: 2.1144, loss: 2.1144, grad_norm: 10.7755 +2022-03-10 21:00:56,334 - davarocr - INFO - Epoch [8][20/136] lr: 5.289e-04, eta: 2:12:36, time: 1.371, data_time: 0.006, memory: 5249, loss_crf: 2.0216, loss: 2.0216, grad_norm: 8.9687 +2022-03-10 21:01:02,970 - davarocr - INFO - Epoch [8][25/136] lr: 5.316e-04, eta: 2:12:28, time: 1.328, data_time: 0.006, memory: 5249, loss_crf: 1.9435, loss: 1.9435, grad_norm: 8.9844 +2022-03-10 21:01:09,464 - davarocr - INFO - Epoch [8][30/136] lr: 5.343e-04, eta: 2:12:19, time: 1.299, data_time: 0.006, memory: 5249, loss_crf: 2.1914, loss: 2.1914, grad_norm: 10.3838 +2022-03-10 21:01:15,876 - davarocr - INFO - Epoch [8][35/136] lr: 5.370e-04, eta: 2:12:10, time: 1.283, data_time: 0.006, memory: 5249, loss_crf: 2.0589, loss: 2.0589, grad_norm: 12.7669 +2022-03-10 21:01:22,545 - davarocr - INFO - Epoch [8][40/136] lr: 5.398e-04, eta: 2:12:02, time: 1.333, data_time: 0.007, memory: 5249, loss_crf: 2.1618, loss: 2.1618, grad_norm: 11.4911 +2022-03-10 21:01:29,119 - davarocr - INFO - Epoch [8][45/136] lr: 5.425e-04, eta: 2:11:54, time: 1.315, data_time: 0.007, memory: 5249, loss_crf: 1.9774, loss: 1.9774, grad_norm: 10.7496 +2022-03-10 21:01:35,870 - davarocr - INFO - Epoch [8][50/136] lr: 5.452e-04, eta: 2:11:47, time: 1.350, data_time: 0.007, memory: 5249, loss_crf: 2.1726, loss: 2.1726, grad_norm: 11.6950 +2022-03-10 21:01:42,333 - davarocr - INFO - Epoch [8][55/136] lr: 5.479e-04, eta: 2:11:38, time: 1.293, data_time: 0.007, memory: 5249, loss_crf: 2.4082, loss: 2.4082, grad_norm: 13.6597 +2022-03-10 21:01:48,692 - davarocr - INFO - Epoch [8][60/136] lr: 5.507e-04, eta: 2:11:29, time: 1.272, data_time: 0.006, memory: 5249, loss_crf: 2.8206, loss: 2.8206, grad_norm: 14.1833 +2022-03-10 21:01:55,215 - davarocr - INFO - Epoch [8][65/136] lr: 5.534e-04, eta: 2:11:20, time: 1.305, data_time: 0.007, memory: 5249, loss_crf: 2.0779, loss: 2.0779, grad_norm: 11.2643 +2022-03-10 21:02:00,653 - davarocr - INFO - Epoch [8][70/136] lr: 5.561e-04, eta: 2:11:05, time: 1.088, data_time: 0.006, memory: 5249, loss_crf: 1.9341, loss: 1.9341, grad_norm: 9.8867 +2022-03-10 21:02:07,617 - davarocr - INFO - Epoch [8][75/136] lr: 5.588e-04, eta: 2:11:00, time: 1.393, data_time: 0.006, memory: 5249, loss_crf: 2.1649, loss: 2.1649, grad_norm: 10.5939 +2022-03-10 21:02:15,726 - davarocr - INFO - Epoch [8][80/136] lr: 5.615e-04, eta: 2:11:00, time: 1.622, data_time: 0.007, memory: 5249, loss_crf: 2.0024, loss: 2.0024, grad_norm: 11.2215 +2022-03-10 21:02:23,172 - davarocr - INFO - Epoch [8][85/136] lr: 5.643e-04, eta: 2:10:57, time: 1.489, data_time: 0.006, memory: 5249, loss_crf: 2.3269, loss: 2.3269, grad_norm: 12.3107 +2022-03-10 21:02:30,942 - davarocr - INFO - Epoch [8][90/136] lr: 5.670e-04, eta: 2:10:55, time: 1.554, data_time: 0.006, memory: 5249, loss_crf: 2.3643, loss: 2.3643, grad_norm: 13.3862 +2022-03-10 21:02:39,042 - davarocr - INFO - Epoch [8][95/136] lr: 5.697e-04, eta: 2:10:55, time: 1.620, data_time: 0.006, memory: 5249, loss_crf: 1.8742, loss: 1.8742, grad_norm: 11.2545 +2022-03-10 21:02:46,451 - davarocr - INFO - Epoch [8][100/136] lr: 5.724e-04, eta: 2:10:52, time: 1.482, data_time: 0.006, memory: 5249, loss_crf: 1.9683, loss: 1.9683, grad_norm: 10.4546 +2022-03-10 21:02:53,661 - davarocr - INFO - Epoch [8][105/136] lr: 5.752e-04, eta: 2:10:47, time: 1.442, data_time: 0.007, memory: 5249, loss_crf: 1.9347, loss: 1.9347, grad_norm: 11.1551 +2022-03-10 21:03:00,156 - davarocr - INFO - Epoch [8][110/136] lr: 5.779e-04, eta: 2:10:38, time: 1.299, data_time: 0.006, memory: 5249, loss_crf: 2.3927, loss: 2.3927, grad_norm: 12.5153 +2022-03-10 21:03:06,574 - davarocr - INFO - Epoch [8][115/136] lr: 5.806e-04, eta: 2:10:29, time: 1.284, data_time: 0.005, memory: 5249, loss_crf: 2.0030, loss: 2.0030, grad_norm: 11.6132 +2022-03-10 21:03:13,038 - davarocr - INFO - Epoch [8][120/136] lr: 5.833e-04, eta: 2:10:20, time: 1.293, data_time: 0.006, memory: 5249, loss_crf: 2.1484, loss: 2.1484, grad_norm: 10.6748 +2022-03-10 21:03:19,603 - davarocr - INFO - Epoch [8][125/136] lr: 5.861e-04, eta: 2:10:12, time: 1.313, data_time: 0.006, memory: 5249, loss_crf: 2.2235, loss: 2.2235, grad_norm: 11.3898 +2022-03-10 21:03:26,065 - davarocr - INFO - Epoch [8][130/136] lr: 5.888e-04, eta: 2:10:03, time: 1.293, data_time: 0.006, memory: 5249, loss_crf: 2.1618, loss: 2.1618, grad_norm: 10.3231 +2022-03-10 21:03:32,653 - davarocr - INFO - Epoch [8][135/136] lr: 5.915e-04, eta: 2:09:55, time: 1.317, data_time: 0.006, memory: 5249, loss_crf: 1.9239, loss: 1.9239, grad_norm: 9.4215 +2022-03-10 21:11:01,944 - davarocr - INFO - Now best checkpoint is epoch_8.pth. Best hmean is 0.6950037285607754 +2022-03-10 21:11:01,945 - davarocr - INFO - current_metric 0.6950037285607754 is much better than previous best_metric 0.6616156833033431, saving best model ! +2022-03-10 21:11:01,945 - davarocr - INFO - Saving checkpoint at epoch_8.pth +2022-03-10 21:11:02,150 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:11:02,150 - davarocr - INFO - Epoch(val) [8][136] LOC: {'precision': 0.8684992570579495, 'recall': 0.7008393285371702, 'f1-score': 0.7757133377571334}, PER: {'precision': 0.768595041322314, 'recall': 0.6901669758812616, 'f1-score': 0.7272727272727274}, MISC: {'precision': 0.5880597014925373, 'recall': 0.5612535612535613, 'f1-score': 0.5743440233236152}, ORG: {'precision': 0.6507444168734491, 'recall': 0.6315472606863335, 'f1-score': 0.6410021387106629}, all: {'precision': 0.7338582677165354, 'recall': 0.660056657223796, 'f1-score': 0.6950037285607754}, hmean: 0.6950 +2022-03-10 21:11:12,054 - davarocr - INFO - Epoch [9][5/136] lr: 5.735e-04, eta: 2:09:56, time: 1.980, data_time: 0.494, memory: 5249, loss_crf: 1.3095, loss: 1.3095, grad_norm: 8.7294 +2022-03-10 21:11:19,482 - davarocr - INFO - Epoch [9][10/136] lr: 5.762e-04, eta: 2:09:52, time: 1.486, data_time: 0.007, memory: 5249, loss_crf: 1.2754, loss: 1.2754, grad_norm: 9.0364 +2022-03-10 21:11:26,929 - davarocr - INFO - Epoch [9][15/136] lr: 5.788e-04, eta: 2:09:49, time: 1.489, data_time: 0.006, memory: 5249, loss_crf: 1.9837, loss: 1.9837, grad_norm: 15.8184 +2022-03-10 21:11:34,462 - davarocr - INFO - Epoch [9][20/136] lr: 5.814e-04, eta: 2:09:46, time: 1.507, data_time: 0.006, memory: 5249, loss_crf: 1.8087, loss: 1.8087, grad_norm: 12.0579 +2022-03-10 21:11:41,955 - davarocr - INFO - Epoch [9][25/136] lr: 5.840e-04, eta: 2:09:42, time: 1.498, data_time: 0.005, memory: 5249, loss_crf: 1.4914, loss: 1.4914, grad_norm: 8.2867 +2022-03-10 21:11:49,047 - davarocr - INFO - Epoch [9][30/136] lr: 5.867e-04, eta: 2:09:36, time: 1.419, data_time: 0.005, memory: 5249, loss_crf: 1.4108, loss: 1.4108, grad_norm: 8.7027 +2022-03-10 21:11:55,800 - davarocr - INFO - Epoch [9][35/136] lr: 5.893e-04, eta: 2:09:29, time: 1.351, data_time: 0.006, memory: 5249, loss_crf: 1.6273, loss: 1.6273, grad_norm: 9.8991 +2022-03-10 21:12:02,451 - davarocr - INFO - Epoch [9][40/136] lr: 5.919e-04, eta: 2:09:21, time: 1.329, data_time: 0.006, memory: 5249, loss_crf: 1.2809, loss: 1.2809, grad_norm: 8.4430 +2022-03-10 21:12:09,004 - davarocr - INFO - Epoch [9][45/136] lr: 5.945e-04, eta: 2:09:13, time: 1.311, data_time: 0.007, memory: 5249, loss_crf: 1.4352, loss: 1.4352, grad_norm: 8.4196 +2022-03-10 21:12:15,681 - davarocr - INFO - Epoch [9][50/136] lr: 5.972e-04, eta: 2:09:05, time: 1.335, data_time: 0.006, memory: 5249, loss_crf: 1.2993, loss: 1.2993, grad_norm: 7.9864 +2022-03-10 21:12:22,336 - davarocr - INFO - Epoch [9][55/136] lr: 5.998e-04, eta: 2:08:58, time: 1.331, data_time: 0.006, memory: 5249, loss_crf: 1.4290, loss: 1.4290, grad_norm: 10.2934 +2022-03-10 21:12:29,130 - davarocr - INFO - Epoch [9][60/136] lr: 6.024e-04, eta: 2:08:51, time: 1.359, data_time: 0.006, memory: 5249, loss_crf: 1.6344, loss: 1.6344, grad_norm: 11.1933 +2022-03-10 21:12:35,927 - davarocr - INFO - Epoch [9][65/136] lr: 6.050e-04, eta: 2:08:44, time: 1.360, data_time: 0.006, memory: 5249, loss_crf: 1.7795, loss: 1.7795, grad_norm: 10.5653 +2022-03-10 21:12:42,214 - davarocr - INFO - Epoch [9][70/136] lr: 6.077e-04, eta: 2:08:34, time: 1.257, data_time: 0.006, memory: 5249, loss_crf: 1.7351, loss: 1.7351, grad_norm: 9.2216 +2022-03-10 21:12:48,976 - davarocr - INFO - Epoch [9][75/136] lr: 6.103e-04, eta: 2:08:27, time: 1.352, data_time: 0.006, memory: 5249, loss_crf: 1.6697, loss: 1.6697, grad_norm: 11.3017 +2022-03-10 21:12:54,319 - davarocr - INFO - Epoch [9][80/136] lr: 6.129e-04, eta: 2:08:13, time: 1.069, data_time: 0.006, memory: 5249, loss_crf: 1.6005, loss: 1.6005, grad_norm: 10.2216 +2022-03-10 21:13:02,043 - davarocr - INFO - Epoch [9][85/136] lr: 6.155e-04, eta: 2:08:10, time: 1.545, data_time: 0.005, memory: 5249, loss_crf: 1.8975, loss: 1.8975, grad_norm: 11.6646 +2022-03-10 21:13:09,617 - davarocr - INFO - Epoch [9][90/136] lr: 6.182e-04, eta: 2:08:07, time: 1.515, data_time: 0.005, memory: 5249, loss_crf: 1.5531, loss: 1.5531, grad_norm: 8.9207 +2022-03-10 21:13:17,171 - davarocr - INFO - Epoch [9][95/136] lr: 6.208e-04, eta: 2:08:03, time: 1.511, data_time: 0.005, memory: 5249, loss_crf: 1.3781, loss: 1.3781, grad_norm: 9.3470 +2022-03-10 21:13:24,810 - davarocr - INFO - Epoch [9][100/136] lr: 6.234e-04, eta: 2:08:00, time: 1.528, data_time: 0.007, memory: 5249, loss_crf: 1.7931, loss: 1.7931, grad_norm: 10.6479 +2022-03-10 21:13:32,457 - davarocr - INFO - Epoch [9][105/136] lr: 6.261e-04, eta: 2:07:57, time: 1.529, data_time: 0.005, memory: 5249, loss_crf: 1.5335, loss: 1.5335, grad_norm: 9.4590 +2022-03-10 21:13:40,150 - davarocr - INFO - Epoch [9][110/136] lr: 6.287e-04, eta: 2:07:54, time: 1.538, data_time: 0.006, memory: 5249, loss_crf: 1.7264, loss: 1.7264, grad_norm: 11.9203 +2022-03-10 21:13:47,013 - davarocr - INFO - Epoch [9][115/136] lr: 6.313e-04, eta: 2:07:48, time: 1.373, data_time: 0.007, memory: 5249, loss_crf: 1.6037, loss: 1.6037, grad_norm: 11.3311 +2022-03-10 21:13:53,456 - davarocr - INFO - Epoch [9][120/136] lr: 6.339e-04, eta: 2:07:39, time: 1.288, data_time: 0.005, memory: 5249, loss_crf: 1.5240, loss: 1.5240, grad_norm: 10.4788 +2022-03-10 21:14:00,051 - davarocr - INFO - Epoch [9][125/136] lr: 6.366e-04, eta: 2:07:31, time: 1.319, data_time: 0.006, memory: 5249, loss_crf: 1.4637, loss: 1.4637, grad_norm: 9.2015 +2022-03-10 21:14:06,716 - davarocr - INFO - Epoch [9][130/136] lr: 6.392e-04, eta: 2:07:23, time: 1.333, data_time: 0.006, memory: 5249, loss_crf: 1.6009, loss: 1.6009, grad_norm: 9.7653 +2022-03-10 21:14:13,406 - davarocr - INFO - Epoch [9][135/136] lr: 6.418e-04, eta: 2:07:16, time: 1.338, data_time: 0.006, memory: 5249, loss_crf: 1.6908, loss: 1.6908, grad_norm: 11.3682 +2022-03-10 21:20:24,719 - davarocr - INFO - Now best checkpoint is epoch_9.pth. Best hmean is 0.714152002995133 +2022-03-10 21:20:24,720 - davarocr - INFO - current_metric 0.714152002995133 is much better than previous best_metric 0.6950037285607754, saving best model ! +2022-03-10 21:20:24,720 - davarocr - INFO - Saving checkpoint at epoch_9.pth +2022-03-10 21:20:24,923 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:20:24,923 - davarocr - INFO - Epoch(val) [9][136] LOC: {'precision': 0.8502747252747253, 'recall': 0.7422062350119905, 'f1-score': 0.7925736235595391}, PER: {'precision': 0.7483176312247645, 'recall': 0.6876932591218305, 'f1-score': 0.7167257492748953}, MISC: {'precision': 0.7719665271966527, 'recall': 0.5256410256410257, 'f1-score': 0.6254237288135593}, ORG: {'precision': 0.6782178217821783, 'recall': 0.6598434677904876, 'f1-score': 0.6689044858101922}, all: {'precision': 0.7575456711675933, 'recall': 0.6754603399433428, 'f1-score': 0.714152002995133}, hmean: 0.7142 +2022-03-10 21:20:31,682 - davarocr - INFO - Epoch [10][5/136] lr: 6.227e-04, eta: 2:07:01, time: 1.351, data_time: 0.513, memory: 5249, loss_crf: 1.0432, loss: 1.0432, grad_norm: 7.1435 +2022-03-10 21:20:35,753 - davarocr - INFO - Epoch [10][10/136] lr: 6.253e-04, eta: 2:06:42, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 1.0295, loss: 1.0295, grad_norm: 8.2106 +2022-03-10 21:20:39,783 - davarocr - INFO - Epoch [10][15/136] lr: 6.278e-04, eta: 2:06:22, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.9703, loss: 0.9703, grad_norm: 7.8776 +2022-03-10 21:20:43,842 - davarocr - INFO - Epoch [10][20/136] lr: 6.303e-04, eta: 2:06:03, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 1.2152, loss: 1.2152, grad_norm: 8.2955 +2022-03-10 21:20:47,920 - davarocr - INFO - Epoch [10][25/136] lr: 6.329e-04, eta: 2:05:44, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 1.0407, loss: 1.0407, grad_norm: 7.6244 +2022-03-10 21:20:51,960 - davarocr - INFO - Epoch [10][30/136] lr: 6.354e-04, eta: 2:05:25, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.9813, loss: 0.9813, grad_norm: 7.0073 +2022-03-10 21:20:55,982 - davarocr - INFO - Epoch [10][35/136] lr: 6.379e-04, eta: 2:05:06, time: 0.804, data_time: 0.006, memory: 5249, loss_crf: 1.0122, loss: 1.0122, grad_norm: 6.9268 +2022-03-10 21:21:00,051 - davarocr - INFO - Epoch [10][40/136] lr: 6.405e-04, eta: 2:04:48, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 1.2476, loss: 1.2476, grad_norm: 9.1877 +2022-03-10 21:21:04,426 - davarocr - INFO - Epoch [10][45/136] lr: 6.430e-04, eta: 2:04:30, time: 0.875, data_time: 0.006, memory: 5249, loss_crf: 1.2125, loss: 1.2125, grad_norm: 9.5123 +2022-03-10 21:21:08,799 - davarocr - INFO - Epoch [10][50/136] lr: 6.455e-04, eta: 2:04:13, time: 0.875, data_time: 0.005, memory: 5249, loss_crf: 1.0468, loss: 1.0468, grad_norm: 8.5085 +2022-03-10 21:21:13,141 - davarocr - INFO - Epoch [10][55/136] lr: 6.481e-04, eta: 2:03:56, time: 0.868, data_time: 0.006, memory: 5249, loss_crf: 1.0345, loss: 1.0345, grad_norm: 8.4127 +2022-03-10 21:21:17,210 - davarocr - INFO - Epoch [10][60/136] lr: 6.506e-04, eta: 2:03:38, time: 0.814, data_time: 0.005, memory: 5249, loss_crf: 1.2407, loss: 1.2407, grad_norm: 9.8201 +2022-03-10 21:21:21,410 - davarocr - INFO - Epoch [10][65/136] lr: 6.531e-04, eta: 2:03:20, time: 0.840, data_time: 0.004, memory: 5249, loss_crf: 1.0036, loss: 1.0036, grad_norm: 8.7160 +2022-03-10 21:21:25,442 - davarocr - INFO - Epoch [10][70/136] lr: 6.557e-04, eta: 2:03:02, time: 0.806, data_time: 0.005, memory: 5249, loss_crf: 1.0960, loss: 1.0960, grad_norm: 8.7685 +2022-03-10 21:21:29,504 - davarocr - INFO - Epoch [10][75/136] lr: 6.582e-04, eta: 2:02:44, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 1.2252, loss: 1.2252, grad_norm: 9.1192 +2022-03-10 21:21:33,543 - davarocr - INFO - Epoch [10][80/136] lr: 6.608e-04, eta: 2:02:27, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 1.3849, loss: 1.3849, grad_norm: 9.9660 +2022-03-10 21:21:37,578 - davarocr - INFO - Epoch [10][85/136] lr: 6.633e-04, eta: 2:02:09, time: 0.807, data_time: 0.007, memory: 5249, loss_crf: 1.1898, loss: 1.1898, grad_norm: 9.7200 +2022-03-10 21:21:41,616 - davarocr - INFO - Epoch [10][90/136] lr: 6.658e-04, eta: 2:01:51, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 1.3434, loss: 1.3434, grad_norm: 8.8121 +2022-03-10 21:21:45,676 - davarocr - INFO - Epoch [10][95/136] lr: 6.684e-04, eta: 2:01:34, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.9454, loss: 0.9454, grad_norm: 7.4060 +2022-03-10 21:21:49,737 - davarocr - INFO - Epoch [10][100/136] lr: 6.709e-04, eta: 2:01:16, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 1.0777, loss: 1.0777, grad_norm: 7.1556 +2022-03-10 21:21:53,781 - davarocr - INFO - Epoch [10][105/136] lr: 6.734e-04, eta: 2:00:59, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.9695, loss: 0.9695, grad_norm: 7.7653 +2022-03-10 21:21:57,850 - davarocr - INFO - Epoch [10][110/136] lr: 6.760e-04, eta: 2:00:42, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.9080, loss: 0.9080, grad_norm: 6.9261 +2022-03-10 21:22:02,065 - davarocr - INFO - Epoch [10][115/136] lr: 6.785e-04, eta: 2:00:25, time: 0.843, data_time: 0.006, memory: 5249, loss_crf: 1.0802, loss: 1.0802, grad_norm: 8.2247 +2022-03-10 21:22:06,500 - davarocr - INFO - Epoch [10][120/136] lr: 6.810e-04, eta: 2:00:10, time: 0.887, data_time: 0.006, memory: 5249, loss_crf: 1.0447, loss: 1.0447, grad_norm: 8.4904 +2022-03-10 21:22:10,915 - davarocr - INFO - Epoch [10][125/136] lr: 6.836e-04, eta: 1:59:54, time: 0.883, data_time: 0.006, memory: 5249, loss_crf: 1.0891, loss: 1.0891, grad_norm: 8.2005 +2022-03-10 21:22:15,283 - davarocr - INFO - Epoch [10][130/136] lr: 6.861e-04, eta: 1:59:39, time: 0.874, data_time: 0.006, memory: 5249, loss_crf: 1.1200, loss: 1.1200, grad_norm: 9.3269 +2022-03-10 21:22:19,718 - davarocr - INFO - Epoch [10][135/136] lr: 6.886e-04, eta: 1:59:24, time: 0.887, data_time: 0.006, memory: 5249, loss_crf: 1.2230, loss: 1.2230, grad_norm: 8.0475 +2022-03-10 21:28:21,946 - davarocr - INFO - Now best checkpoint is epoch_9.pth. Best hmean is 0.714152002995133 +2022-03-10 21:28:21,947 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:28:21,947 - davarocr - INFO - Epoch(val) [10][136] LOC: {'precision': 0.8285714285714286, 'recall': 0.7649880095923262, 'f1-score': 0.7955112219451372}, PER: {'precision': 0.8164094232331438, 'recall': 0.62152133580705, 'f1-score': 0.705758426966292}, MISC: {'precision': 0.6406727828746177, 'recall': 0.5968660968660968, 'f1-score': 0.6179941002949852}, ORG: {'precision': 0.7036526533425224, 'recall': 0.6146899458157736, 'f1-score': 0.6561696658097687}, all: {'precision': 0.7631255127153405, 'recall': 0.6588172804532578, 'f1-score': 0.7071455720258457}, hmean: 0.7071 +2022-03-10 21:28:28,832 - davarocr - INFO - Epoch [11][5/136] lr: 6.667e-04, eta: 1:59:12, time: 1.377, data_time: 0.548, memory: 5249, loss_crf: 0.5579, loss: 0.5579, grad_norm: 4.9405 +2022-03-10 21:28:32,767 - davarocr - INFO - Epoch [11][10/136] lr: 6.667e-04, eta: 1:58:54, time: 0.787, data_time: 0.005, memory: 5249, loss_crf: 0.8389, loss: 0.8389, grad_norm: 7.3202 +2022-03-10 21:28:36,806 - davarocr - INFO - Epoch [11][15/136] lr: 6.667e-04, eta: 1:58:38, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.7103, loss: 0.7103, grad_norm: 6.6595 +2022-03-10 21:28:40,900 - davarocr - INFO - Epoch [11][20/136] lr: 6.667e-04, eta: 1:58:22, time: 0.817, data_time: 0.007, memory: 5249, loss_crf: 0.8034, loss: 0.8034, grad_norm: 7.6619 +2022-03-10 21:28:44,958 - davarocr - INFO - Epoch [11][25/136] lr: 6.667e-04, eta: 1:58:05, time: 0.813, data_time: 0.008, memory: 5249, loss_crf: 0.8971, loss: 0.8971, grad_norm: 7.4019 +2022-03-10 21:28:49,034 - davarocr - INFO - Epoch [11][30/136] lr: 6.667e-04, eta: 1:57:49, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.8240, loss: 0.8240, grad_norm: 7.2204 +2022-03-10 21:28:53,066 - davarocr - INFO - Epoch [11][35/136] lr: 6.667e-04, eta: 1:57:33, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.8263, loss: 0.8263, grad_norm: 7.9802 +2022-03-10 21:28:57,093 - davarocr - INFO - Epoch [11][40/136] lr: 6.667e-04, eta: 1:57:17, time: 0.805, data_time: 0.007, memory: 5249, loss_crf: 0.7357, loss: 0.7357, grad_norm: 7.1809 +2022-03-10 21:29:01,168 - davarocr - INFO - Epoch [11][45/136] lr: 6.667e-04, eta: 1:57:01, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.9404, loss: 0.9404, grad_norm: 7.9778 +2022-03-10 21:29:05,249 - davarocr - INFO - Epoch [11][50/136] lr: 6.667e-04, eta: 1:56:45, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.9002, loss: 0.9002, grad_norm: 6.9312 +2022-03-10 21:29:09,614 - davarocr - INFO - Epoch [11][55/136] lr: 6.667e-04, eta: 1:56:31, time: 0.873, data_time: 0.006, memory: 5249, loss_crf: 1.0099, loss: 1.0099, grad_norm: 8.4784 +2022-03-10 21:29:13,918 - davarocr - INFO - Epoch [11][60/136] lr: 6.667e-04, eta: 1:56:16, time: 0.861, data_time: 0.005, memory: 5249, loss_crf: 0.6119, loss: 0.6119, grad_norm: 6.1486 +2022-03-10 21:29:18,162 - davarocr - INFO - Epoch [11][65/136] lr: 6.667e-04, eta: 1:56:01, time: 0.849, data_time: 0.006, memory: 5249, loss_crf: 0.7822, loss: 0.7822, grad_norm: 7.1013 +2022-03-10 21:29:22,423 - davarocr - INFO - Epoch [11][70/136] lr: 6.667e-04, eta: 1:55:46, time: 0.852, data_time: 0.006, memory: 5249, loss_crf: 0.7910, loss: 0.7910, grad_norm: 6.9849 +2022-03-10 21:29:26,478 - davarocr - INFO - Epoch [11][75/136] lr: 6.667e-04, eta: 1:55:31, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.7181, loss: 0.7181, grad_norm: 6.6350 +2022-03-10 21:29:30,544 - davarocr - INFO - Epoch [11][80/136] lr: 6.667e-04, eta: 1:55:15, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.6797, loss: 0.6797, grad_norm: 5.6431 +2022-03-10 21:29:34,806 - davarocr - INFO - Epoch [11][85/136] lr: 6.667e-04, eta: 1:55:01, time: 0.852, data_time: 0.007, memory: 5249, loss_crf: 0.6815, loss: 0.6815, grad_norm: 6.5628 +2022-03-10 21:29:39,079 - davarocr - INFO - Epoch [11][90/136] lr: 6.667e-04, eta: 1:54:46, time: 0.855, data_time: 0.006, memory: 5249, loss_crf: 0.7645, loss: 0.7645, grad_norm: 7.4278 +2022-03-10 21:29:43,403 - davarocr - INFO - Epoch [11][95/136] lr: 6.667e-04, eta: 1:54:32, time: 0.865, data_time: 0.005, memory: 5249, loss_crf: 0.6491, loss: 0.6491, grad_norm: 6.8749 +2022-03-10 21:29:47,750 - davarocr - INFO - Epoch [11][100/136] lr: 6.667e-04, eta: 1:54:18, time: 0.869, data_time: 0.006, memory: 5249, loss_crf: 0.7858, loss: 0.7858, grad_norm: 7.0971 +2022-03-10 21:29:51,870 - davarocr - INFO - Epoch [11][105/136] lr: 6.667e-04, eta: 1:54:03, time: 0.824, data_time: 0.006, memory: 5249, loss_crf: 0.6284, loss: 0.6284, grad_norm: 5.8593 +2022-03-10 21:29:55,933 - davarocr - INFO - Epoch [11][110/136] lr: 6.667e-04, eta: 1:53:48, time: 0.813, data_time: 0.005, memory: 5249, loss_crf: 0.7888, loss: 0.7888, grad_norm: 7.5507 +2022-03-10 21:29:59,965 - davarocr - INFO - Epoch [11][115/136] lr: 6.667e-04, eta: 1:53:33, time: 0.806, data_time: 0.005, memory: 5249, loss_crf: 0.8130, loss: 0.8130, grad_norm: 7.0137 +2022-03-10 21:30:04,016 - davarocr - INFO - Epoch [11][120/136] lr: 6.667e-04, eta: 1:53:18, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.6309, loss: 0.6309, grad_norm: 6.1298 +2022-03-10 21:30:08,088 - davarocr - INFO - Epoch [11][125/136] lr: 6.667e-04, eta: 1:53:04, time: 0.814, data_time: 0.005, memory: 5249, loss_crf: 0.7846, loss: 0.7846, grad_norm: 6.8245 +2022-03-10 21:30:12,118 - davarocr - INFO - Epoch [11][130/136] lr: 6.667e-04, eta: 1:52:49, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.8951, loss: 0.8951, grad_norm: 8.0160 +2022-03-10 21:30:16,201 - davarocr - INFO - Epoch [11][135/136] lr: 6.667e-04, eta: 1:52:34, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.7548, loss: 0.7548, grad_norm: 8.2136 +2022-03-10 21:36:25,215 - davarocr - INFO - Now best checkpoint is epoch_11.pth. Best hmean is 0.7289565376856777 +2022-03-10 21:36:25,216 - davarocr - INFO - current_metric 0.7289565376856777 is much better than previous best_metric 0.714152002995133, saving best model ! +2022-03-10 21:36:25,216 - davarocr - INFO - Saving checkpoint at epoch_11.pth +2022-03-10 21:36:25,426 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:36:25,426 - davarocr - INFO - Epoch(val) [11][136] LOC: {'precision': 0.9081404032860344, 'recall': 0.7290167865707434, 'f1-score': 0.8087795144662454}, PER: {'precision': 0.7615587846763541, 'recall': 0.7130488559059988, 'f1-score': 0.7365059086553818}, MISC: {'precision': 0.7026578073089701, 'recall': 0.6025641025641025, 'f1-score': 0.6487730061349692}, ORG: {'precision': 0.656128674431503, 'recall': 0.7122215532811559, 'f1-score': 0.6830254041570438}, all: {'precision': 0.7559908710536326, 'recall': 0.7037889518413598, 'f1-score': 0.7289565376856777}, hmean: 0.7290 +2022-03-10 21:36:32,017 - davarocr - INFO - Epoch [12][5/136] lr: 6.452e-04, eta: 1:52:23, time: 1.318, data_time: 0.513, memory: 5249, loss_crf: 0.4436, loss: 0.4436, grad_norm: 5.7687 +2022-03-10 21:36:36,081 - davarocr - INFO - Epoch [12][10/136] lr: 6.452e-04, eta: 1:52:09, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.4744, loss: 0.4744, grad_norm: 6.0003 +2022-03-10 21:36:40,172 - davarocr - INFO - Epoch [12][15/136] lr: 6.452e-04, eta: 1:51:54, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.5999, loss: 0.5999, grad_norm: 5.5241 +2022-03-10 21:36:44,223 - davarocr - INFO - Epoch [12][20/136] lr: 6.452e-04, eta: 1:51:40, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.4611, loss: 0.4611, grad_norm: 4.8527 +2022-03-10 21:36:48,237 - davarocr - INFO - Epoch [12][25/136] lr: 6.452e-04, eta: 1:51:26, time: 0.803, data_time: 0.006, memory: 5249, loss_crf: 0.4578, loss: 0.4578, grad_norm: 4.6942 +2022-03-10 21:36:52,263 - davarocr - INFO - Epoch [12][30/136] lr: 6.452e-04, eta: 1:51:11, time: 0.805, data_time: 0.005, memory: 5249, loss_crf: 0.4309, loss: 0.4309, grad_norm: 4.7057 +2022-03-10 21:36:56,320 - davarocr - INFO - Epoch [12][35/136] lr: 6.452e-04, eta: 1:50:57, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.6796, loss: 0.6796, grad_norm: 6.3748 +2022-03-10 21:37:00,351 - davarocr - INFO - Epoch [12][40/136] lr: 6.452e-04, eta: 1:50:43, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.6822, loss: 0.6822, grad_norm: 7.5070 +2022-03-10 21:37:04,382 - davarocr - INFO - Epoch [12][45/136] lr: 6.452e-04, eta: 1:50:29, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.4705, loss: 0.4705, grad_norm: 5.9165 +2022-03-10 21:37:08,447 - davarocr - INFO - Epoch [12][50/136] lr: 6.452e-04, eta: 1:50:15, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.6658, loss: 0.6658, grad_norm: 8.0990 +2022-03-10 21:37:12,502 - davarocr - INFO - Epoch [12][55/136] lr: 6.452e-04, eta: 1:50:01, time: 0.811, data_time: 0.005, memory: 5249, loss_crf: 0.4530, loss: 0.4530, grad_norm: 5.2037 +2022-03-10 21:37:16,545 - davarocr - INFO - Epoch [12][60/136] lr: 6.452e-04, eta: 1:49:47, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.4109, loss: 0.4109, grad_norm: 5.0604 +2022-03-10 21:37:20,616 - davarocr - INFO - Epoch [12][65/136] lr: 6.452e-04, eta: 1:49:34, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.3703, loss: 0.3703, grad_norm: 4.5932 +2022-03-10 21:37:24,665 - davarocr - INFO - Epoch [12][70/136] lr: 6.452e-04, eta: 1:49:20, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.4519, loss: 0.4519, grad_norm: 5.2813 +2022-03-10 21:37:28,734 - davarocr - INFO - Epoch [12][75/136] lr: 6.452e-04, eta: 1:49:06, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.4062, loss: 0.4062, grad_norm: 4.0138 +2022-03-10 21:37:32,759 - davarocr - INFO - Epoch [12][80/136] lr: 6.452e-04, eta: 1:48:53, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.5291, loss: 0.5291, grad_norm: 5.6078 +2022-03-10 21:37:36,834 - davarocr - INFO - Epoch [12][85/136] lr: 6.452e-04, eta: 1:48:39, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.6195, loss: 0.6195, grad_norm: 6.2313 +2022-03-10 21:37:40,882 - davarocr - INFO - Epoch [12][90/136] lr: 6.452e-04, eta: 1:48:26, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.4553, loss: 0.4553, grad_norm: 5.4604 +2022-03-10 21:37:44,926 - davarocr - INFO - Epoch [12][95/136] lr: 6.452e-04, eta: 1:48:12, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.5703, loss: 0.5703, grad_norm: 6.6856 +2022-03-10 21:37:48,941 - davarocr - INFO - Epoch [12][100/136] lr: 6.452e-04, eta: 1:47:59, time: 0.803, data_time: 0.007, memory: 5249, loss_crf: 0.4622, loss: 0.4622, grad_norm: 5.4301 +2022-03-10 21:37:52,954 - davarocr - INFO - Epoch [12][105/136] lr: 6.452e-04, eta: 1:47:45, time: 0.803, data_time: 0.006, memory: 5249, loss_crf: 0.5408, loss: 0.5408, grad_norm: 7.3424 +2022-03-10 21:37:57,246 - davarocr - INFO - Epoch [12][110/136] lr: 6.452e-04, eta: 1:47:33, time: 0.858, data_time: 0.006, memory: 5249, loss_crf: 0.4299, loss: 0.4299, grad_norm: 6.2362 +2022-03-10 21:38:01,297 - davarocr - INFO - Epoch [12][115/136] lr: 6.452e-04, eta: 1:47:20, time: 0.810, data_time: 0.007, memory: 5249, loss_crf: 0.5334, loss: 0.5334, grad_norm: 6.2833 +2022-03-10 21:38:05,373 - davarocr - INFO - Epoch [12][120/136] lr: 6.452e-04, eta: 1:47:07, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.4892, loss: 0.4892, grad_norm: 6.5896 +2022-03-10 21:38:09,455 - davarocr - INFO - Epoch [12][125/136] lr: 6.452e-04, eta: 1:46:54, time: 0.816, data_time: 0.007, memory: 5249, loss_crf: 0.4915, loss: 0.4915, grad_norm: 6.7173 +2022-03-10 21:38:13,627 - davarocr - INFO - Epoch [12][130/136] lr: 6.452e-04, eta: 1:46:41, time: 0.834, data_time: 0.006, memory: 5249, loss_crf: 0.6035, loss: 0.6035, grad_norm: 6.6557 +2022-03-10 21:38:17,952 - davarocr - INFO - Epoch [12][135/136] lr: 6.452e-04, eta: 1:46:29, time: 0.865, data_time: 0.006, memory: 5249, loss_crf: 0.6466, loss: 0.6466, grad_norm: 8.7294 +2022-03-10 21:44:22,408 - davarocr - INFO - Now best checkpoint is epoch_12.pth. Best hmean is 0.7352649156061017 +2022-03-10 21:44:22,409 - davarocr - INFO - current_metric 0.7352649156061017 is much better than previous best_metric 0.7289565376856777, saving best model ! +2022-03-10 21:44:22,409 - davarocr - INFO - Saving checkpoint at epoch_12.pth +2022-03-10 21:44:22,616 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:44:22,616 - davarocr - INFO - Epoch(val) [12][136] LOC: {'precision': 0.8095238095238095, 'recall': 0.7949640287769785, 'f1-score': 0.8021778584392014}, PER: {'precision': 0.7492373398413666, 'recall': 0.7594310451453309, 'f1-score': 0.7542997542997543}, MISC: {'precision': 0.625170998632011, 'recall': 0.6509971509971509, 'f1-score': 0.6378227494766224}, ORG: {'precision': 0.7463106113843991, 'recall': 0.6393738711619507, 'f1-score': 0.688715953307393}, all: {'precision': 0.7499539679617013, 'recall': 0.7211402266288952, 'f1-score': 0.7352649156061017}, hmean: 0.7353 +2022-03-10 21:44:29,598 - davarocr - INFO - Epoch [13][5/136] lr: 6.250e-04, eta: 1:46:20, time: 1.395, data_time: 0.532, memory: 5249, loss_crf: 0.3624, loss: 0.3624, grad_norm: 5.5069 +2022-03-10 21:44:33,773 - davarocr - INFO - Epoch [13][10/136] lr: 6.250e-04, eta: 1:46:08, time: 0.835, data_time: 0.007, memory: 5249, loss_crf: 0.4965, loss: 0.4965, grad_norm: 6.8717 +2022-03-10 21:44:37,855 - davarocr - INFO - Epoch [13][15/136] lr: 6.250e-04, eta: 1:45:55, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.3277, loss: 0.3277, grad_norm: 7.8451 +2022-03-10 21:44:42,083 - davarocr - INFO - Epoch [13][20/136] lr: 6.250e-04, eta: 1:45:43, time: 0.845, data_time: 0.006, memory: 5249, loss_crf: 0.3232, loss: 0.3232, grad_norm: 5.5231 +2022-03-10 21:44:46,182 - davarocr - INFO - Epoch [13][25/136] lr: 6.250e-04, eta: 1:45:30, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.2025, loss: 0.2025, grad_norm: 3.2154 +2022-03-10 21:44:50,287 - davarocr - INFO - Epoch [13][30/136] lr: 6.250e-04, eta: 1:45:18, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.2601, loss: 0.2601, grad_norm: 4.0118 +2022-03-10 21:44:54,381 - davarocr - INFO - Epoch [13][35/136] lr: 6.250e-04, eta: 1:45:05, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.2700, loss: 0.2700, grad_norm: 5.5903 +2022-03-10 21:44:58,431 - davarocr - INFO - Epoch [13][40/136] lr: 6.250e-04, eta: 1:44:53, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.3225, loss: 0.3225, grad_norm: 5.1496 +2022-03-10 21:45:02,475 - davarocr - INFO - Epoch [13][45/136] lr: 6.250e-04, eta: 1:44:40, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.3023, loss: 0.3023, grad_norm: 4.2775 +2022-03-10 21:45:06,552 - davarocr - INFO - Epoch [13][50/136] lr: 6.250e-04, eta: 1:44:28, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.3623, loss: 0.3623, grad_norm: 5.0434 +2022-03-10 21:45:10,644 - davarocr - INFO - Epoch [13][55/136] lr: 6.250e-04, eta: 1:44:16, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.3090, loss: 0.3090, grad_norm: 3.9307 +2022-03-10 21:45:14,717 - davarocr - INFO - Epoch [13][60/136] lr: 6.250e-04, eta: 1:44:03, time: 0.815, data_time: 0.007, memory: 5249, loss_crf: 0.3034, loss: 0.3034, grad_norm: 3.8395 +2022-03-10 21:45:18,742 - davarocr - INFO - Epoch [13][65/136] lr: 6.250e-04, eta: 1:43:51, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.4491, loss: 0.4491, grad_norm: 6.0182 +2022-03-10 21:45:23,158 - davarocr - INFO - Epoch [13][70/136] lr: 6.250e-04, eta: 1:43:40, time: 0.883, data_time: 0.007, memory: 5249, loss_crf: 0.2693, loss: 0.2693, grad_norm: 3.7592 +2022-03-10 21:45:27,592 - davarocr - INFO - Epoch [13][75/136] lr: 6.250e-04, eta: 1:43:29, time: 0.887, data_time: 0.006, memory: 5249, loss_crf: 0.3620, loss: 0.3620, grad_norm: 5.6703 +2022-03-10 21:45:32,032 - davarocr - INFO - Epoch [13][80/136] lr: 6.250e-04, eta: 1:43:18, time: 0.888, data_time: 0.006, memory: 5249, loss_crf: 0.2465, loss: 0.2465, grad_norm: 4.6655 +2022-03-10 21:45:36,490 - davarocr - INFO - Epoch [13][85/136] lr: 6.250e-04, eta: 1:43:07, time: 0.891, data_time: 0.006, memory: 5249, loss_crf: 0.3100, loss: 0.3100, grad_norm: 3.8267 +2022-03-10 21:45:40,912 - davarocr - INFO - Epoch [13][90/136] lr: 6.250e-04, eta: 1:42:56, time: 0.885, data_time: 0.007, memory: 5249, loss_crf: 0.3433, loss: 0.3433, grad_norm: 4.2354 +2022-03-10 21:45:44,950 - davarocr - INFO - Epoch [13][95/136] lr: 6.250e-04, eta: 1:42:44, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.3883, loss: 0.3883, grad_norm: 5.9039 +2022-03-10 21:45:49,018 - davarocr - INFO - Epoch [13][100/136] lr: 6.250e-04, eta: 1:42:32, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.3006, loss: 0.3006, grad_norm: 5.1880 +2022-03-10 21:45:53,110 - davarocr - INFO - Epoch [13][105/136] lr: 6.250e-04, eta: 1:42:20, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.2805, loss: 0.2805, grad_norm: 3.9796 +2022-03-10 21:45:57,127 - davarocr - INFO - Epoch [13][110/136] lr: 6.250e-04, eta: 1:42:08, time: 0.803, data_time: 0.006, memory: 5249, loss_crf: 0.4143, loss: 0.4143, grad_norm: 6.7338 +2022-03-10 21:46:01,199 - davarocr - INFO - Epoch [13][115/136] lr: 6.250e-04, eta: 1:41:56, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.3595, loss: 0.3595, grad_norm: 5.4714 +2022-03-10 21:46:05,294 - davarocr - INFO - Epoch [13][120/136] lr: 6.250e-04, eta: 1:41:44, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.4695, loss: 0.4695, grad_norm: 8.3142 +2022-03-10 21:46:09,284 - davarocr - INFO - Epoch [13][125/136] lr: 6.250e-04, eta: 1:41:32, time: 0.798, data_time: 0.005, memory: 5249, loss_crf: 0.3622, loss: 0.3622, grad_norm: 5.6228 +2022-03-10 21:46:13,518 - davarocr - INFO - Epoch [13][130/136] lr: 6.250e-04, eta: 1:41:21, time: 0.847, data_time: 0.006, memory: 5249, loss_crf: 0.4343, loss: 0.4343, grad_norm: 6.1140 +2022-03-10 21:46:17,436 - davarocr - INFO - Epoch [13][135/136] lr: 6.250e-04, eta: 1:41:09, time: 0.784, data_time: 0.004, memory: 5249, loss_crf: 0.3535, loss: 0.3535, grad_norm: 6.2154 +2022-03-10 21:52:20,726 - davarocr - INFO - Now best checkpoint is epoch_13.pth. Best hmean is 0.7416942735447232 +2022-03-10 21:52:20,727 - davarocr - INFO - current_metric 0.7416942735447232 is much better than previous best_metric 0.7352649156061017, saving best model ! +2022-03-10 21:52:20,727 - davarocr - INFO - Saving checkpoint at epoch_13.pth +2022-03-10 21:52:20,957 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 21:52:20,958 - davarocr - INFO - Epoch(val) [13][136] LOC: {'precision': 0.8380771663504112, 'recall': 0.7943645083932853, 'f1-score': 0.8156355801785166}, PER: {'precision': 0.8232323232323232, 'recall': 0.7056277056277056, 'f1-score': 0.7599067599067598}, MISC: {'precision': 0.7205387205387206, 'recall': 0.6096866096866097, 'f1-score': 0.6604938271604939}, ORG: {'precision': 0.7551622418879056, 'recall': 0.6164960866947622, 'f1-score': 0.6788200198873052}, all: {'precision': 0.7968273337400854, 'recall': 0.6936968838526912, 'f1-score': 0.7416942735447232}, hmean: 0.7417 +2022-03-10 21:52:27,515 - davarocr - INFO - Epoch [14][5/136] lr: 6.061e-04, eta: 1:41:00, time: 1.311, data_time: 0.487, memory: 5249, loss_crf: 0.2327, loss: 0.2327, grad_norm: 4.5331 +2022-03-10 21:52:31,537 - davarocr - INFO - Epoch [14][10/136] lr: 6.061e-04, eta: 1:40:48, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.2907, loss: 0.2907, grad_norm: 5.2891 +2022-03-10 21:52:35,797 - davarocr - INFO - Epoch [14][15/136] lr: 6.061e-04, eta: 1:40:37, time: 0.852, data_time: 0.006, memory: 5249, loss_crf: 0.1705, loss: 0.1705, grad_norm: 3.0412 +2022-03-10 21:52:40,243 - davarocr - INFO - Epoch [14][20/136] lr: 6.061e-04, eta: 1:40:27, time: 0.889, data_time: 0.006, memory: 5249, loss_crf: 0.1974, loss: 0.1974, grad_norm: 4.1439 +2022-03-10 21:52:44,655 - davarocr - INFO - Epoch [14][25/136] lr: 6.061e-04, eta: 1:40:16, time: 0.882, data_time: 0.006, memory: 5249, loss_crf: 0.2091, loss: 0.2091, grad_norm: 4.2869 +2022-03-10 21:52:48,921 - davarocr - INFO - Epoch [14][30/136] lr: 6.061e-04, eta: 1:40:06, time: 0.853, data_time: 0.006, memory: 5249, loss_crf: 0.2322, loss: 0.2322, grad_norm: 3.7541 +2022-03-10 21:52:53,193 - davarocr - INFO - Epoch [14][35/136] lr: 6.061e-04, eta: 1:39:55, time: 0.855, data_time: 0.007, memory: 5249, loss_crf: 0.3017, loss: 0.3017, grad_norm: 5.4069 +2022-03-10 21:52:57,219 - davarocr - INFO - Epoch [14][40/136] lr: 6.061e-04, eta: 1:39:43, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.2776, loss: 0.2776, grad_norm: 5.3390 +2022-03-10 21:53:01,286 - davarocr - INFO - Epoch [14][45/136] lr: 6.061e-04, eta: 1:39:32, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.3207, loss: 0.3207, grad_norm: 5.4620 +2022-03-10 21:53:05,318 - davarocr - INFO - Epoch [14][50/136] lr: 6.061e-04, eta: 1:39:21, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.2415, loss: 0.2415, grad_norm: 4.2575 +2022-03-10 21:53:09,382 - davarocr - INFO - Epoch [14][55/136] lr: 6.061e-04, eta: 1:39:09, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.2697, loss: 0.2697, grad_norm: 4.4585 +2022-03-10 21:53:13,459 - davarocr - INFO - Epoch [14][60/136] lr: 6.061e-04, eta: 1:38:58, time: 0.815, data_time: 0.007, memory: 5249, loss_crf: 0.2631, loss: 0.2631, grad_norm: 5.0186 +2022-03-10 21:53:17,698 - davarocr - INFO - Epoch [14][65/136] lr: 6.061e-04, eta: 1:38:48, time: 0.848, data_time: 0.006, memory: 5249, loss_crf: 0.3234, loss: 0.3234, grad_norm: 4.7769 +2022-03-10 21:53:22,138 - davarocr - INFO - Epoch [14][70/136] lr: 6.061e-04, eta: 1:38:38, time: 0.888, data_time: 0.006, memory: 5249, loss_crf: 0.1959, loss: 0.1959, grad_norm: 3.9910 +2022-03-10 21:53:26,704 - davarocr - INFO - Epoch [14][75/136] lr: 6.061e-04, eta: 1:38:28, time: 0.913, data_time: 0.004, memory: 5249, loss_crf: 0.2701, loss: 0.2701, grad_norm: 4.6951 +2022-03-10 21:53:31,059 - davarocr - INFO - Epoch [14][80/136] lr: 6.061e-04, eta: 1:38:18, time: 0.870, data_time: 0.006, memory: 5249, loss_crf: 0.3330, loss: 0.3330, grad_norm: 5.7259 +2022-03-10 21:53:35,349 - davarocr - INFO - Epoch [14][85/136] lr: 6.061e-04, eta: 1:38:07, time: 0.859, data_time: 0.006, memory: 5249, loss_crf: 0.2329, loss: 0.2329, grad_norm: 4.0144 +2022-03-10 21:53:39,684 - davarocr - INFO - Epoch [14][90/136] lr: 6.061e-04, eta: 1:37:57, time: 0.867, data_time: 0.006, memory: 5249, loss_crf: 0.2459, loss: 0.2459, grad_norm: 4.0332 +2022-03-10 21:53:43,775 - davarocr - INFO - Epoch [14][95/136] lr: 6.061e-04, eta: 1:37:46, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.2386, loss: 0.2386, grad_norm: 3.4121 +2022-03-10 21:53:47,841 - davarocr - INFO - Epoch [14][100/136] lr: 6.061e-04, eta: 1:37:35, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.2918, loss: 0.2918, grad_norm: 6.6357 +2022-03-10 21:53:51,915 - davarocr - INFO - Epoch [14][105/136] lr: 6.061e-04, eta: 1:37:24, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.2859, loss: 0.2859, grad_norm: 5.1273 +2022-03-10 21:53:55,973 - davarocr - INFO - Epoch [14][110/136] lr: 6.061e-04, eta: 1:37:13, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.1359, loss: 0.1359, grad_norm: 2.8491 +2022-03-10 21:54:00,088 - davarocr - INFO - Epoch [14][115/136] lr: 6.061e-04, eta: 1:37:03, time: 0.823, data_time: 0.006, memory: 5249, loss_crf: 0.2788, loss: 0.2788, grad_norm: 5.4837 +2022-03-10 21:54:04,173 - davarocr - INFO - Epoch [14][120/136] lr: 6.061e-04, eta: 1:36:52, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.2447, loss: 0.2447, grad_norm: 4.6765 +2022-03-10 21:54:08,248 - davarocr - INFO - Epoch [14][125/136] lr: 6.061e-04, eta: 1:36:41, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.2513, loss: 0.2513, grad_norm: 3.8561 +2022-03-10 21:54:12,319 - davarocr - INFO - Epoch [14][130/136] lr: 6.061e-04, eta: 1:36:31, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.2176, loss: 0.2176, grad_norm: 4.0418 +2022-03-10 21:54:16,364 - davarocr - INFO - Epoch [14][135/136] lr: 6.061e-04, eta: 1:36:20, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.2394, loss: 0.2394, grad_norm: 4.9019 +2022-03-10 22:00:18,436 - davarocr - INFO - Now best checkpoint is epoch_14.pth. Best hmean is 0.7423827940760306 +2022-03-10 22:00:18,437 - davarocr - INFO - current_metric 0.7423827940760306 is much better than previous best_metric 0.7416942735447232, saving best model ! +2022-03-10 22:00:18,437 - davarocr - INFO - Saving checkpoint at epoch_14.pth +2022-03-10 22:00:18,653 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 22:00:18,653 - davarocr - INFO - Epoch(val) [14][136] LOC: {'precision': 0.8950314905528342, 'recall': 0.7667865707434053, 'f1-score': 0.8259606070390701}, PER: {'precision': 0.8222554144884242, 'recall': 0.6808905380333952, 'f1-score': 0.7449255751014884}, MISC: {'precision': 0.7019969278033794, 'recall': 0.6509971509971509, 'f1-score': 0.6755358462675536}, ORG: {'precision': 0.7157757496740548, 'recall': 0.6610475617098134, 'f1-score': 0.6873239436619718}, all: {'precision': 0.7944679991924086, 'recall': 0.6967067988668555, 'f1-score': 0.7423827940760306}, hmean: 0.7424 +2022-03-10 22:00:25,374 - davarocr - INFO - Epoch [15][5/136] lr: 5.882e-04, eta: 1:36:12, time: 1.343, data_time: 0.528, memory: 5249, loss_crf: 0.1829, loss: 0.1829, grad_norm: 3.6655 +2022-03-10 22:00:29,344 - davarocr - INFO - Epoch [15][10/136] lr: 5.882e-04, eta: 1:36:01, time: 0.794, data_time: 0.006, memory: 5249, loss_crf: 0.1478, loss: 0.1478, grad_norm: 3.1995 +2022-03-10 22:00:33,265 - davarocr - INFO - Epoch [15][15/136] lr: 5.882e-04, eta: 1:35:50, time: 0.784, data_time: 0.004, memory: 5249, loss_crf: 0.1210, loss: 0.1210, grad_norm: 3.2901 +2022-03-10 22:00:37,225 - davarocr - INFO - Epoch [15][20/136] lr: 5.882e-04, eta: 1:35:39, time: 0.792, data_time: 0.005, memory: 5249, loss_crf: 0.1183, loss: 0.1183, grad_norm: 2.7986 +2022-03-10 22:00:41,302 - davarocr - INFO - Epoch [15][25/136] lr: 5.882e-04, eta: 1:35:29, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.1660, loss: 0.1660, grad_norm: 4.4145 +2022-03-10 22:00:45,362 - davarocr - INFO - Epoch [15][30/136] lr: 5.882e-04, eta: 1:35:19, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.1351, loss: 0.1351, grad_norm: 2.9618 +2022-03-10 22:00:49,538 - davarocr - INFO - Epoch [15][35/136] lr: 5.882e-04, eta: 1:35:08, time: 0.835, data_time: 0.007, memory: 5249, loss_crf: 0.1301, loss: 0.1301, grad_norm: 2.9331 +2022-03-10 22:00:53,818 - davarocr - INFO - Epoch [15][40/136] lr: 5.882e-04, eta: 1:34:59, time: 0.856, data_time: 0.006, memory: 5249, loss_crf: 0.1986, loss: 0.1986, grad_norm: 4.4503 +2022-03-10 22:00:57,873 - davarocr - INFO - Epoch [15][45/136] lr: 5.882e-04, eta: 1:34:48, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.1279, loss: 0.1279, grad_norm: 4.4791 +2022-03-10 22:01:01,922 - davarocr - INFO - Epoch [15][50/136] lr: 5.882e-04, eta: 1:34:38, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.1702, loss: 0.1702, grad_norm: 3.5782 +2022-03-10 22:01:05,993 - davarocr - INFO - Epoch [15][55/136] lr: 5.882e-04, eta: 1:34:28, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.1129, loss: 0.1129, grad_norm: 3.1071 +2022-03-10 22:01:10,272 - davarocr - INFO - Epoch [15][60/136] lr: 5.882e-04, eta: 1:34:18, time: 0.856, data_time: 0.007, memory: 5249, loss_crf: 0.1595, loss: 0.1595, grad_norm: 2.8115 +2022-03-10 22:01:14,331 - davarocr - INFO - Epoch [15][65/136] lr: 5.882e-04, eta: 1:34:08, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.1179, loss: 0.1179, grad_norm: 3.2024 +2022-03-10 22:01:18,401 - davarocr - INFO - Epoch [15][70/136] lr: 5.882e-04, eta: 1:33:57, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.1350, loss: 0.1350, grad_norm: 2.8905 +2022-03-10 22:01:22,440 - davarocr - INFO - Epoch [15][75/136] lr: 5.882e-04, eta: 1:33:47, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.2473, loss: 0.2473, grad_norm: 4.1620 +2022-03-10 22:01:26,541 - davarocr - INFO - Epoch [15][80/136] lr: 5.882e-04, eta: 1:33:37, time: 0.820, data_time: 0.007, memory: 5249, loss_crf: 0.1804, loss: 0.1804, grad_norm: 4.0917 +2022-03-10 22:01:30,616 - davarocr - INFO - Epoch [15][85/136] lr: 5.882e-04, eta: 1:33:27, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.1834, loss: 0.1834, grad_norm: 3.7481 +2022-03-10 22:01:34,892 - davarocr - INFO - Epoch [15][90/136] lr: 5.882e-04, eta: 1:33:17, time: 0.855, data_time: 0.006, memory: 5249, loss_crf: 0.1598, loss: 0.1598, grad_norm: 4.2578 +2022-03-10 22:01:39,229 - davarocr - INFO - Epoch [15][95/136] lr: 5.882e-04, eta: 1:33:08, time: 0.868, data_time: 0.006, memory: 5249, loss_crf: 0.1641, loss: 0.1641, grad_norm: 3.1452 +2022-03-10 22:01:43,480 - davarocr - INFO - Epoch [15][100/136] lr: 5.882e-04, eta: 1:32:58, time: 0.850, data_time: 0.006, memory: 5249, loss_crf: 0.2108, loss: 0.2108, grad_norm: 3.5356 +2022-03-10 22:01:47,549 - davarocr - INFO - Epoch [15][105/136] lr: 5.882e-04, eta: 1:32:48, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.1282, loss: 0.1282, grad_norm: 2.0516 +2022-03-10 22:01:51,592 - davarocr - INFO - Epoch [15][110/136] lr: 5.882e-04, eta: 1:32:38, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.1139, loss: 0.1139, grad_norm: 2.6668 +2022-03-10 22:01:55,690 - davarocr - INFO - Epoch [15][115/136] lr: 5.882e-04, eta: 1:32:29, time: 0.820, data_time: 0.007, memory: 5249, loss_crf: 0.1038, loss: 0.1038, grad_norm: 2.5250 +2022-03-10 22:01:59,740 - davarocr - INFO - Epoch [15][120/136] lr: 5.882e-04, eta: 1:32:19, time: 0.810, data_time: 0.007, memory: 5249, loss_crf: 0.1218, loss: 0.1218, grad_norm: 3.7611 +2022-03-10 22:02:03,834 - davarocr - INFO - Epoch [15][125/136] lr: 5.882e-04, eta: 1:32:09, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.1554, loss: 0.1554, grad_norm: 4.0218 +2022-03-10 22:02:07,927 - davarocr - INFO - Epoch [15][130/136] lr: 5.882e-04, eta: 1:31:59, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.1559, loss: 0.1559, grad_norm: 4.5168 +2022-03-10 22:02:11,868 - davarocr - INFO - Epoch [15][135/136] lr: 5.882e-04, eta: 1:31:49, time: 0.788, data_time: 0.004, memory: 5249, loss_crf: 0.1848, loss: 0.1848, grad_norm: 3.9167 +2022-03-10 22:08:17,611 - davarocr - INFO - Now best checkpoint is epoch_15.pth. Best hmean is 0.7547586206896553 +2022-03-10 22:08:17,612 - davarocr - INFO - current_metric 0.7547586206896553 is much better than previous best_metric 0.7423827940760306, saving best model ! +2022-03-10 22:08:17,612 - davarocr - INFO - Saving checkpoint at epoch_15.pth +2022-03-10 22:08:17,821 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 22:08:17,821 - davarocr - INFO - Epoch(val) [15][136] LOC: {'precision': 0.8705566733735748, 'recall': 0.7781774580335732, 'f1-score': 0.8217790440012662}, PER: {'precision': 0.7858520900321544, 'recall': 0.7557204700061843, 'f1-score': 0.7704918032786885}, MISC: {'precision': 0.6652360515021459, 'recall': 0.6623931623931624, 'f1-score': 0.6638115631691649}, ORG: {'precision': 0.7550607287449392, 'recall': 0.6736905478627333, 'f1-score': 0.7120585427935094}, all: {'precision': 0.7851540080352019, 'recall': 0.726628895184136, 'f1-score': 0.7547586206896553}, hmean: 0.7548 +2022-03-10 22:08:24,613 - davarocr - INFO - Epoch [16][5/136] lr: 5.714e-04, eta: 1:31:42, time: 1.358, data_time: 0.552, memory: 5249, loss_crf: 0.0871, loss: 0.0871, grad_norm: 2.0123 +2022-03-10 22:08:28,680 - davarocr - INFO - Epoch [16][10/136] lr: 5.714e-04, eta: 1:31:32, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.1250, loss: 0.1250, grad_norm: 2.4948 +2022-03-10 22:08:32,739 - davarocr - INFO - Epoch [16][15/136] lr: 5.714e-04, eta: 1:31:22, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0822, loss: 0.0822, grad_norm: 2.1699 +2022-03-10 22:08:36,814 - davarocr - INFO - Epoch [16][20/136] lr: 5.714e-04, eta: 1:31:12, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.1101, loss: 0.1101, grad_norm: 2.5025 +2022-03-10 22:08:41,154 - davarocr - INFO - Epoch [16][25/136] lr: 5.714e-04, eta: 1:31:03, time: 0.868, data_time: 0.007, memory: 5249, loss_crf: 0.0837, loss: 0.0837, grad_norm: 2.8764 +2022-03-10 22:08:45,582 - davarocr - INFO - Epoch [16][30/136] lr: 5.714e-04, eta: 1:30:55, time: 0.886, data_time: 0.008, memory: 5249, loss_crf: 0.1123, loss: 0.1123, grad_norm: 2.0622 +2022-03-10 22:08:49,958 - davarocr - INFO - Epoch [16][35/136] lr: 5.714e-04, eta: 1:30:46, time: 0.875, data_time: 0.006, memory: 5249, loss_crf: 0.0859, loss: 0.0859, grad_norm: 1.7731 +2022-03-10 22:08:54,372 - davarocr - INFO - Epoch [16][40/136] lr: 5.714e-04, eta: 1:30:37, time: 0.883, data_time: 0.006, memory: 5249, loss_crf: 0.1165, loss: 0.1165, grad_norm: 1.7886 +2022-03-10 22:08:58,786 - davarocr - INFO - Epoch [16][45/136] lr: 5.714e-04, eta: 1:30:28, time: 0.883, data_time: 0.006, memory: 5249, loss_crf: 0.0884, loss: 0.0884, grad_norm: 2.2996 +2022-03-10 22:09:02,841 - davarocr - INFO - Epoch [16][50/136] lr: 5.714e-04, eta: 1:30:18, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0708, loss: 0.0708, grad_norm: 1.9887 +2022-03-10 22:09:06,924 - davarocr - INFO - Epoch [16][55/136] lr: 5.714e-04, eta: 1:30:09, time: 0.818, data_time: 0.009, memory: 5249, loss_crf: 0.0419, loss: 0.0419, grad_norm: 1.2101 +2022-03-10 22:09:10,963 - davarocr - INFO - Epoch [16][60/136] lr: 5.714e-04, eta: 1:29:59, time: 0.808, data_time: 0.007, memory: 5249, loss_crf: 0.0312, loss: 0.0312, grad_norm: 0.8649 +2022-03-10 22:09:15,027 - davarocr - INFO - Epoch [16][65/136] lr: 5.714e-04, eta: 1:29:50, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.1436, loss: 0.1436, grad_norm: 2.5035 +2022-03-10 22:09:19,112 - davarocr - INFO - Epoch [16][70/136] lr: 5.714e-04, eta: 1:29:40, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0745, loss: 0.0745, grad_norm: 2.2156 +2022-03-10 22:09:23,422 - davarocr - INFO - Epoch [16][75/136] lr: 5.714e-04, eta: 1:29:32, time: 0.862, data_time: 0.006, memory: 5249, loss_crf: 0.0902, loss: 0.0902, grad_norm: 2.1381 +2022-03-10 22:09:27,471 - davarocr - INFO - Epoch [16][80/136] lr: 5.714e-04, eta: 1:29:22, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.1044, loss: 0.1044, grad_norm: 1.9690 +2022-03-10 22:09:31,532 - davarocr - INFO - Epoch [16][85/136] lr: 5.714e-04, eta: 1:29:13, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.1829, loss: 0.1829, grad_norm: 2.9273 +2022-03-10 22:09:35,604 - davarocr - INFO - Epoch [16][90/136] lr: 5.714e-04, eta: 1:29:03, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0976, loss: 0.0976, grad_norm: 2.1096 +2022-03-10 22:09:39,651 - davarocr - INFO - Epoch [16][95/136] lr: 5.714e-04, eta: 1:28:54, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0715, loss: 0.0715, grad_norm: 1.3997 +2022-03-10 22:09:43,743 - davarocr - INFO - Epoch [16][100/136] lr: 5.714e-04, eta: 1:28:45, time: 0.818, data_time: 0.005, memory: 5249, loss_crf: 0.0457, loss: 0.0457, grad_norm: 1.5683 +2022-03-10 22:09:47,853 - davarocr - INFO - Epoch [16][105/136] lr: 5.714e-04, eta: 1:28:35, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0416, loss: 0.0416, grad_norm: 1.0996 +2022-03-10 22:09:51,950 - davarocr - INFO - Epoch [16][110/136] lr: 5.714e-04, eta: 1:28:26, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.1316, loss: 0.1316, grad_norm: 3.8989 +2022-03-10 22:09:56,022 - davarocr - INFO - Epoch [16][115/136] lr: 5.714e-04, eta: 1:28:17, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0374, loss: 0.0374, grad_norm: 1.3418 +2022-03-10 22:10:00,109 - davarocr - INFO - Epoch [16][120/136] lr: 5.714e-04, eta: 1:28:08, time: 0.817, data_time: 0.007, memory: 5249, loss_crf: 0.0939, loss: 0.0939, grad_norm: 3.1182 +2022-03-10 22:10:04,159 - davarocr - INFO - Epoch [16][125/136] lr: 5.714e-04, eta: 1:27:59, time: 0.810, data_time: 0.007, memory: 5249, loss_crf: 0.0579, loss: 0.0579, grad_norm: 2.6658 +2022-03-10 22:10:08,252 - davarocr - INFO - Epoch [16][130/136] lr: 5.714e-04, eta: 1:27:50, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.1087, loss: 0.1087, grad_norm: 2.1102 +2022-03-10 22:10:12,371 - davarocr - INFO - Epoch [16][135/136] lr: 5.714e-04, eta: 1:27:41, time: 0.824, data_time: 0.006, memory: 5249, loss_crf: 0.1188, loss: 0.1188, grad_norm: 3.4336 +2022-03-10 22:16:13,752 - davarocr - INFO - Now best checkpoint is epoch_15.pth. Best hmean is 0.7547586206896553 +2022-03-10 22:16:13,753 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 22:16:13,753 - davarocr - INFO - Epoch(val) [16][136] LOC: {'precision': 0.8808219178082192, 'recall': 0.7709832134292566, 'f1-score': 0.8222506393861893}, PER: {'precision': 0.8060344827586207, 'recall': 0.6938775510204082, 'f1-score': 0.7457627118644068}, MISC: {'precision': 0.7077625570776256, 'recall': 0.6623931623931624, 'f1-score': 0.6843267108167771}, ORG: {'precision': 0.7280643000669792, 'recall': 0.654425045153522, 'f1-score': 0.689283449587825}, all: {'precision': 0.7916833266693323, 'recall': 0.7011331444759207, 'f1-score': 0.7436619718309859}, hmean: 0.7437 +2022-03-10 22:16:20,356 - davarocr - INFO - Epoch [17][5/136] lr: 5.556e-04, eta: 1:27:33, time: 1.320, data_time: 0.508, memory: 5249, loss_crf: 0.0627, loss: 0.0627, grad_norm: 1.8018 +2022-03-10 22:16:24,395 - davarocr - INFO - Epoch [17][10/136] lr: 5.556e-04, eta: 1:27:24, time: 0.808, data_time: 0.007, memory: 5249, loss_crf: 0.0490, loss: 0.0490, grad_norm: 1.5791 +2022-03-10 22:16:28,471 - davarocr - INFO - Epoch [17][15/136] lr: 5.556e-04, eta: 1:27:15, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0422, loss: 0.0422, grad_norm: 1.5053 +2022-03-10 22:16:32,542 - davarocr - INFO - Epoch [17][20/136] lr: 5.556e-04, eta: 1:27:06, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0386, loss: 0.0386, grad_norm: 1.5478 +2022-03-10 22:16:36,562 - davarocr - INFO - Epoch [17][25/136] lr: 5.556e-04, eta: 1:26:57, time: 0.804, data_time: 0.006, memory: 5249, loss_crf: 0.0368, loss: 0.0368, grad_norm: 1.3030 +2022-03-10 22:16:40,681 - davarocr - INFO - Epoch [17][30/136] lr: 5.556e-04, eta: 1:26:48, time: 0.824, data_time: 0.006, memory: 5249, loss_crf: 0.0430, loss: 0.0430, grad_norm: 1.3600 +2022-03-10 22:16:44,766 - davarocr - INFO - Epoch [17][35/136] lr: 5.556e-04, eta: 1:26:39, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0487, loss: 0.0487, grad_norm: 2.0089 +2022-03-10 22:16:48,749 - davarocr - INFO - Epoch [17][40/136] lr: 5.556e-04, eta: 1:26:30, time: 0.796, data_time: 0.006, memory: 5249, loss_crf: 0.0384, loss: 0.0384, grad_norm: 2.1859 +2022-03-10 22:16:52,782 - davarocr - INFO - Epoch [17][45/136] lr: 5.556e-04, eta: 1:26:21, time: 0.807, data_time: 0.007, memory: 5249, loss_crf: 0.0402, loss: 0.0402, grad_norm: 1.7485 +2022-03-10 22:16:56,826 - davarocr - INFO - Epoch [17][50/136] lr: 5.556e-04, eta: 1:26:12, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0621, loss: 0.0621, grad_norm: 2.8822 +2022-03-10 22:17:00,866 - davarocr - INFO - Epoch [17][55/136] lr: 5.556e-04, eta: 1:26:03, time: 0.808, data_time: 0.007, memory: 5249, loss_crf: 0.0506, loss: 0.0506, grad_norm: 1.8244 +2022-03-10 22:17:04,938 - davarocr - INFO - Epoch [17][60/136] lr: 5.556e-04, eta: 1:25:54, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0556, loss: 0.0556, grad_norm: 2.9901 +2022-03-10 22:17:08,983 - davarocr - INFO - Epoch [17][65/136] lr: 5.556e-04, eta: 1:25:45, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0709, loss: 0.0709, grad_norm: 2.3811 +2022-03-10 22:17:12,998 - davarocr - INFO - Epoch [17][70/136] lr: 5.556e-04, eta: 1:25:36, time: 0.803, data_time: 0.005, memory: 5249, loss_crf: 0.0653, loss: 0.0653, grad_norm: 1.7838 +2022-03-10 22:17:17,068 - davarocr - INFO - Epoch [17][75/136] lr: 5.556e-04, eta: 1:25:27, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.1340, loss: 0.1340, grad_norm: 3.6807 +2022-03-10 22:17:21,167 - davarocr - INFO - Epoch [17][80/136] lr: 5.556e-04, eta: 1:25:19, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0691, loss: 0.0691, grad_norm: 2.3316 +2022-03-10 22:17:25,191 - davarocr - INFO - Epoch [17][85/136] lr: 5.556e-04, eta: 1:25:10, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.0671, loss: 0.0671, grad_norm: 2.2459 +2022-03-10 22:17:29,257 - davarocr - INFO - Epoch [17][90/136] lr: 5.556e-04, eta: 1:25:01, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0924, loss: 0.0924, grad_norm: 2.2042 +2022-03-10 22:17:33,521 - davarocr - INFO - Epoch [17][95/136] lr: 5.556e-04, eta: 1:24:53, time: 0.853, data_time: 0.007, memory: 5249, loss_crf: 0.0748, loss: 0.0748, grad_norm: 2.1383 +2022-03-10 22:17:37,561 - davarocr - INFO - Epoch [17][100/136] lr: 5.556e-04, eta: 1:24:44, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.1199, loss: 0.1199, grad_norm: 3.5333 +2022-03-10 22:17:41,618 - davarocr - INFO - Epoch [17][105/136] lr: 5.556e-04, eta: 1:24:35, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0631, loss: 0.0631, grad_norm: 1.6059 +2022-03-10 22:17:45,685 - davarocr - INFO - Epoch [17][110/136] lr: 5.556e-04, eta: 1:24:26, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0800, loss: 0.0800, grad_norm: 1.9882 +2022-03-10 22:17:49,774 - davarocr - INFO - Epoch [17][115/136] lr: 5.556e-04, eta: 1:24:18, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0852, loss: 0.0852, grad_norm: 2.7400 +2022-03-10 22:17:53,952 - davarocr - INFO - Epoch [17][120/136] lr: 5.556e-04, eta: 1:24:09, time: 0.836, data_time: 0.006, memory: 5249, loss_crf: 0.1115, loss: 0.1115, grad_norm: 3.0517 +2022-03-10 22:17:57,967 - davarocr - INFO - Epoch [17][125/136] lr: 5.556e-04, eta: 1:24:01, time: 0.803, data_time: 0.005, memory: 5249, loss_crf: 0.0723, loss: 0.0723, grad_norm: 2.8136 +2022-03-10 22:18:02,002 - davarocr - INFO - Epoch [17][130/136] lr: 5.556e-04, eta: 1:23:52, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0534, loss: 0.0534, grad_norm: 1.8462 +2022-03-10 22:18:06,085 - davarocr - INFO - Epoch [17][135/136] lr: 5.556e-04, eta: 1:23:44, time: 0.817, data_time: 0.007, memory: 5249, loss_crf: 0.1573, loss: 0.1573, grad_norm: 4.9000 +2022-03-10 22:24:10,335 - davarocr - INFO - Now best checkpoint is epoch_15.pth. Best hmean is 0.7547586206896553 +2022-03-10 22:24:10,336 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 22:24:10,336 - davarocr - INFO - Epoch(val) [17][136] LOC: {'precision': 0.85370611183355, 'recall': 0.7871702637889688, 'f1-score': 0.8190892077354959}, PER: {'precision': 0.8286558345642541, 'recall': 0.6938775510204082, 'f1-score': 0.7553012453719287}, MISC: {'precision': 0.709375, 'recall': 0.6467236467236467, 'f1-score': 0.676602086438152}, ORG: {'precision': 0.7256637168141593, 'recall': 0.641782059000602, 'f1-score': 0.681150159744409}, all: {'precision': 0.7908418316336733, 'recall': 0.7002478753541076, 'f1-score': 0.7427927504930041}, hmean: 0.7428 +2022-03-10 22:24:17,004 - davarocr - INFO - Epoch [18][5/136] lr: 5.405e-04, eta: 1:23:37, time: 1.333, data_time: 0.511, memory: 5249, loss_crf: 0.1096, loss: 0.1096, grad_norm: 4.2419 +2022-03-10 22:24:21,327 - davarocr - INFO - Epoch [18][10/136] lr: 5.405e-04, eta: 1:23:29, time: 0.865, data_time: 0.007, memory: 5249, loss_crf: 0.0360, loss: 0.0360, grad_norm: 1.2850 +2022-03-10 22:24:25,410 - davarocr - INFO - Epoch [18][15/136] lr: 5.405e-04, eta: 1:23:20, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0549, loss: 0.0549, grad_norm: 1.4374 +2022-03-10 22:24:29,461 - davarocr - INFO - Epoch [18][20/136] lr: 5.405e-04, eta: 1:23:12, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0733, loss: 0.0733, grad_norm: 2.1740 +2022-03-10 22:24:33,525 - davarocr - INFO - Epoch [18][25/136] lr: 5.405e-04, eta: 1:23:03, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0340, loss: 0.0340, grad_norm: 1.2151 +2022-03-10 22:24:37,615 - davarocr - INFO - Epoch [18][30/136] lr: 5.405e-04, eta: 1:22:55, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0704, loss: 0.0704, grad_norm: 1.8653 +2022-03-10 22:24:41,714 - davarocr - INFO - Epoch [18][35/136] lr: 5.405e-04, eta: 1:22:46, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0332, loss: 0.0332, grad_norm: 1.2303 +2022-03-10 22:24:45,741 - davarocr - INFO - Epoch [18][40/136] lr: 5.405e-04, eta: 1:22:38, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.0343, loss: 0.0343, grad_norm: 1.7966 +2022-03-10 22:24:49,822 - davarocr - INFO - Epoch [18][45/136] lr: 5.405e-04, eta: 1:22:29, time: 0.816, data_time: 0.007, memory: 5249, loss_crf: 0.0563, loss: 0.0563, grad_norm: 1.8606 +2022-03-10 22:24:53,878 - davarocr - INFO - Epoch [18][50/136] lr: 5.405e-04, eta: 1:22:21, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0336, loss: 0.0336, grad_norm: 2.2349 +2022-03-10 22:24:57,950 - davarocr - INFO - Epoch [18][55/136] lr: 5.405e-04, eta: 1:22:13, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0262, loss: 0.0262, grad_norm: 1.4947 +2022-03-10 22:25:02,045 - davarocr - INFO - Epoch [18][60/136] lr: 5.405e-04, eta: 1:22:04, time: 0.819, data_time: 0.007, memory: 5249, loss_crf: 0.0589, loss: 0.0589, grad_norm: 2.5449 +2022-03-10 22:25:06,116 - davarocr - INFO - Epoch [18][65/136] lr: 5.405e-04, eta: 1:21:56, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0881, loss: 0.0881, grad_norm: 3.9698 +2022-03-10 22:25:10,185 - davarocr - INFO - Epoch [18][70/136] lr: 5.405e-04, eta: 1:21:48, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0393, loss: 0.0393, grad_norm: 1.3348 +2022-03-10 22:25:14,236 - davarocr - INFO - Epoch [18][75/136] lr: 5.405e-04, eta: 1:21:39, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0344, loss: 0.0344, grad_norm: 1.4513 +2022-03-10 22:25:18,269 - davarocr - INFO - Epoch [18][80/136] lr: 5.405e-04, eta: 1:21:31, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0746, loss: 0.0746, grad_norm: 2.9673 +2022-03-10 22:25:22,355 - davarocr - INFO - Epoch [18][85/136] lr: 5.405e-04, eta: 1:21:23, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0759, loss: 0.0759, grad_norm: 2.3046 +2022-03-10 22:25:26,422 - davarocr - INFO - Epoch [18][90/136] lr: 5.405e-04, eta: 1:21:14, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0532, loss: 0.0532, grad_norm: 2.7479 +2022-03-10 22:25:30,535 - davarocr - INFO - Epoch [18][95/136] lr: 5.405e-04, eta: 1:21:06, time: 0.823, data_time: 0.007, memory: 5249, loss_crf: 0.0942, loss: 0.0942, grad_norm: 4.4449 +2022-03-10 22:25:34,696 - davarocr - INFO - Epoch [18][100/136] lr: 5.405e-04, eta: 1:20:58, time: 0.832, data_time: 0.006, memory: 5249, loss_crf: 0.0546, loss: 0.0546, grad_norm: 1.7260 +2022-03-10 22:25:38,798 - davarocr - INFO - Epoch [18][105/136] lr: 5.405e-04, eta: 1:20:50, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0463, loss: 0.0463, grad_norm: 1.8936 +2022-03-10 22:25:42,852 - davarocr - INFO - Epoch [18][110/136] lr: 5.405e-04, eta: 1:20:42, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0830, loss: 0.0830, grad_norm: 2.6494 +2022-03-10 22:25:46,942 - davarocr - INFO - Epoch [18][115/136] lr: 5.405e-04, eta: 1:20:34, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0748, loss: 0.0748, grad_norm: 3.0061 +2022-03-10 22:25:51,214 - davarocr - INFO - Epoch [18][120/136] lr: 5.405e-04, eta: 1:20:26, time: 0.855, data_time: 0.006, memory: 5249, loss_crf: 0.0661, loss: 0.0661, grad_norm: 2.3850 +2022-03-10 22:25:55,260 - davarocr - INFO - Epoch [18][125/136] lr: 5.405e-04, eta: 1:20:18, time: 0.809, data_time: 0.005, memory: 5249, loss_crf: 0.1089, loss: 0.1089, grad_norm: 3.3908 +2022-03-10 22:25:59,424 - davarocr - INFO - Epoch [18][130/136] lr: 5.405e-04, eta: 1:20:10, time: 0.833, data_time: 0.006, memory: 5249, loss_crf: 0.1150, loss: 0.1150, grad_norm: 3.0406 +2022-03-10 22:26:03,488 - davarocr - INFO - Epoch [18][135/136] lr: 5.405e-04, eta: 1:20:02, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0845, loss: 0.0845, grad_norm: 3.0450 +2022-03-10 22:32:04,298 - davarocr - INFO - Now best checkpoint is epoch_15.pth. Best hmean is 0.7547586206896553 +2022-03-10 22:32:04,300 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 22:32:04,300 - davarocr - INFO - Epoch(val) [18][136] LOC: {'precision': 0.8523447401774398, 'recall': 0.8063549160671463, 'f1-score': 0.8287122612446086}, PER: {'precision': 0.7698161065313888, 'recall': 0.7507730364873222, 'f1-score': 0.7601753287413903}, MISC: {'precision': 0.7431340872374798, 'recall': 0.6552706552706553, 'f1-score': 0.6964420893262679}, ORG: {'precision': 0.7079482439926063, 'recall': 0.6917519566526189, 'f1-score': 0.6997563946406821}, all: {'precision': 0.7722808967945155, 'recall': 0.7379603399433428, 'f1-score': 0.7547306473517429}, hmean: 0.7547 +2022-03-10 22:32:11,122 - davarocr - INFO - Epoch [19][5/136] lr: 5.263e-04, eta: 1:19:56, time: 1.364, data_time: 0.520, memory: 5249, loss_crf: 0.0465, loss: 0.0465, grad_norm: 1.8275 +2022-03-10 22:32:15,215 - davarocr - INFO - Epoch [19][10/136] lr: 5.263e-04, eta: 1:19:48, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0517, loss: 0.0517, grad_norm: 1.6822 +2022-03-10 22:32:19,241 - davarocr - INFO - Epoch [19][15/136] lr: 5.263e-04, eta: 1:19:39, time: 0.805, data_time: 0.007, memory: 5249, loss_crf: 0.0390, loss: 0.0390, grad_norm: 1.6403 +2022-03-10 22:32:23,310 - davarocr - INFO - Epoch [19][20/136] lr: 5.263e-04, eta: 1:19:31, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.0753, loss: 0.0753, grad_norm: 1.7409 +2022-03-10 22:32:27,351 - davarocr - INFO - Epoch [19][25/136] lr: 5.263e-04, eta: 1:19:23, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0619, loss: 0.0619, grad_norm: 2.2041 +2022-03-10 22:32:31,858 - davarocr - INFO - Epoch [19][30/136] lr: 5.263e-04, eta: 1:19:16, time: 0.901, data_time: 0.006, memory: 5249, loss_crf: 0.0531, loss: 0.0531, grad_norm: 2.1400 +2022-03-10 22:32:36,161 - davarocr - INFO - Epoch [19][35/136] lr: 5.263e-04, eta: 1:19:08, time: 0.861, data_time: 0.006, memory: 5249, loss_crf: 0.0559, loss: 0.0559, grad_norm: 1.5125 +2022-03-10 22:32:40,312 - davarocr - INFO - Epoch [19][40/136] lr: 5.263e-04, eta: 1:19:01, time: 0.830, data_time: 0.006, memory: 5249, loss_crf: 0.0482, loss: 0.0482, grad_norm: 1.6978 +2022-03-10 22:32:44,386 - davarocr - INFO - Epoch [19][45/136] lr: 5.263e-04, eta: 1:18:53, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0417, loss: 0.0417, grad_norm: 1.1200 +2022-03-10 22:32:48,591 - davarocr - INFO - Epoch [19][50/136] lr: 5.263e-04, eta: 1:18:45, time: 0.841, data_time: 0.007, memory: 5249, loss_crf: 0.0579, loss: 0.0579, grad_norm: 2.7126 +2022-03-10 22:32:53,025 - davarocr - INFO - Epoch [19][55/136] lr: 5.263e-04, eta: 1:18:38, time: 0.887, data_time: 0.006, memory: 5249, loss_crf: 0.0749, loss: 0.0749, grad_norm: 2.1776 +2022-03-10 22:32:57,331 - davarocr - INFO - Epoch [19][60/136] lr: 5.263e-04, eta: 1:18:30, time: 0.861, data_time: 0.007, memory: 5249, loss_crf: 0.0812, loss: 0.0812, grad_norm: 2.9597 +2022-03-10 22:33:01,423 - davarocr - INFO - Epoch [19][65/136] lr: 5.263e-04, eta: 1:18:22, time: 0.818, data_time: 0.007, memory: 5249, loss_crf: 0.1054, loss: 0.1054, grad_norm: 3.6798 +2022-03-10 22:33:05,571 - davarocr - INFO - Epoch [19][70/136] lr: 5.263e-04, eta: 1:18:14, time: 0.830, data_time: 0.006, memory: 5249, loss_crf: 0.0881, loss: 0.0881, grad_norm: 2.6306 +2022-03-10 22:33:09,808 - davarocr - INFO - Epoch [19][75/136] lr: 5.263e-04, eta: 1:18:07, time: 0.848, data_time: 0.005, memory: 5249, loss_crf: 0.0760, loss: 0.0760, grad_norm: 3.5972 +2022-03-10 22:33:13,858 - davarocr - INFO - Epoch [19][80/136] lr: 5.263e-04, eta: 1:17:59, time: 0.810, data_time: 0.007, memory: 5249, loss_crf: 0.1035, loss: 0.1035, grad_norm: 3.7736 +2022-03-10 22:33:17,916 - davarocr - INFO - Epoch [19][85/136] lr: 5.263e-04, eta: 1:17:51, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0457, loss: 0.0457, grad_norm: 1.7427 +2022-03-10 22:33:21,983 - davarocr - INFO - Epoch [19][90/136] lr: 5.263e-04, eta: 1:17:43, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.0445, loss: 0.0445, grad_norm: 1.2812 +2022-03-10 22:33:26,068 - davarocr - INFO - Epoch [19][95/136] lr: 5.263e-04, eta: 1:17:35, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.1568, loss: 0.1568, grad_norm: 4.4168 +2022-03-10 22:33:30,181 - davarocr - INFO - Epoch [19][100/136] lr: 5.263e-04, eta: 1:17:28, time: 0.823, data_time: 0.007, memory: 5249, loss_crf: 0.0662, loss: 0.0662, grad_norm: 2.4888 +2022-03-10 22:33:34,238 - davarocr - INFO - Epoch [19][105/136] lr: 5.263e-04, eta: 1:17:20, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0813, loss: 0.0813, grad_norm: 3.8282 +2022-03-10 22:33:38,317 - davarocr - INFO - Epoch [19][110/136] lr: 5.263e-04, eta: 1:17:12, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0438, loss: 0.0438, grad_norm: 1.7385 +2022-03-10 22:33:42,421 - davarocr - INFO - Epoch [19][115/136] lr: 5.263e-04, eta: 1:17:04, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0862, loss: 0.0862, grad_norm: 3.0078 +2022-03-10 22:33:46,466 - davarocr - INFO - Epoch [19][120/136] lr: 5.263e-04, eta: 1:16:57, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0664, loss: 0.0664, grad_norm: 2.4136 +2022-03-10 22:33:50,542 - davarocr - INFO - Epoch [19][125/136] lr: 5.263e-04, eta: 1:16:49, time: 0.815, data_time: 0.005, memory: 5249, loss_crf: 0.1067, loss: 0.1067, grad_norm: 3.9391 +2022-03-10 22:33:54,660 - davarocr - INFO - Epoch [19][130/136] lr: 5.263e-04, eta: 1:16:41, time: 0.824, data_time: 0.006, memory: 5249, loss_crf: 0.0701, loss: 0.0701, grad_norm: 3.3824 +2022-03-10 22:33:58,917 - davarocr - INFO - Epoch [19][135/136] lr: 5.263e-04, eta: 1:16:34, time: 0.851, data_time: 0.006, memory: 5249, loss_crf: 0.1209, loss: 0.1209, grad_norm: 3.1498 +2022-03-10 22:39:59,275 - davarocr - INFO - Now best checkpoint is epoch_19.pth. Best hmean is 0.7570801009440136 +2022-03-10 22:39:59,276 - davarocr - INFO - current_metric 0.7570801009440136 is much better than previous best_metric 0.7547586206896553, saving best model ! +2022-03-10 22:39:59,276 - davarocr - INFO - Saving checkpoint at epoch_19.pth +2022-03-10 22:39:59,479 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 22:39:59,479 - davarocr - INFO - Epoch(val) [19][136] LOC: {'precision': 0.8532401524777636, 'recall': 0.8051558752997602, 'f1-score': 0.8285009253547192}, PER: {'precision': 0.8217821782178217, 'recall': 0.7186147186147186, 'f1-score': 0.7667436489607391}, MISC: {'precision': 0.7429519071310116, 'recall': 0.6381766381766382, 'f1-score': 0.6865900383141763}, ORG: {'precision': 0.7513698630136987, 'recall': 0.6604455147501506, 'f1-score': 0.7029798141621275}, all: {'precision': 0.8018214215006929, 'recall': 0.7170679886685553, 'f1-score': 0.7570801009440136}, hmean: 0.7571 +2022-03-10 22:40:06,099 - davarocr - INFO - Epoch [20][5/136] lr: 5.128e-04, eta: 1:16:28, time: 1.323, data_time: 0.503, memory: 5249, loss_crf: 0.0327, loss: 0.0327, grad_norm: 1.0314 +2022-03-10 22:40:10,149 - davarocr - INFO - Epoch [20][10/136] lr: 5.128e-04, eta: 1:16:20, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0572, loss: 0.0572, grad_norm: 2.3983 +2022-03-10 22:40:14,182 - davarocr - INFO - Epoch [20][15/136] lr: 5.128e-04, eta: 1:16:12, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0338, loss: 0.0338, grad_norm: 1.5943 +2022-03-10 22:40:18,247 - davarocr - INFO - Epoch [20][20/136] lr: 5.128e-04, eta: 1:16:04, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0679, loss: 0.0679, grad_norm: 1.8761 +2022-03-10 22:40:22,341 - davarocr - INFO - Epoch [20][25/136] lr: 5.128e-04, eta: 1:15:57, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0603, loss: 0.0603, grad_norm: 2.3128 +2022-03-10 22:40:26,431 - davarocr - INFO - Epoch [20][30/136] lr: 5.128e-04, eta: 1:15:49, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0474, loss: 0.0474, grad_norm: 1.9054 +2022-03-10 22:40:30,479 - davarocr - INFO - Epoch [20][35/136] lr: 5.128e-04, eta: 1:15:42, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0484, loss: 0.0484, grad_norm: 1.7541 +2022-03-10 22:40:34,511 - davarocr - INFO - Epoch [20][40/136] lr: 5.128e-04, eta: 1:15:34, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0361, loss: 0.0361, grad_norm: 1.3126 +2022-03-10 22:40:38,724 - davarocr - INFO - Epoch [20][45/136] lr: 5.128e-04, eta: 1:15:27, time: 0.843, data_time: 0.006, memory: 5249, loss_crf: 0.0748, loss: 0.0748, grad_norm: 2.1808 +2022-03-10 22:40:43,172 - davarocr - INFO - Epoch [20][50/136] lr: 5.128e-04, eta: 1:15:20, time: 0.890, data_time: 0.006, memory: 5249, loss_crf: 0.0266, loss: 0.0266, grad_norm: 1.0255 +2022-03-10 22:40:47,229 - davarocr - INFO - Epoch [20][55/136] lr: 5.128e-04, eta: 1:15:12, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0744, loss: 0.0744, grad_norm: 2.8632 +2022-03-10 22:40:51,298 - davarocr - INFO - Epoch [20][60/136] lr: 5.128e-04, eta: 1:15:04, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0438, loss: 0.0438, grad_norm: 1.5152 +2022-03-10 22:40:55,308 - davarocr - INFO - Epoch [20][65/136] lr: 5.128e-04, eta: 1:14:57, time: 0.802, data_time: 0.006, memory: 5249, loss_crf: 0.0558, loss: 0.0558, grad_norm: 2.2520 +2022-03-10 22:40:59,307 - davarocr - INFO - Epoch [20][70/136] lr: 5.128e-04, eta: 1:14:49, time: 0.800, data_time: 0.005, memory: 5249, loss_crf: 0.0356, loss: 0.0356, grad_norm: 2.2231 +2022-03-10 22:41:03,351 - davarocr - INFO - Epoch [20][75/136] lr: 5.128e-04, eta: 1:14:42, time: 0.809, data_time: 0.005, memory: 5249, loss_crf: 0.0576, loss: 0.0576, grad_norm: 2.8466 +2022-03-10 22:41:07,425 - davarocr - INFO - Epoch [20][80/136] lr: 5.128e-04, eta: 1:14:34, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0621, loss: 0.0621, grad_norm: 2.0215 +2022-03-10 22:41:11,654 - davarocr - INFO - Epoch [20][85/136] lr: 5.128e-04, eta: 1:14:27, time: 0.846, data_time: 0.006, memory: 5249, loss_crf: 0.0707, loss: 0.0707, grad_norm: 3.0927 +2022-03-10 22:41:15,885 - davarocr - INFO - Epoch [20][90/136] lr: 5.128e-04, eta: 1:14:20, time: 0.846, data_time: 0.007, memory: 5249, loss_crf: 0.0852, loss: 0.0852, grad_norm: 3.3058 +2022-03-10 22:41:19,939 - davarocr - INFO - Epoch [20][95/136] lr: 5.128e-04, eta: 1:14:12, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0618, loss: 0.0618, grad_norm: 2.4843 +2022-03-10 22:41:23,970 - davarocr - INFO - Epoch [20][100/136] lr: 5.128e-04, eta: 1:14:05, time: 0.806, data_time: 0.007, memory: 5249, loss_crf: 0.0466, loss: 0.0466, grad_norm: 1.8822 +2022-03-10 22:41:27,980 - davarocr - INFO - Epoch [20][105/136] lr: 5.128e-04, eta: 1:13:57, time: 0.802, data_time: 0.006, memory: 5249, loss_crf: 0.1292, loss: 0.1292, grad_norm: 3.8287 +2022-03-10 22:41:32,013 - davarocr - INFO - Epoch [20][110/136] lr: 5.128e-04, eta: 1:13:50, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0672, loss: 0.0672, grad_norm: 2.2566 +2022-03-10 22:41:36,080 - davarocr - INFO - Epoch [20][115/136] lr: 5.128e-04, eta: 1:13:42, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.1091, loss: 0.1091, grad_norm: 2.9824 +2022-03-10 22:41:40,129 - davarocr - INFO - Epoch [20][120/136] lr: 5.128e-04, eta: 1:13:35, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0757, loss: 0.0757, grad_norm: 2.8036 +2022-03-10 22:41:44,181 - davarocr - INFO - Epoch [20][125/136] lr: 5.128e-04, eta: 1:13:27, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.1048, loss: 0.1048, grad_norm: 3.6471 +2022-03-10 22:41:48,286 - davarocr - INFO - Epoch [20][130/136] lr: 5.128e-04, eta: 1:13:20, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.1140, loss: 0.1140, grad_norm: 3.0734 +2022-03-10 22:41:52,380 - davarocr - INFO - Epoch [20][135/136] lr: 5.128e-04, eta: 1:13:13, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0861, loss: 0.0861, grad_norm: 2.8606 +2022-03-10 22:47:54,992 - davarocr - INFO - Now best checkpoint is epoch_19.pth. Best hmean is 0.7570801009440136 +2022-03-10 22:47:54,993 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 22:47:54,993 - davarocr - INFO - Epoch(val) [20][136] LOC: {'precision': 0.8492366412213741, 'recall': 0.8003597122302158, 'f1-score': 0.8240740740740741}, PER: {'precision': 0.8131487889273357, 'recall': 0.7266542980828695, 'f1-score': 0.7674722403657739}, MISC: {'precision': 0.6941896024464832, 'recall': 0.6467236467236467, 'f1-score': 0.6696165191740413}, ORG: {'precision': 0.7393162393162394, 'recall': 0.6249247441300422, 'f1-score': 0.6773246329526917}, all: {'precision': 0.7885714285714286, 'recall': 0.7085694050991501, 'f1-score': 0.7464329012403246}, hmean: 0.7464 +2022-03-10 22:48:01,594 - davarocr - INFO - Epoch [21][5/136] lr: 5.000e-04, eta: 1:13:07, time: 1.319, data_time: 0.503, memory: 5249, loss_crf: 0.1115, loss: 0.1115, grad_norm: 3.2008 +2022-03-10 22:48:05,633 - davarocr - INFO - Epoch [21][10/136] lr: 5.000e-04, eta: 1:12:59, time: 0.808, data_time: 0.007, memory: 5249, loss_crf: 0.0685, loss: 0.0685, grad_norm: 1.4491 +2022-03-10 22:48:09,695 - davarocr - INFO - Epoch [21][15/136] lr: 5.000e-04, eta: 1:12:52, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.0424, loss: 0.0424, grad_norm: 1.4062 +2022-03-10 22:48:13,799 - davarocr - INFO - Epoch [21][20/136] lr: 5.000e-04, eta: 1:12:45, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0345, loss: 0.0345, grad_norm: 1.3324 +2022-03-10 22:48:18,194 - davarocr - INFO - Epoch [21][25/136] lr: 5.000e-04, eta: 1:12:38, time: 0.879, data_time: 0.005, memory: 5249, loss_crf: 0.0352, loss: 0.0352, grad_norm: 1.3223 +2022-03-10 22:48:22,591 - davarocr - INFO - Epoch [21][30/136] lr: 5.000e-04, eta: 1:12:31, time: 0.879, data_time: 0.005, memory: 5249, loss_crf: 0.0395, loss: 0.0395, grad_norm: 2.8903 +2022-03-10 22:48:26,689 - davarocr - INFO - Epoch [21][35/136] lr: 5.000e-04, eta: 1:12:24, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0269, loss: 0.0269, grad_norm: 1.3077 +2022-03-10 22:48:30,749 - davarocr - INFO - Epoch [21][40/136] lr: 5.000e-04, eta: 1:12:16, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0556, loss: 0.0556, grad_norm: 2.4956 +2022-03-10 22:48:34,838 - davarocr - INFO - Epoch [21][45/136] lr: 5.000e-04, eta: 1:12:09, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0547, loss: 0.0547, grad_norm: 2.2426 +2022-03-10 22:48:38,921 - davarocr - INFO - Epoch [21][50/136] lr: 5.000e-04, eta: 1:12:02, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0268, loss: 0.0268, grad_norm: 1.1110 +2022-03-10 22:48:42,979 - davarocr - INFO - Epoch [21][55/136] lr: 5.000e-04, eta: 1:11:55, time: 0.812, data_time: 0.005, memory: 5249, loss_crf: 0.0533, loss: 0.0533, grad_norm: 2.2121 +2022-03-10 22:48:47,020 - davarocr - INFO - Epoch [21][60/136] lr: 5.000e-04, eta: 1:11:47, time: 0.808, data_time: 0.005, memory: 5249, loss_crf: 0.0298, loss: 0.0298, grad_norm: 1.2624 +2022-03-10 22:48:51,314 - davarocr - INFO - Epoch [21][65/136] lr: 5.000e-04, eta: 1:11:41, time: 0.859, data_time: 0.007, memory: 5249, loss_crf: 0.0393, loss: 0.0393, grad_norm: 1.9419 +2022-03-10 22:48:55,356 - davarocr - INFO - Epoch [21][70/136] lr: 5.000e-04, eta: 1:11:33, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0298, loss: 0.0298, grad_norm: 0.9007 +2022-03-10 22:48:59,372 - davarocr - INFO - Epoch [21][75/136] lr: 5.000e-04, eta: 1:11:26, time: 0.803, data_time: 0.006, memory: 5249, loss_crf: 0.0157, loss: 0.0157, grad_norm: 0.6178 +2022-03-10 22:49:03,447 - davarocr - INFO - Epoch [21][80/136] lr: 5.000e-04, eta: 1:11:19, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0238, loss: 0.0238, grad_norm: 1.7157 +2022-03-10 22:49:07,598 - davarocr - INFO - Epoch [21][85/136] lr: 5.000e-04, eta: 1:11:12, time: 0.830, data_time: 0.006, memory: 5249, loss_crf: 0.0429, loss: 0.0429, grad_norm: 2.0918 +2022-03-10 22:49:11,629 - davarocr - INFO - Epoch [21][90/136] lr: 5.000e-04, eta: 1:11:05, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0230, loss: 0.0230, grad_norm: 1.3186 +2022-03-10 22:49:15,639 - davarocr - INFO - Epoch [21][95/136] lr: 5.000e-04, eta: 1:10:57, time: 0.802, data_time: 0.005, memory: 5249, loss_crf: 0.0334, loss: 0.0334, grad_norm: 2.0046 +2022-03-10 22:49:19,548 - davarocr - INFO - Epoch [21][100/136] lr: 5.000e-04, eta: 1:10:50, time: 0.782, data_time: 0.004, memory: 5249, loss_crf: 0.0571, loss: 0.0571, grad_norm: 1.1535 +2022-03-10 22:49:23,520 - davarocr - INFO - Epoch [21][105/136] lr: 5.000e-04, eta: 1:10:43, time: 0.794, data_time: 0.004, memory: 5249, loss_crf: 0.0397, loss: 0.0397, grad_norm: 1.3484 +2022-03-10 22:49:27,441 - davarocr - INFO - Epoch [21][110/136] lr: 5.000e-04, eta: 1:10:35, time: 0.784, data_time: 0.004, memory: 5249, loss_crf: 0.0353, loss: 0.0353, grad_norm: 0.8942 +2022-03-10 22:49:31,466 - davarocr - INFO - Epoch [21][115/136] lr: 5.000e-04, eta: 1:10:28, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.0339, loss: 0.0339, grad_norm: 1.6061 +2022-03-10 22:49:35,553 - davarocr - INFO - Epoch [21][120/136] lr: 5.000e-04, eta: 1:10:21, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0500, loss: 0.0500, grad_norm: 1.3678 +2022-03-10 22:49:39,647 - davarocr - INFO - Epoch [21][125/136] lr: 5.000e-04, eta: 1:10:14, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0305, loss: 0.0305, grad_norm: 1.4187 +2022-03-10 22:49:43,710 - davarocr - INFO - Epoch [21][130/136] lr: 5.000e-04, eta: 1:10:07, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0385, loss: 0.0385, grad_norm: 1.2180 +2022-03-10 22:49:47,746 - davarocr - INFO - Epoch [21][135/136] lr: 5.000e-04, eta: 1:10:00, time: 0.807, data_time: 0.007, memory: 5249, loss_crf: 0.0252, loss: 0.0252, grad_norm: 0.9628 +2022-03-10 22:55:54,437 - davarocr - INFO - Now best checkpoint is epoch_21.pth. Best hmean is 0.7592713685193834 +2022-03-10 22:55:54,438 - davarocr - INFO - current_metric 0.7592713685193834 is much better than previous best_metric 0.7570801009440136, saving best model ! +2022-03-10 22:55:54,438 - davarocr - INFO - Saving checkpoint at epoch_21.pth +2022-03-10 22:55:54,648 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 22:55:54,648 - davarocr - INFO - Epoch(val) [21][136] LOC: {'precision': 0.9035639412997903, 'recall': 0.7751798561151079, 'f1-score': 0.8344627299128752}, PER: {'precision': 0.809134287661895, 'recall': 0.7340754483611627, 'f1-score': 0.7697795071335927}, MISC: {'precision': 0.7467105263157895, 'recall': 0.6467236467236467, 'f1-score': 0.6931297709923664}, ORG: {'precision': 0.7285622179239201, 'recall': 0.6803130644190247, 'f1-score': 0.7036114570361147}, all: {'precision': 0.8036385208621712, 'recall': 0.7195467422096318, 'f1-score': 0.7592713685193834}, hmean: 0.7593 +2022-03-10 22:56:01,218 - davarocr - INFO - Epoch [22][5/136] lr: 4.878e-04, eta: 1:09:54, time: 1.313, data_time: 0.507, memory: 5249, loss_crf: 0.0152, loss: 0.0152, grad_norm: 0.6506 +2022-03-10 22:56:05,272 - davarocr - INFO - Epoch [22][10/136] lr: 4.878e-04, eta: 1:09:47, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0113, loss: 0.0113, grad_norm: 0.4618 +2022-03-10 22:56:09,363 - davarocr - INFO - Epoch [22][15/136] lr: 4.878e-04, eta: 1:09:40, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0128, loss: 0.0128, grad_norm: 0.3059 +2022-03-10 22:56:13,444 - davarocr - INFO - Epoch [22][20/136] lr: 4.878e-04, eta: 1:09:33, time: 0.817, data_time: 0.008, memory: 5249, loss_crf: 0.0133, loss: 0.0133, grad_norm: 0.4153 +2022-03-10 22:56:17,506 - davarocr - INFO - Epoch [22][25/136] lr: 4.878e-04, eta: 1:09:26, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0100, loss: 0.0100, grad_norm: 0.3751 +2022-03-10 22:56:21,558 - davarocr - INFO - Epoch [22][30/136] lr: 4.878e-04, eta: 1:09:19, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0282, loss: 0.0282, grad_norm: 0.5146 +2022-03-10 22:56:25,604 - davarocr - INFO - Epoch [22][35/136] lr: 4.878e-04, eta: 1:09:12, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0110, loss: 0.0110, grad_norm: 0.6307 +2022-03-10 22:56:29,634 - davarocr - INFO - Epoch [22][40/136] lr: 4.878e-04, eta: 1:09:05, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0087, loss: 0.0087, grad_norm: 0.3831 +2022-03-10 22:56:33,681 - davarocr - INFO - Epoch [22][45/136] lr: 4.878e-04, eta: 1:08:58, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0163, loss: 0.0163, grad_norm: 0.3866 +2022-03-10 22:56:37,694 - davarocr - INFO - Epoch [22][50/136] lr: 4.878e-04, eta: 1:08:51, time: 0.803, data_time: 0.007, memory: 5249, loss_crf: 0.0210, loss: 0.0210, grad_norm: 0.8874 +2022-03-10 22:56:41,771 - davarocr - INFO - Epoch [22][55/136] lr: 4.878e-04, eta: 1:08:44, time: 0.815, data_time: 0.007, memory: 5249, loss_crf: 0.0208, loss: 0.0208, grad_norm: 0.5120 +2022-03-10 22:56:45,820 - davarocr - INFO - Epoch [22][60/136] lr: 4.878e-04, eta: 1:08:37, time: 0.810, data_time: 0.007, memory: 5249, loss_crf: 0.0089, loss: 0.0089, grad_norm: 0.3396 +2022-03-10 22:56:49,887 - davarocr - INFO - Epoch [22][65/136] lr: 4.878e-04, eta: 1:08:30, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0188, loss: 0.0188, grad_norm: 1.2909 +2022-03-10 22:56:53,957 - davarocr - INFO - Epoch [22][70/136] lr: 4.878e-04, eta: 1:08:23, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0404, loss: 0.0404, grad_norm: 0.9296 +2022-03-10 22:56:58,016 - davarocr - INFO - Epoch [22][75/136] lr: 4.878e-04, eta: 1:08:16, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0060, loss: 0.0060, grad_norm: 0.2923 +2022-03-10 22:57:02,270 - davarocr - INFO - Epoch [22][80/136] lr: 4.878e-04, eta: 1:08:09, time: 0.851, data_time: 0.007, memory: 5249, loss_crf: 0.0086, loss: 0.0086, grad_norm: 0.4516 +2022-03-10 22:57:06,373 - davarocr - INFO - Epoch [22][85/136] lr: 4.878e-04, eta: 1:08:02, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0310, loss: 0.0310, grad_norm: 1.6527 +2022-03-10 22:57:10,438 - davarocr - INFO - Epoch [22][90/136] lr: 4.878e-04, eta: 1:07:55, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0064, loss: 0.0064, grad_norm: 0.4133 +2022-03-10 22:57:14,505 - davarocr - INFO - Epoch [22][95/136] lr: 4.878e-04, eta: 1:07:49, time: 0.813, data_time: 0.005, memory: 5249, loss_crf: 0.0914, loss: 0.0914, grad_norm: 2.3204 +2022-03-10 22:57:18,582 - davarocr - INFO - Epoch [22][100/136] lr: 4.878e-04, eta: 1:07:42, time: 0.815, data_time: 0.005, memory: 5249, loss_crf: 0.0404, loss: 0.0404, grad_norm: 0.9700 +2022-03-10 22:57:22,661 - davarocr - INFO - Epoch [22][105/136] lr: 4.878e-04, eta: 1:07:35, time: 0.816, data_time: 0.005, memory: 5249, loss_crf: 0.0277, loss: 0.0277, grad_norm: 1.0693 +2022-03-10 22:57:26,764 - davarocr - INFO - Epoch [22][110/136] lr: 4.878e-04, eta: 1:07:28, time: 0.820, data_time: 0.007, memory: 5249, loss_crf: 0.0083, loss: 0.0083, grad_norm: 0.4488 +2022-03-10 22:57:30,805 - davarocr - INFO - Epoch [22][115/136] lr: 4.878e-04, eta: 1:07:21, time: 0.808, data_time: 0.005, memory: 5249, loss_crf: 0.0355, loss: 0.0355, grad_norm: 1.9582 +2022-03-10 22:57:34,869 - davarocr - INFO - Epoch [22][120/136] lr: 4.878e-04, eta: 1:07:14, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.0754, loss: 0.0754, grad_norm: 2.5700 +2022-03-10 22:57:38,948 - davarocr - INFO - Epoch [22][125/136] lr: 4.878e-04, eta: 1:07:07, time: 0.816, data_time: 0.005, memory: 5249, loss_crf: 0.0428, loss: 0.0428, grad_norm: 1.9867 +2022-03-10 22:57:42,996 - davarocr - INFO - Epoch [22][130/136] lr: 4.878e-04, eta: 1:07:01, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.1015, loss: 0.1015, grad_norm: 1.8415 +2022-03-10 22:57:47,038 - davarocr - INFO - Epoch [22][135/136] lr: 4.878e-04, eta: 1:06:54, time: 0.808, data_time: 0.005, memory: 5249, loss_crf: 0.0248, loss: 0.0248, grad_norm: 1.0622 +2022-03-10 23:03:50,518 - davarocr - INFO - Now best checkpoint is epoch_22.pth. Best hmean is 0.761017886778536 +2022-03-10 23:03:50,519 - davarocr - INFO - current_metric 0.761017886778536 is much better than previous best_metric 0.7592713685193834, saving best model ! +2022-03-10 23:03:50,519 - davarocr - INFO - Saving checkpoint at epoch_22.pth +2022-03-10 23:03:50,731 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 23:03:50,731 - davarocr - INFO - Epoch(val) [22][136] LOC: {'precision': 0.8365089121081746, 'recall': 0.815947242206235, 'f1-score': 0.8261001517450683}, PER: {'precision': 0.8463768115942029, 'recall': 0.7223252937538652, 'f1-score': 0.7794461127794461}, MISC: {'precision': 0.7508250825082509, 'recall': 0.6481481481481481, 'f1-score': 0.6957186544342507}, ORG: {'precision': 0.7211356466876971, 'recall': 0.6881396748946418, 'f1-score': 0.7042513863216265}, all: {'precision': 0.7939592150827242, 'recall': 0.7307011331444759, 'f1-score': 0.761017886778536}, hmean: 0.7610 +2022-03-10 23:03:57,686 - davarocr - INFO - Epoch [23][5/136] lr: 4.762e-04, eta: 1:06:48, time: 1.390, data_time: 0.533, memory: 5249, loss_crf: 0.0143, loss: 0.0143, grad_norm: 0.4402 +2022-03-10 23:04:02,079 - davarocr - INFO - Epoch [23][10/136] lr: 4.762e-04, eta: 1:06:42, time: 0.879, data_time: 0.006, memory: 5249, loss_crf: 0.0493, loss: 0.0493, grad_norm: 1.4246 +2022-03-10 23:04:06,554 - davarocr - INFO - Epoch [23][15/136] lr: 4.762e-04, eta: 1:06:36, time: 0.895, data_time: 0.006, memory: 5249, loss_crf: 0.0344, loss: 0.0344, grad_norm: 1.2253 +2022-03-10 23:04:11,075 - davarocr - INFO - Epoch [23][20/136] lr: 4.762e-04, eta: 1:06:29, time: 0.904, data_time: 0.005, memory: 5249, loss_crf: 0.0212, loss: 0.0212, grad_norm: 0.8428 +2022-03-10 23:04:15,235 - davarocr - INFO - Epoch [23][25/136] lr: 4.762e-04, eta: 1:06:23, time: 0.832, data_time: 0.006, memory: 5249, loss_crf: 0.0258, loss: 0.0258, grad_norm: 0.6745 +2022-03-10 23:04:19,278 - davarocr - INFO - Epoch [23][30/136] lr: 4.762e-04, eta: 1:06:16, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0168, loss: 0.0168, grad_norm: 0.8093 +2022-03-10 23:04:23,378 - davarocr - INFO - Epoch [23][35/136] lr: 4.762e-04, eta: 1:06:09, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0386, loss: 0.0386, grad_norm: 1.4928 +2022-03-10 23:04:27,421 - davarocr - INFO - Epoch [23][40/136] lr: 4.762e-04, eta: 1:06:02, time: 0.809, data_time: 0.005, memory: 5249, loss_crf: 0.0789, loss: 0.0789, grad_norm: 2.0583 +2022-03-10 23:04:31,641 - davarocr - INFO - Epoch [23][45/136] lr: 4.762e-04, eta: 1:05:56, time: 0.844, data_time: 0.006, memory: 5249, loss_crf: 0.0099, loss: 0.0099, grad_norm: 0.6199 +2022-03-10 23:04:36,141 - davarocr - INFO - Epoch [23][50/136] lr: 4.762e-04, eta: 1:05:50, time: 0.900, data_time: 0.006, memory: 5249, loss_crf: 0.0162, loss: 0.0162, grad_norm: 0.6236 +2022-03-10 23:04:40,526 - davarocr - INFO - Epoch [23][55/136] lr: 4.762e-04, eta: 1:05:43, time: 0.877, data_time: 0.006, memory: 5249, loss_crf: 0.0149, loss: 0.0149, grad_norm: 0.3809 +2022-03-10 23:04:44,937 - davarocr - INFO - Epoch [23][60/136] lr: 4.762e-04, eta: 1:05:37, time: 0.882, data_time: 0.006, memory: 5249, loss_crf: 0.0203, loss: 0.0203, grad_norm: 0.4084 +2022-03-10 23:04:49,414 - davarocr - INFO - Epoch [23][65/136] lr: 4.762e-04, eta: 1:05:31, time: 0.895, data_time: 0.007, memory: 5249, loss_crf: 0.0228, loss: 0.0228, grad_norm: 0.7079 +2022-03-10 23:04:53,837 - davarocr - INFO - Epoch [23][70/136] lr: 4.762e-04, eta: 1:05:25, time: 0.885, data_time: 0.007, memory: 5249, loss_crf: 0.0298, loss: 0.0298, grad_norm: 1.1245 +2022-03-10 23:04:58,347 - davarocr - INFO - Epoch [23][75/136] lr: 4.762e-04, eta: 1:05:19, time: 0.902, data_time: 0.006, memory: 5249, loss_crf: 0.0128, loss: 0.0128, grad_norm: 0.3965 +2022-03-10 23:05:02,810 - davarocr - INFO - Epoch [23][80/136] lr: 4.762e-04, eta: 1:05:12, time: 0.893, data_time: 0.006, memory: 5249, loss_crf: 0.0228, loss: 0.0228, grad_norm: 0.8716 +2022-03-10 23:05:07,256 - davarocr - INFO - Epoch [23][85/136] lr: 4.762e-04, eta: 1:05:06, time: 0.889, data_time: 0.007, memory: 5249, loss_crf: 0.0113, loss: 0.0113, grad_norm: 0.5075 +2022-03-10 23:05:11,672 - davarocr - INFO - Epoch [23][90/136] lr: 4.762e-04, eta: 1:05:00, time: 0.883, data_time: 0.006, memory: 5249, loss_crf: 0.0352, loss: 0.0352, grad_norm: 1.5769 +2022-03-10 23:05:16,077 - davarocr - INFO - Epoch [23][95/136] lr: 4.762e-04, eta: 1:04:54, time: 0.881, data_time: 0.006, memory: 5249, loss_crf: 0.0118, loss: 0.0118, grad_norm: 0.3869 +2022-03-10 23:05:20,456 - davarocr - INFO - Epoch [23][100/136] lr: 4.762e-04, eta: 1:04:47, time: 0.876, data_time: 0.006, memory: 5249, loss_crf: 0.0289, loss: 0.0289, grad_norm: 1.7270 +2022-03-10 23:05:24,783 - davarocr - INFO - Epoch [23][105/136] lr: 4.762e-04, eta: 1:04:41, time: 0.865, data_time: 0.006, memory: 5249, loss_crf: 0.0066, loss: 0.0066, grad_norm: 0.2508 +2022-03-10 23:05:28,849 - davarocr - INFO - Epoch [23][110/136] lr: 4.762e-04, eta: 1:04:34, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0134, loss: 0.0134, grad_norm: 0.6339 +2022-03-10 23:05:32,896 - davarocr - INFO - Epoch [23][115/136] lr: 4.762e-04, eta: 1:04:28, time: 0.809, data_time: 0.005, memory: 5249, loss_crf: 0.0116, loss: 0.0116, grad_norm: 0.5199 +2022-03-10 23:05:37,023 - davarocr - INFO - Epoch [23][120/136] lr: 4.762e-04, eta: 1:04:21, time: 0.825, data_time: 0.005, memory: 5249, loss_crf: 0.0076, loss: 0.0076, grad_norm: 0.2741 +2022-03-10 23:05:41,085 - davarocr - INFO - Epoch [23][125/136] lr: 4.762e-04, eta: 1:04:14, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0458, loss: 0.0458, grad_norm: 1.2331 +2022-03-10 23:05:45,154 - davarocr - INFO - Epoch [23][130/136] lr: 4.762e-04, eta: 1:04:08, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0067, loss: 0.0067, grad_norm: 0.1916 +2022-03-10 23:05:49,276 - davarocr - INFO - Epoch [23][135/136] lr: 4.762e-04, eta: 1:04:01, time: 0.825, data_time: 0.006, memory: 5249, loss_crf: 0.0169, loss: 0.0169, grad_norm: 0.5996 +2022-03-10 23:11:51,512 - davarocr - INFO - Now best checkpoint is epoch_23.pth. Best hmean is 0.7681412673595144 +2022-03-10 23:11:51,513 - davarocr - INFO - current_metric 0.7681412673595144 is much better than previous best_metric 0.761017886778536, saving best model ! +2022-03-10 23:11:51,513 - davarocr - INFO - Saving checkpoint at epoch_23.pth +2022-03-10 23:11:51,744 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 23:11:51,744 - davarocr - INFO - Epoch(val) [23][136] LOC: {'precision': 0.8589743589743589, 'recall': 0.8033573141486811, 'f1-score': 0.8302354399008673}, PER: {'precision': 0.8132530120481928, 'recall': 0.75139146567718, 'f1-score': 0.7810993249758921}, MISC: {'precision': 0.7338461538461538, 'recall': 0.6794871794871795, 'f1-score': 0.7056213017751479}, ORG: {'precision': 0.7521367521367521, 'recall': 0.6887417218543046, 'f1-score': 0.7190446260213702}, all: {'precision': 0.7992344497607655, 'recall': 0.7393767705382436, 'f1-score': 0.7681412673595144}, hmean: 0.7681 +2022-03-10 23:11:58,329 - davarocr - INFO - Epoch [24][5/136] lr: 4.651e-04, eta: 1:03:55, time: 1.316, data_time: 0.510, memory: 5249, loss_crf: 0.0077, loss: 0.0077, grad_norm: 0.3888 +2022-03-10 23:12:02,666 - davarocr - INFO - Epoch [24][10/136] lr: 4.651e-04, eta: 1:03:49, time: 0.868, data_time: 0.007, memory: 5249, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.2754 +2022-03-10 23:12:06,732 - davarocr - INFO - Epoch [24][15/136] lr: 4.651e-04, eta: 1:03:43, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.1526 +2022-03-10 23:12:10,824 - davarocr - INFO - Epoch [24][20/136] lr: 4.651e-04, eta: 1:03:36, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0230, loss: 0.0230, grad_norm: 0.6475 +2022-03-10 23:12:14,913 - davarocr - INFO - Epoch [24][25/136] lr: 4.651e-04, eta: 1:03:30, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0165, loss: 0.0165, grad_norm: 0.4107 +2022-03-10 23:12:18,803 - davarocr - INFO - Epoch [24][30/136] lr: 4.651e-04, eta: 1:03:23, time: 0.778, data_time: 0.004, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.1112 +2022-03-10 23:12:22,706 - davarocr - INFO - Epoch [24][35/136] lr: 4.651e-04, eta: 1:03:16, time: 0.781, data_time: 0.004, memory: 5249, loss_crf: 0.0092, loss: 0.0092, grad_norm: 0.3464 +2022-03-10 23:12:26,715 - davarocr - INFO - Epoch [24][40/136] lr: 4.651e-04, eta: 1:03:09, time: 0.802, data_time: 0.006, memory: 5249, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.1864 +2022-03-10 23:12:30,779 - davarocr - INFO - Epoch [24][45/136] lr: 4.651e-04, eta: 1:03:03, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.0173, loss: 0.0173, grad_norm: 0.2945 +2022-03-10 23:12:34,854 - davarocr - INFO - Epoch [24][50/136] lr: 4.651e-04, eta: 1:02:56, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0953, loss: 0.0953, grad_norm: 1.3008 +2022-03-10 23:12:38,906 - davarocr - INFO - Epoch [24][55/136] lr: 4.651e-04, eta: 1:02:50, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.2138 +2022-03-10 23:12:42,981 - davarocr - INFO - Epoch [24][60/136] lr: 4.651e-04, eta: 1:02:43, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0068, loss: 0.0068, grad_norm: 0.3011 +2022-03-10 23:12:47,239 - davarocr - INFO - Epoch [24][65/136] lr: 4.651e-04, eta: 1:02:37, time: 0.851, data_time: 0.006, memory: 5249, loss_crf: 0.0184, loss: 0.0184, grad_norm: 0.5872 +2022-03-10 23:12:51,635 - davarocr - INFO - Epoch [24][70/136] lr: 4.651e-04, eta: 1:02:31, time: 0.879, data_time: 0.006, memory: 5249, loss_crf: 0.0070, loss: 0.0070, grad_norm: 0.1964 +2022-03-10 23:12:55,680 - davarocr - INFO - Epoch [24][75/136] lr: 4.651e-04, eta: 1:02:24, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0072, loss: 0.0072, grad_norm: 0.2398 +2022-03-10 23:12:59,716 - davarocr - INFO - Epoch [24][80/136] lr: 4.651e-04, eta: 1:02:18, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.3533 +2022-03-10 23:13:03,751 - davarocr - INFO - Epoch [24][85/136] lr: 4.651e-04, eta: 1:02:11, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0373, loss: 0.0373, grad_norm: 1.1627 +2022-03-10 23:13:07,817 - davarocr - INFO - Epoch [24][90/136] lr: 4.651e-04, eta: 1:02:05, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0134, loss: 0.0134, grad_norm: 0.3719 +2022-03-10 23:13:11,732 - davarocr - INFO - Epoch [24][95/136] lr: 4.651e-04, eta: 1:01:58, time: 0.783, data_time: 0.004, memory: 5249, loss_crf: 0.0243, loss: 0.0243, grad_norm: 1.3451 +2022-03-10 23:13:15,691 - davarocr - INFO - Epoch [24][100/136] lr: 4.651e-04, eta: 1:01:52, time: 0.792, data_time: 0.004, memory: 5249, loss_crf: 0.0293, loss: 0.0293, grad_norm: 1.0477 +2022-03-10 23:13:19,727 - davarocr - INFO - Epoch [24][105/136] lr: 4.651e-04, eta: 1:01:45, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0842, loss: 0.0842, grad_norm: 1.2472 +2022-03-10 23:13:23,794 - davarocr - INFO - Epoch [24][110/136] lr: 4.651e-04, eta: 1:01:39, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.2239 +2022-03-10 23:13:28,124 - davarocr - INFO - Epoch [24][115/136] lr: 4.651e-04, eta: 1:01:33, time: 0.866, data_time: 0.007, memory: 5249, loss_crf: 0.0196, loss: 0.0196, grad_norm: 0.6928 +2022-03-10 23:13:32,180 - davarocr - INFO - Epoch [24][120/136] lr: 4.651e-04, eta: 1:01:26, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.1055 +2022-03-10 23:13:36,248 - davarocr - INFO - Epoch [24][125/136] lr: 4.651e-04, eta: 1:01:20, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0134, loss: 0.0134, grad_norm: 0.5158 +2022-03-10 23:13:40,172 - davarocr - INFO - Epoch [24][130/136] lr: 4.651e-04, eta: 1:01:13, time: 0.785, data_time: 0.004, memory: 5249, loss_crf: 0.0109, loss: 0.0109, grad_norm: 0.3950 +2022-03-10 23:13:44,182 - davarocr - INFO - Epoch [24][135/136] lr: 4.651e-04, eta: 1:01:07, time: 0.802, data_time: 0.005, memory: 5249, loss_crf: 0.0245, loss: 0.0245, grad_norm: 0.5865 +2022-03-10 23:19:45,359 - davarocr - INFO - Now best checkpoint is epoch_23.pth. Best hmean is 0.7681412673595144 +2022-03-10 23:19:45,361 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 23:19:45,361 - davarocr - INFO - Epoch(val) [24][136] LOC: {'precision': 0.853627760252366, 'recall': 0.8111510791366906, 'f1-score': 0.8318475253612051}, PER: {'precision': 0.8122912491649966, 'recall': 0.7520098948670377, 'f1-score': 0.7809890815671163}, MISC: {'precision': 0.7350157728706624, 'recall': 0.6638176638176638, 'f1-score': 0.6976047904191617}, ORG: {'precision': 0.7344632768361582, 'recall': 0.7043949428055388, 'f1-score': 0.7191149354640443}, all: {'precision': 0.7920512337540027, 'recall': 0.7445113314447592, 'f1-score': 0.7675458610933649}, hmean: 0.7675 +2022-03-10 23:19:51,858 - davarocr - INFO - Epoch [25][5/136] lr: 4.545e-04, eta: 1:01:01, time: 1.299, data_time: 0.504, memory: 5249, loss_crf: 0.0100, loss: 0.0100, grad_norm: 0.5783 +2022-03-10 23:19:55,802 - davarocr - INFO - Epoch [25][10/136] lr: 4.545e-04, eta: 1:00:54, time: 0.789, data_time: 0.004, memory: 5249, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.2783 +2022-03-10 23:19:59,692 - davarocr - INFO - Epoch [25][15/136] lr: 4.545e-04, eta: 1:00:48, time: 0.778, data_time: 0.004, memory: 5249, loss_crf: 0.0124, loss: 0.0124, grad_norm: 0.5122 +2022-03-10 23:20:03,653 - davarocr - INFO - Epoch [25][20/136] lr: 4.545e-04, eta: 1:00:41, time: 0.792, data_time: 0.005, memory: 5249, loss_crf: 0.0235, loss: 0.0235, grad_norm: 0.3713 +2022-03-10 23:20:07,734 - davarocr - INFO - Epoch [25][25/136] lr: 4.545e-04, eta: 1:00:35, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0156, loss: 0.0156, grad_norm: 0.4202 +2022-03-10 23:20:12,012 - davarocr - INFO - Epoch [25][30/136] lr: 4.545e-04, eta: 1:00:29, time: 0.856, data_time: 0.006, memory: 5249, loss_crf: 0.0082, loss: 0.0082, grad_norm: 0.3711 +2022-03-10 23:20:16,397 - davarocr - INFO - Epoch [25][35/136] lr: 4.545e-04, eta: 1:00:23, time: 0.877, data_time: 0.005, memory: 5249, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.2084 +2022-03-10 23:20:20,800 - davarocr - INFO - Epoch [25][40/136] lr: 4.545e-04, eta: 1:00:17, time: 0.881, data_time: 0.006, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.1416 +2022-03-10 23:20:25,081 - davarocr - INFO - Epoch [25][45/136] lr: 4.545e-04, eta: 1:00:11, time: 0.856, data_time: 0.005, memory: 5249, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.1054 +2022-03-10 23:20:29,308 - davarocr - INFO - Epoch [25][50/136] lr: 4.545e-04, eta: 1:00:05, time: 0.845, data_time: 0.006, memory: 5249, loss_crf: 0.0118, loss: 0.0118, grad_norm: 0.2118 +2022-03-10 23:20:33,299 - davarocr - INFO - Epoch [25][55/136] lr: 4.545e-04, eta: 0:59:58, time: 0.798, data_time: 0.005, memory: 5249, loss_crf: 0.0039, loss: 0.0039, grad_norm: 0.1421 +2022-03-10 23:20:37,363 - davarocr - INFO - Epoch [25][60/136] lr: 4.545e-04, eta: 0:59:52, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.0494 +2022-03-10 23:20:41,360 - davarocr - INFO - Epoch [25][65/136] lr: 4.545e-04, eta: 0:59:45, time: 0.799, data_time: 0.006, memory: 5249, loss_crf: 0.0164, loss: 0.0164, grad_norm: 0.3390 +2022-03-10 23:20:45,434 - davarocr - INFO - Epoch [25][70/136] lr: 4.545e-04, eta: 0:59:39, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.0695 +2022-03-10 23:20:49,500 - davarocr - INFO - Epoch [25][75/136] lr: 4.545e-04, eta: 0:59:33, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.0672 +2022-03-10 23:20:53,541 - davarocr - INFO - Epoch [25][80/136] lr: 4.545e-04, eta: 0:59:26, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0079, loss: 0.0079, grad_norm: 0.1996 +2022-03-10 23:20:57,614 - davarocr - INFO - Epoch [25][85/136] lr: 4.545e-04, eta: 0:59:20, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.1604 +2022-03-10 23:21:01,664 - davarocr - INFO - Epoch [25][90/136] lr: 4.545e-04, eta: 0:59:14, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.0796 +2022-03-10 23:21:05,828 - davarocr - INFO - Epoch [25][95/136] lr: 4.545e-04, eta: 0:59:08, time: 0.832, data_time: 0.007, memory: 5249, loss_crf: 0.0066, loss: 0.0066, grad_norm: 0.1688 +2022-03-10 23:21:09,975 - davarocr - INFO - Epoch [25][100/136] lr: 4.545e-04, eta: 0:59:02, time: 0.830, data_time: 0.006, memory: 5249, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.0964 +2022-03-10 23:21:14,048 - davarocr - INFO - Epoch [25][105/136] lr: 4.545e-04, eta: 0:58:55, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0085, loss: 0.0085, grad_norm: 0.1594 +2022-03-10 23:21:18,085 - davarocr - INFO - Epoch [25][110/136] lr: 4.545e-04, eta: 0:58:49, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.0541 +2022-03-10 23:21:22,167 - davarocr - INFO - Epoch [25][115/136] lr: 4.545e-04, eta: 0:58:43, time: 0.816, data_time: 0.007, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.0426 +2022-03-10 23:21:26,248 - davarocr - INFO - Epoch [25][120/136] lr: 4.545e-04, eta: 0:58:37, time: 0.816, data_time: 0.007, memory: 5249, loss_crf: 0.0084, loss: 0.0084, grad_norm: 0.1479 +2022-03-10 23:21:30,289 - davarocr - INFO - Epoch [25][125/136] lr: 4.545e-04, eta: 0:58:30, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0110, loss: 0.0110, grad_norm: 0.2514 +2022-03-10 23:21:34,348 - davarocr - INFO - Epoch [25][130/136] lr: 4.545e-04, eta: 0:58:24, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0163, loss: 0.0163, grad_norm: 0.1491 +2022-03-10 23:21:38,629 - davarocr - INFO - Epoch [25][135/136] lr: 4.545e-04, eta: 0:58:18, time: 0.856, data_time: 0.006, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.0464 +2022-03-10 23:27:38,609 - davarocr - INFO - Now best checkpoint is epoch_25.pth. Best hmean is 0.7708198837959973 +2022-03-10 23:27:38,610 - davarocr - INFO - current_metric 0.7708198837959973 is much better than previous best_metric 0.7681412673595144, saving best model ! +2022-03-10 23:27:38,610 - davarocr - INFO - Saving checkpoint at epoch_25.pth +2022-03-10 23:27:38,866 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 23:27:38,866 - davarocr - INFO - Epoch(val) [25][136] LOC: {'precision': 0.8702983138780804, 'recall': 0.8045563549160671, 'f1-score': 0.8361370716510904}, PER: {'precision': 0.8167224080267559, 'recall': 0.7551020408163265, 'f1-score': 0.7847043701799487}, MISC: {'precision': 0.729264475743349, 'recall': 0.6638176638176638, 'f1-score': 0.6950037285607755}, ORG: {'precision': 0.7570770243581304, 'recall': 0.6923540036122817, 'f1-score': 0.7232704402515724}, all: {'precision': 0.8044273339749759, 'recall': 0.7399079320113314, 'f1-score': 0.7708198837959973}, hmean: 0.7708 +2022-03-10 23:27:45,552 - davarocr - INFO - Epoch [26][5/136] lr: 4.444e-04, eta: 0:58:12, time: 1.336, data_time: 0.526, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.0418 +2022-03-10 23:27:49,891 - davarocr - INFO - Epoch [26][10/136] lr: 4.444e-04, eta: 0:58:06, time: 0.868, data_time: 0.007, memory: 5249, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.0617 +2022-03-10 23:27:54,314 - davarocr - INFO - Epoch [26][15/136] lr: 4.444e-04, eta: 0:58:01, time: 0.885, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0351 +2022-03-10 23:27:58,695 - davarocr - INFO - Epoch [26][20/136] lr: 4.444e-04, eta: 0:57:55, time: 0.876, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0528 +2022-03-10 23:28:03,193 - davarocr - INFO - Epoch [26][25/136] lr: 4.444e-04, eta: 0:57:49, time: 0.900, data_time: 0.004, memory: 5249, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.0583 +2022-03-10 23:28:07,831 - davarocr - INFO - Epoch [26][30/136] lr: 4.444e-04, eta: 0:57:43, time: 0.928, data_time: 0.004, memory: 5249, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.0775 +2022-03-10 23:28:12,308 - davarocr - INFO - Epoch [26][35/136] lr: 4.444e-04, eta: 0:57:37, time: 0.895, data_time: 0.005, memory: 5249, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.0486 +2022-03-10 23:28:16,606 - davarocr - INFO - Epoch [26][40/136] lr: 4.444e-04, eta: 0:57:31, time: 0.860, data_time: 0.006, memory: 5249, loss_crf: 0.0087, loss: 0.0087, grad_norm: 0.1458 +2022-03-10 23:28:20,760 - davarocr - INFO - Epoch [26][45/136] lr: 4.444e-04, eta: 0:57:25, time: 0.831, data_time: 0.006, memory: 5249, loss_crf: 0.0120, loss: 0.0120, grad_norm: 0.2052 +2022-03-10 23:28:24,790 - davarocr - INFO - Epoch [26][50/136] lr: 4.444e-04, eta: 0:57:19, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0299 +2022-03-10 23:28:29,098 - davarocr - INFO - Epoch [26][55/136] lr: 4.444e-04, eta: 0:57:13, time: 0.862, data_time: 0.006, memory: 5249, loss_crf: 0.0073, loss: 0.0073, grad_norm: 0.1114 +2022-03-10 23:28:33,157 - davarocr - INFO - Epoch [26][60/136] lr: 4.444e-04, eta: 0:57:07, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0335 +2022-03-10 23:28:37,200 - davarocr - INFO - Epoch [26][65/136] lr: 4.444e-04, eta: 0:57:01, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0456 +2022-03-10 23:28:41,283 - davarocr - INFO - Epoch [26][70/136] lr: 4.444e-04, eta: 0:56:55, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0091, loss: 0.0091, grad_norm: 0.1255 +2022-03-10 23:28:45,374 - davarocr - INFO - Epoch [26][75/136] lr: 4.444e-04, eta: 0:56:49, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0452 +2022-03-10 23:28:49,451 - davarocr - INFO - Epoch [26][80/136] lr: 4.444e-04, eta: 0:56:43, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0104, loss: 0.0104, grad_norm: 0.1036 +2022-03-10 23:28:53,509 - davarocr - INFO - Epoch [26][85/136] lr: 4.444e-04, eta: 0:56:36, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0092, loss: 0.0092, grad_norm: 0.1405 +2022-03-10 23:28:57,628 - davarocr - INFO - Epoch [26][90/136] lr: 4.444e-04, eta: 0:56:30, time: 0.824, data_time: 0.005, memory: 5249, loss_crf: 0.0065, loss: 0.0065, grad_norm: 0.1431 +2022-03-10 23:29:01,674 - davarocr - INFO - Epoch [26][95/136] lr: 4.444e-04, eta: 0:56:24, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0267 +2022-03-10 23:29:05,688 - davarocr - INFO - Epoch [26][100/136] lr: 4.444e-04, eta: 0:56:18, time: 0.803, data_time: 0.006, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0466 +2022-03-10 23:29:09,968 - davarocr - INFO - Epoch [26][105/136] lr: 4.444e-04, eta: 0:56:12, time: 0.856, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0276 +2022-03-10 23:29:14,292 - davarocr - INFO - Epoch [26][110/136] lr: 4.444e-04, eta: 0:56:06, time: 0.865, data_time: 0.006, memory: 5249, loss_crf: 0.0084, loss: 0.0084, grad_norm: 0.1216 +2022-03-10 23:29:18,573 - davarocr - INFO - Epoch [26][115/136] lr: 4.444e-04, eta: 0:56:00, time: 0.856, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0233 +2022-03-10 23:29:22,820 - davarocr - INFO - Epoch [26][120/136] lr: 4.444e-04, eta: 0:55:54, time: 0.849, data_time: 0.005, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0304 +2022-03-10 23:29:26,897 - davarocr - INFO - Epoch [26][125/136] lr: 4.444e-04, eta: 0:55:48, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0227 +2022-03-10 23:29:30,914 - davarocr - INFO - Epoch [26][130/136] lr: 4.444e-04, eta: 0:55:42, time: 0.803, data_time: 0.005, memory: 5249, loss_crf: 0.0221, loss: 0.0221, grad_norm: 0.2181 +2022-03-10 23:29:34,957 - davarocr - INFO - Epoch [26][135/136] lr: 4.444e-04, eta: 0:55:36, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.0796 +2022-03-10 23:35:39,483 - davarocr - INFO - Now best checkpoint is epoch_26.pth. Best hmean is 0.7712105892085671 +2022-03-10 23:35:39,484 - davarocr - INFO - current_metric 0.7712105892085671 is much better than previous best_metric 0.7708198837959973, saving best model ! +2022-03-10 23:35:39,484 - davarocr - INFO - Saving checkpoint at epoch_26.pth +2022-03-10 23:35:39,685 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 23:35:39,685 - davarocr - INFO - Epoch(val) [26][136] LOC: {'precision': 0.8679123711340206, 'recall': 0.8075539568345323, 'f1-score': 0.8366459627329192}, PER: {'precision': 0.8103106411103768, 'recall': 0.7581941867656153, 'f1-score': 0.7833865814696486}, MISC: {'precision': 0.7350157728706624, 'recall': 0.6638176638176638, 'f1-score': 0.6976047904191617}, ORG: {'precision': 0.7545691906005222, 'recall': 0.6959662853702588, 'f1-score': 0.7240839336047604}, all: {'precision': 0.8019499139743835, 'recall': 0.7427407932011332, 'f1-score': 0.7712105892085671}, hmean: 0.7712 +2022-03-10 23:35:46,361 - davarocr - INFO - Epoch [27][5/136] lr: 4.348e-04, eta: 0:55:30, time: 1.335, data_time: 0.518, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0243 +2022-03-10 23:35:50,402 - davarocr - INFO - Epoch [27][10/136] lr: 4.348e-04, eta: 0:55:24, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.0574 +2022-03-10 23:35:54,456 - davarocr - INFO - Epoch [27][15/136] lr: 4.348e-04, eta: 0:55:18, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0391 +2022-03-10 23:35:58,567 - davarocr - INFO - Epoch [27][20/136] lr: 4.348e-04, eta: 0:55:12, time: 0.822, data_time: 0.007, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0203 +2022-03-10 23:36:02,637 - davarocr - INFO - Epoch [27][25/136] lr: 4.348e-04, eta: 0:55:06, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0245 +2022-03-10 23:36:06,723 - davarocr - INFO - Epoch [27][30/136] lr: 4.348e-04, eta: 0:55:00, time: 0.817, data_time: 0.007, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.0504 +2022-03-10 23:36:10,818 - davarocr - INFO - Epoch [27][35/136] lr: 4.348e-04, eta: 0:54:54, time: 0.819, data_time: 0.005, memory: 5249, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.2048 +2022-03-10 23:36:14,776 - davarocr - INFO - Epoch [27][40/136] lr: 4.348e-04, eta: 0:54:48, time: 0.791, data_time: 0.005, memory: 5249, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.0574 +2022-03-10 23:36:18,838 - davarocr - INFO - Epoch [27][45/136] lr: 4.348e-04, eta: 0:54:42, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0085, loss: 0.0085, grad_norm: 0.2187 +2022-03-10 23:36:22,901 - davarocr - INFO - Epoch [27][50/136] lr: 4.348e-04, eta: 0:54:36, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.0442 +2022-03-10 23:36:26,930 - davarocr - INFO - Epoch [27][55/136] lr: 4.348e-04, eta: 0:54:30, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.1055 +2022-03-10 23:36:31,126 - davarocr - INFO - Epoch [27][60/136] lr: 4.348e-04, eta: 0:54:24, time: 0.839, data_time: 0.006, memory: 5249, loss_crf: 0.0073, loss: 0.0073, grad_norm: 0.1399 +2022-03-10 23:36:35,169 - davarocr - INFO - Epoch [27][65/136] lr: 4.348e-04, eta: 0:54:18, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0230 +2022-03-10 23:36:39,196 - davarocr - INFO - Epoch [27][70/136] lr: 4.348e-04, eta: 0:54:12, time: 0.806, data_time: 0.007, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0320 +2022-03-10 23:36:43,514 - davarocr - INFO - Epoch [27][75/136] lr: 4.348e-04, eta: 0:54:06, time: 0.864, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0253 +2022-03-10 23:36:47,533 - davarocr - INFO - Epoch [27][80/136] lr: 4.348e-04, eta: 0:54:00, time: 0.804, data_time: 0.005, memory: 5249, loss_crf: 0.0066, loss: 0.0066, grad_norm: 0.1357 +2022-03-10 23:36:51,601 - davarocr - INFO - Epoch [27][85/136] lr: 4.348e-04, eta: 0:53:54, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.0715 +2022-03-10 23:36:55,640 - davarocr - INFO - Epoch [27][90/136] lr: 4.348e-04, eta: 0:53:48, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.0929 +2022-03-10 23:36:59,673 - davarocr - INFO - Epoch [27][95/136] lr: 4.348e-04, eta: 0:53:42, time: 0.807, data_time: 0.005, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0251 +2022-03-10 23:37:03,712 - davarocr - INFO - Epoch [27][100/136] lr: 4.348e-04, eta: 0:53:36, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0381 +2022-03-10 23:37:07,848 - davarocr - INFO - Epoch [27][105/136] lr: 4.348e-04, eta: 0:53:30, time: 0.827, data_time: 0.006, memory: 5249, loss_crf: 0.0127, loss: 0.0127, grad_norm: 0.2213 +2022-03-10 23:37:11,937 - davarocr - INFO - Epoch [27][110/136] lr: 4.348e-04, eta: 0:53:24, time: 0.818, data_time: 0.007, memory: 5249, loss_crf: 0.0046, loss: 0.0046, grad_norm: 0.0907 +2022-03-10 23:37:16,002 - davarocr - INFO - Epoch [27][115/136] lr: 4.348e-04, eta: 0:53:18, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0208 +2022-03-10 23:37:20,052 - davarocr - INFO - Epoch [27][120/136] lr: 4.348e-04, eta: 0:53:12, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0259 +2022-03-10 23:37:24,048 - davarocr - INFO - Epoch [27][125/136] lr: 4.348e-04, eta: 0:53:06, time: 0.799, data_time: 0.005, memory: 5249, loss_crf: 0.0244, loss: 0.0244, grad_norm: 0.2089 +2022-03-10 23:37:28,197 - davarocr - INFO - Epoch [27][130/136] lr: 4.348e-04, eta: 0:53:01, time: 0.830, data_time: 0.006, memory: 5249, loss_crf: 0.0228, loss: 0.0228, grad_norm: 0.2145 +2022-03-10 23:37:32,251 - davarocr - INFO - Epoch [27][135/136] lr: 4.348e-04, eta: 0:52:55, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.0940 +2022-03-10 23:43:33,603 - davarocr - INFO - Now best checkpoint is epoch_27.pth. Best hmean is 0.772003659652333 +2022-03-10 23:43:33,605 - davarocr - INFO - current_metric 0.772003659652333 is much better than previous best_metric 0.7712105892085671, saving best model ! +2022-03-10 23:43:33,605 - davarocr - INFO - Saving checkpoint at epoch_27.pth +2022-03-10 23:43:33,821 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 23:43:33,822 - davarocr - INFO - Epoch(val) [27][136] LOC: {'precision': 0.8654708520179372, 'recall': 0.8099520383693045, 'f1-score': 0.8367915763394239}, PER: {'precision': 0.8163672654690619, 'recall': 0.7588126159554731, 'f1-score': 0.7865384615384616}, MISC: {'precision': 0.7327044025157232, 'recall': 0.6638176638176638, 'f1-score': 0.6965620328849028}, ORG: {'precision': 0.7427307206068268, 'recall': 0.7074051776038531, 'f1-score': 0.7246376811594202}, all: {'precision': 0.798750473305566, 'recall': 0.7469900849858357, 'f1-score': 0.772003659652333}, hmean: 0.7720 +2022-03-10 23:43:40,367 - davarocr - INFO - Epoch [28][5/136] lr: 4.255e-04, eta: 0:52:49, time: 1.308, data_time: 0.508, memory: 5249, loss_crf: 0.0070, loss: 0.0070, grad_norm: 0.1243 +2022-03-10 23:43:44,443 - davarocr - INFO - Epoch [28][10/136] lr: 4.255e-04, eta: 0:52:43, time: 0.815, data_time: 0.007, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0211 +2022-03-10 23:43:48,462 - davarocr - INFO - Epoch [28][15/136] lr: 4.255e-04, eta: 0:52:37, time: 0.804, data_time: 0.006, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.1130 +2022-03-10 23:43:52,562 - davarocr - INFO - Epoch [28][20/136] lr: 4.255e-04, eta: 0:52:31, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.1037 +2022-03-10 23:43:56,526 - davarocr - INFO - Epoch [28][25/136] lr: 4.255e-04, eta: 0:52:25, time: 0.793, data_time: 0.005, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0242 +2022-03-10 23:44:00,596 - davarocr - INFO - Epoch [28][30/136] lr: 4.255e-04, eta: 0:52:19, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0357 +2022-03-10 23:44:04,550 - davarocr - INFO - Epoch [28][35/136] lr: 4.255e-04, eta: 0:52:13, time: 0.791, data_time: 0.005, memory: 5249, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.0893 +2022-03-10 23:44:08,603 - davarocr - INFO - Epoch [28][40/136] lr: 4.255e-04, eta: 0:52:07, time: 0.811, data_time: 0.005, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0167 +2022-03-10 23:44:12,686 - davarocr - INFO - Epoch [28][45/136] lr: 4.255e-04, eta: 0:52:01, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0076, loss: 0.0076, grad_norm: 0.1260 +2022-03-10 23:44:16,800 - davarocr - INFO - Epoch [28][50/136] lr: 4.255e-04, eta: 0:51:56, time: 0.823, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0426 +2022-03-10 23:44:20,829 - davarocr - INFO - Epoch [28][55/136] lr: 4.255e-04, eta: 0:51:50, time: 0.806, data_time: 0.007, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0243 +2022-03-10 23:44:24,887 - davarocr - INFO - Epoch [28][60/136] lr: 4.255e-04, eta: 0:51:44, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0234 +2022-03-10 23:44:28,979 - davarocr - INFO - Epoch [28][65/136] lr: 4.255e-04, eta: 0:51:38, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0082, loss: 0.0082, grad_norm: 0.1462 +2022-03-10 23:44:33,137 - davarocr - INFO - Epoch [28][70/136] lr: 4.255e-04, eta: 0:51:32, time: 0.832, data_time: 0.005, memory: 5249, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.0850 +2022-03-10 23:44:37,190 - davarocr - INFO - Epoch [28][75/136] lr: 4.255e-04, eta: 0:51:26, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0207, loss: 0.0207, grad_norm: 0.2402 +2022-03-10 23:44:41,251 - davarocr - INFO - Epoch [28][80/136] lr: 4.255e-04, eta: 0:51:20, time: 0.812, data_time: 0.005, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0190 +2022-03-10 23:44:45,270 - davarocr - INFO - Epoch [28][85/136] lr: 4.255e-04, eta: 0:51:15, time: 0.804, data_time: 0.005, memory: 5249, loss_crf: 0.0064, loss: 0.0064, grad_norm: 0.1229 +2022-03-10 23:44:49,575 - davarocr - INFO - Epoch [28][90/136] lr: 4.255e-04, eta: 0:51:09, time: 0.861, data_time: 0.006, memory: 5249, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.0995 +2022-03-10 23:44:53,846 - davarocr - INFO - Epoch [28][95/136] lr: 4.255e-04, eta: 0:51:03, time: 0.854, data_time: 0.006, memory: 5249, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.0645 +2022-03-10 23:44:57,893 - davarocr - INFO - Epoch [28][100/136] lr: 4.255e-04, eta: 0:50:57, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0335 +2022-03-10 23:45:01,973 - davarocr - INFO - Epoch [28][105/136] lr: 4.255e-04, eta: 0:50:52, time: 0.816, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0245 +2022-03-10 23:45:06,119 - davarocr - INFO - Epoch [28][110/136] lr: 4.255e-04, eta: 0:50:46, time: 0.829, data_time: 0.006, memory: 5249, loss_crf: 0.0089, loss: 0.0089, grad_norm: 0.1392 +2022-03-10 23:45:10,226 - davarocr - INFO - Epoch [28][115/136] lr: 4.255e-04, eta: 0:50:40, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.1380 +2022-03-10 23:45:14,294 - davarocr - INFO - Epoch [28][120/136] lr: 4.255e-04, eta: 0:50:34, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.1256 +2022-03-10 23:45:18,370 - davarocr - INFO - Epoch [28][125/136] lr: 4.255e-04, eta: 0:50:28, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0278 +2022-03-10 23:45:22,430 - davarocr - INFO - Epoch [28][130/136] lr: 4.255e-04, eta: 0:50:22, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.0472 +2022-03-10 23:45:26,493 - davarocr - INFO - Epoch [28][135/136] lr: 4.255e-04, eta: 0:50:17, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0129, loss: 0.0129, grad_norm: 0.0905 +2022-03-10 23:51:25,802 - davarocr - INFO - Now best checkpoint is epoch_28.pth. Best hmean is 0.7727022564667034 +2022-03-10 23:51:25,803 - davarocr - INFO - current_metric 0.7727022564667034 is much better than previous best_metric 0.772003659652333, saving best model ! +2022-03-10 23:51:25,803 - davarocr - INFO - Saving checkpoint at epoch_28.pth +2022-03-10 23:51:26,042 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 23:51:26,043 - davarocr - INFO - Epoch(val) [28][136] LOC: {'precision': 0.8622222222222222, 'recall': 0.8141486810551559, 'f1-score': 0.8374961455442491}, PER: {'precision': 0.8238866396761133, 'recall': 0.7551020408163265, 'f1-score': 0.7879961277831558}, MISC: {'precision': 0.7286821705426356, 'recall': 0.6695156695156695, 'f1-score': 0.6978470675575351}, ORG: {'precision': 0.7493556701030928, 'recall': 0.7001806140878989, 'f1-score': 0.723934018051665}, all: {'precision': 0.8016749143509707, 'recall': 0.7457507082152974, 'f1-score': 0.7727022564667034}, hmean: 0.7727 +2022-03-10 23:51:32,875 - davarocr - INFO - Epoch [29][5/136] lr: 4.167e-04, eta: 0:50:11, time: 1.366, data_time: 0.547, memory: 5249, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.0753 +2022-03-10 23:51:37,125 - davarocr - INFO - Epoch [29][10/136] lr: 4.167e-04, eta: 0:50:06, time: 0.850, data_time: 0.006, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0282 +2022-03-10 23:51:41,177 - davarocr - INFO - Epoch [29][15/136] lr: 4.167e-04, eta: 0:50:00, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.1121 +2022-03-10 23:51:45,292 - davarocr - INFO - Epoch [29][20/136] lr: 4.167e-04, eta: 0:49:54, time: 0.823, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0177 +2022-03-10 23:51:49,340 - davarocr - INFO - Epoch [29][25/136] lr: 4.167e-04, eta: 0:49:48, time: 0.810, data_time: 0.007, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0187 +2022-03-10 23:51:53,408 - davarocr - INFO - Epoch [29][30/136] lr: 4.167e-04, eta: 0:49:42, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0356 +2022-03-10 23:51:57,462 - davarocr - INFO - Epoch [29][35/136] lr: 4.167e-04, eta: 0:49:37, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.0763 +2022-03-10 23:52:01,588 - davarocr - INFO - Epoch [29][40/136] lr: 4.167e-04, eta: 0:49:31, time: 0.825, data_time: 0.007, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0317 +2022-03-10 23:52:05,674 - davarocr - INFO - Epoch [29][45/136] lr: 4.167e-04, eta: 0:49:25, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0066, loss: 0.0066, grad_norm: 0.1123 +2022-03-10 23:52:09,681 - davarocr - INFO - Epoch [29][50/136] lr: 4.167e-04, eta: 0:49:19, time: 0.802, data_time: 0.005, memory: 5249, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.1028 +2022-03-10 23:52:13,712 - davarocr - INFO - Epoch [29][55/136] lr: 4.167e-04, eta: 0:49:14, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.0501 +2022-03-10 23:52:17,796 - davarocr - INFO - Epoch [29][60/136] lr: 4.167e-04, eta: 0:49:08, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0169 +2022-03-10 23:52:21,826 - davarocr - INFO - Epoch [29][65/136] lr: 4.167e-04, eta: 0:49:02, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0161 +2022-03-10 23:52:25,894 - davarocr - INFO - Epoch [29][70/136] lr: 4.167e-04, eta: 0:48:56, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0259, loss: 0.0259, grad_norm: 0.2822 +2022-03-10 23:52:29,964 - davarocr - INFO - Epoch [29][75/136] lr: 4.167e-04, eta: 0:48:51, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0198 +2022-03-10 23:52:34,019 - davarocr - INFO - Epoch [29][80/136] lr: 4.167e-04, eta: 0:48:45, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0190 +2022-03-10 23:52:38,072 - davarocr - INFO - Epoch [29][85/136] lr: 4.167e-04, eta: 0:48:39, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0186 +2022-03-10 23:52:42,293 - davarocr - INFO - Epoch [29][90/136] lr: 4.167e-04, eta: 0:48:33, time: 0.844, data_time: 0.007, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0296 +2022-03-10 23:52:46,345 - davarocr - INFO - Epoch [29][95/136] lr: 4.167e-04, eta: 0:48:28, time: 0.810, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0186 +2022-03-10 23:52:50,385 - davarocr - INFO - Epoch [29][100/136] lr: 4.167e-04, eta: 0:48:22, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0076, loss: 0.0076, grad_norm: 0.1273 +2022-03-10 23:52:54,488 - davarocr - INFO - Epoch [29][105/136] lr: 4.167e-04, eta: 0:48:16, time: 0.821, data_time: 0.007, memory: 5249, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.0629 +2022-03-10 23:52:58,559 - davarocr - INFO - Epoch [29][110/136] lr: 4.167e-04, eta: 0:48:11, time: 0.814, data_time: 0.005, memory: 5249, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.0762 +2022-03-10 23:53:02,764 - davarocr - INFO - Epoch [29][115/136] lr: 4.167e-04, eta: 0:48:05, time: 0.841, data_time: 0.006, memory: 5249, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.0626 +2022-03-10 23:53:06,851 - davarocr - INFO - Epoch [29][120/136] lr: 4.167e-04, eta: 0:47:59, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.0797 +2022-03-10 23:53:10,908 - davarocr - INFO - Epoch [29][125/136] lr: 4.167e-04, eta: 0:47:54, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0423 +2022-03-10 23:53:14,989 - davarocr - INFO - Epoch [29][130/136] lr: 4.167e-04, eta: 0:47:48, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0327 +2022-03-10 23:53:18,949 - davarocr - INFO - Epoch [29][135/136] lr: 4.167e-04, eta: 0:47:42, time: 0.792, data_time: 0.004, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0135 +2022-03-10 23:59:23,249 - davarocr - INFO - Now best checkpoint is epoch_28.pth. Best hmean is 0.7727022564667034 +2022-03-10 23:59:23,250 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-10 23:59:23,250 - davarocr - INFO - Epoch(val) [29][136] LOC: {'precision': 0.8637810311903247, 'recall': 0.8135491606714629, 'f1-score': 0.8379129360913863}, PER: {'precision': 0.8146666666666667, 'recall': 0.7557204700061843, 'f1-score': 0.7840872633942892}, MISC: {'precision': 0.730829420970266, 'recall': 0.6652421652421653, 'f1-score': 0.6964951528709918}, ORG: {'precision': 0.751937984496124, 'recall': 0.7007826610475617, 'f1-score': 0.7254596447491429}, all: {'precision': 0.800684670977558, 'recall': 0.7453966005665722, 'f1-score': 0.7720520814230699}, hmean: 0.7721 +2022-03-10 23:59:30,123 - davarocr - INFO - Epoch [30][5/136] lr: 4.082e-04, eta: 0:47:37, time: 1.374, data_time: 0.565, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0140 +2022-03-10 23:59:34,170 - davarocr - INFO - Epoch [30][10/136] lr: 4.082e-04, eta: 0:47:31, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0118, loss: 0.0118, grad_norm: 0.1970 +2022-03-10 23:59:38,224 - davarocr - INFO - Epoch [30][15/136] lr: 4.082e-04, eta: 0:47:25, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.1053 +2022-03-10 23:59:42,353 - davarocr - INFO - Epoch [30][20/136] lr: 4.082e-04, eta: 0:47:20, time: 0.826, data_time: 0.007, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0138 +2022-03-10 23:59:46,456 - davarocr - INFO - Epoch [30][25/136] lr: 4.082e-04, eta: 0:47:14, time: 0.821, data_time: 0.007, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0128 +2022-03-10 23:59:50,723 - davarocr - INFO - Epoch [30][30/136] lr: 4.082e-04, eta: 0:47:08, time: 0.853, data_time: 0.007, memory: 5249, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.0420 +2022-03-10 23:59:54,791 - davarocr - INFO - Epoch [30][35/136] lr: 4.082e-04, eta: 0:47:03, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.0487 +2022-03-10 23:59:58,839 - davarocr - INFO - Epoch [30][40/136] lr: 4.082e-04, eta: 0:46:57, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0754 +2022-03-11 00:00:02,910 - davarocr - INFO - Epoch [30][45/136] lr: 4.082e-04, eta: 0:46:51, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0158 +2022-03-11 00:00:06,993 - davarocr - INFO - Epoch [30][50/136] lr: 4.082e-04, eta: 0:46:46, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0175 +2022-03-11 00:00:11,028 - davarocr - INFO - Epoch [30][55/136] lr: 4.082e-04, eta: 0:46:40, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0145 +2022-03-11 00:00:15,087 - davarocr - INFO - Epoch [30][60/136] lr: 4.082e-04, eta: 0:46:34, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0104, loss: 0.0104, grad_norm: 0.1634 +2022-03-11 00:00:19,158 - davarocr - INFO - Epoch [30][65/136] lr: 4.082e-04, eta: 0:46:29, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0142 +2022-03-11 00:00:23,260 - davarocr - INFO - Epoch [30][70/136] lr: 4.082e-04, eta: 0:46:23, time: 0.820, data_time: 0.007, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0342 +2022-03-11 00:00:27,607 - davarocr - INFO - Epoch [30][75/136] lr: 4.082e-04, eta: 0:46:18, time: 0.869, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0148 +2022-03-11 00:00:31,672 - davarocr - INFO - Epoch [30][80/136] lr: 4.082e-04, eta: 0:46:12, time: 0.813, data_time: 0.005, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0176 +2022-03-11 00:00:35,789 - davarocr - INFO - Epoch [30][85/136] lr: 4.082e-04, eta: 0:46:07, time: 0.823, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0146 +2022-03-11 00:00:39,872 - davarocr - INFO - Epoch [30][90/136] lr: 4.082e-04, eta: 0:46:01, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.1124 +2022-03-11 00:00:43,998 - davarocr - INFO - Epoch [30][95/136] lr: 4.082e-04, eta: 0:45:55, time: 0.825, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0145 +2022-03-11 00:00:48,420 - davarocr - INFO - Epoch [30][100/136] lr: 4.082e-04, eta: 0:45:50, time: 0.885, data_time: 0.006, memory: 5249, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.1308 +2022-03-11 00:00:52,740 - davarocr - INFO - Epoch [30][105/136] lr: 4.082e-04, eta: 0:45:44, time: 0.864, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0127 +2022-03-11 00:00:56,811 - davarocr - INFO - Epoch [30][110/136] lr: 4.082e-04, eta: 0:45:39, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0112, loss: 0.0112, grad_norm: 0.1070 +2022-03-11 00:01:00,921 - davarocr - INFO - Epoch [30][115/136] lr: 4.082e-04, eta: 0:45:33, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0172, loss: 0.0172, grad_norm: 0.1828 +2022-03-11 00:01:04,988 - davarocr - INFO - Epoch [30][120/136] lr: 4.082e-04, eta: 0:45:28, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.0661 +2022-03-11 00:01:09,129 - davarocr - INFO - Epoch [30][125/136] lr: 4.082e-04, eta: 0:45:22, time: 0.828, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0161 +2022-03-11 00:01:13,176 - davarocr - INFO - Epoch [30][130/136] lr: 4.082e-04, eta: 0:45:17, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0147 +2022-03-11 00:01:17,438 - davarocr - INFO - Epoch [30][135/136] lr: 4.082e-04, eta: 0:45:11, time: 0.852, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0322 +2022-03-11 00:07:22,109 - davarocr - INFO - Now best checkpoint is epoch_28.pth. Best hmean is 0.7727022564667034 +2022-03-11 00:07:22,110 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 00:07:22,110 - davarocr - INFO - Epoch(val) [30][136] LOC: {'precision': 0.8760655737704918, 'recall': 0.8009592326139089, 'f1-score': 0.8368305668650172}, PER: {'precision': 0.8169672678690715, 'recall': 0.756338899196042, 'f1-score': 0.7854849068721902}, MISC: {'precision': 0.7255813953488373, 'recall': 0.6666666666666666, 'f1-score': 0.6948775055679288}, ORG: {'precision': 0.7480818414322251, 'recall': 0.7043949428055388, 'f1-score': 0.7255813953488373}, all: {'precision': 0.802332250047792, 'recall': 0.7430949008498584, 'f1-score': 0.7715782700615865}, hmean: 0.7716 +2022-03-11 00:07:28,686 - davarocr - INFO - Epoch [31][5/136] lr: 4.000e-04, eta: 0:45:05, time: 1.314, data_time: 0.499, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0143 +2022-03-11 00:07:32,800 - davarocr - INFO - Epoch [31][10/136] lr: 4.000e-04, eta: 0:45:00, time: 0.823, data_time: 0.007, memory: 5249, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.0470 +2022-03-11 00:07:36,872 - davarocr - INFO - Epoch [31][15/136] lr: 4.000e-04, eta: 0:44:54, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0116 +2022-03-11 00:07:41,036 - davarocr - INFO - Epoch [31][20/136] lr: 4.000e-04, eta: 0:44:49, time: 0.833, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0170 +2022-03-11 00:07:45,446 - davarocr - INFO - Epoch [31][25/136] lr: 4.000e-04, eta: 0:44:43, time: 0.882, data_time: 0.006, memory: 5249, loss_crf: 0.0063, loss: 0.0063, grad_norm: 0.1014 +2022-03-11 00:07:49,824 - davarocr - INFO - Epoch [31][30/136] lr: 4.000e-04, eta: 0:44:38, time: 0.876, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0304 +2022-03-11 00:07:54,254 - davarocr - INFO - Epoch [31][35/136] lr: 4.000e-04, eta: 0:44:33, time: 0.886, data_time: 0.006, memory: 5249, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0658 +2022-03-11 00:07:58,636 - davarocr - INFO - Epoch [31][40/136] lr: 4.000e-04, eta: 0:44:27, time: 0.876, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0226 +2022-03-11 00:08:03,201 - davarocr - INFO - Epoch [31][45/136] lr: 4.000e-04, eta: 0:44:22, time: 0.913, data_time: 0.005, memory: 5249, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.1087 +2022-03-11 00:08:07,507 - davarocr - INFO - Epoch [31][50/136] lr: 4.000e-04, eta: 0:44:17, time: 0.861, data_time: 0.006, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0121 +2022-03-11 00:08:11,874 - davarocr - INFO - Epoch [31][55/136] lr: 4.000e-04, eta: 0:44:11, time: 0.873, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0138 +2022-03-11 00:08:16,166 - davarocr - INFO - Epoch [31][60/136] lr: 4.000e-04, eta: 0:44:06, time: 0.858, data_time: 0.006, memory: 5249, loss_crf: 0.0108, loss: 0.0108, grad_norm: 0.1259 +2022-03-11 00:08:20,506 - davarocr - INFO - Epoch [31][65/136] lr: 4.000e-04, eta: 0:44:01, time: 0.868, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0147 +2022-03-11 00:08:24,789 - davarocr - INFO - Epoch [31][70/136] lr: 4.000e-04, eta: 0:43:55, time: 0.857, data_time: 0.005, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0204 +2022-03-11 00:08:29,057 - davarocr - INFO - Epoch [31][75/136] lr: 4.000e-04, eta: 0:43:50, time: 0.854, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0191 +2022-03-11 00:08:33,368 - davarocr - INFO - Epoch [31][80/136] lr: 4.000e-04, eta: 0:43:44, time: 0.862, data_time: 0.006, memory: 5249, loss_crf: 0.0030, loss: 0.0030, grad_norm: 0.0596 +2022-03-11 00:08:37,671 - davarocr - INFO - Epoch [31][85/136] lr: 4.000e-04, eta: 0:43:39, time: 0.861, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0140 +2022-03-11 00:08:41,983 - davarocr - INFO - Epoch [31][90/136] lr: 4.000e-04, eta: 0:43:34, time: 0.863, data_time: 0.006, memory: 5249, loss_crf: 0.0112, loss: 0.0112, grad_norm: 0.1748 +2022-03-11 00:08:46,261 - davarocr - INFO - Epoch [31][95/136] lr: 4.000e-04, eta: 0:43:28, time: 0.855, data_time: 0.005, memory: 5249, loss_crf: 0.0079, loss: 0.0079, grad_norm: 0.1289 +2022-03-11 00:08:50,529 - davarocr - INFO - Epoch [31][100/136] lr: 4.000e-04, eta: 0:43:23, time: 0.854, data_time: 0.007, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0475 +2022-03-11 00:08:54,722 - davarocr - INFO - Epoch [31][105/136] lr: 4.000e-04, eta: 0:43:17, time: 0.838, data_time: 0.007, memory: 5249, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.1109 +2022-03-11 00:08:58,769 - davarocr - INFO - Epoch [31][110/136] lr: 4.000e-04, eta: 0:43:12, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0466 +2022-03-11 00:09:02,873 - davarocr - INFO - Epoch [31][115/136] lr: 4.000e-04, eta: 0:43:06, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0150 +2022-03-11 00:09:06,983 - davarocr - INFO - Epoch [31][120/136] lr: 4.000e-04, eta: 0:43:01, time: 0.822, data_time: 0.007, memory: 5249, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.0976 +2022-03-11 00:09:11,094 - davarocr - INFO - Epoch [31][125/136] lr: 4.000e-04, eta: 0:42:55, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0158 +2022-03-11 00:09:15,193 - davarocr - INFO - Epoch [31][130/136] lr: 4.000e-04, eta: 0:42:50, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.0842 +2022-03-11 00:09:19,253 - davarocr - INFO - Epoch [31][135/136] lr: 4.000e-04, eta: 0:42:44, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0173 +2022-03-11 00:15:22,274 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.7735345541547805 +2022-03-11 00:15:22,275 - davarocr - INFO - current_metric 0.7735345541547805 is much better than previous best_metric 0.7727022564667034, saving best model ! +2022-03-11 00:15:22,275 - davarocr - INFO - Saving checkpoint at epoch_31.pth +2022-03-11 00:15:22,559 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 00:15:22,560 - davarocr - INFO - Epoch(val) [31][136] LOC: {'precision': 0.8664955070603337, 'recall': 0.8093525179856115, 'f1-score': 0.8369497830130193}, PER: {'precision': 0.8184245660881175, 'recall': 0.7581941867656153, 'f1-score': 0.7871589085072231}, MISC: {'precision': 0.7370078740157481, 'recall': 0.6666666666666666, 'f1-score': 0.700074794315632}, ORG: {'precision': 0.7585078534031413, 'recall': 0.6977724262492474, 'f1-score': 0.726873628096582}, all: {'precision': 0.8053266909369611, 'recall': 0.744157223796034, 'f1-score': 0.7735345541547805}, hmean: 0.7735 +2022-03-11 00:15:29,390 - davarocr - INFO - Epoch [32][5/136] lr: 3.922e-04, eta: 0:42:39, time: 1.365, data_time: 0.535, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0146 +2022-03-11 00:15:33,422 - davarocr - INFO - Epoch [32][10/136] lr: 3.922e-04, eta: 0:42:33, time: 0.806, data_time: 0.007, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.0560 +2022-03-11 00:15:37,477 - davarocr - INFO - Epoch [32][15/136] lr: 3.922e-04, eta: 0:42:28, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0131 +2022-03-11 00:15:41,476 - davarocr - INFO - Epoch [32][20/136] lr: 3.922e-04, eta: 0:42:22, time: 0.800, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0131 +2022-03-11 00:15:45,397 - davarocr - INFO - Epoch [32][25/136] lr: 3.922e-04, eta: 0:42:17, time: 0.784, data_time: 0.005, memory: 5249, loss_crf: 0.0040, loss: 0.0040, grad_norm: 0.0622 +2022-03-11 00:15:49,475 - davarocr - INFO - Epoch [32][30/136] lr: 3.922e-04, eta: 0:42:11, time: 0.816, data_time: 0.005, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0146 +2022-03-11 00:15:53,635 - davarocr - INFO - Epoch [32][35/136] lr: 3.922e-04, eta: 0:42:06, time: 0.832, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0144 +2022-03-11 00:15:57,694 - davarocr - INFO - Epoch [32][40/136] lr: 3.922e-04, eta: 0:42:00, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0129 +2022-03-11 00:16:01,763 - davarocr - INFO - Epoch [32][45/136] lr: 3.922e-04, eta: 0:41:55, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0176 +2022-03-11 00:16:05,831 - davarocr - INFO - Epoch [32][50/136] lr: 3.922e-04, eta: 0:41:49, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0062, loss: 0.0062, grad_norm: 0.1601 +2022-03-11 00:16:09,934 - davarocr - INFO - Epoch [32][55/136] lr: 3.922e-04, eta: 0:41:44, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0210 +2022-03-11 00:16:13,988 - davarocr - INFO - Epoch [32][60/136] lr: 3.922e-04, eta: 0:41:38, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.0401 +2022-03-11 00:16:18,275 - davarocr - INFO - Epoch [32][65/136] lr: 3.922e-04, eta: 0:41:33, time: 0.858, data_time: 0.007, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0284 +2022-03-11 00:16:22,316 - davarocr - INFO - Epoch [32][70/136] lr: 3.922e-04, eta: 0:41:28, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0119 +2022-03-11 00:16:26,370 - davarocr - INFO - Epoch [32][75/136] lr: 3.922e-04, eta: 0:41:22, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0126 +2022-03-11 00:16:30,719 - davarocr - INFO - Epoch [32][80/136] lr: 3.922e-04, eta: 0:41:17, time: 0.870, data_time: 0.007, memory: 5249, loss_crf: 0.0105, loss: 0.0105, grad_norm: 0.0827 +2022-03-11 00:16:34,804 - davarocr - INFO - Epoch [32][85/136] lr: 3.922e-04, eta: 0:41:11, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0087, loss: 0.0087, grad_norm: 0.1210 +2022-03-11 00:16:38,887 - davarocr - INFO - Epoch [32][90/136] lr: 3.922e-04, eta: 0:41:06, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0359 +2022-03-11 00:16:43,090 - davarocr - INFO - Epoch [32][95/136] lr: 3.922e-04, eta: 0:41:01, time: 0.841, data_time: 0.006, memory: 5249, loss_crf: 0.0168, loss: 0.0168, grad_norm: 0.1791 +2022-03-11 00:16:47,534 - davarocr - INFO - Epoch [32][100/136] lr: 3.922e-04, eta: 0:40:55, time: 0.889, data_time: 0.007, memory: 5249, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.1048 +2022-03-11 00:16:51,969 - davarocr - INFO - Epoch [32][105/136] lr: 3.922e-04, eta: 0:40:50, time: 0.887, data_time: 0.006, memory: 5249, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.1186 +2022-03-11 00:16:56,215 - davarocr - INFO - Epoch [32][110/136] lr: 3.922e-04, eta: 0:40:45, time: 0.849, data_time: 0.006, memory: 5249, loss_crf: 0.0132, loss: 0.0132, grad_norm: 0.1603 +2022-03-11 00:17:00,288 - davarocr - INFO - Epoch [32][115/136] lr: 3.922e-04, eta: 0:40:39, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0008, loss: 0.0008, grad_norm: 0.0111 +2022-03-11 00:17:04,346 - davarocr - INFO - Epoch [32][120/136] lr: 3.922e-04, eta: 0:40:34, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0147 +2022-03-11 00:17:08,409 - davarocr - INFO - Epoch [32][125/136] lr: 3.922e-04, eta: 0:40:28, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.0073, loss: 0.0073, grad_norm: 0.1056 +2022-03-11 00:17:12,423 - davarocr - INFO - Epoch [32][130/136] lr: 3.922e-04, eta: 0:40:23, time: 0.803, data_time: 0.006, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0103 +2022-03-11 00:17:16,455 - davarocr - INFO - Epoch [32][135/136] lr: 3.922e-04, eta: 0:40:17, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.0610 +2022-03-11 00:23:17,045 - davarocr - INFO - Now best checkpoint is epoch_31.pth. Best hmean is 0.7735345541547805 +2022-03-11 00:23:17,046 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 00:23:17,046 - davarocr - INFO - Epoch(val) [32][136] LOC: {'precision': 0.8663239074550129, 'recall': 0.8081534772182254, 'f1-score': 0.8362282878411912}, PER: {'precision': 0.8137977227059612, 'recall': 0.75139146567718, 'f1-score': 0.7813504823151124}, MISC: {'precision': 0.7276923076923076, 'recall': 0.6737891737891738, 'f1-score': 0.6997041420118344}, ORG: {'precision': 0.7542153047989624, 'recall': 0.7001806140878989, 'f1-score': 0.7261941929441149}, all: {'precision': 0.801182980347262, 'recall': 0.7434490084985835, 'f1-score': 0.7712370281935897}, hmean: 0.7712 +2022-03-11 00:23:23,780 - davarocr - INFO - Epoch [33][5/136] lr: 3.846e-04, eta: 0:40:12, time: 1.346, data_time: 0.531, memory: 5249, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.0490 +2022-03-11 00:23:27,841 - davarocr - INFO - Epoch [33][10/136] lr: 3.846e-04, eta: 0:40:07, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0127, loss: 0.0127, grad_norm: 0.1682 +2022-03-11 00:23:31,933 - davarocr - INFO - Epoch [33][15/136] lr: 3.846e-04, eta: 0:40:01, time: 0.818, data_time: 0.007, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0149 +2022-03-11 00:23:35,985 - davarocr - INFO - Epoch [33][20/136] lr: 3.846e-04, eta: 0:39:56, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0138 +2022-03-11 00:23:40,048 - davarocr - INFO - Epoch [33][25/136] lr: 3.846e-04, eta: 0:39:50, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0101, loss: 0.0101, grad_norm: 0.1520 +2022-03-11 00:23:44,271 - davarocr - INFO - Epoch [33][30/136] lr: 3.846e-04, eta: 0:39:45, time: 0.845, data_time: 0.006, memory: 5249, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.1043 +2022-03-11 00:23:48,689 - davarocr - INFO - Epoch [33][35/136] lr: 3.846e-04, eta: 0:39:40, time: 0.883, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0171 +2022-03-11 00:23:53,075 - davarocr - INFO - Epoch [33][40/136] lr: 3.846e-04, eta: 0:39:35, time: 0.877, data_time: 0.007, memory: 5249, loss_crf: 0.0122, loss: 0.0122, grad_norm: 0.1287 +2022-03-11 00:23:57,442 - davarocr - INFO - Epoch [33][45/136] lr: 3.846e-04, eta: 0:39:29, time: 0.874, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0230 +2022-03-11 00:24:01,478 - davarocr - INFO - Epoch [33][50/136] lr: 3.846e-04, eta: 0:39:24, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0122 +2022-03-11 00:24:05,562 - davarocr - INFO - Epoch [33][55/136] lr: 3.846e-04, eta: 0:39:19, time: 0.817, data_time: 0.007, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0366 +2022-03-11 00:24:09,617 - davarocr - INFO - Epoch [33][60/136] lr: 3.846e-04, eta: 0:39:13, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0356 +2022-03-11 00:24:13,686 - davarocr - INFO - Epoch [33][65/136] lr: 3.846e-04, eta: 0:39:08, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0105 +2022-03-11 00:24:17,811 - davarocr - INFO - Epoch [33][70/136] lr: 3.846e-04, eta: 0:39:02, time: 0.825, data_time: 0.005, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0122 +2022-03-11 00:24:21,890 - davarocr - INFO - Epoch [33][75/136] lr: 3.846e-04, eta: 0:38:57, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0293 +2022-03-11 00:24:26,134 - davarocr - INFO - Epoch [33][80/136] lr: 3.846e-04, eta: 0:38:52, time: 0.849, data_time: 0.007, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0107 +2022-03-11 00:24:30,241 - davarocr - INFO - Epoch [33][85/136] lr: 3.846e-04, eta: 0:38:46, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0198 +2022-03-11 00:24:34,315 - davarocr - INFO - Epoch [33][90/136] lr: 3.846e-04, eta: 0:38:41, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0183 +2022-03-11 00:24:38,429 - davarocr - INFO - Epoch [33][95/136] lr: 3.846e-04, eta: 0:38:36, time: 0.823, data_time: 0.006, memory: 5249, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.0475 +2022-03-11 00:24:42,479 - davarocr - INFO - Epoch [33][100/136] lr: 3.846e-04, eta: 0:38:30, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0214 +2022-03-11 00:24:46,537 - davarocr - INFO - Epoch [33][105/136] lr: 3.846e-04, eta: 0:38:25, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0149, loss: 0.0149, grad_norm: 0.2083 +2022-03-11 00:24:50,611 - davarocr - INFO - Epoch [33][110/136] lr: 3.846e-04, eta: 0:38:19, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0154 +2022-03-11 00:24:54,555 - davarocr - INFO - Epoch [33][115/136] lr: 3.846e-04, eta: 0:38:14, time: 0.789, data_time: 0.004, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0124 +2022-03-11 00:24:58,607 - davarocr - INFO - Epoch [33][120/136] lr: 3.846e-04, eta: 0:38:09, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.0939 +2022-03-11 00:25:02,665 - davarocr - INFO - Epoch [33][125/136] lr: 3.846e-04, eta: 0:38:03, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.0918 +2022-03-11 00:25:06,705 - davarocr - INFO - Epoch [33][130/136] lr: 3.846e-04, eta: 0:37:58, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0150 +2022-03-11 00:25:10,772 - davarocr - INFO - Epoch [33][135/136] lr: 3.846e-04, eta: 0:37:53, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.0497 +2022-03-11 00:31:13,894 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 00:31:13,895 - davarocr - INFO - current_metric 0.7738554881412023 is much better than previous best_metric 0.7735345541547805, saving best model ! +2022-03-11 00:31:13,895 - davarocr - INFO - Saving checkpoint at epoch_33.pth +2022-03-11 00:31:14,143 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 00:31:14,143 - davarocr - INFO - Epoch(val) [33][136] LOC: {'precision': 0.8711139896373057, 'recall': 0.8063549160671463, 'f1-score': 0.8374844333748442}, PER: {'precision': 0.814030443414957, 'recall': 0.7606679035250464, 'f1-score': 0.7864450127877238}, MISC: {'precision': 0.7307692307692307, 'recall': 0.6766381766381766, 'f1-score': 0.7026627218934911}, ORG: {'precision': 0.76, 'recall': 0.6977724262492474, 'f1-score': 0.7275580665411174}, all: {'precision': 0.8047801147227533, 'recall': 0.7452195467422096, 'f1-score': 0.7738554881412023}, hmean: 0.7739 +2022-03-11 00:31:20,823 - davarocr - INFO - Epoch [34][5/136] lr: 3.774e-04, eta: 0:37:47, time: 1.335, data_time: 0.527, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0146 +2022-03-11 00:31:24,878 - davarocr - INFO - Epoch [34][10/136] lr: 3.774e-04, eta: 0:37:42, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0159 +2022-03-11 00:31:28,916 - davarocr - INFO - Epoch [34][15/136] lr: 3.774e-04, eta: 0:37:36, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0117 +2022-03-11 00:31:32,946 - davarocr - INFO - Epoch [34][20/136] lr: 3.774e-04, eta: 0:37:31, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.0788 +2022-03-11 00:31:37,007 - davarocr - INFO - Epoch [34][25/136] lr: 3.774e-04, eta: 0:37:26, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0132 +2022-03-11 00:31:41,014 - davarocr - INFO - Epoch [34][30/136] lr: 3.774e-04, eta: 0:37:20, time: 0.802, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0220 +2022-03-11 00:31:45,053 - davarocr - INFO - Epoch [34][35/136] lr: 3.774e-04, eta: 0:37:15, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0060, loss: 0.0060, grad_norm: 0.0977 +2022-03-11 00:31:49,086 - davarocr - INFO - Epoch [34][40/136] lr: 3.774e-04, eta: 0:37:10, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0161 +2022-03-11 00:31:53,180 - davarocr - INFO - Epoch [34][45/136] lr: 3.774e-04, eta: 0:37:04, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0243, loss: 0.0243, grad_norm: 0.3358 +2022-03-11 00:31:57,291 - davarocr - INFO - Epoch [34][50/136] lr: 3.774e-04, eta: 0:36:59, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.0595 +2022-03-11 00:32:01,361 - davarocr - INFO - Epoch [34][55/136] lr: 3.774e-04, eta: 0:36:54, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0150 +2022-03-11 00:32:05,404 - davarocr - INFO - Epoch [34][60/136] lr: 3.774e-04, eta: 0:36:48, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0075, loss: 0.0075, grad_norm: 0.2022 +2022-03-11 00:32:09,489 - davarocr - INFO - Epoch [34][65/136] lr: 3.774e-04, eta: 0:36:43, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0282 +2022-03-11 00:32:13,526 - davarocr - INFO - Epoch [34][70/136] lr: 3.774e-04, eta: 0:36:38, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0202 +2022-03-11 00:32:17,590 - davarocr - INFO - Epoch [34][75/136] lr: 3.774e-04, eta: 0:36:32, time: 0.811, data_time: 0.005, memory: 5249, loss_crf: 0.0135, loss: 0.0135, grad_norm: 0.2012 +2022-03-11 00:32:21,676 - davarocr - INFO - Epoch [34][80/136] lr: 3.774e-04, eta: 0:36:27, time: 0.818, data_time: 0.007, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0235 +2022-03-11 00:32:25,754 - davarocr - INFO - Epoch [34][85/136] lr: 3.774e-04, eta: 0:36:22, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0190 +2022-03-11 00:32:29,857 - davarocr - INFO - Epoch [34][90/136] lr: 3.774e-04, eta: 0:36:17, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0120 +2022-03-11 00:32:34,381 - davarocr - INFO - Epoch [34][95/136] lr: 3.774e-04, eta: 0:36:11, time: 0.905, data_time: 0.007, memory: 5249, loss_crf: 0.0063, loss: 0.0063, grad_norm: 0.0890 +2022-03-11 00:32:38,737 - davarocr - INFO - Epoch [34][100/136] lr: 3.774e-04, eta: 0:36:06, time: 0.871, data_time: 0.006, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.0588 +2022-03-11 00:32:43,185 - davarocr - INFO - Epoch [34][105/136] lr: 3.774e-04, eta: 0:36:01, time: 0.890, data_time: 0.007, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0196 +2022-03-11 00:32:47,567 - davarocr - INFO - Epoch [34][110/136] lr: 3.774e-04, eta: 0:35:56, time: 0.876, data_time: 0.007, memory: 5249, loss_crf: 0.0111, loss: 0.0111, grad_norm: 0.0844 +2022-03-11 00:32:51,650 - davarocr - INFO - Epoch [34][115/136] lr: 3.774e-04, eta: 0:35:51, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0117, loss: 0.0117, grad_norm: 0.1613 +2022-03-11 00:32:55,708 - davarocr - INFO - Epoch [34][120/136] lr: 3.774e-04, eta: 0:35:45, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0346 +2022-03-11 00:32:59,798 - davarocr - INFO - Epoch [34][125/136] lr: 3.774e-04, eta: 0:35:40, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0179 +2022-03-11 00:33:03,883 - davarocr - INFO - Epoch [34][130/136] lr: 3.774e-04, eta: 0:35:35, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0475 +2022-03-11 00:33:07,969 - davarocr - INFO - Epoch [34][135/136] lr: 3.774e-04, eta: 0:35:30, time: 0.817, data_time: 0.007, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0180 +2022-03-11 00:39:13,072 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 00:39:13,073 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 00:39:13,073 - davarocr - INFO - Epoch(val) [34][136] LOC: {'precision': 0.8647096362476069, 'recall': 0.8123501199040767, 'f1-score': 0.8377125193199382}, PER: {'precision': 0.8164218958611482, 'recall': 0.756338899196042, 'f1-score': 0.7852327447833065}, MISC: {'precision': 0.7254601226993865, 'recall': 0.6737891737891738, 'f1-score': 0.6986706056129985}, ORG: {'precision': 0.7652925531914894, 'recall': 0.6929560505719446, 'f1-score': 0.7273301737756713}, all: {'precision': 0.8048266615590883, 'recall': 0.7439801699716714, 'f1-score': 0.773208206826755}, hmean: 0.7732 +2022-03-11 00:39:19,937 - davarocr - INFO - Epoch [35][5/136] lr: 3.704e-04, eta: 0:35:24, time: 1.372, data_time: 0.522, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0378 +2022-03-11 00:39:24,010 - davarocr - INFO - Epoch [35][10/136] lr: 3.704e-04, eta: 0:35:19, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0077, loss: 0.0077, grad_norm: 0.0749 +2022-03-11 00:39:28,130 - davarocr - INFO - Epoch [35][15/136] lr: 3.704e-04, eta: 0:35:14, time: 0.824, data_time: 0.006, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0309 +2022-03-11 00:39:32,194 - davarocr - INFO - Epoch [35][20/136] lr: 3.704e-04, eta: 0:35:08, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0229 +2022-03-11 00:39:36,298 - davarocr - INFO - Epoch [35][25/136] lr: 3.704e-04, eta: 0:35:03, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0134 +2022-03-11 00:39:40,340 - davarocr - INFO - Epoch [35][30/136] lr: 3.704e-04, eta: 0:34:58, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0161 +2022-03-11 00:39:44,391 - davarocr - INFO - Epoch [35][35/136] lr: 3.704e-04, eta: 0:34:53, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0121 +2022-03-11 00:39:48,426 - davarocr - INFO - Epoch [35][40/136] lr: 3.704e-04, eta: 0:34:47, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0269 +2022-03-11 00:39:52,470 - davarocr - INFO - Epoch [35][45/136] lr: 3.704e-04, eta: 0:34:42, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0066, loss: 0.0066, grad_norm: 0.1044 +2022-03-11 00:39:56,538 - davarocr - INFO - Epoch [35][50/136] lr: 3.704e-04, eta: 0:34:37, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.0581 +2022-03-11 00:40:00,546 - davarocr - INFO - Epoch [35][55/136] lr: 3.704e-04, eta: 0:34:31, time: 0.802, data_time: 0.005, memory: 5249, loss_crf: 0.0047, loss: 0.0047, grad_norm: 0.0771 +2022-03-11 00:40:04,458 - davarocr - INFO - Epoch [35][60/136] lr: 3.704e-04, eta: 0:34:26, time: 0.782, data_time: 0.004, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0135 +2022-03-11 00:40:08,508 - davarocr - INFO - Epoch [35][65/136] lr: 3.704e-04, eta: 0:34:21, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0110 +2022-03-11 00:40:12,571 - davarocr - INFO - Epoch [35][70/136] lr: 3.704e-04, eta: 0:34:16, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0182 +2022-03-11 00:40:16,653 - davarocr - INFO - Epoch [35][75/136] lr: 3.704e-04, eta: 0:34:10, time: 0.816, data_time: 0.007, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0126 +2022-03-11 00:40:20,713 - davarocr - INFO - Epoch [35][80/136] lr: 3.704e-04, eta: 0:34:05, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0484 +2022-03-11 00:40:24,767 - davarocr - INFO - Epoch [35][85/136] lr: 3.704e-04, eta: 0:34:00, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.0869 +2022-03-11 00:40:28,819 - davarocr - INFO - Epoch [35][90/136] lr: 3.704e-04, eta: 0:33:55, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0179 +2022-03-11 00:40:32,935 - davarocr - INFO - Epoch [35][95/136] lr: 3.704e-04, eta: 0:33:49, time: 0.823, data_time: 0.006, memory: 5249, loss_crf: 0.0238, loss: 0.0238, grad_norm: 0.2396 +2022-03-11 00:40:37,031 - davarocr - INFO - Epoch [35][100/136] lr: 3.704e-04, eta: 0:33:44, time: 0.819, data_time: 0.005, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0177 +2022-03-11 00:40:41,069 - davarocr - INFO - Epoch [35][105/136] lr: 3.704e-04, eta: 0:33:39, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0172 +2022-03-11 00:40:45,143 - davarocr - INFO - Epoch [35][110/136] lr: 3.704e-04, eta: 0:33:34, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0147 +2022-03-11 00:40:49,369 - davarocr - INFO - Epoch [35][115/136] lr: 3.704e-04, eta: 0:33:29, time: 0.845, data_time: 0.006, memory: 5249, loss_crf: 0.0073, loss: 0.0073, grad_norm: 0.1131 +2022-03-11 00:40:53,455 - davarocr - INFO - Epoch [35][120/136] lr: 3.704e-04, eta: 0:33:23, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0150 +2022-03-11 00:40:57,517 - davarocr - INFO - Epoch [35][125/136] lr: 3.704e-04, eta: 0:33:18, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0536 +2022-03-11 00:41:01,865 - davarocr - INFO - Epoch [35][130/136] lr: 3.704e-04, eta: 0:33:13, time: 0.870, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0131 +2022-03-11 00:41:05,928 - davarocr - INFO - Epoch [35][135/136] lr: 3.704e-04, eta: 0:33:08, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0136 +2022-03-11 00:47:12,981 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 00:47:12,983 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 00:47:12,983 - davarocr - INFO - Epoch(val) [35][136] LOC: {'precision': 0.8735408560311284, 'recall': 0.8075539568345323, 'f1-score': 0.8392523364485981}, PER: {'precision': 0.8047968021319121, 'recall': 0.7470624613481757, 'f1-score': 0.7748556767158434}, MISC: {'precision': 0.7331240188383046, 'recall': 0.6652421652421653, 'f1-score': 0.6975354742345035}, ORG: {'precision': 0.7490396927016645, 'recall': 0.7043949428055388, 'f1-score': 0.7260316475333539}, all: {'precision': 0.7996947729874094, 'recall': 0.7422096317280453, 'f1-score': 0.7698806244260791}, hmean: 0.7699 +2022-03-11 00:47:19,670 - davarocr - INFO - Epoch [36][5/136] lr: 3.636e-04, eta: 0:33:02, time: 1.337, data_time: 0.522, memory: 5249, loss_crf: 0.0102, loss: 0.0102, grad_norm: 0.1551 +2022-03-11 00:47:23,724 - davarocr - INFO - Epoch [36][10/136] lr: 3.636e-04, eta: 0:32:57, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0159 +2022-03-11 00:47:27,821 - davarocr - INFO - Epoch [36][15/136] lr: 3.636e-04, eta: 0:32:52, time: 0.819, data_time: 0.007, memory: 5249, loss_crf: 0.0090, loss: 0.0090, grad_norm: 0.1493 +2022-03-11 00:47:32,129 - davarocr - INFO - Epoch [36][20/136] lr: 3.636e-04, eta: 0:32:47, time: 0.862, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0118 +2022-03-11 00:47:36,180 - davarocr - INFO - Epoch [36][25/136] lr: 3.636e-04, eta: 0:32:42, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0185 +2022-03-11 00:47:40,130 - davarocr - INFO - Epoch [36][30/136] lr: 3.636e-04, eta: 0:32:36, time: 0.791, data_time: 0.005, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0272 +2022-03-11 00:47:44,120 - davarocr - INFO - Epoch [36][35/136] lr: 3.636e-04, eta: 0:32:31, time: 0.798, data_time: 0.005, memory: 5249, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.0605 +2022-03-11 00:47:48,218 - davarocr - INFO - Epoch [36][40/136] lr: 3.636e-04, eta: 0:32:26, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0053, loss: 0.0053, grad_norm: 0.0630 +2022-03-11 00:47:52,308 - davarocr - INFO - Epoch [36][45/136] lr: 3.636e-04, eta: 0:32:21, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0168 +2022-03-11 00:47:56,353 - davarocr - INFO - Epoch [36][50/136] lr: 3.636e-04, eta: 0:32:16, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0189, loss: 0.0189, grad_norm: 0.1783 +2022-03-11 00:48:00,405 - davarocr - INFO - Epoch [36][55/136] lr: 3.636e-04, eta: 0:32:10, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0170 +2022-03-11 00:48:04,526 - davarocr - INFO - Epoch [36][60/136] lr: 3.636e-04, eta: 0:32:05, time: 0.824, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0145 +2022-03-11 00:48:08,886 - davarocr - INFO - Epoch [36][65/136] lr: 3.636e-04, eta: 0:32:00, time: 0.872, data_time: 0.007, memory: 5249, loss_crf: 0.0087, loss: 0.0087, grad_norm: 0.1491 +2022-03-11 00:48:13,234 - davarocr - INFO - Epoch [36][70/136] lr: 3.636e-04, eta: 0:31:55, time: 0.870, data_time: 0.005, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0167 +2022-03-11 00:48:17,411 - davarocr - INFO - Epoch [36][75/136] lr: 3.636e-04, eta: 0:31:50, time: 0.835, data_time: 0.005, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0169 +2022-03-11 00:48:21,473 - davarocr - INFO - Epoch [36][80/136] lr: 3.636e-04, eta: 0:31:45, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0125, loss: 0.0125, grad_norm: 0.0802 +2022-03-11 00:48:25,565 - davarocr - INFO - Epoch [36][85/136] lr: 3.636e-04, eta: 0:31:40, time: 0.818, data_time: 0.005, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0152 +2022-03-11 00:48:29,604 - davarocr - INFO - Epoch [36][90/136] lr: 3.636e-04, eta: 0:31:34, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0232 +2022-03-11 00:48:33,713 - davarocr - INFO - Epoch [36][95/136] lr: 3.636e-04, eta: 0:31:29, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.0608 +2022-03-11 00:48:37,778 - davarocr - INFO - Epoch [36][100/136] lr: 3.636e-04, eta: 0:31:24, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.0427 +2022-03-11 00:48:41,834 - davarocr - INFO - Epoch [36][105/136] lr: 3.636e-04, eta: 0:31:19, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0121 +2022-03-11 00:48:45,975 - davarocr - INFO - Epoch [36][110/136] lr: 3.636e-04, eta: 0:31:14, time: 0.828, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0265 +2022-03-11 00:48:50,113 - davarocr - INFO - Epoch [36][115/136] lr: 3.636e-04, eta: 0:31:09, time: 0.828, data_time: 0.007, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0249 +2022-03-11 00:48:54,221 - davarocr - INFO - Epoch [36][120/136] lr: 3.636e-04, eta: 0:31:03, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.0659 +2022-03-11 00:48:58,260 - davarocr - INFO - Epoch [36][125/136] lr: 3.636e-04, eta: 0:30:58, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0164 +2022-03-11 00:49:02,508 - davarocr - INFO - Epoch [36][130/136] lr: 3.636e-04, eta: 0:30:53, time: 0.849, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0163 +2022-03-11 00:49:06,609 - davarocr - INFO - Epoch [36][135/136] lr: 3.636e-04, eta: 0:30:48, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0187 +2022-03-11 00:55:15,619 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 00:55:15,621 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 00:55:15,621 - davarocr - INFO - Epoch(val) [36][136] LOC: {'precision': 0.8734587929915639, 'recall': 0.8069544364508393, 'f1-score': 0.8388906201308819}, PER: {'precision': 0.8096839273705447, 'recall': 0.7445887445887446, 'f1-score': 0.7757731958762887}, MISC: {'precision': 0.7250384024577573, 'recall': 0.6723646723646723, 'f1-score': 0.6977087952697708}, ORG: {'precision': 0.7595019659239842, 'recall': 0.6977724262492474, 'f1-score': 0.7273297772199561}, all: {'precision': 0.8032660902977906, 'recall': 0.7402620396600567, 'f1-score': 0.7704782087901961}, hmean: 0.7705 +2022-03-11 00:55:22,355 - davarocr - INFO - Epoch [37][5/136] lr: 3.571e-04, eta: 0:30:43, time: 1.346, data_time: 0.535, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0183 +2022-03-11 00:55:26,507 - davarocr - INFO - Epoch [37][10/136] lr: 3.571e-04, eta: 0:30:37, time: 0.830, data_time: 0.006, memory: 5249, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.0370 +2022-03-11 00:55:30,644 - davarocr - INFO - Epoch [37][15/136] lr: 3.571e-04, eta: 0:30:32, time: 0.827, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0172 +2022-03-11 00:55:34,729 - davarocr - INFO - Epoch [37][20/136] lr: 3.571e-04, eta: 0:30:27, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0120 +2022-03-11 00:55:38,831 - davarocr - INFO - Epoch [37][25/136] lr: 3.571e-04, eta: 0:30:22, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0196 +2022-03-11 00:55:42,874 - davarocr - INFO - Epoch [37][30/136] lr: 3.571e-04, eta: 0:30:17, time: 0.808, data_time: 0.007, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0154 +2022-03-11 00:55:46,942 - davarocr - INFO - Epoch [37][35/136] lr: 3.571e-04, eta: 0:30:12, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.0620 +2022-03-11 00:55:51,270 - davarocr - INFO - Epoch [37][40/136] lr: 3.571e-04, eta: 0:30:07, time: 0.866, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0142 +2022-03-11 00:55:55,342 - davarocr - INFO - Epoch [37][45/136] lr: 3.571e-04, eta: 0:30:02, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0151, loss: 0.0151, grad_norm: 0.1726 +2022-03-11 00:55:59,376 - davarocr - INFO - Epoch [37][50/136] lr: 3.571e-04, eta: 0:29:56, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0067, loss: 0.0067, grad_norm: 0.1195 +2022-03-11 00:56:03,510 - davarocr - INFO - Epoch [37][55/136] lr: 3.571e-04, eta: 0:29:51, time: 0.827, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0130 +2022-03-11 00:56:07,579 - davarocr - INFO - Epoch [37][60/136] lr: 3.571e-04, eta: 0:29:46, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0191 +2022-03-11 00:56:11,666 - davarocr - INFO - Epoch [37][65/136] lr: 3.571e-04, eta: 0:29:41, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0075, loss: 0.0075, grad_norm: 0.0822 +2022-03-11 00:56:15,847 - davarocr - INFO - Epoch [37][70/136] lr: 3.571e-04, eta: 0:29:36, time: 0.836, data_time: 0.005, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0125 +2022-03-11 00:56:20,064 - davarocr - INFO - Epoch [37][75/136] lr: 3.571e-04, eta: 0:29:31, time: 0.843, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0137 +2022-03-11 00:56:24,206 - davarocr - INFO - Epoch [37][80/136] lr: 3.571e-04, eta: 0:29:26, time: 0.828, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0130 +2022-03-11 00:56:28,283 - davarocr - INFO - Epoch [37][85/136] lr: 3.571e-04, eta: 0:29:21, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0156 +2022-03-11 00:56:32,311 - davarocr - INFO - Epoch [37][90/136] lr: 3.571e-04, eta: 0:29:16, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0135 +2022-03-11 00:56:36,384 - davarocr - INFO - Epoch [37][95/136] lr: 3.571e-04, eta: 0:29:10, time: 0.815, data_time: 0.005, memory: 5249, loss_crf: 0.0058, loss: 0.0058, grad_norm: 0.0991 +2022-03-11 00:56:40,470 - davarocr - INFO - Epoch [37][100/136] lr: 3.571e-04, eta: 0:29:05, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0144 +2022-03-11 00:56:44,503 - davarocr - INFO - Epoch [37][105/136] lr: 3.571e-04, eta: 0:29:00, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.0668 +2022-03-11 00:56:48,588 - davarocr - INFO - Epoch [37][110/136] lr: 3.571e-04, eta: 0:28:55, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0161 +2022-03-11 00:56:52,665 - davarocr - INFO - Epoch [37][115/136] lr: 3.571e-04, eta: 0:28:50, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0305 +2022-03-11 00:56:56,688 - davarocr - INFO - Epoch [37][120/136] lr: 3.571e-04, eta: 0:28:45, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.0106, loss: 0.0106, grad_norm: 0.1103 +2022-03-11 00:57:00,777 - davarocr - INFO - Epoch [37][125/136] lr: 3.571e-04, eta: 0:28:40, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.0581 +2022-03-11 00:57:04,860 - davarocr - INFO - Epoch [37][130/136] lr: 3.571e-04, eta: 0:28:35, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0174 +2022-03-11 00:57:08,942 - davarocr - INFO - Epoch [37][135/136] lr: 3.571e-04, eta: 0:28:30, time: 0.817, data_time: 0.007, memory: 5249, loss_crf: 0.0060, loss: 0.0060, grad_norm: 0.1033 +2022-03-11 01:03:09,964 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 01:03:09,965 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 01:03:09,965 - davarocr - INFO - Epoch(val) [37][136] LOC: {'precision': 0.8686413393432066, 'recall': 0.8087529976019184, 'f1-score': 0.8376280658180689}, PER: {'precision': 0.8141414141414142, 'recall': 0.7476808905380334, 'f1-score': 0.7794970986460349}, MISC: {'precision': 0.734375, 'recall': 0.6695156695156695, 'f1-score': 0.7004470938897168}, ORG: {'precision': 0.761026991441738, 'recall': 0.6959662853702588, 'f1-score': 0.7270440251572327}, all: {'precision': 0.8050798537617856, 'recall': 0.7407932011331445, 'f1-score': 0.771599815583218}, hmean: 0.7716 +2022-03-11 01:03:16,852 - davarocr - INFO - Epoch [38][5/136] lr: 3.509e-04, eta: 0:28:24, time: 1.364, data_time: 0.552, memory: 5249, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0617 +2022-03-11 01:03:20,908 - davarocr - INFO - Epoch [38][10/136] lr: 3.509e-04, eta: 0:28:19, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.0380 +2022-03-11 01:03:24,983 - davarocr - INFO - Epoch [38][15/136] lr: 3.509e-04, eta: 0:28:14, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0174 +2022-03-11 01:03:29,073 - davarocr - INFO - Epoch [38][20/136] lr: 3.509e-04, eta: 0:28:09, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0148 +2022-03-11 01:03:33,134 - davarocr - INFO - Epoch [38][25/136] lr: 3.509e-04, eta: 0:28:04, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0050, loss: 0.0050, grad_norm: 0.0705 +2022-03-11 01:03:37,238 - davarocr - INFO - Epoch [38][30/136] lr: 3.509e-04, eta: 0:27:59, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0118 +2022-03-11 01:03:41,290 - davarocr - INFO - Epoch [38][35/136] lr: 3.509e-04, eta: 0:27:53, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.0402 +2022-03-11 01:03:45,434 - davarocr - INFO - Epoch [38][40/136] lr: 3.509e-04, eta: 0:27:48, time: 0.829, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0115 +2022-03-11 01:03:49,541 - davarocr - INFO - Epoch [38][45/136] lr: 3.509e-04, eta: 0:27:43, time: 0.821, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0117 +2022-03-11 01:03:53,583 - davarocr - INFO - Epoch [38][50/136] lr: 3.509e-04, eta: 0:27:38, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0124 +2022-03-11 01:03:57,751 - davarocr - INFO - Epoch [38][55/136] lr: 3.509e-04, eta: 0:27:33, time: 0.833, data_time: 0.004, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0127 +2022-03-11 01:04:01,843 - davarocr - INFO - Epoch [38][60/136] lr: 3.509e-04, eta: 0:27:28, time: 0.818, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0129 +2022-03-11 01:04:05,902 - davarocr - INFO - Epoch [38][65/136] lr: 3.509e-04, eta: 0:27:23, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.0431 +2022-03-11 01:04:09,962 - davarocr - INFO - Epoch [38][70/136] lr: 3.509e-04, eta: 0:27:18, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0239 +2022-03-11 01:04:14,022 - davarocr - INFO - Epoch [38][75/136] lr: 3.509e-04, eta: 0:27:13, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0128 +2022-03-11 01:04:18,065 - davarocr - INFO - Epoch [38][80/136] lr: 3.509e-04, eta: 0:27:08, time: 0.808, data_time: 0.007, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0136 +2022-03-11 01:04:22,118 - davarocr - INFO - Epoch [38][85/136] lr: 3.509e-04, eta: 0:27:03, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0133, loss: 0.0133, grad_norm: 0.1655 +2022-03-11 01:04:26,214 - davarocr - INFO - Epoch [38][90/136] lr: 3.509e-04, eta: 0:26:58, time: 0.819, data_time: 0.007, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0154 +2022-03-11 01:04:30,419 - davarocr - INFO - Epoch [38][95/136] lr: 3.509e-04, eta: 0:26:53, time: 0.841, data_time: 0.006, memory: 5249, loss_crf: 0.0069, loss: 0.0069, grad_norm: 0.1191 +2022-03-11 01:04:34,462 - davarocr - INFO - Epoch [38][100/136] lr: 3.509e-04, eta: 0:26:48, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0123, loss: 0.0123, grad_norm: 0.0791 +2022-03-11 01:04:38,536 - davarocr - INFO - Epoch [38][105/136] lr: 3.509e-04, eta: 0:26:43, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.0612 +2022-03-11 01:04:42,642 - davarocr - INFO - Epoch [38][110/136] lr: 3.509e-04, eta: 0:26:37, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0224 +2022-03-11 01:04:46,738 - davarocr - INFO - Epoch [38][115/136] lr: 3.509e-04, eta: 0:26:32, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0139 +2022-03-11 01:04:50,859 - davarocr - INFO - Epoch [38][120/136] lr: 3.509e-04, eta: 0:26:27, time: 0.824, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0118 +2022-03-11 01:04:54,954 - davarocr - INFO - Epoch [38][125/136] lr: 3.509e-04, eta: 0:26:22, time: 0.819, data_time: 0.005, memory: 5249, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.0419 +2022-03-11 01:04:59,021 - davarocr - INFO - Epoch [38][130/136] lr: 3.509e-04, eta: 0:26:17, time: 0.814, data_time: 0.005, memory: 5249, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.0499 +2022-03-11 01:05:03,090 - davarocr - INFO - Epoch [38][135/136] lr: 3.509e-04, eta: 0:26:12, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0212 +2022-03-11 01:11:04,422 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 01:11:04,423 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 01:11:04,423 - davarocr - INFO - Epoch(val) [38][136] LOC: {'precision': 0.8724093264248705, 'recall': 0.8075539568345323, 'f1-score': 0.8387297633872975}, PER: {'precision': 0.8099730458221024, 'recall': 0.743351886209029, 'f1-score': 0.7752337955498226}, MISC: {'precision': 0.734472049689441, 'recall': 0.6737891737891738, 'f1-score': 0.7028231797919763}, ORG: {'precision': 0.7578534031413613, 'recall': 0.6971703792895846, 'f1-score': 0.7262464722483537}, all: {'precision': 0.8038461538461539, 'recall': 0.740084985835694, 'f1-score': 0.7706489675516224}, hmean: 0.7706 +2022-03-11 01:11:11,021 - davarocr - INFO - Epoch [39][5/136] lr: 3.448e-04, eta: 0:26:07, time: 1.319, data_time: 0.511, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0107 +2022-03-11 01:11:15,081 - davarocr - INFO - Epoch [39][10/136] lr: 3.448e-04, eta: 0:26:02, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0036, loss: 0.0036, grad_norm: 0.0460 +2022-03-11 01:11:19,152 - davarocr - INFO - Epoch [39][15/136] lr: 3.448e-04, eta: 0:25:57, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0120, loss: 0.0120, grad_norm: 0.1127 +2022-03-11 01:11:23,230 - davarocr - INFO - Epoch [39][20/136] lr: 3.448e-04, eta: 0:25:52, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0143 +2022-03-11 01:11:27,301 - davarocr - INFO - Epoch [39][25/136] lr: 3.448e-04, eta: 0:25:47, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.0510 +2022-03-11 01:11:31,368 - davarocr - INFO - Epoch [39][30/136] lr: 3.448e-04, eta: 0:25:41, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.0507 +2022-03-11 01:11:35,429 - davarocr - INFO - Epoch [39][35/136] lr: 3.448e-04, eta: 0:25:36, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0129 +2022-03-11 01:11:39,491 - davarocr - INFO - Epoch [39][40/136] lr: 3.448e-04, eta: 0:25:31, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.0484 +2022-03-11 01:11:43,535 - davarocr - INFO - Epoch [39][45/136] lr: 3.448e-04, eta: 0:25:26, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0111 +2022-03-11 01:11:47,649 - davarocr - INFO - Epoch [39][50/136] lr: 3.448e-04, eta: 0:25:21, time: 0.823, data_time: 0.007, memory: 5249, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.0558 +2022-03-11 01:11:51,738 - davarocr - INFO - Epoch [39][55/136] lr: 3.448e-04, eta: 0:25:16, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.0584 +2022-03-11 01:11:55,793 - davarocr - INFO - Epoch [39][60/136] lr: 3.448e-04, eta: 0:25:11, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0151 +2022-03-11 01:12:00,048 - davarocr - INFO - Epoch [39][65/136] lr: 3.448e-04, eta: 0:25:06, time: 0.851, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0121 +2022-03-11 01:12:03,938 - davarocr - INFO - Epoch [39][70/136] lr: 3.448e-04, eta: 0:25:01, time: 0.778, data_time: 0.003, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0107 +2022-03-11 01:12:07,891 - davarocr - INFO - Epoch [39][75/136] lr: 3.448e-04, eta: 0:24:56, time: 0.791, data_time: 0.004, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0094 +2022-03-11 01:12:11,806 - davarocr - INFO - Epoch [39][80/136] lr: 3.448e-04, eta: 0:24:51, time: 0.783, data_time: 0.004, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0293 +2022-03-11 01:12:15,868 - davarocr - INFO - Epoch [39][85/136] lr: 3.448e-04, eta: 0:24:46, time: 0.812, data_time: 0.005, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0128 +2022-03-11 01:12:19,919 - davarocr - INFO - Epoch [39][90/136] lr: 3.448e-04, eta: 0:24:41, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.0673 +2022-03-11 01:12:23,997 - davarocr - INFO - Epoch [39][95/136] lr: 3.448e-04, eta: 0:24:36, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0106 +2022-03-11 01:12:28,053 - davarocr - INFO - Epoch [39][100/136] lr: 3.448e-04, eta: 0:24:31, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0141 +2022-03-11 01:12:32,104 - davarocr - INFO - Epoch [39][105/136] lr: 3.448e-04, eta: 0:24:26, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0129 +2022-03-11 01:12:36,172 - davarocr - INFO - Epoch [39][110/136] lr: 3.448e-04, eta: 0:24:21, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0218 +2022-03-11 01:12:40,305 - davarocr - INFO - Epoch [39][115/136] lr: 3.448e-04, eta: 0:24:16, time: 0.827, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0160 +2022-03-11 01:12:44,355 - davarocr - INFO - Epoch [39][120/136] lr: 3.448e-04, eta: 0:24:11, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0153 +2022-03-11 01:12:48,426 - davarocr - INFO - Epoch [39][125/136] lr: 3.448e-04, eta: 0:24:06, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0183, loss: 0.0183, grad_norm: 0.1767 +2022-03-11 01:12:52,477 - davarocr - INFO - Epoch [39][130/136] lr: 3.448e-04, eta: 0:24:01, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0109 +2022-03-11 01:12:56,563 - davarocr - INFO - Epoch [39][135/136] lr: 3.448e-04, eta: 0:23:56, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.0554 +2022-03-11 01:19:00,970 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 01:19:00,971 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 01:19:00,971 - davarocr - INFO - Epoch(val) [39][136] LOC: {'precision': 0.8808426596445029, 'recall': 0.802158273381295, 'f1-score': 0.839661123313461}, PER: {'precision': 0.8110661268556005, 'recall': 0.743351886209029, 'f1-score': 0.7757341077767022}, MISC: {'precision': 0.7336448598130841, 'recall': 0.6709401709401709, 'f1-score': 0.7008928571428572}, ORG: {'precision': 0.7468274111675127, 'recall': 0.7086092715231788, 'f1-score': 0.7272165585418597}, all: {'precision': 0.802452577122054, 'recall': 0.7415014164305949, 'f1-score': 0.7707739026410233}, hmean: 0.7708 +2022-03-11 01:19:07,698 - davarocr - INFO - Epoch [40][5/136] lr: 3.390e-04, eta: 0:23:50, time: 1.345, data_time: 0.526, memory: 5249, loss_crf: 0.0034, loss: 0.0034, grad_norm: 0.0418 +2022-03-11 01:19:11,759 - davarocr - INFO - Epoch [40][10/136] lr: 3.390e-04, eta: 0:23:45, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0131 +2022-03-11 01:19:15,869 - davarocr - INFO - Epoch [40][15/136] lr: 3.390e-04, eta: 0:23:40, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0117 +2022-03-11 01:19:19,789 - davarocr - INFO - Epoch [40][20/136] lr: 3.390e-04, eta: 0:23:35, time: 0.784, data_time: 0.005, memory: 5249, loss_crf: 0.0104, loss: 0.0104, grad_norm: 0.0757 +2022-03-11 01:19:23,726 - davarocr - INFO - Epoch [40][25/136] lr: 3.390e-04, eta: 0:23:30, time: 0.787, data_time: 0.004, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0144 +2022-03-11 01:19:27,761 - davarocr - INFO - Epoch [40][30/136] lr: 3.390e-04, eta: 0:23:25, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.0479 +2022-03-11 01:19:31,840 - davarocr - INFO - Epoch [40][35/136] lr: 3.390e-04, eta: 0:23:20, time: 0.816, data_time: 0.005, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0131 +2022-03-11 01:19:35,899 - davarocr - INFO - Epoch [40][40/136] lr: 3.390e-04, eta: 0:23:15, time: 0.812, data_time: 0.005, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.1071 +2022-03-11 01:19:39,942 - davarocr - INFO - Epoch [40][45/136] lr: 3.390e-04, eta: 0:23:10, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.0935 +2022-03-11 01:19:44,000 - davarocr - INFO - Epoch [40][50/136] lr: 3.390e-04, eta: 0:23:05, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0144 +2022-03-11 01:19:48,076 - davarocr - INFO - Epoch [40][55/136] lr: 3.390e-04, eta: 0:23:00, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0168 +2022-03-11 01:19:52,103 - davarocr - INFO - Epoch [40][60/136] lr: 3.390e-04, eta: 0:22:55, time: 0.805, data_time: 0.006, memory: 5249, loss_crf: 0.0152, loss: 0.0152, grad_norm: 0.1804 +2022-03-11 01:19:56,161 - davarocr - INFO - Epoch [40][65/136] lr: 3.390e-04, eta: 0:22:50, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0156 +2022-03-11 01:20:00,472 - davarocr - INFO - Epoch [40][70/136] lr: 3.390e-04, eta: 0:22:46, time: 0.862, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0162 +2022-03-11 01:20:04,553 - davarocr - INFO - Epoch [40][75/136] lr: 3.390e-04, eta: 0:22:41, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0249 +2022-03-11 01:20:08,635 - davarocr - INFO - Epoch [40][80/136] lr: 3.390e-04, eta: 0:22:36, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0149 +2022-03-11 01:20:12,719 - davarocr - INFO - Epoch [40][85/136] lr: 3.390e-04, eta: 0:22:31, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0157 +2022-03-11 01:20:16,977 - davarocr - INFO - Epoch [40][90/136] lr: 3.390e-04, eta: 0:22:26, time: 0.852, data_time: 0.007, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0213 +2022-03-11 01:20:21,027 - davarocr - INFO - Epoch [40][95/136] lr: 3.390e-04, eta: 0:22:21, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0135 +2022-03-11 01:20:25,085 - davarocr - INFO - Epoch [40][100/136] lr: 3.390e-04, eta: 0:22:16, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0110 +2022-03-11 01:20:29,146 - davarocr - INFO - Epoch [40][105/136] lr: 3.390e-04, eta: 0:22:11, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0119 +2022-03-11 01:20:33,205 - davarocr - INFO - Epoch [40][110/136] lr: 3.390e-04, eta: 0:22:06, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0048, loss: 0.0048, grad_norm: 0.1407 +2022-03-11 01:20:37,262 - davarocr - INFO - Epoch [40][115/136] lr: 3.390e-04, eta: 0:22:01, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0076, loss: 0.0076, grad_norm: 0.0718 +2022-03-11 01:20:41,275 - davarocr - INFO - Epoch [40][120/136] lr: 3.390e-04, eta: 0:21:56, time: 0.803, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0162 +2022-03-11 01:20:45,343 - davarocr - INFO - Epoch [40][125/136] lr: 3.390e-04, eta: 0:21:51, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0135 +2022-03-11 01:20:49,406 - davarocr - INFO - Epoch [40][130/136] lr: 3.390e-04, eta: 0:21:46, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0055, loss: 0.0055, grad_norm: 0.0613 +2022-03-11 01:20:53,421 - davarocr - INFO - Epoch [40][135/136] lr: 3.390e-04, eta: 0:21:41, time: 0.803, data_time: 0.006, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.0378 +2022-03-11 01:26:59,648 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 01:26:59,649 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 01:26:59,650 - davarocr - INFO - Epoch(val) [40][136] LOC: {'precision': 0.87001287001287, 'recall': 0.8105515587529976, 'f1-score': 0.8392302917442581}, PER: {'precision': 0.812964213369345, 'recall': 0.7445887445887446, 'f1-score': 0.7772756617172368}, MISC: {'precision': 0.7281399046104928, 'recall': 0.6524216524216524, 'f1-score': 0.6882043576258452}, ORG: {'precision': 0.7623112278397899, 'recall': 0.6989765201685731, 'f1-score': 0.7292713567839195}, all: {'precision': 0.8048968575284364, 'recall': 0.7391997167138811, 'f1-score': 0.7706506691278265}, hmean: 0.7707 +2022-03-11 01:27:06,431 - davarocr - INFO - Epoch [41][5/136] lr: 3.333e-04, eta: 0:21:35, time: 1.355, data_time: 0.498, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0136 +2022-03-11 01:27:10,566 - davarocr - INFO - Epoch [41][10/136] lr: 3.333e-04, eta: 0:21:30, time: 0.827, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0128 +2022-03-11 01:27:14,632 - davarocr - INFO - Epoch [41][15/136] lr: 3.333e-04, eta: 0:21:26, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0166 +2022-03-11 01:27:18,669 - davarocr - INFO - Epoch [41][20/136] lr: 3.333e-04, eta: 0:21:21, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0167 +2022-03-11 01:27:22,730 - davarocr - INFO - Epoch [41][25/136] lr: 3.333e-04, eta: 0:21:16, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0131 +2022-03-11 01:27:26,936 - davarocr - INFO - Epoch [41][30/136] lr: 3.333e-04, eta: 0:21:11, time: 0.841, data_time: 0.007, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0319 +2022-03-11 01:27:31,321 - davarocr - INFO - Epoch [41][35/136] lr: 3.333e-04, eta: 0:21:06, time: 0.877, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0120 +2022-03-11 01:27:35,642 - davarocr - INFO - Epoch [41][40/136] lr: 3.333e-04, eta: 0:21:01, time: 0.864, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0120 +2022-03-11 01:27:39,719 - davarocr - INFO - Epoch [41][45/136] lr: 3.333e-04, eta: 0:20:56, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0135 +2022-03-11 01:27:43,787 - davarocr - INFO - Epoch [41][50/136] lr: 3.333e-04, eta: 0:20:51, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0184 +2022-03-11 01:27:47,884 - davarocr - INFO - Epoch [41][55/136] lr: 3.333e-04, eta: 0:20:46, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0119 +2022-03-11 01:27:51,974 - davarocr - INFO - Epoch [41][60/136] lr: 3.333e-04, eta: 0:20:41, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.1352 +2022-03-11 01:27:56,038 - davarocr - INFO - Epoch [41][65/136] lr: 3.333e-04, eta: 0:20:36, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0146 +2022-03-11 01:28:00,084 - davarocr - INFO - Epoch [41][70/136] lr: 3.333e-04, eta: 0:20:31, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0175 +2022-03-11 01:28:04,132 - davarocr - INFO - Epoch [41][75/136] lr: 3.333e-04, eta: 0:20:26, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0154, loss: 0.0154, grad_norm: 0.1598 +2022-03-11 01:28:08,221 - davarocr - INFO - Epoch [41][80/136] lr: 3.333e-04, eta: 0:20:21, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0280 +2022-03-11 01:28:12,308 - davarocr - INFO - Epoch [41][85/136] lr: 3.333e-04, eta: 0:20:16, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0745 +2022-03-11 01:28:16,378 - davarocr - INFO - Epoch [41][90/136] lr: 3.333e-04, eta: 0:20:12, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0265 +2022-03-11 01:28:20,419 - davarocr - INFO - Epoch [41][95/136] lr: 3.333e-04, eta: 0:20:07, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0154 +2022-03-11 01:28:24,475 - davarocr - INFO - Epoch [41][100/136] lr: 3.333e-04, eta: 0:20:02, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0292 +2022-03-11 01:28:28,515 - davarocr - INFO - Epoch [41][105/136] lr: 3.333e-04, eta: 0:19:57, time: 0.808, data_time: 0.007, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0228 +2022-03-11 01:28:32,793 - davarocr - INFO - Epoch [41][110/136] lr: 3.333e-04, eta: 0:19:52, time: 0.856, data_time: 0.007, memory: 5249, loss_crf: 0.0233, loss: 0.0233, grad_norm: 0.3816 +2022-03-11 01:28:36,930 - davarocr - INFO - Epoch [41][115/136] lr: 3.333e-04, eta: 0:19:47, time: 0.827, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0127 +2022-03-11 01:28:41,319 - davarocr - INFO - Epoch [41][120/136] lr: 3.333e-04, eta: 0:19:42, time: 0.878, data_time: 0.006, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0307 +2022-03-11 01:28:45,657 - davarocr - INFO - Epoch [41][125/136] lr: 3.333e-04, eta: 0:19:37, time: 0.867, data_time: 0.005, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0214 +2022-03-11 01:28:49,972 - davarocr - INFO - Epoch [41][130/136] lr: 3.333e-04, eta: 0:19:32, time: 0.863, data_time: 0.006, memory: 5249, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.1470 +2022-03-11 01:28:54,123 - davarocr - INFO - Epoch [41][135/136] lr: 3.333e-04, eta: 0:19:27, time: 0.830, data_time: 0.006, memory: 5249, loss_crf: 0.0075, loss: 0.0075, grad_norm: 0.1348 +2022-03-11 01:35:01,739 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 01:35:01,740 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 01:35:01,740 - davarocr - INFO - Epoch(val) [41][136] LOC: {'precision': 0.8750821827744905, 'recall': 0.7979616306954437, 'f1-score': 0.834744433991847}, PER: {'precision': 0.8106666666666666, 'recall': 0.7520098948670377, 'f1-score': 0.7802374077638755}, MISC: {'precision': 0.7247706422018348, 'recall': 0.6752136752136753, 'f1-score': 0.6991150442477876}, ORG: {'precision': 0.7583497053045186, 'recall': 0.6971703792895846, 'f1-score': 0.726474278544542}, all: {'precision': 0.8033448673587081, 'recall': 0.7399079320113314, 'f1-score': 0.7703225806451613}, hmean: 0.7703 +2022-03-11 01:35:08,509 - davarocr - INFO - Epoch [42][5/136] lr: 3.279e-04, eta: 0:19:22, time: 1.353, data_time: 0.531, memory: 5249, loss_crf: 0.0009, loss: 0.0009, grad_norm: 0.0128 +2022-03-11 01:35:12,569 - davarocr - INFO - Epoch [42][10/136] lr: 3.279e-04, eta: 0:19:17, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0202 +2022-03-11 01:35:16,659 - davarocr - INFO - Epoch [42][15/136] lr: 3.279e-04, eta: 0:19:12, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0151 +2022-03-11 01:35:20,942 - davarocr - INFO - Epoch [42][20/136] lr: 3.279e-04, eta: 0:19:07, time: 0.857, data_time: 0.006, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0211 +2022-03-11 01:35:24,898 - davarocr - INFO - Epoch [42][25/136] lr: 3.279e-04, eta: 0:19:02, time: 0.791, data_time: 0.004, memory: 5249, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.0773 +2022-03-11 01:35:28,903 - davarocr - INFO - Epoch [42][30/136] lr: 3.279e-04, eta: 0:18:57, time: 0.801, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0166 +2022-03-11 01:35:32,965 - davarocr - INFO - Epoch [42][35/136] lr: 3.279e-04, eta: 0:18:52, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0010, loss: 0.0010, grad_norm: 0.0101 +2022-03-11 01:35:37,009 - davarocr - INFO - Epoch [42][40/136] lr: 3.279e-04, eta: 0:18:48, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0011, loss: 0.0011, grad_norm: 0.0104 +2022-03-11 01:35:41,069 - davarocr - INFO - Epoch [42][45/136] lr: 3.279e-04, eta: 0:18:43, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.1086 +2022-03-11 01:35:45,342 - davarocr - INFO - Epoch [42][50/136] lr: 3.279e-04, eta: 0:18:38, time: 0.855, data_time: 0.007, memory: 5249, loss_crf: 0.0013, loss: 0.0013, grad_norm: 0.0421 +2022-03-11 01:35:49,663 - davarocr - INFO - Epoch [42][55/136] lr: 3.279e-04, eta: 0:18:33, time: 0.864, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0129 +2022-03-11 01:35:53,954 - davarocr - INFO - Epoch [42][60/136] lr: 3.279e-04, eta: 0:18:28, time: 0.858, data_time: 0.006, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0107 +2022-03-11 01:35:58,211 - davarocr - INFO - Epoch [42][65/136] lr: 3.279e-04, eta: 0:18:23, time: 0.851, data_time: 0.006, memory: 5249, loss_crf: 0.0448, loss: 0.0448, grad_norm: 0.5470 +2022-03-11 01:36:02,280 - davarocr - INFO - Epoch [42][70/136] lr: 3.279e-04, eta: 0:18:18, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0277 +2022-03-11 01:36:06,313 - davarocr - INFO - Epoch [42][75/136] lr: 3.279e-04, eta: 0:18:13, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0112, loss: 0.0112, grad_norm: 0.5207 +2022-03-11 01:36:10,355 - davarocr - INFO - Epoch [42][80/136] lr: 3.279e-04, eta: 0:18:08, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.0663 +2022-03-11 01:36:14,254 - davarocr - INFO - Epoch [42][85/136] lr: 3.279e-04, eta: 0:18:04, time: 0.780, data_time: 0.004, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0610 +2022-03-11 01:36:18,195 - davarocr - INFO - Epoch [42][90/136] lr: 3.279e-04, eta: 0:17:59, time: 0.788, data_time: 0.004, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0407 +2022-03-11 01:36:22,086 - davarocr - INFO - Epoch [42][95/136] lr: 3.279e-04, eta: 0:17:54, time: 0.778, data_time: 0.004, memory: 5249, loss_crf: 0.0226, loss: 0.0226, grad_norm: 0.3866 +2022-03-11 01:36:26,182 - davarocr - INFO - Epoch [42][100/136] lr: 3.279e-04, eta: 0:17:49, time: 0.819, data_time: 0.005, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0594 +2022-03-11 01:36:30,459 - davarocr - INFO - Epoch [42][105/136] lr: 3.279e-04, eta: 0:17:44, time: 0.855, data_time: 0.006, memory: 5249, loss_crf: 0.0045, loss: 0.0045, grad_norm: 0.1394 +2022-03-11 01:36:34,542 - davarocr - INFO - Epoch [42][110/136] lr: 3.279e-04, eta: 0:17:39, time: 0.817, data_time: 0.005, memory: 5249, loss_crf: 0.0132, loss: 0.0132, grad_norm: 0.9192 +2022-03-11 01:36:38,594 - davarocr - INFO - Epoch [42][115/136] lr: 3.279e-04, eta: 0:17:34, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0222, loss: 0.0222, grad_norm: 0.6253 +2022-03-11 01:36:42,655 - davarocr - INFO - Epoch [42][120/136] lr: 3.279e-04, eta: 0:17:29, time: 0.812, data_time: 0.005, memory: 5249, loss_crf: 0.0281, loss: 0.0281, grad_norm: 0.4858 +2022-03-11 01:36:46,742 - davarocr - INFO - Epoch [42][125/136] lr: 3.279e-04, eta: 0:17:24, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0115, loss: 0.0115, grad_norm: 0.3469 +2022-03-11 01:36:50,938 - davarocr - INFO - Epoch [42][130/136] lr: 3.279e-04, eta: 0:17:20, time: 0.839, data_time: 0.006, memory: 5249, loss_crf: 0.0095, loss: 0.0095, grad_norm: 0.3505 +2022-03-11 01:36:54,956 - davarocr - INFO - Epoch [42][135/136] lr: 3.279e-04, eta: 0:17:15, time: 0.804, data_time: 0.005, memory: 5249, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.3708 +2022-03-11 01:43:02,490 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 01:43:02,491 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 01:43:02,492 - davarocr - INFO - Epoch(val) [42][136] LOC: {'precision': 0.8754914809960681, 'recall': 0.8009592326139089, 'f1-score': 0.8365685660613651}, PER: {'precision': 0.8270192994996426, 'recall': 0.7155225726654298, 'f1-score': 0.7672413793103448}, MISC: {'precision': 0.7227414330218068, 'recall': 0.6609686609686609, 'f1-score': 0.6904761904761905}, ORG: {'precision': 0.7432874918140144, 'recall': 0.6833232992173389, 'f1-score': 0.7120451693851945}, all: {'precision': 0.8032979976442874, 'recall': 0.7245042492917847, 'f1-score': 0.7618692980822939}, hmean: 0.7619 +2022-03-11 01:43:09,352 - davarocr - INFO - Epoch [43][5/136] lr: 3.226e-04, eta: 0:17:09, time: 1.371, data_time: 0.504, memory: 5249, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.2568 +2022-03-11 01:43:13,683 - davarocr - INFO - Epoch [43][10/136] lr: 3.226e-04, eta: 0:17:04, time: 0.866, data_time: 0.006, memory: 5249, loss_crf: 0.0072, loss: 0.0072, grad_norm: 0.5032 +2022-03-11 01:43:17,803 - davarocr - INFO - Epoch [43][15/136] lr: 3.226e-04, eta: 0:16:59, time: 0.824, data_time: 0.006, memory: 5249, loss_crf: 0.0044, loss: 0.0044, grad_norm: 0.2209 +2022-03-11 01:43:21,874 - davarocr - INFO - Epoch [43][20/136] lr: 3.226e-04, eta: 0:16:55, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0178, loss: 0.0178, grad_norm: 1.5961 +2022-03-11 01:43:25,946 - davarocr - INFO - Epoch [43][25/136] lr: 3.226e-04, eta: 0:16:50, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0587, loss: 0.0587, grad_norm: 2.8465 +2022-03-11 01:43:30,031 - davarocr - INFO - Epoch [43][30/136] lr: 3.226e-04, eta: 0:16:45, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.1690, loss: 0.1690, grad_norm: 5.8906 +2022-03-11 01:43:34,097 - davarocr - INFO - Epoch [43][35/136] lr: 3.226e-04, eta: 0:16:40, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.1994, loss: 0.1994, grad_norm: 7.0595 +2022-03-11 01:43:38,388 - davarocr - INFO - Epoch [43][40/136] lr: 3.226e-04, eta: 0:16:35, time: 0.858, data_time: 0.005, memory: 5249, loss_crf: 0.2109, loss: 0.2109, grad_norm: 5.2765 +2022-03-11 01:43:42,700 - davarocr - INFO - Epoch [43][45/136] lr: 3.226e-04, eta: 0:16:30, time: 0.862, data_time: 0.005, memory: 5249, loss_crf: 0.3011, loss: 0.3011, grad_norm: 8.2826 +2022-03-11 01:43:46,842 - davarocr - INFO - Epoch [43][50/136] lr: 3.226e-04, eta: 0:16:25, time: 0.828, data_time: 0.006, memory: 5249, loss_crf: 0.2592, loss: 0.2592, grad_norm: 6.5295 +2022-03-11 01:43:50,911 - davarocr - INFO - Epoch [43][55/136] lr: 3.226e-04, eta: 0:16:21, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.3151, loss: 0.3151, grad_norm: 6.5033 +2022-03-11 01:43:54,975 - davarocr - INFO - Epoch [43][60/136] lr: 3.226e-04, eta: 0:16:16, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.3448, loss: 0.3448, grad_norm: 6.8730 +2022-03-11 01:43:59,034 - davarocr - INFO - Epoch [43][65/136] lr: 3.226e-04, eta: 0:16:11, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.4390, loss: 0.4390, grad_norm: 5.7699 +2022-03-11 01:44:03,105 - davarocr - INFO - Epoch [43][70/136] lr: 3.226e-04, eta: 0:16:06, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.2783, loss: 0.2783, grad_norm: 5.6314 +2022-03-11 01:44:07,206 - davarocr - INFO - Epoch [43][75/136] lr: 3.226e-04, eta: 0:16:01, time: 0.820, data_time: 0.007, memory: 5249, loss_crf: 0.3228, loss: 0.3228, grad_norm: 6.4908 +2022-03-11 01:44:11,269 - davarocr - INFO - Epoch [43][80/136] lr: 3.226e-04, eta: 0:15:56, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.3677, loss: 0.3677, grad_norm: 6.7802 +2022-03-11 01:44:15,349 - davarocr - INFO - Epoch [43][85/136] lr: 3.226e-04, eta: 0:15:51, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.2623, loss: 0.2623, grad_norm: 5.1864 +2022-03-11 01:44:19,419 - davarocr - INFO - Epoch [43][90/136] lr: 3.226e-04, eta: 0:15:46, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.2610, loss: 0.2610, grad_norm: 4.8741 +2022-03-11 01:44:23,470 - davarocr - INFO - Epoch [43][95/136] lr: 3.226e-04, eta: 0:15:42, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.2916, loss: 0.2916, grad_norm: 5.8552 +2022-03-11 01:44:27,559 - davarocr - INFO - Epoch [43][100/136] lr: 3.226e-04, eta: 0:15:37, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.3875, loss: 0.3875, grad_norm: 7.1144 +2022-03-11 01:44:31,633 - davarocr - INFO - Epoch [43][105/136] lr: 3.226e-04, eta: 0:15:32, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.3300, loss: 0.3300, grad_norm: 6.1135 +2022-03-11 01:44:35,708 - davarocr - INFO - Epoch [43][110/136] lr: 3.226e-04, eta: 0:15:27, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.3522, loss: 0.3522, grad_norm: 7.1628 +2022-03-11 01:44:39,932 - davarocr - INFO - Epoch [43][115/136] lr: 3.226e-04, eta: 0:15:22, time: 0.845, data_time: 0.006, memory: 5249, loss_crf: 0.2291, loss: 0.2291, grad_norm: 5.1791 +2022-03-11 01:44:44,233 - davarocr - INFO - Epoch [43][120/136] lr: 3.226e-04, eta: 0:15:17, time: 0.860, data_time: 0.006, memory: 5249, loss_crf: 0.2311, loss: 0.2311, grad_norm: 4.7378 +2022-03-11 01:44:48,319 - davarocr - INFO - Epoch [43][125/136] lr: 3.226e-04, eta: 0:15:13, time: 0.817, data_time: 0.007, memory: 5249, loss_crf: 0.2120, loss: 0.2120, grad_norm: 4.2518 +2022-03-11 01:44:52,399 - davarocr - INFO - Epoch [43][130/136] lr: 3.226e-04, eta: 0:15:08, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.2754, loss: 0.2754, grad_norm: 4.4502 +2022-03-11 01:44:56,465 - davarocr - INFO - Epoch [43][135/136] lr: 3.226e-04, eta: 0:15:03, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.3120, loss: 0.3120, grad_norm: 5.2579 +2022-03-11 01:50:59,137 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 01:50:59,138 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 01:50:59,138 - davarocr - INFO - Epoch(val) [43][136] LOC: {'precision': 0.8372239747634069, 'recall': 0.7955635491606715, 'f1-score': 0.815862280971411}, PER: {'precision': 0.786929884275017, 'recall': 0.7149041434755721, 'f1-score': 0.7491898898250161}, MISC: {'precision': 0.6932153392330384, 'recall': 0.6695156695156695, 'f1-score': 0.6811594202898551}, ORG: {'precision': 0.7536764705882353, 'recall': 0.617098133654425, 'f1-score': 0.6785832505792784}, all: {'precision': 0.7812254516889238, 'recall': 0.7043201133144475, 'f1-score': 0.7407821229050279}, hmean: 0.7408 +2022-03-11 01:51:05,949 - davarocr - INFO - Epoch [44][5/136] lr: 3.175e-04, eta: 0:14:57, time: 1.361, data_time: 0.511, memory: 5249, loss_crf: 0.1372, loss: 0.1372, grad_norm: 3.3199 +2022-03-11 01:51:10,082 - davarocr - INFO - Epoch [44][10/136] lr: 3.175e-04, eta: 0:14:53, time: 0.827, data_time: 0.006, memory: 5249, loss_crf: 0.1799, loss: 0.1799, grad_norm: 5.5429 +2022-03-11 01:51:14,165 - davarocr - INFO - Epoch [44][15/136] lr: 3.175e-04, eta: 0:14:48, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.2105, loss: 0.2105, grad_norm: 4.6160 +2022-03-11 01:51:18,429 - davarocr - INFO - Epoch [44][20/136] lr: 3.175e-04, eta: 0:14:43, time: 0.853, data_time: 0.006, memory: 5249, loss_crf: 0.1939, loss: 0.1939, grad_norm: 5.0167 +2022-03-11 01:51:22,875 - davarocr - INFO - Epoch [44][25/136] lr: 3.175e-04, eta: 0:14:38, time: 0.889, data_time: 0.006, memory: 5249, loss_crf: 0.1088, loss: 0.1088, grad_norm: 2.8958 +2022-03-11 01:51:27,083 - davarocr - INFO - Epoch [44][30/136] lr: 3.175e-04, eta: 0:14:33, time: 0.842, data_time: 0.007, memory: 5249, loss_crf: 0.3224, loss: 0.3224, grad_norm: 4.6946 +2022-03-11 01:51:31,155 - davarocr - INFO - Epoch [44][35/136] lr: 3.175e-04, eta: 0:14:28, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.1258, loss: 0.1258, grad_norm: 3.5236 +2022-03-11 01:51:35,190 - davarocr - INFO - Epoch [44][40/136] lr: 3.175e-04, eta: 0:14:24, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.1724, loss: 0.1724, grad_norm: 3.9162 +2022-03-11 01:51:39,354 - davarocr - INFO - Epoch [44][45/136] lr: 3.175e-04, eta: 0:14:19, time: 0.833, data_time: 0.007, memory: 5249, loss_crf: 0.1446, loss: 0.1446, grad_norm: 3.2013 +2022-03-11 01:51:43,429 - davarocr - INFO - Epoch [44][50/136] lr: 3.175e-04, eta: 0:14:14, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.1312, loss: 0.1312, grad_norm: 3.3207 +2022-03-11 01:51:47,485 - davarocr - INFO - Epoch [44][55/136] lr: 3.175e-04, eta: 0:14:09, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.1317, loss: 0.1317, grad_norm: 4.5802 +2022-03-11 01:51:51,809 - davarocr - INFO - Epoch [44][60/136] lr: 3.175e-04, eta: 0:14:04, time: 0.865, data_time: 0.007, memory: 5249, loss_crf: 0.1243, loss: 0.1243, grad_norm: 3.5161 +2022-03-11 01:51:55,895 - davarocr - INFO - Epoch [44][65/136] lr: 3.175e-04, eta: 0:13:59, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0852, loss: 0.0852, grad_norm: 2.9490 +2022-03-11 01:52:00,276 - davarocr - INFO - Epoch [44][70/136] lr: 3.175e-04, eta: 0:13:55, time: 0.876, data_time: 0.006, memory: 5249, loss_crf: 0.0953, loss: 0.0953, grad_norm: 2.6347 +2022-03-11 01:52:04,656 - davarocr - INFO - Epoch [44][75/136] lr: 3.175e-04, eta: 0:13:50, time: 0.874, data_time: 0.007, memory: 5249, loss_crf: 0.2421, loss: 0.2421, grad_norm: 5.2024 +2022-03-11 01:52:09,139 - davarocr - INFO - Epoch [44][80/136] lr: 3.175e-04, eta: 0:13:45, time: 0.898, data_time: 0.008, memory: 5249, loss_crf: 0.0932, loss: 0.0932, grad_norm: 2.9019 +2022-03-11 01:52:13,581 - davarocr - INFO - Epoch [44][85/136] lr: 3.175e-04, eta: 0:13:40, time: 0.889, data_time: 0.006, memory: 5249, loss_crf: 0.1243, loss: 0.1243, grad_norm: 3.3847 +2022-03-11 01:52:17,738 - davarocr - INFO - Epoch [44][90/136] lr: 3.175e-04, eta: 0:13:35, time: 0.831, data_time: 0.007, memory: 5249, loss_crf: 0.1213, loss: 0.1213, grad_norm: 3.0437 +2022-03-11 01:52:21,977 - davarocr - INFO - Epoch [44][95/136] lr: 3.175e-04, eta: 0:13:31, time: 0.848, data_time: 0.006, memory: 5249, loss_crf: 0.1639, loss: 0.1639, grad_norm: 3.7616 +2022-03-11 01:52:26,320 - davarocr - INFO - Epoch [44][100/136] lr: 3.175e-04, eta: 0:13:26, time: 0.869, data_time: 0.006, memory: 5249, loss_crf: 0.1088, loss: 0.1088, grad_norm: 3.6730 +2022-03-11 01:52:30,736 - davarocr - INFO - Epoch [44][105/136] lr: 3.175e-04, eta: 0:13:21, time: 0.883, data_time: 0.006, memory: 5249, loss_crf: 0.0795, loss: 0.0795, grad_norm: 2.2749 +2022-03-11 01:52:35,053 - davarocr - INFO - Epoch [44][110/136] lr: 3.175e-04, eta: 0:13:16, time: 0.863, data_time: 0.005, memory: 5249, loss_crf: 0.1179, loss: 0.1179, grad_norm: 2.9200 +2022-03-11 01:52:39,146 - davarocr - INFO - Epoch [44][115/136] lr: 3.175e-04, eta: 0:13:12, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0744, loss: 0.0744, grad_norm: 2.6489 +2022-03-11 01:52:43,212 - davarocr - INFO - Epoch [44][120/136] lr: 3.175e-04, eta: 0:13:07, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.1241, loss: 0.1241, grad_norm: 4.1472 +2022-03-11 01:52:47,300 - davarocr - INFO - Epoch [44][125/136] lr: 3.175e-04, eta: 0:13:02, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0621, loss: 0.0621, grad_norm: 2.6818 +2022-03-11 01:52:51,372 - davarocr - INFO - Epoch [44][130/136] lr: 3.175e-04, eta: 0:12:57, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0651, loss: 0.0651, grad_norm: 2.6981 +2022-03-11 01:52:55,505 - davarocr - INFO - Epoch [44][135/136] lr: 3.175e-04, eta: 0:12:52, time: 0.826, data_time: 0.005, memory: 5249, loss_crf: 0.1135, loss: 0.1135, grad_norm: 3.8091 +2022-03-11 01:59:02,400 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 01:59:02,401 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 01:59:02,401 - davarocr - INFO - Epoch(val) [44][136] LOC: {'precision': 0.8754208754208754, 'recall': 0.7793764988009593, 'f1-score': 0.8246114811290834}, PER: {'precision': 0.8455715367146102, 'recall': 0.6907854050711194, 'f1-score': 0.7603812117086455}, MISC: {'precision': 0.6372282608695652, 'recall': 0.6680911680911681, 'f1-score': 0.6522948539638386}, ORG: {'precision': 0.7435728411338167, 'recall': 0.679108970499699, 'f1-score': 0.7098804279421018}, all: {'precision': 0.793437438228899, 'recall': 0.7106940509915014, 'f1-score': 0.74978985710283}, hmean: 0.7498 +2022-03-11 01:59:08,996 - davarocr - INFO - Epoch [45][5/136] lr: 3.125e-04, eta: 0:12:47, time: 1.318, data_time: 0.498, memory: 5249, loss_crf: 0.0763, loss: 0.0763, grad_norm: 2.4261 +2022-03-11 01:59:13,064 - davarocr - INFO - Epoch [45][10/136] lr: 3.125e-04, eta: 0:12:42, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0413, loss: 0.0413, grad_norm: 1.6090 +2022-03-11 01:59:17,115 - davarocr - INFO - Epoch [45][15/136] lr: 3.125e-04, eta: 0:12:37, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0905, loss: 0.0905, grad_norm: 1.8172 +2022-03-11 01:59:21,154 - davarocr - INFO - Epoch [45][20/136] lr: 3.125e-04, eta: 0:12:32, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0683, loss: 0.0683, grad_norm: 2.7166 +2022-03-11 01:59:25,232 - davarocr - INFO - Epoch [45][25/136] lr: 3.125e-04, eta: 0:12:27, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0584, loss: 0.0584, grad_norm: 1.9569 +2022-03-11 01:59:29,281 - davarocr - INFO - Epoch [45][30/136] lr: 3.125e-04, eta: 0:12:23, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0546, loss: 0.0546, grad_norm: 2.0654 +2022-03-11 01:59:33,340 - davarocr - INFO - Epoch [45][35/136] lr: 3.125e-04, eta: 0:12:18, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0663, loss: 0.0663, grad_norm: 2.4587 +2022-03-11 01:59:37,374 - davarocr - INFO - Epoch [45][40/136] lr: 3.125e-04, eta: 0:12:13, time: 0.807, data_time: 0.005, memory: 5249, loss_crf: 0.0625, loss: 0.0625, grad_norm: 2.6001 +2022-03-11 01:59:41,419 - davarocr - INFO - Epoch [45][45/136] lr: 3.125e-04, eta: 0:12:08, time: 0.809, data_time: 0.005, memory: 5249, loss_crf: 0.0481, loss: 0.0481, grad_norm: 2.8903 +2022-03-11 01:59:45,470 - davarocr - INFO - Epoch [45][50/136] lr: 3.125e-04, eta: 0:12:03, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.0977, loss: 0.0977, grad_norm: 3.0406 +2022-03-11 01:59:49,495 - davarocr - INFO - Epoch [45][55/136] lr: 3.125e-04, eta: 0:11:59, time: 0.805, data_time: 0.005, memory: 5249, loss_crf: 0.0944, loss: 0.0944, grad_norm: 2.7069 +2022-03-11 01:59:53,569 - davarocr - INFO - Epoch [45][60/136] lr: 3.125e-04, eta: 0:11:54, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.1169, loss: 0.1169, grad_norm: 4.1336 +2022-03-11 01:59:57,685 - davarocr - INFO - Epoch [45][65/136] lr: 3.125e-04, eta: 0:11:49, time: 0.823, data_time: 0.005, memory: 5249, loss_crf: 0.0664, loss: 0.0664, grad_norm: 2.0902 +2022-03-11 02:00:01,753 - davarocr - INFO - Epoch [45][70/136] lr: 3.125e-04, eta: 0:11:44, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0776, loss: 0.0776, grad_norm: 3.2375 +2022-03-11 02:00:05,803 - davarocr - INFO - Epoch [45][75/136] lr: 3.125e-04, eta: 0:11:39, time: 0.810, data_time: 0.005, memory: 5249, loss_crf: 0.1244, loss: 0.1244, grad_norm: 2.9065 +2022-03-11 02:00:09,868 - davarocr - INFO - Epoch [45][80/136] lr: 3.125e-04, eta: 0:11:35, time: 0.813, data_time: 0.005, memory: 5249, loss_crf: 0.0554, loss: 0.0554, grad_norm: 2.0223 +2022-03-11 02:00:14,143 - davarocr - INFO - Epoch [45][85/136] lr: 3.125e-04, eta: 0:11:30, time: 0.855, data_time: 0.005, memory: 5249, loss_crf: 0.0648, loss: 0.0648, grad_norm: 2.3480 +2022-03-11 02:00:18,185 - davarocr - INFO - Epoch [45][90/136] lr: 3.125e-04, eta: 0:11:25, time: 0.808, data_time: 0.005, memory: 5249, loss_crf: 0.0511, loss: 0.0511, grad_norm: 1.7975 +2022-03-11 02:00:22,276 - davarocr - INFO - Epoch [45][95/136] lr: 3.125e-04, eta: 0:11:20, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0529, loss: 0.0529, grad_norm: 2.3677 +2022-03-11 02:00:26,386 - davarocr - INFO - Epoch [45][100/136] lr: 3.125e-04, eta: 0:11:15, time: 0.822, data_time: 0.007, memory: 5249, loss_crf: 0.0444, loss: 0.0444, grad_norm: 1.4193 +2022-03-11 02:00:30,427 - davarocr - INFO - Epoch [45][105/136] lr: 3.125e-04, eta: 0:11:11, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.1001, loss: 0.1001, grad_norm: 4.2801 +2022-03-11 02:00:34,512 - davarocr - INFO - Epoch [45][110/136] lr: 3.125e-04, eta: 0:11:06, time: 0.817, data_time: 0.006, memory: 5249, loss_crf: 0.0524, loss: 0.0524, grad_norm: 2.5177 +2022-03-11 02:00:38,600 - davarocr - INFO - Epoch [45][115/136] lr: 3.125e-04, eta: 0:11:01, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0178, loss: 0.0178, grad_norm: 0.5758 +2022-03-11 02:00:42,640 - davarocr - INFO - Epoch [45][120/136] lr: 3.125e-04, eta: 0:10:56, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0270, loss: 0.0270, grad_norm: 0.9955 +2022-03-11 02:00:46,856 - davarocr - INFO - Epoch [45][125/136] lr: 3.125e-04, eta: 0:10:51, time: 0.843, data_time: 0.005, memory: 5249, loss_crf: 0.0392, loss: 0.0392, grad_norm: 1.6172 +2022-03-11 02:00:50,913 - davarocr - INFO - Epoch [45][130/136] lr: 3.125e-04, eta: 0:10:47, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0331, loss: 0.0331, grad_norm: 1.2298 +2022-03-11 02:00:54,957 - davarocr - INFO - Epoch [45][135/136] lr: 3.125e-04, eta: 0:10:42, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0259, loss: 0.0259, grad_norm: 1.0475 +2022-03-11 02:06:59,901 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 02:06:59,902 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 02:06:59,902 - davarocr - INFO - Epoch(val) [45][136] LOC: {'precision': 0.8732764281024294, 'recall': 0.7973621103117506, 'f1-score': 0.8335944844876214}, PER: {'precision': 0.7971409121851599, 'recall': 0.7241805813234384, 'f1-score': 0.7589112119248217}, MISC: {'precision': 0.7187993680884676, 'recall': 0.6481481481481481, 'f1-score': 0.6816479400749063}, ORG: {'precision': 0.7163076923076923, 'recall': 0.7007826610475617, 'f1-score': 0.7084601339014}, all: {'precision': 0.7847619047619048, 'recall': 0.7294617563739377, 'f1-score': 0.7561020370710222}, hmean: 0.7561 +2022-03-11 02:07:06,492 - davarocr - INFO - Epoch [46][5/136] lr: 3.077e-04, eta: 0:10:36, time: 1.317, data_time: 0.515, memory: 5249, loss_crf: 0.0245, loss: 0.0245, grad_norm: 0.8140 +2022-03-11 02:07:10,510 - davarocr - INFO - Epoch [46][10/136] lr: 3.077e-04, eta: 0:10:31, time: 0.804, data_time: 0.006, memory: 5249, loss_crf: 0.0170, loss: 0.0170, grad_norm: 0.6858 +2022-03-11 02:07:14,496 - davarocr - INFO - Epoch [46][15/136] lr: 3.077e-04, eta: 0:10:27, time: 0.797, data_time: 0.006, memory: 5249, loss_crf: 0.0259, loss: 0.0259, grad_norm: 1.2586 +2022-03-11 02:07:18,472 - davarocr - INFO - Epoch [46][20/136] lr: 3.077e-04, eta: 0:10:22, time: 0.795, data_time: 0.006, memory: 5249, loss_crf: 0.0080, loss: 0.0080, grad_norm: 0.3199 +2022-03-11 02:07:22,477 - davarocr - INFO - Epoch [46][25/136] lr: 3.077e-04, eta: 0:10:17, time: 0.801, data_time: 0.006, memory: 5249, loss_crf: 0.0185, loss: 0.0185, grad_norm: 0.7967 +2022-03-11 02:07:26,468 - davarocr - INFO - Epoch [46][30/136] lr: 3.077e-04, eta: 0:10:12, time: 0.798, data_time: 0.006, memory: 5249, loss_crf: 0.0103, loss: 0.0103, grad_norm: 0.3105 +2022-03-11 02:07:30,512 - davarocr - INFO - Epoch [46][35/136] lr: 3.077e-04, eta: 0:10:08, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0183, loss: 0.0183, grad_norm: 0.9966 +2022-03-11 02:07:34,420 - davarocr - INFO - Epoch [46][40/136] lr: 3.077e-04, eta: 0:10:03, time: 0.782, data_time: 0.005, memory: 5249, loss_crf: 0.0143, loss: 0.0143, grad_norm: 0.6662 +2022-03-11 02:07:38,357 - davarocr - INFO - Epoch [46][45/136] lr: 3.077e-04, eta: 0:09:58, time: 0.787, data_time: 0.004, memory: 5249, loss_crf: 0.0090, loss: 0.0090, grad_norm: 0.3122 +2022-03-11 02:07:42,335 - davarocr - INFO - Epoch [46][50/136] lr: 3.077e-04, eta: 0:09:53, time: 0.796, data_time: 0.004, memory: 5249, loss_crf: 0.0255, loss: 0.0255, grad_norm: 0.6284 +2022-03-11 02:07:46,781 - davarocr - INFO - Epoch [46][55/136] lr: 3.077e-04, eta: 0:09:48, time: 0.889, data_time: 0.006, memory: 5249, loss_crf: 0.0080, loss: 0.0080, grad_norm: 0.3007 +2022-03-11 02:07:50,920 - davarocr - INFO - Epoch [46][60/136] lr: 3.077e-04, eta: 0:09:44, time: 0.828, data_time: 0.006, memory: 5249, loss_crf: 0.0158, loss: 0.0158, grad_norm: 0.7865 +2022-03-11 02:07:54,981 - davarocr - INFO - Epoch [46][65/136] lr: 3.077e-04, eta: 0:09:39, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0167, loss: 0.0167, grad_norm: 0.2890 +2022-03-11 02:07:59,062 - davarocr - INFO - Epoch [46][70/136] lr: 3.077e-04, eta: 0:09:34, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0263, loss: 0.0263, grad_norm: 0.9253 +2022-03-11 02:08:03,118 - davarocr - INFO - Epoch [46][75/136] lr: 3.077e-04, eta: 0:09:29, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0173, loss: 0.0173, grad_norm: 0.7048 +2022-03-11 02:08:07,207 - davarocr - INFO - Epoch [46][80/136] lr: 3.077e-04, eta: 0:09:25, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0265, loss: 0.0265, grad_norm: 0.7755 +2022-03-11 02:08:11,311 - davarocr - INFO - Epoch [46][85/136] lr: 3.077e-04, eta: 0:09:20, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0117, loss: 0.0117, grad_norm: 0.4088 +2022-03-11 02:08:15,375 - davarocr - INFO - Epoch [46][90/136] lr: 3.077e-04, eta: 0:09:15, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0110, loss: 0.0110, grad_norm: 0.3001 +2022-03-11 02:08:19,659 - davarocr - INFO - Epoch [46][95/136] lr: 3.077e-04, eta: 0:09:10, time: 0.857, data_time: 0.007, memory: 5249, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.2719 +2022-03-11 02:08:23,899 - davarocr - INFO - Epoch [46][100/136] lr: 3.077e-04, eta: 0:09:06, time: 0.848, data_time: 0.007, memory: 5249, loss_crf: 0.0118, loss: 0.0118, grad_norm: 0.7028 +2022-03-11 02:08:27,991 - davarocr - INFO - Epoch [46][105/136] lr: 3.077e-04, eta: 0:09:01, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0235, loss: 0.0235, grad_norm: 1.4985 +2022-03-11 02:08:32,277 - davarocr - INFO - Epoch [46][110/136] lr: 3.077e-04, eta: 0:08:56, time: 0.857, data_time: 0.006, memory: 5249, loss_crf: 0.0084, loss: 0.0084, grad_norm: 0.4039 +2022-03-11 02:08:36,354 - davarocr - INFO - Epoch [46][115/136] lr: 3.077e-04, eta: 0:08:51, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0211, loss: 0.0211, grad_norm: 1.0000 +2022-03-11 02:08:40,401 - davarocr - INFO - Epoch [46][120/136] lr: 3.077e-04, eta: 0:08:46, time: 0.809, data_time: 0.006, memory: 5249, loss_crf: 0.0240, loss: 0.0240, grad_norm: 1.3389 +2022-03-11 02:08:44,472 - davarocr - INFO - Epoch [46][125/136] lr: 3.077e-04, eta: 0:08:42, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0248, loss: 0.0248, grad_norm: 1.0636 +2022-03-11 02:08:48,543 - davarocr - INFO - Epoch [46][130/136] lr: 3.077e-04, eta: 0:08:37, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0376, loss: 0.0376, grad_norm: 1.9370 +2022-03-11 02:08:52,634 - davarocr - INFO - Epoch [46][135/136] lr: 3.077e-04, eta: 0:08:32, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0889, loss: 0.0889, grad_norm: 2.7453 +2022-03-11 02:14:52,954 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 02:14:52,955 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 02:14:52,955 - davarocr - INFO - Epoch(val) [46][136] LOC: {'precision': 0.8575031525851198, 'recall': 0.815347721822542, 'f1-score': 0.8358942839582053}, PER: {'precision': 0.840825350036846, 'recall': 0.7056277056277056, 'f1-score': 0.7673167451244115}, MISC: {'precision': 0.7162576687116564, 'recall': 0.6652421652421653, 'f1-score': 0.689807976366322}, ORG: {'precision': 0.7321991178323881, 'recall': 0.699578567128236, 'f1-score': 0.7155172413793104}, all: {'precision': 0.7969895793130065, 'recall': 0.7312322946175638, 'f1-score': 0.7626962142197599}, hmean: 0.7627 +2022-03-11 02:14:59,830 - davarocr - INFO - Epoch [47][5/136] lr: 3.030e-04, eta: 0:08:27, time: 1.374, data_time: 0.510, memory: 5249, loss_crf: 0.0056, loss: 0.0056, grad_norm: 0.2248 +2022-03-11 02:15:03,938 - davarocr - INFO - Epoch [47][10/136] lr: 3.030e-04, eta: 0:08:22, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0916, loss: 0.0916, grad_norm: 2.2789 +2022-03-11 02:15:08,041 - davarocr - INFO - Epoch [47][15/136] lr: 3.030e-04, eta: 0:08:17, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0064, loss: 0.0064, grad_norm: 0.2611 +2022-03-11 02:15:12,081 - davarocr - INFO - Epoch [47][20/136] lr: 3.030e-04, eta: 0:08:12, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0241, loss: 0.0241, grad_norm: 0.7150 +2022-03-11 02:15:16,509 - davarocr - INFO - Epoch [47][25/136] lr: 3.030e-04, eta: 0:08:08, time: 0.886, data_time: 0.005, memory: 5249, loss_crf: 0.0256, loss: 0.0256, grad_norm: 0.9107 +2022-03-11 02:15:20,862 - davarocr - INFO - Epoch [47][30/136] lr: 3.030e-04, eta: 0:08:03, time: 0.871, data_time: 0.006, memory: 5249, loss_crf: 0.0221, loss: 0.0221, grad_norm: 1.1087 +2022-03-11 02:15:25,199 - davarocr - INFO - Epoch [47][35/136] lr: 3.030e-04, eta: 0:07:58, time: 0.868, data_time: 0.006, memory: 5249, loss_crf: 0.0356, loss: 0.0356, grad_norm: 1.1875 +2022-03-11 02:15:29,254 - davarocr - INFO - Epoch [47][40/136] lr: 3.030e-04, eta: 0:07:53, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0227, loss: 0.0227, grad_norm: 0.8351 +2022-03-11 02:15:33,238 - davarocr - INFO - Epoch [47][45/136] lr: 3.030e-04, eta: 0:07:49, time: 0.797, data_time: 0.007, memory: 5249, loss_crf: 0.0061, loss: 0.0061, grad_norm: 0.2177 +2022-03-11 02:15:37,202 - davarocr - INFO - Epoch [47][50/136] lr: 3.030e-04, eta: 0:07:44, time: 0.793, data_time: 0.006, memory: 5249, loss_crf: 0.0136, loss: 0.0136, grad_norm: 0.8734 +2022-03-11 02:15:41,186 - davarocr - INFO - Epoch [47][55/136] lr: 3.030e-04, eta: 0:07:39, time: 0.797, data_time: 0.006, memory: 5249, loss_crf: 0.0236, loss: 0.0236, grad_norm: 0.8438 +2022-03-11 02:15:45,171 - davarocr - INFO - Epoch [47][60/136] lr: 3.030e-04, eta: 0:07:34, time: 0.797, data_time: 0.006, memory: 5249, loss_crf: 0.0072, loss: 0.0072, grad_norm: 0.4844 +2022-03-11 02:15:49,203 - davarocr - INFO - Epoch [47][65/136] lr: 3.030e-04, eta: 0:07:30, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0070, loss: 0.0070, grad_norm: 0.2417 +2022-03-11 02:15:53,182 - davarocr - INFO - Epoch [47][70/136] lr: 3.030e-04, eta: 0:07:25, time: 0.796, data_time: 0.005, memory: 5249, loss_crf: 0.0042, loss: 0.0042, grad_norm: 0.1665 +2022-03-11 02:15:57,188 - davarocr - INFO - Epoch [47][75/136] lr: 3.030e-04, eta: 0:07:20, time: 0.801, data_time: 0.006, memory: 5249, loss_crf: 0.0043, loss: 0.0043, grad_norm: 0.1233 +2022-03-11 02:16:01,176 - davarocr - INFO - Epoch [47][80/136] lr: 3.030e-04, eta: 0:07:15, time: 0.798, data_time: 0.005, memory: 5249, loss_crf: 0.0233, loss: 0.0233, grad_norm: 0.2545 +2022-03-11 02:16:05,165 - davarocr - INFO - Epoch [47][85/136] lr: 3.030e-04, eta: 0:07:11, time: 0.798, data_time: 0.005, memory: 5249, loss_crf: 0.0144, loss: 0.0144, grad_norm: 1.2082 +2022-03-11 02:16:09,189 - davarocr - INFO - Epoch [47][90/136] lr: 3.030e-04, eta: 0:07:06, time: 0.805, data_time: 0.005, memory: 5249, loss_crf: 0.0080, loss: 0.0080, grad_norm: 0.4835 +2022-03-11 02:16:13,174 - davarocr - INFO - Epoch [47][95/136] lr: 3.030e-04, eta: 0:07:01, time: 0.797, data_time: 0.005, memory: 5249, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.2735 +2022-03-11 02:16:17,185 - davarocr - INFO - Epoch [47][100/136] lr: 3.030e-04, eta: 0:06:56, time: 0.802, data_time: 0.005, memory: 5249, loss_crf: 0.0101, loss: 0.0101, grad_norm: 0.1828 +2022-03-11 02:16:21,208 - davarocr - INFO - Epoch [47][105/136] lr: 3.030e-04, eta: 0:06:52, time: 0.805, data_time: 0.005, memory: 5249, loss_crf: 0.0074, loss: 0.0074, grad_norm: 0.2890 +2022-03-11 02:16:25,207 - davarocr - INFO - Epoch [47][110/136] lr: 3.030e-04, eta: 0:06:47, time: 0.800, data_time: 0.005, memory: 5249, loss_crf: 0.0045, loss: 0.0045, grad_norm: 0.1725 +2022-03-11 02:16:29,203 - davarocr - INFO - Epoch [47][115/136] lr: 3.030e-04, eta: 0:06:42, time: 0.799, data_time: 0.006, memory: 5249, loss_crf: 0.0051, loss: 0.0051, grad_norm: 0.1905 +2022-03-11 02:16:33,207 - davarocr - INFO - Epoch [47][120/136] lr: 3.030e-04, eta: 0:06:37, time: 0.801, data_time: 0.005, memory: 5249, loss_crf: 0.0217, loss: 0.0217, grad_norm: 0.7450 +2022-03-11 02:16:37,217 - davarocr - INFO - Epoch [47][125/136] lr: 3.030e-04, eta: 0:06:33, time: 0.802, data_time: 0.005, memory: 5249, loss_crf: 0.0085, loss: 0.0085, grad_norm: 0.4592 +2022-03-11 02:16:41,369 - davarocr - INFO - Epoch [47][130/136] lr: 3.030e-04, eta: 0:06:28, time: 0.830, data_time: 0.005, memory: 5249, loss_crf: 0.0039, loss: 0.0039, grad_norm: 0.1858 +2022-03-11 02:16:45,377 - davarocr - INFO - Epoch [47][135/136] lr: 3.030e-04, eta: 0:06:23, time: 0.802, data_time: 0.006, memory: 5249, loss_crf: 0.0064, loss: 0.0064, grad_norm: 0.4055 +2022-03-11 02:22:48,912 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 02:22:48,913 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 02:22:48,913 - davarocr - INFO - Epoch(val) [47][136] LOC: {'precision': 0.8773523685918235, 'recall': 0.8105515587529976, 'f1-score': 0.8426301028357743}, PER: {'precision': 0.817433081674674, 'recall': 0.7365491651205937, 'f1-score': 0.7748861418347429}, MISC: {'precision': 0.7357594936708861, 'recall': 0.6623931623931624, 'f1-score': 0.6971514242878561}, ORG: {'precision': 0.7445859872611464, 'recall': 0.703792895845876, 'f1-score': 0.7236149798823892}, all: {'precision': 0.8032692307692307, 'recall': 0.7395538243626062, 'f1-score': 0.7700958702064896}, hmean: 0.7701 +2022-03-11 02:22:55,954 - davarocr - INFO - Epoch [48][5/136] lr: 2.985e-04, eta: 0:06:18, time: 1.383, data_time: 0.575, memory: 5249, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.0913 +2022-03-11 02:23:00,041 - davarocr - INFO - Epoch [48][10/136] lr: 2.985e-04, eta: 0:06:13, time: 0.818, data_time: 0.007, memory: 5249, loss_crf: 0.0035, loss: 0.0035, grad_norm: 0.1621 +2022-03-11 02:23:04,104 - davarocr - INFO - Epoch [48][15/136] lr: 2.985e-04, eta: 0:06:08, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.1025 +2022-03-11 02:23:08,200 - davarocr - INFO - Epoch [48][20/136] lr: 2.985e-04, eta: 0:06:04, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0539 +2022-03-11 02:23:12,311 - davarocr - INFO - Epoch [48][25/136] lr: 2.985e-04, eta: 0:05:59, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0033, loss: 0.0033, grad_norm: 0.0664 +2022-03-11 02:23:16,590 - davarocr - INFO - Epoch [48][30/136] lr: 2.985e-04, eta: 0:05:54, time: 0.856, data_time: 0.006, memory: 5249, loss_crf: 0.0029, loss: 0.0029, grad_norm: 0.0701 +2022-03-11 02:23:20,902 - davarocr - INFO - Epoch [48][35/136] lr: 2.985e-04, eta: 0:05:49, time: 0.863, data_time: 0.006, memory: 5249, loss_crf: 0.0039, loss: 0.0039, grad_norm: 0.1960 +2022-03-11 02:23:25,344 - davarocr - INFO - Epoch [48][40/136] lr: 2.985e-04, eta: 0:05:45, time: 0.888, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0541 +2022-03-11 02:23:29,988 - davarocr - INFO - Epoch [48][45/136] lr: 2.985e-04, eta: 0:05:40, time: 0.929, data_time: 0.006, memory: 5249, loss_crf: 0.0143, loss: 0.0143, grad_norm: 0.2486 +2022-03-11 02:23:34,056 - davarocr - INFO - Epoch [48][50/136] lr: 2.985e-04, eta: 0:05:35, time: 0.814, data_time: 0.007, memory: 5249, loss_crf: 0.0155, loss: 0.0155, grad_norm: 0.1975 +2022-03-11 02:23:38,127 - davarocr - INFO - Epoch [48][55/136] lr: 2.985e-04, eta: 0:05:31, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.1522 +2022-03-11 02:23:42,182 - davarocr - INFO - Epoch [48][60/136] lr: 2.985e-04, eta: 0:05:26, time: 0.811, data_time: 0.007, memory: 5249, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.0615 +2022-03-11 02:23:46,239 - davarocr - INFO - Epoch [48][65/136] lr: 2.985e-04, eta: 0:05:21, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0281 +2022-03-11 02:23:50,326 - davarocr - INFO - Epoch [48][70/136] lr: 2.985e-04, eta: 0:05:16, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.0816 +2022-03-11 02:23:54,359 - davarocr - INFO - Epoch [48][75/136] lr: 2.985e-04, eta: 0:05:12, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.0584 +2022-03-11 02:23:58,415 - davarocr - INFO - Epoch [48][80/136] lr: 2.985e-04, eta: 0:05:07, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0350 +2022-03-11 02:24:02,544 - davarocr - INFO - Epoch [48][85/136] lr: 2.985e-04, eta: 0:05:02, time: 0.826, data_time: 0.006, memory: 5249, loss_crf: 0.0037, loss: 0.0037, grad_norm: 0.2404 +2022-03-11 02:24:06,608 - davarocr - INFO - Epoch [48][90/136] lr: 2.985e-04, eta: 0:04:57, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.0533 +2022-03-11 02:24:10,521 - davarocr - INFO - Epoch [48][95/136] lr: 2.985e-04, eta: 0:04:53, time: 0.783, data_time: 0.004, memory: 5249, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.0544 +2022-03-11 02:24:14,437 - davarocr - INFO - Epoch [48][100/136] lr: 2.985e-04, eta: 0:04:48, time: 0.783, data_time: 0.004, memory: 5249, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.0435 +2022-03-11 02:24:18,548 - davarocr - INFO - Epoch [48][105/136] lr: 2.985e-04, eta: 0:04:43, time: 0.822, data_time: 0.007, memory: 5249, loss_crf: 0.0286, loss: 0.0286, grad_norm: 1.1100 +2022-03-11 02:24:22,613 - davarocr - INFO - Epoch [48][110/136] lr: 2.985e-04, eta: 0:04:39, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0482 +2022-03-11 02:24:26,689 - davarocr - INFO - Epoch [48][115/136] lr: 2.985e-04, eta: 0:04:34, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0367 +2022-03-11 02:24:30,721 - davarocr - INFO - Epoch [48][120/136] lr: 2.985e-04, eta: 0:04:29, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.5842 +2022-03-11 02:24:34,915 - davarocr - INFO - Epoch [48][125/136] lr: 2.985e-04, eta: 0:04:24, time: 0.839, data_time: 0.008, memory: 5249, loss_crf: 0.0106, loss: 0.0106, grad_norm: 0.4047 +2022-03-11 02:24:39,007 - davarocr - INFO - Epoch [48][130/136] lr: 2.985e-04, eta: 0:04:20, time: 0.818, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0353 +2022-03-11 02:24:43,054 - davarocr - INFO - Epoch [48][135/136] lr: 2.985e-04, eta: 0:04:15, time: 0.810, data_time: 0.007, memory: 5249, loss_crf: 0.0128, loss: 0.0128, grad_norm: 0.3166 +2022-03-11 02:30:42,590 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 02:30:42,591 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 02:30:42,592 - davarocr - INFO - Epoch(val) [48][136] LOC: {'precision': 0.8688733290897518, 'recall': 0.8183453237410072, 'f1-score': 0.8428527323247917}, PER: {'precision': 0.8235294117647058, 'recall': 0.7186147186147186, 'f1-score': 0.7675033025099075}, MISC: {'precision': 0.7331240188383046, 'recall': 0.6652421652421653, 'f1-score': 0.6975354742345035}, ORG: {'precision': 0.7474747474747475, 'recall': 0.7128236002408188, 'f1-score': 0.7297380585516179}, all: {'precision': 0.8029982702287142, 'recall': 0.7397308781869688, 'f1-score': 0.7700672749055387}, hmean: 0.7701 +2022-03-11 02:30:49,133 - davarocr - INFO - Epoch [49][5/136] lr: 2.941e-04, eta: 0:04:10, time: 1.305, data_time: 0.500, memory: 5249, loss_crf: 0.0026, loss: 0.0026, grad_norm: 0.0488 +2022-03-11 02:30:53,239 - davarocr - INFO - Epoch [49][10/136] lr: 2.941e-04, eta: 0:04:05, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0321 +2022-03-11 02:30:57,379 - davarocr - INFO - Epoch [49][15/136] lr: 2.941e-04, eta: 0:04:00, time: 0.828, data_time: 0.007, memory: 5249, loss_crf: 0.0031, loss: 0.0031, grad_norm: 0.1863 +2022-03-11 02:31:01,794 - davarocr - INFO - Epoch [49][20/136] lr: 2.941e-04, eta: 0:03:55, time: 0.883, data_time: 0.006, memory: 5249, loss_crf: 0.0024, loss: 0.0024, grad_norm: 0.0762 +2022-03-11 02:31:06,155 - davarocr - INFO - Epoch [49][25/136] lr: 2.941e-04, eta: 0:03:51, time: 0.872, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0441 +2022-03-11 02:31:10,343 - davarocr - INFO - Epoch [49][30/136] lr: 2.941e-04, eta: 0:03:46, time: 0.838, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0428 +2022-03-11 02:31:14,385 - davarocr - INFO - Epoch [49][35/136] lr: 2.941e-04, eta: 0:03:41, time: 0.808, data_time: 0.006, memory: 5249, loss_crf: 0.0027, loss: 0.0027, grad_norm: 0.0406 +2022-03-11 02:31:18,396 - davarocr - INFO - Epoch [49][40/136] lr: 2.941e-04, eta: 0:03:37, time: 0.802, data_time: 0.005, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0335 +2022-03-11 02:31:22,478 - davarocr - INFO - Epoch [49][45/136] lr: 2.941e-04, eta: 0:03:32, time: 0.816, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0370 +2022-03-11 02:31:26,614 - davarocr - INFO - Epoch [49][50/136] lr: 2.941e-04, eta: 0:03:27, time: 0.827, data_time: 0.006, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0403 +2022-03-11 02:31:30,686 - davarocr - INFO - Epoch [49][55/136] lr: 2.941e-04, eta: 0:03:23, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0258 +2022-03-11 02:31:34,748 - davarocr - INFO - Epoch [49][60/136] lr: 2.941e-04, eta: 0:03:18, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0022, loss: 0.0022, grad_norm: 0.0355 +2022-03-11 02:31:39,047 - davarocr - INFO - Epoch [49][65/136] lr: 2.941e-04, eta: 0:03:13, time: 0.860, data_time: 0.006, memory: 5249, loss_crf: 0.0028, loss: 0.0028, grad_norm: 0.0474 +2022-03-11 02:31:43,024 - davarocr - INFO - Epoch [49][70/136] lr: 2.941e-04, eta: 0:03:08, time: 0.795, data_time: 0.005, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0228 +2022-03-11 02:31:47,126 - davarocr - INFO - Epoch [49][75/136] lr: 2.941e-04, eta: 0:03:04, time: 0.820, data_time: 0.006, memory: 5249, loss_crf: 0.0025, loss: 0.0025, grad_norm: 0.1229 +2022-03-11 02:31:51,191 - davarocr - INFO - Epoch [49][80/136] lr: 2.941e-04, eta: 0:02:59, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0091, loss: 0.0091, grad_norm: 0.1769 +2022-03-11 02:31:55,242 - davarocr - INFO - Epoch [49][85/136] lr: 2.941e-04, eta: 0:02:54, time: 0.810, data_time: 0.006, memory: 5249, loss_crf: 0.0094, loss: 0.0094, grad_norm: 0.0994 +2022-03-11 02:31:59,273 - davarocr - INFO - Epoch [49][90/136] lr: 2.941e-04, eta: 0:02:50, time: 0.806, data_time: 0.006, memory: 5249, loss_crf: 0.0023, loss: 0.0023, grad_norm: 0.0381 +2022-03-11 02:32:03,389 - davarocr - INFO - Epoch [49][95/136] lr: 2.941e-04, eta: 0:02:45, time: 0.823, data_time: 0.006, memory: 5249, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.0684 +2022-03-11 02:32:07,498 - davarocr - INFO - Epoch [49][100/136] lr: 2.941e-04, eta: 0:02:40, time: 0.822, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0350 +2022-03-11 02:32:11,535 - davarocr - INFO - Epoch [49][105/136] lr: 2.941e-04, eta: 0:02:36, time: 0.807, data_time: 0.006, memory: 5249, loss_crf: 0.0039, loss: 0.0039, grad_norm: 0.0637 +2022-03-11 02:32:15,600 - davarocr - INFO - Epoch [49][110/136] lr: 2.941e-04, eta: 0:02:31, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0163, loss: 0.0163, grad_norm: 0.1962 +2022-03-11 02:32:19,658 - davarocr - INFO - Epoch [49][115/136] lr: 2.941e-04, eta: 0:02:26, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0054, loss: 0.0054, grad_norm: 0.0983 +2022-03-11 02:32:23,735 - davarocr - INFO - Epoch [49][120/136] lr: 2.941e-04, eta: 0:02:22, time: 0.815, data_time: 0.006, memory: 5249, loss_crf: 0.0082, loss: 0.0082, grad_norm: 0.2787 +2022-03-11 02:32:27,801 - davarocr - INFO - Epoch [49][125/136] lr: 2.941e-04, eta: 0:02:17, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0242 +2022-03-11 02:32:31,870 - davarocr - INFO - Epoch [49][130/136] lr: 2.941e-04, eta: 0:02:12, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0209 +2022-03-11 02:32:35,934 - davarocr - INFO - Epoch [49][135/136] lr: 2.941e-04, eta: 0:02:07, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0093, loss: 0.0093, grad_norm: 0.1227 +2022-03-11 02:38:40,878 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 02:38:40,879 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 02:38:40,879 - davarocr - INFO - Epoch(val) [49][136] LOC: {'precision': 0.8763683193818416, 'recall': 0.815947242206235, 'f1-score': 0.8450791679602607}, PER: {'precision': 0.8099455040871935, 'recall': 0.7353123067408782, 'f1-score': 0.7708265802269044}, MISC: {'precision': 0.7375, 'recall': 0.6723646723646723, 'f1-score': 0.7034277198211625}, ORG: {'precision': 0.7561768530559168, 'recall': 0.7001806140878989, 'f1-score': 0.7271022194435761}, all: {'precision': 0.8049624927870744, 'recall': 0.7409702549575071, 'f1-score': 0.7716419286438647}, hmean: 0.7716 +2022-03-11 02:38:47,458 - davarocr - INFO - Epoch [50][5/136] lr: 2.899e-04, eta: 0:02:02, time: 1.315, data_time: 0.508, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0202 +2022-03-11 02:38:51,500 - davarocr - INFO - Epoch [50][10/136] lr: 2.899e-04, eta: 0:01:57, time: 0.808, data_time: 0.007, memory: 5249, loss_crf: 0.0041, loss: 0.0041, grad_norm: 0.0563 +2022-03-11 02:38:55,690 - davarocr - INFO - Epoch [50][15/136] lr: 2.899e-04, eta: 0:01:53, time: 0.838, data_time: 0.007, memory: 5249, loss_crf: 0.0014, loss: 0.0014, grad_norm: 0.0133 +2022-03-11 02:39:00,033 - davarocr - INFO - Epoch [50][20/136] lr: 2.899e-04, eta: 0:01:48, time: 0.868, data_time: 0.006, memory: 5249, loss_crf: 0.0021, loss: 0.0021, grad_norm: 0.0275 +2022-03-11 02:39:04,310 - davarocr - INFO - Epoch [50][25/136] lr: 2.899e-04, eta: 0:01:43, time: 0.856, data_time: 0.006, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0353 +2022-03-11 02:39:08,667 - davarocr - INFO - Epoch [50][30/136] lr: 2.899e-04, eta: 0:01:38, time: 0.871, data_time: 0.005, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0236 +2022-03-11 02:39:12,864 - davarocr - INFO - Epoch [50][35/136] lr: 2.899e-04, eta: 0:01:34, time: 0.839, data_time: 0.006, memory: 5249, loss_crf: 0.0020, loss: 0.0020, grad_norm: 0.0248 +2022-03-11 02:39:16,931 - davarocr - INFO - Epoch [50][40/136] lr: 2.899e-04, eta: 0:01:29, time: 0.813, data_time: 0.007, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0316 +2022-03-11 02:39:21,038 - davarocr - INFO - Epoch [50][45/136] lr: 2.899e-04, eta: 0:01:24, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0231 +2022-03-11 02:39:25,161 - davarocr - INFO - Epoch [50][50/136] lr: 2.899e-04, eta: 0:01:20, time: 0.825, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0236 +2022-03-11 02:39:29,241 - davarocr - INFO - Epoch [50][55/136] lr: 2.899e-04, eta: 0:01:15, time: 0.816, data_time: 0.005, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0197 +2022-03-11 02:39:33,303 - davarocr - INFO - Epoch [50][60/136] lr: 2.899e-04, eta: 0:01:10, time: 0.813, data_time: 0.006, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0254 +2022-03-11 02:39:37,384 - davarocr - INFO - Epoch [50][65/136] lr: 2.899e-04, eta: 0:01:06, time: 0.816, data_time: 0.005, memory: 5249, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0525 +2022-03-11 02:39:41,444 - davarocr - INFO - Epoch [50][70/136] lr: 2.899e-04, eta: 0:01:01, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0241 +2022-03-11 02:39:45,551 - davarocr - INFO - Epoch [50][75/136] lr: 2.899e-04, eta: 0:00:56, time: 0.821, data_time: 0.006, memory: 5249, loss_crf: 0.0032, loss: 0.0032, grad_norm: 0.0589 +2022-03-11 02:39:49,834 - davarocr - INFO - Epoch [50][80/136] lr: 2.899e-04, eta: 0:00:52, time: 0.857, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0219 +2022-03-11 02:39:53,879 - davarocr - INFO - Epoch [50][85/136] lr: 2.899e-04, eta: 0:00:47, time: 0.809, data_time: 0.007, memory: 5249, loss_crf: 0.0038, loss: 0.0038, grad_norm: 0.0620 +2022-03-11 02:39:57,938 - davarocr - INFO - Epoch [50][90/136] lr: 2.899e-04, eta: 0:00:42, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0128, loss: 0.0128, grad_norm: 0.1329 +2022-03-11 02:40:02,011 - davarocr - INFO - Epoch [50][95/136] lr: 2.899e-04, eta: 0:00:38, time: 0.814, data_time: 0.006, memory: 5249, loss_crf: 0.0207, loss: 0.0207, grad_norm: 0.1797 +2022-03-11 02:40:06,071 - davarocr - INFO - Epoch [50][100/136] lr: 2.899e-04, eta: 0:00:33, time: 0.812, data_time: 0.007, memory: 5249, loss_crf: 0.0018, loss: 0.0018, grad_norm: 0.0251 +2022-03-11 02:40:10,171 - davarocr - INFO - Epoch [50][105/136] lr: 2.899e-04, eta: 0:00:28, time: 0.820, data_time: 0.007, memory: 5249, loss_crf: 0.0012, loss: 0.0012, grad_norm: 0.0151 +2022-03-11 02:40:14,225 - davarocr - INFO - Epoch [50][110/136] lr: 2.899e-04, eta: 0:00:24, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0019, loss: 0.0019, grad_norm: 0.0252 +2022-03-11 02:40:18,278 - davarocr - INFO - Epoch [50][115/136] lr: 2.899e-04, eta: 0:00:19, time: 0.811, data_time: 0.006, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0263 +2022-03-11 02:40:22,372 - davarocr - INFO - Epoch [50][120/136] lr: 2.899e-04, eta: 0:00:14, time: 0.819, data_time: 0.006, memory: 5249, loss_crf: 0.0016, loss: 0.0016, grad_norm: 0.0238 +2022-03-11 02:40:26,435 - davarocr - INFO - Epoch [50][125/136] lr: 2.899e-04, eta: 0:00:10, time: 0.812, data_time: 0.006, memory: 5249, loss_crf: 0.0049, loss: 0.0049, grad_norm: 0.0941 +2022-03-11 02:40:30,510 - davarocr - INFO - Epoch [50][130/136] lr: 2.899e-04, eta: 0:00:05, time: 0.815, data_time: 0.007, memory: 5249, loss_crf: 0.0015, loss: 0.0015, grad_norm: 0.0205 +2022-03-11 02:40:34,607 - davarocr - INFO - Epoch [50][135/136] lr: 2.899e-04, eta: 0:00:00, time: 0.820, data_time: 0.007, memory: 5249, loss_crf: 0.0017, loss: 0.0017, grad_norm: 0.0302 +2022-03-11 02:46:33,782 - davarocr - INFO - Now best checkpoint is epoch_33.pth. Best hmean is 0.7738554881412023 +2022-03-11 02:46:33,783 - davarocr - INFO - Exp name: bilstm_crf.py +2022-03-11 02:46:33,783 - davarocr - INFO - Epoch(val) [50][136] LOC: {'precision': 0.8794556059624109, 'recall': 0.8135491606714629, 'f1-score': 0.845219557770165}, PER: {'precision': 0.8154269972451791, 'recall': 0.7322201607915894, 'f1-score': 0.7715868361029651}, MISC: {'precision': 0.7375, 'recall': 0.6723646723646723, 'f1-score': 0.7034277198211625}, ORG: {'precision': 0.7540141297366731, 'recall': 0.7068031306441902, 'f1-score': 0.7296457426973275}, all: {'precision': 0.8064329738058552, 'recall': 0.7413243626062322, 'f1-score': 0.772509225092251}, hmean: 0.7725 diff --git a/demo/ner/bilstm_crf/readme.md b/demo/ner/bilstm_crf/readme.md new file mode 100644 index 0000000..921d5fb --- /dev/null +++ b/demo/ner/bilstm_crf/readme.md @@ -0,0 +1,56 @@ +# BiLSTM+CRF + +This code repository contains the implementations of the method [BiLSTM+CRF](http://arxiv.org/abs/1508.01991) (Arxiv 2015). + +## Train From Scratch + +If you want to train the model from scratch, please following these steps: + +1.Firstly, because we adopt the vocab in transformers, so you need prepare the pretrained models that containd the vocab.txt: + +- [bert-base-cased](https://huggingface.co/bert-base-cased) + +2.Secondly, modify the paths in model config (`demo/ner/bilstm_crf/bilstm_crf.py`), including the pretrained models paths, datasets paths, work space, etc. + +3.Thirdly, direct run `demo/ner/bilstm_crf/dist_train.sh`. + +## Test + +Given the trained model, direct run `demo/ner/bilstm_crf/test.sh` to test model. + +## Trained Model Download + +The results in paper used some tricks during training phase. So, the results might be slightly different from reported results. + +Results on various datasets and trained models can be download as follows: + +| F1-score | CoNLL2003| Resume | Links | +| :---------: | :------: | :--------: | :---------: | +| BiLSTM+CRF(paper) | 84.3 | - | - | +| BiLSTM+CRF | 77.4 | 93.6 | [config](./configs/bilstm_crf.py), [pth](https://one.hikvision.com/#/link/PxkeemkIJvKThBJmKO4h) (Access Code：nfYT) | + + + +## Citation + +If you find this repository is helpful to your research, please feel free to cite us: + +``` markdown +@article{DBLP:journals/corr/HuangXY15, + author = {Zhiheng Huang and + Wei Xu and + Kai Yu}, + title = {Bidirectional {LSTM-CRF} Models for Sequence Tagging}, + journal = {CoRR}, + volume = {abs/1508.01991}, + year = {2015}, +} +``` + +## License + +This project is released under the [Apache 2.0 license](../../../davar_ocr/LICENSE) + +## Copyright + +If there is any suggestion and problem, please feel free to contact the author with lipengfei27@hikvision.com or qiaoliang6@hikvision.com. \ No newline at end of file diff --git a/demo/ner/bilstm_crf/test.sh b/demo/ner/bilstm_crf/test.sh new file mode 100644 index 0000000..c7356da --- /dev/null +++ b/demo/ner/bilstm_crf/test.sh @@ -0,0 +1,9 @@ +#!/bin/bash +export LANG=zh_CN.UTF-8 +export LANGUAGE=zh_CN:zh:en_US:en +export PATH=/usr/local/miniconda3/bin/:$PATH + +export CUDA_VISIBLE_DEVICES=0 + +DAVAROCR_PATH=/path/to/Davar-Lab-OCR +python $DAVAROCR_PATH/tools/test.py ./bilstm_crf.py /path/to/pth --eval f1-score \ No newline at end of file diff --git a/demo/ner/data/CoNLL2003/Datalist/dev.json b/demo/ner/data/CoNLL2003/Datalist/dev.json new file mode 100644 index 0000000..6668879 --- /dev/null +++ b/demo/ner/data/CoNLL2003/Datalist/dev.json @@ -0,0 +1 @@ +{"0": {"nlp_ann": {"tokens": [["CRICKET", "-", "LEICESTERSHIRE", "TAKE", "OVER", "AT", "TOP", "AFTER", "INNINGS", "VICTORY", "."]], "tokens_labels": [[["O"], ["O"], ["S-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"]]]}}, "1": {"nlp_ann": {"tokens": [["LONDON", "1996-08-30"]], "tokens_labels": [[["S-LOC"], ["O"]]]}}, "2": {"nlp_ann": {"tokens": [["West", "Indian", "all-rounder", "Phil", "Simmons", "took", "four", "for", "38", "on", "Friday", "as", "Leicestershire", "beat", "Somerset", "by", "an", "innings", "and", "39", "runs", "in", "two", "days", "to", "take", "over", "at", "the", "head", "of", "the", "county", "championship", "."]], "tokens_labels": [[["B-MISC"], ["E-MISC"], ["O"], ["B-PER"], ["E-PER"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["S-ORG"], ["O"], ["S-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"]]]}}, "3": {"nlp_ann": {"tokens": [["Their", "stay", "on", "top", ",", "though", ",", "may", "be", "short-lived", "as", "title", "rivals", "Essex", ",", "Derbyshire", "and", "Surrey", "all", "closed", "in", "on", "victory", "while", "Kent", "made", "up", "for", "lost", "time", "in", "their", "rain-affected", "match", "against", "Nottinghamshire", "."]], "tokens_labels": [[["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["S-ORG"], ["O"], ["S-ORG"], ["O"], ["S-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["S-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["S-ORG"], ["O"]]]}}, "4": {"nlp_ann": {"tokens": [["After", "bowling", "Somerset", "out", "for", "83", "on", "the", "opening", "morning", "at", "Grace", "Road", ",", "Leicestershire", "extended", "their", "first", "innings", "by", "94", "runs", "before", "being", "bowled", "out", "for", "296", "with", "England", "discard", "Andy", "Caddick", "taking", "three", "for", "83", "."]], "tokens_labels": [[["O"], ["O"], ["S-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["B-LOC"], ["E-LOC"], ["O"], ["S-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["S-LOC"], ["O"], ["B-PER"], ["E-PER"], ["O"], ["O"], ["O"], ["O"], ["O"]]]}}, "5": {"nlp_ann": {"tokens": [["Trailing", "by", "213", ",", "Somerset", "got", "a", "solid", "start", "to", "their", "second", "innings", "before", "Simmons", "stepped", "in", "to", "bundle", "them", "out", "for", "174", "."]], "tokens_labels": [[["O"], ["O"], ["O"], ["O"], ["S-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["S-PER"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"]]]}}, "6": {"nlp_ann": {"tokens": [["Essex", ",", "however", ",", "look", "certain", "to", "regain", "their", "top", "spot", "after", "Nasser", "Hussain", "and", "Peter", "Such", "gave", "them", "a", "firm", "grip", "on", "their", "match", "against", "Yorkshire", "at", "Headingley", "."]], "tokens_labels": [[["S-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["B-PER"], ["E-PER"], ["O"], ["B-PER"], ["E-PER"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], 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["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["E-TITLE"], ["O"]]]}}, "3813": {"nlp_ann": {"tokens": [["刘", "瑞", "萍", "，", "女", "，"]], "tokens_labels": [[["B-NAME"], ["I-NAME"], ["E-NAME"], ["O"], ["O"], ["O"]]]}}, "3814": {"nlp_ann": {"tokens": [["1", "9", "5", "5", "年", "9", "月", "生", "，", "中", "共", "党", "员", "，", "研", "究", "生", "学", "历", "，", "硕", "士", "学", "位", "，", "高", "级", "政", "工", "师", "。"]], "tokens_labels": [[["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-EDU"], ["I-EDU"], ["I-EDU"], ["I-EDU"], ["E-EDU"], ["O"], ["B-EDU"], ["I-EDU"], ["I-EDU"], ["E-EDU"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"]]]}}, "3815": {"nlp_ann": {"tokens": [["曾", "任", "天", "津", "劝", "业", "场", "人", "事", "部", "部", "长", "，", "总", "经", "理", "助", "理", "、", "党", "委", "副", "书", "记", "、", "党", "委", "书", "记", "、", "纪", "委", "书", "记", "、", "监", "事", "会", "主", "席", "。"]], "tokens_labels": [[["O"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"]]]}}, "3816": {"nlp_ann": {"tokens": [["李", "晓", "鹏", "，", "中", "国", "国", "籍", "，", "生", "于", "一", "九", "七", "三", "年", "三", "月", "，", "硕", "士", "、", "高", "级", "经", "济", "师", "，", "现", "任", "华", "电", "国", "际", "电", "力", "股", "份", "有", "限", "公", "司", "监", "事", "、", "山", "东", "省", "国", "际", "信", "托", "有", "限", "公", "司", "总", "经", "理", "助", "理", "、", "兼", "任", "山", "东", "百", "年", "电", "力", "发", "展", "股", "份", "有", "限", "公", "司", "、", "山", "西", "鲁", "晋", "王", "曲", "发", "电", "有", "限", "责", "任", "公", "司", "、", "邯", "济", "铁", "路", "有", "限", "责", "任", "公", "司", "等", "公", "司", "董", "事", "。"]], "tokens_labels": [[["B-NAME"], ["I-NAME"], ["E-NAME"], ["O"], ["B-CONT"], ["I-CONT"], ["I-CONT"], ["E-CONT"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["B-EDU"], ["E-EDU"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["O"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["E-TITLE"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["O"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["O"], ["B-ORG"], ["E-ORG"], ["B-TITLE"], ["E-TITLE"], ["O"]]]}}, "3817": {"nlp_ann": {"tokens": [["李", "先", "生", "一", "九", "九", "五", "年", "参", "加", "工", "作", "，", "一", "直", "服", "务", "于", "山", "东", "省", "国", "际", "信", "托", "有", "限", "公", "司", "，", "在", "基", "金", "、", "投", "融", "资", "、", "证", "券", "等", "方", "面", "具", "有", "多", "年", "的", "工", "作", "经", "验", "。"]], "tokens_labels": [[["S-NAME"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"]]]}}, "3818": {"nlp_ann": {"tokens": [["耿", "佃", "杰", "先", "生", "，"]], "tokens_labels": [[["B-NAME"], ["I-NAME"], ["E-NAME"], ["O"], ["O"], ["O"]]]}}, "3819": {"nlp_ann": {"tokens": [["1", "9", "5", "3", "年", "9", "月", "出", "生", "，", "研", "究", "生", "学", "历", "，", "高", "级", "经", "济", "师", "，"]], "tokens_labels": [[["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["B-EDU"], ["I-EDU"], ["I-EDU"], ["I-EDU"], ["E-EDU"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"]]]}}, "3820": {"nlp_ann": {"tokens": [["1", "9", "7", "2", "年", "参", "加", "工", "作", "，", "曾", "任", "海", "军", "航", "空", "兵", "1", "2", "师", "军", "械", "师", "，", "南", "京", "海", "军", "学", "院", "航", "空", "兵", "教", "研", "室", "正", "连", "职", "教", "官", "、", "淄", "博", "市", "化", "工", "公", "司", "团", "委", "副", "书", "记", "、", "山", "东", "张", "店", "化", "工", "厂", "工", "会", "主", "席", "、", "常", "务", "副", "厂", "长", "，", "山", "东", "东", "大", "化", "学", "工", "业", "（", "集", "团", "）", "公", "司", "董", "事", "长", "、", "总", "经", "理", "兼", "党", "委", "副", "书", "记", "，", "淄", "博", "市", "电", "子", "工", "业", "公", "司", "党", "委", "书", "记", "兼", "经", "理", "，", "现", "任", "本", "公", "司", "董", "事", "长", "、", "党", "委", "书", "记", "。"]], "tokens_labels": [[["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["E-TITLE"], ["O"], ["O"], ["O"], ["B-ORG"], ["I-ORG"], ["E-ORG"], ["B-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"], ["B-TITLE"], ["I-TITLE"], ["I-TITLE"], ["E-TITLE"], ["O"]]]}}} \ No newline at end of file diff --git a/demo/ner/data/readme.md b/demo/ner/data/readme.md new file mode 100644 index 0000000..a1569c6 --- /dev/null +++ b/demo/ner/data/readme.md @@ -0,0 +1,35 @@ +The NER dataset CoNLL2003(https://www.clips.uantwerpen.be/conll2003/ner/) and Resume(https://github.com/jiesutd/LatticeLSTM). +## Data Format +We adopt BIEOS scheme as the ground truth format. +```Annotation example +{'0': + {'nlp_ann': {'tokens': [['SOCCER', + '-', + 'JAPAN', + 'GET', + 'LUCKY', + 'WIN', + ',', + 'CHINA', + 'IN', + 'SURPRISE', + 'DEFEAT', + '.']], + 'tokens_labels': [[['O'], + ['O'], + ['S-LOC'], + ['O'], + ['O'], + ['O'], + ['O'], + ['S-PER'], + ['O'], + ['O'], + ['O'], + ['O']]] + } + } + ... +} +``` +The `tokens` and `tokens_labels` are two lists of length 1, and tokens[0] and tokens_labels[0] must be of equal length. The `tokens_labels` represents the label of tokens, using BIOES sheme. diff --git a/docs/Changelog.md b/docs/Changelog.md index 2402e8f..fde3e63 100644 --- a/docs/Changelog.md +++ b/docs/Changelog.md @@ -1,5 +1,13 @@ # Changelog +### v0.5.0 (08/05/2022) + +**Highlights** + +- Support for the basic NLP tasks, currently including NER. In the future we will release more works related to the text understanding. +- Release BERT-based NER models, including BERT+CRF, BERT+Softmax, BERT+Span. +- Release BiLSTM-CRF-based NER models. + ### v0.4.1 (04/05/2022) **Highlights** diff --git a/readme.md b/readme.md index 8ecf248..e15d793 100644 --- a/readme.md +++ b/readme.md @@ -11,6 +11,8 @@ We also provide some of the ablation experiment comparasions for better reproduc ## Implementations To date, davarocr contains the following algorithms: +*Basic OCR Tasks* + ***Text Detection*** - [x] [EAST](demo/text_detection/east) (CVPR 2017) @@ -39,19 +41,19 @@ To date, davarocr contains the following algorithms: - [x] [MANGO](demo/text_spotting/mango) (AAAI 2021) -***Information Extraction*** - -- [x] [Chargrid](demo/text_ie/chargrid) (EMNLP 2018) - -- [x] [TRIE](demo/text_ie/trie) (ACM MM 2020) - - ***Video Text Spotting*** - [x] [YORO](demo/videotext/yoro) (ACM MM 2019) - FREE (to be released) (TIP 2021) +*Document Understanding Tasks* + +***Information Extraction*** + +- [x] [Chargrid](demo/text_ie/chargrid) (EMNLP 2018) + +- [x] [TRIE](demo/text_ie/trie) (ACM MM 2020) ***Table Recognition*** @@ -61,6 +63,11 @@ To date, davarocr contains the following algorithms: - [x] [VSR](demo/text_layout/VSR) (ICDAR 2021) +***Named Entity Reocognition*** + +- [x] [Bert-based NER](demo/ner/BERT), including BERT+CRF/Span/Softmax + +- [x] [BiLSTM+CRF NER](demo/ner/bilstm_crf) (Arxiv 2016) ## Development Environment The recommended environment requirements can be found in [mmdetection](https://github.com/open-mmlab/mmdetection/). Follows are the lowest compatible environment. @@ -96,7 +103,7 @@ For the problems existing in the process of installation and researching, we wil ## Changelog -DavarOCR v0.4.1 was released in 04/05/2022. +DavarOCR v0.5.0 was released in 09/05/2022. Please refer to [Changelog.md](./docs/Changelog.md) for details and release history. diff --git a/requirements/davarocr_extra.txt b/requirements/davarocr_extra.txt index 84f4a96..14ac813 100644 --- a/requirements/davarocr_extra.txt +++ b/requirements/davarocr_extra.txt @@ -20,4 +20,6 @@ bs4 distance apted lxml -jsonlines \ No newline at end of file +jsonlines +transformers +seqeval \ No newline at end of file diff --git a/tools/test.py b/tools/test.py index 31be11d..b78f22d 100644 --- a/tools/test.py +++ b/tools/test.py @@ -4,8 +4,8 @@ # Filename : test.py # Abstract : -# Current Version: 1.0.0 -# Date : 2020-05-31 +# Current Version: 1.0.1 +# Date : 2022-05-06 ################################################################################################## """ import argparse @@ -26,8 +26,8 @@ from davarocr.davar_common.datasets.builder import davar_build_dataset from davarocr.davar_common.models import build_model -from davarocr.davar_spotting.models.builder import build_spotter -from davarocr.davar_rcg.models.builder import build_recognizor + + def parse_args(): @@ -179,6 +179,8 @@ def main(): dataset = davar_build_dataset(cfg.data.test) elif model_type in ["DETECTOR", "SPOTTER"]: dataset = build_dataset(cfg.data.test) + elif model_type == "NER": + dataset = davar_build_dataset(cfg.data.test) else: raise NotImplementedError @@ -194,11 +196,13 @@ def main(): # build model if model_type == "RECOGNIZOR": + from davarocr.davar_rcg.models.builder import build_recognizor model = build_recognizor( cfg.model, train_cfg=cfg.get('train_cfg', None), test_cfg=cfg.get('test_cfg', None)) elif model_type == "SPOTTER": + from davarocr.davar_spotting.models.builder import build_spotter model = build_spotter( cfg.model, train_cfg=cfg.get('train_cfg', None), @@ -208,6 +212,12 @@ def main(): cfg.model, train_cfg=cfg.get('train_cfg', None), test_cfg=cfg.get('test_cfg', None)) + elif model_type == "NER": + from davarocr.davar_ner.models.builder import build_ner + model = build_ner( + cfg.model, + train_cfg=cfg.get('train_cfg', None), + test_cfg=cfg.get('test_cfg', None)) else: raise NotImplementedError diff --git a/tools/train.py b/tools/train.py index 7405f10..fee7508 100644 --- a/tools/train.py +++ b/tools/train.py @@ -4,8 +4,8 @@ # Filename : train.py # Abstract : -# Current Version: 1.0.0 -# Date : 2020-05-31 +# Current Version: 1.0.1 +# Date : 2022-05-06 ################################################################################################## """ import argparse @@ -32,9 +32,7 @@ from davarocr.davar_common.utils import collect_env, get_root_logger from davarocr.davar_common.datasets import davar_build_dataset -from davarocr.davar_rcg.models.builder import build_recognizor -from davarocr.davar_spotting.models.builder import build_spotter @@ -204,11 +202,13 @@ def main(): model_type = cfg.get('type', 'DETECTOR') if model_type == "RECOGNIZOR": + from davarocr.davar_rcg.models.builder import build_recognizor model = build_recognizor( cfg.model, train_cfg=cfg.get('train_cfg', None), test_cfg=cfg.get('test_cfg', None)) elif model_type == "SPOTTER": + from davarocr.davar_spotting.models.builder import build_spotter model = build_spotter( cfg.model, train_cfg=cfg.get('train_cfg', None), @@ -219,7 +219,11 @@ def main(): train_cfg=cfg.get('train_cfg', None), test_cfg=cfg.get('test_cfg', None)) elif model_type == "NER": - raise NotImplementedError + from davarocr.davar_ner.models.builder import build_ner + model = build_ner( + cfg.model, + train_cfg=cfg.get('train_cfg', None), + test_cfg=cfg.get('test_cfg', None)) else: raise NotImplementedError