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convnext_exp9(2).log
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convnext_exp9(2).log
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2022-03-24 11:56:40,726 - mmdet - INFO - Environment info:
------------------------------------------------------------
sys.platform: linux
Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]
CUDA available: True
GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB
CUDA_HOME: None
GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-44)
PyTorch: 1.10.2
PyTorch compiling details: PyTorch built with:
- GCC 7.3
- C++ Version: 201402
- Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications
- Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740)
- OpenMP 201511 (a.k.a. OpenMP 4.5)
- LAPACK is enabled (usually provided by MKL)
- NNPACK is enabled
- CPU capability usage: AVX2
- CUDA Runtime 10.2
- NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37
- CuDNN 7.6.5
- Magma 2.5.2
- Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=10.2, CUDNN_VERSION=7.6.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON,
TorchVision: 0.11.3
OpenCV: 4.5.5
MMCV: 1.4.0
MMCV Compiler: GCC 7.3
MMCV CUDA Compiler: 10.2
MMDetection: 2.11.0+
------------------------------------------------------------
2022-03-24 11:56:41,108 - mmdet - INFO - Distributed training: True
2022-03-24 11:56:41,469 - mmdet - INFO - Config:
fp16 = None
model = dict(
type='CascadeRCNN',
pretrained=None,
backbone=dict(
type='ConvNeXt',
in_chans=3,
depths=[3, 3, 27, 3],
dims=[256, 512, 1024, 2048],
drop_path_rate=0.8,
layer_scale_init_value=1.0,
out_indices=[0, 1, 2, 3]),
neck=dict(
type='FPN',
in_channels=[256, 512, 1024, 2048],
out_channels=256,
num_outs=5),
rpn_head=dict(
type='RPNHead',
in_channels=256,
feat_channels=256,
anchor_generator=dict(
type='AnchorGenerator',
scales=[2],
ratios=[0.2, 0.5, 1.0, 2.0, 5.0],
strides=[4, 8, 16, 32, 64]),
bbox_coder=dict(
type='DeltaXYWHBBoxCoder',
target_means=[0.0, 0.0, 0.0, 0.0],
target_stds=[1.0, 1.0, 1.0, 1.0]),
loss_cls=dict(
type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0),
loss_bbox=dict(
type='SmoothL1Loss', beta=0.1111111111111111, loss_weight=1.0)),
roi_head=dict(
type='CascadeRoIHead',
num_stages=3,
stage_loss_weights=[1, 0.5, 0.25],
bbox_roi_extractor=dict(
type='SingleRoIExtractor',
roi_layer=dict(type='RoIAlign', output_size=7, sampling_ratio=0),
out_channels=256,
featmap_strides=[4, 8, 16, 32]),
bbox_head=[
dict(
type='ConvFCBBoxHead',
num_shared_convs=4,
num_shared_fcs=1,
in_channels=256,
conv_out_channels=256,
fc_out_channels=1024,
roi_feat_size=7,
num_classes=2,
bbox_coder=dict(
type='DeltaXYWHBBoxCoder',
target_means=[0.0, 0.0, 0.0, 0.0],
target_stds=[0.1, 0.1, 0.2, 0.2]),
reg_class_agnostic=False,
reg_decoded_bbox=True,
norm_cfg=dict(type='SyncBN', requires_grad=True),
loss_cls=dict(
type='CrossEntropyLoss',
use_sigmoid=False,
loss_weight=1.0),
loss_bbox=dict(type='GIoULoss', loss_weight=10.0)),
dict(
type='ConvFCBBoxHead',
num_shared_convs=4,
num_shared_fcs=1,
in_channels=256,
conv_out_channels=256,
fc_out_channels=1024,
roi_feat_size=7,
num_classes=2,
bbox_coder=dict(
type='DeltaXYWHBBoxCoder',
target_means=[0.0, 0.0, 0.0, 0.0],
target_stds=[0.05, 0.05, 0.1, 0.1]),
reg_class_agnostic=False,
reg_decoded_bbox=True,
norm_cfg=dict(type='SyncBN', requires_grad=True),
loss_cls=dict(
type='CrossEntropyLoss',
use_sigmoid=False,
loss_weight=1.0),
loss_bbox=dict(type='GIoULoss', loss_weight=10.0)),
dict(
type='ConvFCBBoxHead',
num_shared_convs=4,
num_shared_fcs=1,
in_channels=256,
conv_out_channels=256,
fc_out_channels=1024,
roi_feat_size=7,
num_classes=2,
bbox_coder=dict(
type='DeltaXYWHBBoxCoder',
target_means=[0.0, 0.0, 0.0, 0.0],
target_stds=[0.033, 0.033, 0.067, 0.067]),
reg_class_agnostic=False,
reg_decoded_bbox=True,
norm_cfg=dict(type='SyncBN', requires_grad=True),
loss_cls=dict(
type='CrossEntropyLoss',
use_sigmoid=False,
loss_weight=1.0),
loss_bbox=dict(type='GIoULoss', loss_weight=10.0))
]),
train_cfg=dict(
rpn=dict(
assigner=dict(
type='MaxIoUAssigner',
pos_iou_thr=0.5,
neg_iou_thr=0.3,
min_pos_iou=0.3,
match_low_quality=True,
ignore_iof_thr=-1),
sampler=dict(
type='RandomSampler',
num=256,
pos_fraction=0.5,
neg_pos_ub=-1,
add_gt_as_proposals=False),
allowed_border=0,
pos_weight=-1,
debug=False),
rpn_proposal=dict(
nms_across_levels=False,
nms_pre=2000,
nms_post=2000,
max_per_img=2000,
nms=dict(type='nms', iou_threshold=0.7),
min_bbox_size=0),
rcnn=[
dict(
assigner=dict(
type='MaxIoUAssigner',
pos_iou_thr=0.3,
neg_iou_thr=0.3,
min_pos_iou=0.3,
match_low_quality=False,
ignore_iof_thr=-1),
sampler=dict(
type='RandomSampler',
num=512,
pos_fraction=0.25,
neg_pos_ub=-1,
add_gt_as_proposals=True),
pos_weight=-1,
debug=False),
dict(
assigner=dict(
type='MaxIoUAssigner',
pos_iou_thr=0.4,
neg_iou_thr=0.4,
min_pos_iou=0.4,
match_low_quality=False,
ignore_iof_thr=-1),
sampler=dict(
type='RandomSampler',
num=512,
pos_fraction=0.25,
neg_pos_ub=-1,
add_gt_as_proposals=True),
pos_weight=-1,
debug=False),
dict(
assigner=dict(
type='MaxIoUAssigner',
pos_iou_thr=0.5,
neg_iou_thr=0.5,
min_pos_iou=0.5,
match_low_quality=False,
ignore_iof_thr=-1),
sampler=dict(
type='RandomSampler',
num=512,
pos_fraction=0.25,
neg_pos_ub=-1,
add_gt_as_proposals=True),
pos_weight=-1,
debug=False)
]),
test_cfg=dict(
rpn=dict(
nms_across_levels=False,
nms_pre=1000,
nms_post=1000,
max_per_img=1000,
nms=dict(type='nms', iou_threshold=0.7),
min_bbox_size=0),
rcnn=dict(
score_thr=0.1,
nms=dict(type='nms', iou_threshold=0.5),
max_per_img=100)))
data = dict(
samples_per_gpu=8,
workers_per_gpu=2,
train=dict(
type='CocoDataset',
ann_file='full_data/dcic_full_coco_2cls_dataset/annotations/train.json',
img_prefix='full_data/dcic_full_coco_2cls_dataset/train/',
pipeline=[
dict(type='LoadImageFromFile'),
dict(type='LoadAnnotations', with_bbox=True),
dict(type='Resize', img_scale=(9999, 256), keep_ratio=True),
dict(type='RandomFlip', flip_ratio=0.0),
dict(
type='Normalize',
mean=[123.675, 116.28, 103.53],
std=[58.395, 57.12, 57.375],
to_rgb=True),
dict(type='Pad', size_divisor=32),
dict(type='DefaultFormatBundle'),
dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels'])
]),
val=dict(
type='CocoDataset',
ann_file='full_data/dcic_full_coco_2cls_dataset/annotations/val.json',
img_prefix='full_data/dcic_full_coco_2cls_dataset/val/',
pipeline=[
dict(type='LoadImageFromFile'),
dict(
type='MultiScaleFlipAug',
img_scale=(9999, 256),
flip=False,
transforms=[
dict(
type='Resize', img_scale=(9999, 256), keep_ratio=True),
dict(type='RandomFlip'),
dict(
type='Normalize',
mean=[123.675, 116.28, 103.53],
std=[58.395, 57.12, 57.375],
to_rgb=True),
dict(type='Pad', size_divisor=32),
dict(type='ImageToTensor', keys=['img']),
dict(type='Collect', keys=['img'])
])
]),
test=dict(
type='CocoDataset',
ann_file='full_data/dcic_full_coco_2cls_dataset/annotations/test.json',
img_prefix='full_data/dcic_full_coco_2cls_dataset/test/',
pipeline=[
dict(type='LoadImageFromFile'),
dict(
type='MultiScaleFlipAug',
img_scale=(9999, 256),
flip=False,
transforms=[
dict(
type='Resize', img_scale=(9999, 256), keep_ratio=True),
dict(type='RandomFlip'),
dict(
type='Normalize',
mean=[123.675, 116.28, 103.53],
std=[58.395, 57.12, 57.375],
to_rgb=True),
dict(type='Pad', size_divisor=32),
dict(type='ImageToTensor', keys=['img']),
dict(type='Collect', keys=['img'])
])
]))
evaluation = dict(interval=1, metric='bbox')
optimizer = dict(
constructor='LearningRateDecayOptimizerConstructor',
type='AdamW',
lr=0.0002,
betas=(0.9, 0.999),
weight_decay=0.05,
paramwise_cfg=dict(decay_rate=0.7, decay_type='layer_wise', num_layers=12))
optimizer_config = dict(
type='DistOptimizerHook',
update_interval=1,
grad_clip=None,
coalesce=True,
bucket_size_mb=-1,
use_fp16=True)
lr_config = dict(
policy='step',
warmup='linear',
warmup_iters=500,
warmup_ratio=0.001,
step=[28, 34])
runner = dict(type='EpochBasedRunnerAmp', max_epochs=48)
checkpoint_config = dict(interval=4)
log_config = dict(interval=10, hooks=[dict(type='TextLoggerHook')])
dist_params = dict(backend='nccl')
log_level = 'INFO'
load_from = '/data/home/scv1442/run/DCIC_2022_Swin-Transformer/work_dirs/cascade_convnext_x_exp1/latest.pth'
resume_from = '/data/home/scv1442/run/DCIC_2022_Swin-Transformer/work_dirs/cascade_convnext_x_exp9_aug/latest.pth'
workflow = [('train', 1)]
work_dir = '/data/home/scv1442/run/DCIC_2022_Swin-Transformer/work_dirs/cascade_convnext_x_exp9_aug'
gpu_ids = range(0, 8)
2022-03-24 11:56:59,006 - mmdet - INFO - load checkpoint from local path: /data/home/scv1442/run/DCIC_2022_Swin-Transformer/work_dirs/cascade_convnext_x_exp9_aug/latest.pth
2022-03-24 11:57:12,900 - mmdet - INFO - resumed epoch 36, iter 12096
2022-03-24 11:57:12,905 - mmdet - INFO - Start running, host: scv1442@g0022, work_dir: /data/home/scv1442/run/DCIC_2022_Swin-Transformer/work_dirs/cascade_convnext_x_exp9_aug
2022-03-24 11:57:12,906 - mmdet - INFO - Hooks will be executed in the following order:
before_run:
(VERY_HIGH ) StepLrUpdaterHook
(ABOVE_NORMAL) DistOptimizerHook
(NORMAL ) CheckpointHook
(NORMAL ) DistEvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_train_epoch:
(VERY_HIGH ) StepLrUpdaterHook
(NORMAL ) DistSamplerSeedHook
(NORMAL ) DistEvalHook
(LOW ) IterTimerHook
(VERY_LOW ) TextLoggerHook
--------------------
before_train_iter:
(VERY_HIGH ) StepLrUpdaterHook
(LOW ) IterTimerHook
--------------------
after_train_iter:
(ABOVE_NORMAL) DistOptimizerHook
(NORMAL ) CheckpointHook
(NORMAL ) DistEvalHook
(LOW ) IterTimerHook
(VERY_LOW ) TextLoggerHook
--------------------
after_train_epoch:
(NORMAL ) CheckpointHook
(NORMAL ) DistEvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_val_epoch:
(NORMAL ) DistSamplerSeedHook
(LOW ) IterTimerHook
(VERY_LOW ) TextLoggerHook
--------------------
before_val_iter:
(LOW ) IterTimerHook
--------------------
after_val_iter:
(LOW ) IterTimerHook
--------------------
after_val_epoch:
(VERY_LOW ) TextLoggerHook
--------------------
after_run:
(VERY_LOW ) TextLoggerHook
--------------------
2022-03-24 11:57:12,906 - mmdet - INFO - workflow: [('train', 1)], max: 48 epochs
2022-03-24 11:57:12,906 - mmdet - INFO - Checkpoints will be saved to /data/home/scv1442/run/DCIC_2022_Swin-Transformer/work_dirs/cascade_convnext_x_exp9_aug by HardDiskBackend.
2022-03-24 11:57:40,616 - mmdet - INFO - Epoch [37][10/336] lr: 1.938e-08, eta: 3:05:38, time: 2.769, data_time: 1.986, memory: 15319, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0195, s0.acc: 99.3005, s0.loss_bbox: 0.1341, s1.loss_cls: 0.0048, s1.acc: 99.6702, s1.loss_bbox: 0.0699, s2.loss_cls: 0.0022, s2.acc: 99.6934, s2.loss_bbox: 0.0358, loss: 0.2695
2022-03-24 11:57:47,957 - mmdet - INFO - Epoch [37][20/336] lr: 1.938e-08, eta: 1:57:08, time: 0.734, data_time: 0.009, memory: 15322, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0199, s0.acc: 99.2621, s0.loss_bbox: 0.1351, s1.loss_cls: 0.0045, s1.acc: 99.6711, s1.loss_bbox: 0.0711, s2.loss_cls: 0.0022, s2.acc: 99.6958, s2.loss_bbox: 0.0365, loss: 0.2727
2022-03-24 11:57:55,314 - mmdet - INFO - Epoch [37][30/336] lr: 1.938e-08, eta: 1:34:15, time: 0.736, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0190, s0.acc: 99.2770, s0.loss_bbox: 0.1317, s1.loss_cls: 0.0047, s1.acc: 99.6631, s1.loss_bbox: 0.0688, s2.loss_cls: 0.0024, s2.acc: 99.6595, s2.loss_bbox: 0.0354, loss: 0.2649
2022-03-24 11:58:02,589 - mmdet - INFO - Epoch [37][40/336] lr: 1.938e-08, eta: 1:22:36, time: 0.727, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0207, s0.acc: 99.2206, s0.loss_bbox: 0.1398, s1.loss_cls: 0.0051, s1.acc: 99.6098, s1.loss_bbox: 0.0717, s2.loss_cls: 0.0025, s2.acc: 99.6434, s2.loss_bbox: 0.0365, loss: 0.2795
2022-03-24 11:58:09,957 - mmdet - INFO - Epoch [37][50/336] lr: 1.938e-08, eta: 1:15:42, time: 0.737, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0206, s0.acc: 99.1928, s0.loss_bbox: 0.1389, s1.loss_cls: 0.0049, s1.acc: 99.6395, s1.loss_bbox: 0.0730, s2.loss_cls: 0.0024, s2.acc: 99.6500, s2.loss_bbox: 0.0375, loss: 0.2805
2022-03-24 11:58:17,454 - mmdet - INFO - Epoch [37][60/336] lr: 1.938e-08, eta: 1:11:11, time: 0.750, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0015, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0194, s0.acc: 99.2606, s0.loss_bbox: 0.1369, s1.loss_cls: 0.0044, s1.acc: 99.6646, s1.loss_bbox: 0.0713, s2.loss_cls: 0.0021, s2.acc: 99.7164, s2.loss_bbox: 0.0364, loss: 0.2740
2022-03-24 11:58:24,884 - mmdet - INFO - Epoch [37][70/336] lr: 1.938e-08, eta: 1:07:52, time: 0.743, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0015, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0190, s0.acc: 99.3066, s0.loss_bbox: 0.1396, s1.loss_cls: 0.0049, s1.acc: 99.6488, s1.loss_bbox: 0.0720, s2.loss_cls: 0.0025, s2.acc: 99.6636, s2.loss_bbox: 0.0369, loss: 0.2786
2022-03-24 11:58:32,417 - mmdet - INFO - Epoch [37][80/336] lr: 1.938e-08, eta: 1:05:26, time: 0.754, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0018, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0207, s0.acc: 99.2502, s0.loss_bbox: 0.1369, s1.loss_cls: 0.0055, s1.acc: 99.6237, s1.loss_bbox: 0.0707, s2.loss_cls: 0.0024, s2.acc: 99.6758, s2.loss_bbox: 0.0360, loss: 0.2758
2022-03-24 11:58:39,816 - mmdet - INFO - Epoch [37][90/336] lr: 1.938e-08, eta: 1:03:25, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0184, s0.acc: 99.2908, s0.loss_bbox: 0.1342, s1.loss_cls: 0.0041, s1.acc: 99.6989, s1.loss_bbox: 0.0704, s2.loss_cls: 0.0019, s2.acc: 99.7389, s2.loss_bbox: 0.0359, loss: 0.2684
2022-03-24 11:58:47,951 - mmdet - INFO - Epoch [37][100/336] lr: 1.938e-08, eta: 1:02:16, time: 0.813, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0171, s0.acc: 99.3655, s0.loss_bbox: 0.1352, s1.loss_cls: 0.0037, s1.acc: 99.7409, s1.loss_bbox: 0.0703, s2.loss_cls: 0.0018, s2.acc: 99.7397, s2.loss_bbox: 0.0362, loss: 0.2673
2022-03-24 11:58:55,778 - mmdet - INFO - Epoch [37][110/336] lr: 1.938e-08, eta: 1:01:07, time: 0.783, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0191, s0.acc: 99.2532, s0.loss_bbox: 0.1402, s1.loss_cls: 0.0044, s1.acc: 99.6891, s1.loss_bbox: 0.0737, s2.loss_cls: 0.0022, s2.acc: 99.6947, s2.loss_bbox: 0.0377, loss: 0.2808
2022-03-24 11:59:03,152 - mmdet - INFO - Epoch [37][120/336] lr: 1.938e-08, eta: 0:59:53, time: 0.737, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0182, s0.acc: 99.3344, s0.loss_bbox: 0.1396, s1.loss_cls: 0.0042, s1.acc: 99.7000, s1.loss_bbox: 0.0727, s2.loss_cls: 0.0021, s2.acc: 99.7045, s2.loss_bbox: 0.0373, loss: 0.2772
2022-03-24 11:59:10,539 - mmdet - INFO - Epoch [37][130/336] lr: 1.938e-08, eta: 0:58:50, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0179, s0.acc: 99.3066, s0.loss_bbox: 0.1341, s1.loss_cls: 0.0042, s1.acc: 99.6862, s1.loss_bbox: 0.0700, s2.loss_cls: 0.0018, s2.acc: 99.7421, s2.loss_bbox: 0.0356, loss: 0.2668
2022-03-24 11:59:17,947 - mmdet - INFO - Epoch [37][140/336] lr: 1.938e-08, eta: 0:57:55, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0015, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0180, s0.acc: 99.3198, s0.loss_bbox: 0.1338, s1.loss_cls: 0.0041, s1.acc: 99.7048, s1.loss_bbox: 0.0700, s2.loss_cls: 0.0018, s2.acc: 99.7405, s2.loss_bbox: 0.0359, loss: 0.2670
2022-03-24 11:59:25,337 - mmdet - INFO - Epoch [37][150/336] lr: 1.938e-08, eta: 0:57:06, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0180, s0.acc: 99.3277, s0.loss_bbox: 0.1375, s1.loss_cls: 0.0038, s1.acc: 99.7325, s1.loss_bbox: 0.0716, s2.loss_cls: 0.0019, s2.acc: 99.7524, s2.loss_bbox: 0.0366, loss: 0.2727
2022-03-24 11:59:33,031 - mmdet - INFO - Epoch [37][160/336] lr: 1.938e-08, eta: 0:56:30, time: 0.769, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0185, s0.acc: 99.3283, s0.loss_bbox: 0.1326, s1.loss_cls: 0.0048, s1.acc: 99.6574, s1.loss_bbox: 0.0688, s2.loss_cls: 0.0023, s2.acc: 99.6877, s2.loss_bbox: 0.0350, loss: 0.2653
2022-03-24 11:59:40,431 - mmdet - INFO - Epoch [37][170/336] lr: 1.938e-08, eta: 0:55:50, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0171, s0.acc: 99.3542, s0.loss_bbox: 0.1357, s1.loss_cls: 0.0039, s1.acc: 99.7141, s1.loss_bbox: 0.0708, s2.loss_cls: 0.0018, s2.acc: 99.7300, s2.loss_bbox: 0.0363, loss: 0.2688
2022-03-24 11:59:47,952 - mmdet - INFO - Epoch [37][180/336] lr: 1.938e-08, eta: 0:55:17, time: 0.752, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3594, s0.loss_bbox: 0.1346, s1.loss_cls: 0.0043, s1.acc: 99.6750, s1.loss_bbox: 0.0707, s2.loss_cls: 0.0020, s2.acc: 99.7273, s2.loss_bbox: 0.0363, loss: 0.2685
2022-03-24 11:59:55,345 - mmdet - INFO - Epoch [37][190/336] lr: 1.938e-08, eta: 0:54:44, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0015, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0165, s0.acc: 99.3881, s0.loss_bbox: 0.1331, s1.loss_cls: 0.0037, s1.acc: 99.7521, s1.loss_bbox: 0.0695, s2.loss_cls: 0.0017, s2.acc: 99.7816, s2.loss_bbox: 0.0355, loss: 0.2636
2022-03-24 12:00:02,755 - mmdet - INFO - Epoch [37][200/336] lr: 1.938e-08, eta: 0:54:13, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0159, s0.acc: 99.4012, s0.loss_bbox: 0.1335, s1.loss_cls: 0.0033, s1.acc: 99.7567, s1.loss_bbox: 0.0706, s2.loss_cls: 0.0015, s2.acc: 99.7991, s2.loss_bbox: 0.0362, loss: 0.2636
2022-03-24 12:00:10,468 - mmdet - INFO - Epoch [37][210/336] lr: 1.938e-08, eta: 0:53:51, time: 0.771, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0177, s0.acc: 99.3311, s0.loss_bbox: 0.1359, s1.loss_cls: 0.0040, s1.acc: 99.7095, s1.loss_bbox: 0.0712, s2.loss_cls: 0.0018, s2.acc: 99.7533, s2.loss_bbox: 0.0366, loss: 0.2704
2022-03-24 12:00:17,911 - mmdet - INFO - Epoch [37][220/336] lr: 1.938e-08, eta: 0:53:25, time: 0.745, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3457, s0.loss_bbox: 0.1407, s1.loss_cls: 0.0040, s1.acc: 99.7268, s1.loss_bbox: 0.0741, s2.loss_cls: 0.0018, s2.acc: 99.7690, s2.loss_bbox: 0.0382, loss: 0.2791
2022-03-24 12:00:25,291 - mmdet - INFO - Epoch [37][230/336] lr: 1.938e-08, eta: 0:52:59, time: 0.738, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0016, loss_rpn_bbox: 0.0022, s0.loss_cls: 0.0194, s0.acc: 99.2856, s0.loss_bbox: 0.1457, s1.loss_cls: 0.0045, s1.acc: 99.6797, s1.loss_bbox: 0.0771, s2.loss_cls: 0.0024, s2.acc: 99.6914, s2.loss_bbox: 0.0393, loss: 0.2922
2022-03-24 12:00:32,686 - mmdet - INFO - Epoch [37][240/336] lr: 1.938e-08, eta: 0:52:36, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0166, s0.acc: 99.3976, s0.loss_bbox: 0.1300, s1.loss_cls: 0.0034, s1.acc: 99.7649, s1.loss_bbox: 0.0682, s2.loss_cls: 0.0016, s2.acc: 99.8019, s2.loss_bbox: 0.0349, loss: 0.2576
2022-03-24 12:00:40,290 - mmdet - INFO - Epoch [37][250/336] lr: 1.938e-08, eta: 0:52:15, time: 0.753, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0174, s0.acc: 99.3320, s0.loss_bbox: 0.1368, s1.loss_cls: 0.0036, s1.acc: 99.7376, s1.loss_bbox: 0.0718, s2.loss_cls: 0.0019, s2.acc: 99.7556, s2.loss_bbox: 0.0367, loss: 0.2714
2022-03-24 12:00:48,089 - mmdet - INFO - Epoch [37][260/336] lr: 1.938e-08, eta: 0:52:01, time: 0.788, data_time: 0.017, memory: 15324, loss_rpn_cls: 0.0015, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0172, s0.acc: 99.3503, s0.loss_bbox: 0.1382, s1.loss_cls: 0.0039, s1.acc: 99.7258, s1.loss_bbox: 0.0715, s2.loss_cls: 0.0018, s2.acc: 99.7444, s2.loss_bbox: 0.0365, loss: 0.2726
2022-03-24 12:00:55,495 - mmdet - INFO - Epoch [37][270/336] lr: 1.938e-08, eta: 0:51:41, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0022, s0.loss_cls: 0.0180, s0.acc: 99.3335, s0.loss_bbox: 0.1467, s1.loss_cls: 0.0039, s1.acc: 99.7284, s1.loss_bbox: 0.0760, s2.loss_cls: 0.0017, s2.acc: 99.7628, s2.loss_bbox: 0.0388, loss: 0.2885
2022-03-24 12:01:02,893 - mmdet - INFO - Epoch [37][280/336] lr: 1.938e-08, eta: 0:51:21, time: 0.740, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0015, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0194, s0.acc: 99.2810, s0.loss_bbox: 0.1451, s1.loss_cls: 0.0046, s1.acc: 99.6983, s1.loss_bbox: 0.0758, s2.loss_cls: 0.0022, s2.acc: 99.7026, s2.loss_bbox: 0.0385, loss: 0.2892
2022-03-24 12:01:10,273 - mmdet - INFO - Epoch [37][290/336] lr: 1.938e-08, eta: 0:51:02, time: 0.738, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0177, s0.acc: 99.3185, s0.loss_bbox: 0.1404, s1.loss_cls: 0.0036, s1.acc: 99.7562, s1.loss_bbox: 0.0746, s2.loss_cls: 0.0017, s2.acc: 99.7752, s2.loss_bbox: 0.0382, loss: 0.2793
2022-03-24 12:01:17,696 - mmdet - INFO - Epoch [37][300/336] lr: 1.938e-08, eta: 0:50:44, time: 0.742, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0175, s0.acc: 99.3521, s0.loss_bbox: 0.1422, s1.loss_cls: 0.0039, s1.acc: 99.7099, s1.loss_bbox: 0.0739, s2.loss_cls: 0.0017, s2.acc: 99.7510, s2.loss_bbox: 0.0382, loss: 0.2807
2022-03-24 12:01:25,737 - mmdet - INFO - Epoch [37][310/336] lr: 1.938e-08, eta: 0:50:35, time: 0.804, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0188, s0.acc: 99.2966, s0.loss_bbox: 0.1479, s1.loss_cls: 0.0042, s1.acc: 99.6908, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0019, s2.acc: 99.7419, s2.loss_bbox: 0.0398, loss: 0.2934
2022-03-24 12:01:33,149 - mmdet - INFO - Epoch [37][320/336] lr: 1.938e-08, eta: 0:50:18, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3689, s0.loss_bbox: 0.1316, s1.loss_cls: 0.0038, s1.acc: 99.7340, s1.loss_bbox: 0.0682, s2.loss_cls: 0.0017, s2.acc: 99.7835, s2.loss_bbox: 0.0350, loss: 0.2602
2022-03-24 12:01:40,743 - mmdet - INFO - Epoch [37][330/336] lr: 1.938e-08, eta: 0:50:04, time: 0.760, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0169, s0.acc: 99.3396, s0.loss_bbox: 0.1316, s1.loss_cls: 0.0038, s1.acc: 99.7182, s1.loss_bbox: 0.0696, s2.loss_cls: 0.0017, s2.acc: 99.7563, s2.loss_bbox: 0.0358, loss: 0.2627
2022-03-24 12:02:07,015 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:02:07,282 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:02:07,282 - mmdet - INFO - Epoch(val) [37][336] bbox_mAP: 0.5970, bbox_mAP_50: 0.9220, bbox_mAP_75: 0.6850, bbox_mAP_s: 0.5710, bbox_mAP_m: 0.6710, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.597 0.922 0.685 0.571 0.671 -1.000
2022-03-24 12:02:36,419 - mmdet - INFO - Epoch [38][10/336] lr: 1.938e-08, eta: 0:52:43, time: 2.912, data_time: 2.034, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0175, s0.acc: 99.3353, s0.loss_bbox: 0.1417, s1.loss_cls: 0.0037, s1.acc: 99.7349, s1.loss_bbox: 0.0745, s2.loss_cls: 0.0016, s2.acc: 99.7668, s2.loss_bbox: 0.0378, loss: 0.2801
2022-03-24 12:02:44,447 - mmdet - INFO - Epoch [38][20/336] lr: 1.938e-08, eta: 0:52:28, time: 0.796, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0169, s0.acc: 99.3616, s0.loss_bbox: 0.1393, s1.loss_cls: 0.0038, s1.acc: 99.7153, s1.loss_bbox: 0.0713, s2.loss_cls: 0.0016, s2.acc: 99.7827, s2.loss_bbox: 0.0364, loss: 0.2726
2022-03-24 12:02:53,586 - mmdet - INFO - Epoch [38][30/336] lr: 1.938e-08, eta: 0:52:25, time: 0.914, data_time: 0.018, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0182, s0.acc: 99.3042, s0.loss_bbox: 0.1431, s1.loss_cls: 0.0041, s1.acc: 99.7272, s1.loss_bbox: 0.0739, s2.loss_cls: 0.0019, s2.acc: 99.7515, s2.loss_bbox: 0.0374, loss: 0.2821
2022-03-24 12:03:02,748 - mmdet - INFO - Epoch [38][40/336] lr: 1.938e-08, eta: 0:52:22, time: 0.916, data_time: 0.017, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0174, s0.acc: 99.3509, s0.loss_bbox: 0.1373, s1.loss_cls: 0.0038, s1.acc: 99.7495, s1.loss_bbox: 0.0713, s2.loss_cls: 0.0020, s2.acc: 99.7802, s2.loss_bbox: 0.0364, loss: 0.2713
2022-03-24 12:03:10,338 - mmdet - INFO - Epoch [38][50/336] lr: 1.938e-08, eta: 0:52:05, time: 0.766, data_time: 0.017, memory: 15324, loss_rpn_cls: 0.0015, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0179, s0.acc: 99.3250, s0.loss_bbox: 0.1416, s1.loss_cls: 0.0036, s1.acc: 99.7425, s1.loss_bbox: 0.0745, s2.loss_cls: 0.0018, s2.acc: 99.7897, s2.loss_bbox: 0.0380, loss: 0.2809
2022-03-24 12:03:17,824 - mmdet - INFO - Epoch [38][60/336] lr: 1.938e-08, eta: 0:51:46, time: 0.747, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0182, s0.acc: 99.3097, s0.loss_bbox: 0.1390, s1.loss_cls: 0.0037, s1.acc: 99.7396, s1.loss_bbox: 0.0732, s2.loss_cls: 0.0017, s2.acc: 99.7801, s2.loss_bbox: 0.0375, loss: 0.2765
2022-03-24 12:03:26,040 - mmdet - INFO - Epoch [38][70/336] lr: 1.938e-08, eta: 0:51:35, time: 0.823, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0164, s0.acc: 99.3726, s0.loss_bbox: 0.1340, s1.loss_cls: 0.0036, s1.acc: 99.7463, s1.loss_bbox: 0.0707, s2.loss_cls: 0.0017, s2.acc: 99.7580, s2.loss_bbox: 0.0361, loss: 0.2656
2022-03-24 12:03:33,461 - mmdet - INFO - Epoch [38][80/336] lr: 1.938e-08, eta: 0:51:16, time: 0.742, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0166, s0.acc: 99.3762, s0.loss_bbox: 0.1404, s1.loss_cls: 0.0032, s1.acc: 99.7761, s1.loss_bbox: 0.0723, s2.loss_cls: 0.0014, s2.acc: 99.7928, s2.loss_bbox: 0.0366, loss: 0.2738
2022-03-24 12:03:40,937 - mmdet - INFO - Epoch [38][90/336] lr: 1.938e-08, eta: 0:50:59, time: 0.748, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0176, s0.acc: 99.3243, s0.loss_bbox: 0.1384, s1.loss_cls: 0.0038, s1.acc: 99.7103, s1.loss_bbox: 0.0731, s2.loss_cls: 0.0018, s2.acc: 99.7525, s2.loss_bbox: 0.0378, loss: 0.2758
2022-03-24 12:03:48,374 - mmdet - INFO - Epoch [38][100/336] lr: 1.938e-08, eta: 0:50:42, time: 0.744, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0168, s0.acc: 99.3735, s0.loss_bbox: 0.1342, s1.loss_cls: 0.0035, s1.acc: 99.7428, s1.loss_bbox: 0.0709, s2.loss_cls: 0.0018, s2.acc: 99.7560, s2.loss_bbox: 0.0364, loss: 0.2665
2022-03-24 12:03:57,151 - mmdet - INFO - Epoch [38][110/336] lr: 1.938e-08, eta: 0:50:36, time: 0.871, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0179, s0.acc: 99.3323, s0.loss_bbox: 0.1416, s1.loss_cls: 0.0041, s1.acc: 99.7055, s1.loss_bbox: 0.0739, s2.loss_cls: 0.0017, s2.acc: 99.7812, s2.loss_bbox: 0.0378, loss: 0.2802
2022-03-24 12:04:06,293 - mmdet - INFO - Epoch [38][120/336] lr: 1.938e-08, eta: 0:50:32, time: 0.915, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0165, s0.acc: 99.3692, s0.loss_bbox: 0.1351, s1.loss_cls: 0.0034, s1.acc: 99.7575, s1.loss_bbox: 0.0709, s2.loss_cls: 0.0015, s2.acc: 99.7899, s2.loss_bbox: 0.0362, loss: 0.2665
2022-03-24 12:04:15,276 - mmdet - INFO - Epoch [38][130/336] lr: 1.938e-08, eta: 0:50:28, time: 0.898, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0163, s0.acc: 99.3985, s0.loss_bbox: 0.1340, s1.loss_cls: 0.0036, s1.acc: 99.7416, s1.loss_bbox: 0.0708, s2.loss_cls: 0.0016, s2.acc: 99.7848, s2.loss_bbox: 0.0362, loss: 0.2656
2022-03-24 12:04:23,289 - mmdet - INFO - Epoch [38][140/336] lr: 1.938e-08, eta: 0:50:16, time: 0.808, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0178, s0.acc: 99.3179, s0.loss_bbox: 0.1387, s1.loss_cls: 0.0041, s1.acc: 99.7118, s1.loss_bbox: 0.0723, s2.loss_cls: 0.0018, s2.acc: 99.7359, s2.loss_bbox: 0.0371, loss: 0.2748
2022-03-24 12:04:31,485 - mmdet - INFO - Epoch [38][150/336] lr: 1.938e-08, eta: 0:50:05, time: 0.813, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0155, s0.acc: 99.4202, s0.loss_bbox: 0.1339, s1.loss_cls: 0.0030, s1.acc: 99.7836, s1.loss_bbox: 0.0705, s2.loss_cls: 0.0016, s2.acc: 99.7996, s2.loss_bbox: 0.0359, loss: 0.2633
2022-03-24 12:04:40,572 - mmdet - INFO - Epoch [38][160/336] lr: 1.938e-08, eta: 0:50:01, time: 0.909, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0015, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0165, s0.acc: 99.3784, s0.loss_bbox: 0.1356, s1.loss_cls: 0.0036, s1.acc: 99.7429, s1.loss_bbox: 0.0717, s2.loss_cls: 0.0016, s2.acc: 99.7787, s2.loss_bbox: 0.0369, loss: 0.2692
2022-03-24 12:04:50,085 - mmdet - INFO - Epoch [38][170/336] lr: 1.938e-08, eta: 0:50:00, time: 0.951, data_time: 0.015, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0155, s0.acc: 99.4193, s0.loss_bbox: 0.1360, s1.loss_cls: 0.0029, s1.acc: 99.7882, s1.loss_bbox: 0.0713, s2.loss_cls: 0.0012, s2.acc: 99.8299, s2.loss_bbox: 0.0367, loss: 0.2665
2022-03-24 12:04:57,988 - mmdet - INFO - Epoch [38][180/336] lr: 1.938e-08, eta: 0:49:47, time: 0.796, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0161, s0.acc: 99.3768, s0.loss_bbox: 0.1327, s1.loss_cls: 0.0035, s1.acc: 99.7517, s1.loss_bbox: 0.0693, s2.loss_cls: 0.0016, s2.acc: 99.7771, s2.loss_bbox: 0.0359, loss: 0.2619
2022-03-24 12:05:05,556 - mmdet - INFO - Epoch [38][190/336] lr: 1.938e-08, eta: 0:49:33, time: 0.757, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0176, s0.acc: 99.3314, s0.loss_bbox: 0.1432, s1.loss_cls: 0.0033, s1.acc: 99.7650, s1.loss_bbox: 0.0750, s2.loss_cls: 0.0014, s2.acc: 99.8224, s2.loss_bbox: 0.0385, loss: 0.2822
2022-03-24 12:05:14,263 - mmdet - INFO - Epoch [38][200/336] lr: 1.938e-08, eta: 0:49:25, time: 0.864, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0177, s0.acc: 99.3152, s0.loss_bbox: 0.1442, s1.loss_cls: 0.0038, s1.acc: 99.7364, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0017, s2.acc: 99.7716, s2.loss_bbox: 0.0389, loss: 0.2858
2022-03-24 12:05:22,443 - mmdet - INFO - Epoch [38][210/336] lr: 1.938e-08, eta: 0:49:15, time: 0.825, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0178, s0.acc: 99.3140, s0.loss_bbox: 0.1460, s1.loss_cls: 0.0035, s1.acc: 99.7401, s1.loss_bbox: 0.0762, s2.loss_cls: 0.0016, s2.acc: 99.7912, s2.loss_bbox: 0.0390, loss: 0.2873
2022-03-24 12:05:29,857 - mmdet - INFO - Epoch [38][220/336] lr: 1.938e-08, eta: 0:49:00, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0166, s0.acc: 99.3738, s0.loss_bbox: 0.1410, s1.loss_cls: 0.0032, s1.acc: 99.7823, s1.loss_bbox: 0.0738, s2.loss_cls: 0.0013, s2.acc: 99.8455, s2.loss_bbox: 0.0380, loss: 0.2768
2022-03-24 12:05:37,380 - mmdet - INFO - Epoch [38][230/336] lr: 1.938e-08, eta: 0:48:46, time: 0.752, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0175, s0.acc: 99.3167, s0.loss_bbox: 0.1435, s1.loss_cls: 0.0036, s1.acc: 99.7055, s1.loss_bbox: 0.0753, s2.loss_cls: 0.0016, s2.acc: 99.7619, s2.loss_bbox: 0.0386, loss: 0.2834
2022-03-24 12:05:44,789 - mmdet - INFO - Epoch [38][240/336] lr: 1.938e-08, eta: 0:48:31, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0172, s0.acc: 99.3494, s0.loss_bbox: 0.1389, s1.loss_cls: 0.0036, s1.acc: 99.7515, s1.loss_bbox: 0.0730, s2.loss_cls: 0.0015, s2.acc: 99.7880, s2.loss_bbox: 0.0376, loss: 0.2750
2022-03-24 12:05:52,200 - mmdet - INFO - Epoch [38][250/336] lr: 1.938e-08, eta: 0:48:17, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0171, s0.acc: 99.3442, s0.loss_bbox: 0.1402, s1.loss_cls: 0.0034, s1.acc: 99.7503, s1.loss_bbox: 0.0737, s2.loss_cls: 0.0015, s2.acc: 99.7776, s2.loss_bbox: 0.0379, loss: 0.2769
2022-03-24 12:05:59,937 - mmdet - INFO - Epoch [38][260/336] lr: 1.938e-08, eta: 0:48:04, time: 0.768, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0184, s0.acc: 99.3030, s0.loss_bbox: 0.1369, s1.loss_cls: 0.0042, s1.acc: 99.6956, s1.loss_bbox: 0.0715, s2.loss_cls: 0.0021, s2.acc: 99.7202, s2.loss_bbox: 0.0363, loss: 0.2724
2022-03-24 12:06:07,773 - mmdet - INFO - Epoch [38][270/336] lr: 1.938e-08, eta: 0:47:53, time: 0.789, data_time: 0.015, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0172, s0.acc: 99.3335, s0.loss_bbox: 0.1395, s1.loss_cls: 0.0040, s1.acc: 99.7065, s1.loss_bbox: 0.0737, s2.loss_cls: 0.0017, s2.acc: 99.7469, s2.loss_bbox: 0.0380, loss: 0.2773
2022-03-24 12:06:15,181 - mmdet - INFO - Epoch [38][280/336] lr: 1.938e-08, eta: 0:47:39, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0161, s0.acc: 99.3799, s0.loss_bbox: 0.1353, s1.loss_cls: 0.0030, s1.acc: 99.7812, s1.loss_bbox: 0.0715, s2.loss_cls: 0.0012, s2.acc: 99.8226, s2.loss_bbox: 0.0364, loss: 0.2666
2022-03-24 12:06:23,974 - mmdet - INFO - Epoch [38][290/336] lr: 1.938e-08, eta: 0:47:33, time: 0.878, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0172, s0.acc: 99.3396, s0.loss_bbox: 0.1328, s1.loss_cls: 0.0034, s1.acc: 99.7389, s1.loss_bbox: 0.0695, s2.loss_cls: 0.0015, s2.acc: 99.7601, s2.loss_bbox: 0.0354, loss: 0.2626
2022-03-24 12:06:31,419 - mmdet - INFO - Epoch [38][300/336] lr: 1.938e-08, eta: 0:47:20, time: 0.746, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3375, s0.loss_bbox: 0.1392, s1.loss_cls: 0.0036, s1.acc: 99.7474, s1.loss_bbox: 0.0729, s2.loss_cls: 0.0017, s2.acc: 99.7764, s2.loss_bbox: 0.0371, loss: 0.2750
2022-03-24 12:06:38,860 - mmdet - INFO - Epoch [38][310/336] lr: 1.938e-08, eta: 0:47:07, time: 0.744, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0177, s0.acc: 99.3176, s0.loss_bbox: 0.1437, s1.loss_cls: 0.0041, s1.acc: 99.7120, s1.loss_bbox: 0.0756, s2.loss_cls: 0.0020, s2.acc: 99.7236, s2.loss_bbox: 0.0386, loss: 0.2846
2022-03-24 12:06:46,396 - mmdet - INFO - Epoch [38][320/336] lr: 1.938e-08, eta: 0:46:54, time: 0.753, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0163, s0.acc: 99.3781, s0.loss_bbox: 0.1405, s1.loss_cls: 0.0034, s1.acc: 99.7460, s1.loss_bbox: 0.0735, s2.loss_cls: 0.0015, s2.acc: 99.7909, s2.loss_bbox: 0.0378, loss: 0.2760
2022-03-24 12:06:53,819 - mmdet - INFO - Epoch [38][330/336] lr: 1.938e-08, eta: 0:46:41, time: 0.742, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0164, s0.acc: 99.3921, s0.loss_bbox: 0.1367, s1.loss_cls: 0.0033, s1.acc: 99.7688, s1.loss_bbox: 0.0720, s2.loss_cls: 0.0016, s2.acc: 99.7806, s2.loss_bbox: 0.0367, loss: 0.2697
2022-03-24 12:07:19,391 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:07:19,641 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:07:19,641 - mmdet - INFO - Epoch(val) [38][336] bbox_mAP: 0.5970, bbox_mAP_50: 0.9240, bbox_mAP_75: 0.6790, bbox_mAP_s: 0.5710, bbox_mAP_m: 0.6700, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.597 0.924 0.679 0.571 0.670 -1.000
2022-03-24 12:07:46,275 - mmdet - INFO - Epoch [39][10/336] lr: 1.938e-08, eta: 0:47:33, time: 2.662, data_time: 1.869, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0173, s0.acc: 99.3219, s0.loss_bbox: 0.1417, s1.loss_cls: 0.0034, s1.acc: 99.7339, s1.loss_bbox: 0.0742, s2.loss_cls: 0.0015, s2.acc: 99.7796, s2.loss_bbox: 0.0379, loss: 0.2790
2022-03-24 12:07:53,684 - mmdet - INFO - Epoch [39][20/336] lr: 1.938e-08, eta: 0:47:19, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0167, s0.acc: 99.3500, s0.loss_bbox: 0.1406, s1.loss_cls: 0.0035, s1.acc: 99.7388, s1.loss_bbox: 0.0742, s2.loss_cls: 0.0016, s2.acc: 99.7686, s2.loss_bbox: 0.0380, loss: 0.2774
2022-03-24 12:08:01,502 - mmdet - INFO - Epoch [39][30/336] lr: 1.938e-08, eta: 0:47:08, time: 0.782, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0167, s0.acc: 99.3610, s0.loss_bbox: 0.1384, s1.loss_cls: 0.0034, s1.acc: 99.7702, s1.loss_bbox: 0.0728, s2.loss_cls: 0.0017, s2.acc: 99.7720, s2.loss_bbox: 0.0371, loss: 0.2728
2022-03-24 12:08:09,153 - mmdet - INFO - Epoch [39][40/336] lr: 1.938e-08, eta: 0:46:55, time: 0.765, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0169, s0.acc: 99.3341, s0.loss_bbox: 0.1394, s1.loss_cls: 0.0033, s1.acc: 99.7541, s1.loss_bbox: 0.0733, s2.loss_cls: 0.0014, s2.acc: 99.8050, s2.loss_bbox: 0.0375, loss: 0.2750
2022-03-24 12:08:16,589 - mmdet - INFO - Epoch [39][50/336] lr: 1.938e-08, eta: 0:46:42, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0183, s0.acc: 99.3103, s0.loss_bbox: 0.1457, s1.loss_cls: 0.0041, s1.acc: 99.7172, s1.loss_bbox: 0.0751, s2.loss_cls: 0.0018, s2.acc: 99.7526, s2.loss_bbox: 0.0383, loss: 0.2866
2022-03-24 12:08:24,029 - mmdet - INFO - Epoch [39][60/336] lr: 1.938e-08, eta: 0:46:29, time: 0.747, data_time: 0.012, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0183, s0.acc: 99.3076, s0.loss_bbox: 0.1482, s1.loss_cls: 0.0039, s1.acc: 99.7213, s1.loss_bbox: 0.0762, s2.loss_cls: 0.0018, s2.acc: 99.7705, s2.loss_bbox: 0.0386, loss: 0.2904
2022-03-24 12:08:31,404 - mmdet - INFO - Epoch [39][70/336] lr: 1.938e-08, eta: 0:46:15, time: 0.737, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0162, s0.acc: 99.3826, s0.loss_bbox: 0.1379, s1.loss_cls: 0.0032, s1.acc: 99.7719, s1.loss_bbox: 0.0718, s2.loss_cls: 0.0015, s2.acc: 99.7950, s2.loss_bbox: 0.0365, loss: 0.2700
2022-03-24 12:08:38,799 - mmdet - INFO - Epoch [39][80/336] lr: 1.938e-08, eta: 0:46:03, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0165, s0.acc: 99.3753, s0.loss_bbox: 0.1422, s1.loss_cls: 0.0034, s1.acc: 99.7637, s1.loss_bbox: 0.0744, s2.loss_cls: 0.0016, s2.acc: 99.7980, s2.loss_bbox: 0.0380, loss: 0.2791
2022-03-24 12:08:46,226 - mmdet - INFO - Epoch [39][90/336] lr: 1.938e-08, eta: 0:45:50, time: 0.743, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0171, s0.acc: 99.3695, s0.loss_bbox: 0.1429, s1.loss_cls: 0.0034, s1.acc: 99.7530, s1.loss_bbox: 0.0748, s2.loss_cls: 0.0017, s2.acc: 99.7874, s2.loss_bbox: 0.0383, loss: 0.2810
2022-03-24 12:08:53,656 - mmdet - INFO - Epoch [39][100/336] lr: 1.938e-08, eta: 0:45:37, time: 0.743, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0168, s0.acc: 99.3604, s0.loss_bbox: 0.1394, s1.loss_cls: 0.0032, s1.acc: 99.7723, s1.loss_bbox: 0.0736, s2.loss_cls: 0.0015, s2.acc: 99.8111, s2.loss_bbox: 0.0376, loss: 0.2752
2022-03-24 12:09:01,323 - mmdet - INFO - Epoch [39][110/336] lr: 1.938e-08, eta: 0:45:26, time: 0.768, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0161, s0.acc: 99.3802, s0.loss_bbox: 0.1365, s1.loss_cls: 0.0031, s1.acc: 99.7736, s1.loss_bbox: 0.0718, s2.loss_cls: 0.0013, s2.acc: 99.8196, s2.loss_bbox: 0.0368, loss: 0.2684
2022-03-24 12:09:09,221 - mmdet - INFO - Epoch [39][120/336] lr: 1.938e-08, eta: 0:45:15, time: 0.775, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0167, s0.acc: 99.3445, s0.loss_bbox: 0.1386, s1.loss_cls: 0.0031, s1.acc: 99.7812, s1.loss_bbox: 0.0735, s2.loss_cls: 0.0014, s2.acc: 99.8175, s2.loss_bbox: 0.0380, loss: 0.2741
2022-03-24 12:09:16,700 - mmdet - INFO - Epoch [39][130/336] lr: 1.938e-08, eta: 0:45:03, time: 0.755, data_time: 0.023, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0169, s0.acc: 99.3436, s0.loss_bbox: 0.1367, s1.loss_cls: 0.0032, s1.acc: 99.7675, s1.loss_bbox: 0.0720, s2.loss_cls: 0.0015, s2.acc: 99.7912, s2.loss_bbox: 0.0372, loss: 0.2703
2022-03-24 12:09:24,103 - mmdet - INFO - Epoch [39][140/336] lr: 1.938e-08, eta: 0:44:51, time: 0.747, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0184, s0.acc: 99.2883, s0.loss_bbox: 0.1485, s1.loss_cls: 0.0037, s1.acc: 99.7381, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0016, s2.acc: 99.7935, s2.loss_bbox: 0.0395, loss: 0.2927
2022-03-24 12:09:31,675 - mmdet - INFO - Epoch [39][150/336] lr: 1.938e-08, eta: 0:44:40, time: 0.757, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0154, s0.acc: 99.4186, s0.loss_bbox: 0.1335, s1.loss_cls: 0.0028, s1.acc: 99.7982, s1.loss_bbox: 0.0712, s2.loss_cls: 0.0012, s2.acc: 99.8365, s2.loss_bbox: 0.0365, loss: 0.2631
2022-03-24 12:09:39,105 - mmdet - INFO - Epoch [39][160/336] lr: 1.938e-08, eta: 0:44:28, time: 0.743, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0184, s0.acc: 99.2926, s0.loss_bbox: 0.1461, s1.loss_cls: 0.0037, s1.acc: 99.7185, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0017, s2.acc: 99.7820, s2.loss_bbox: 0.0390, loss: 0.2890
2022-03-24 12:09:46,486 - mmdet - INFO - Epoch [39][170/336] lr: 1.938e-08, eta: 0:44:16, time: 0.738, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0176, s0.acc: 99.3286, s0.loss_bbox: 0.1419, s1.loss_cls: 0.0038, s1.acc: 99.7195, s1.loss_bbox: 0.0741, s2.loss_cls: 0.0017, s2.acc: 99.7658, s2.loss_bbox: 0.0381, loss: 0.2804
2022-03-24 12:09:53,885 - mmdet - INFO - Epoch [39][180/336] lr: 1.938e-08, eta: 0:44:04, time: 0.740, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0175, s0.acc: 99.3286, s0.loss_bbox: 0.1439, s1.loss_cls: 0.0039, s1.acc: 99.7484, s1.loss_bbox: 0.0755, s2.loss_cls: 0.0019, s2.acc: 99.7400, s2.loss_bbox: 0.0386, loss: 0.2841
2022-03-24 12:10:01,375 - mmdet - INFO - Epoch [39][190/336] lr: 1.938e-08, eta: 0:43:53, time: 0.748, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0164, s0.acc: 99.3997, s0.loss_bbox: 0.1341, s1.loss_cls: 0.0033, s1.acc: 99.7766, s1.loss_bbox: 0.0703, s2.loss_cls: 0.0015, s2.acc: 99.8030, s2.loss_bbox: 0.0363, loss: 0.2646
2022-03-24 12:10:08,845 - mmdet - INFO - Epoch [39][200/336] lr: 1.938e-08, eta: 0:43:41, time: 0.748, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0179, s0.acc: 99.3216, s0.loss_bbox: 0.1392, s1.loss_cls: 0.0039, s1.acc: 99.7308, s1.loss_bbox: 0.0719, s2.loss_cls: 0.0017, s2.acc: 99.7741, s2.loss_bbox: 0.0368, loss: 0.2744
2022-03-24 12:10:16,698 - mmdet - INFO - Epoch [39][210/336] lr: 1.938e-08, eta: 0:43:31, time: 0.778, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3506, s0.loss_bbox: 0.1381, s1.loss_cls: 0.0034, s1.acc: 99.7624, s1.loss_bbox: 0.0720, s2.loss_cls: 0.0015, s2.acc: 99.7925, s2.loss_bbox: 0.0371, loss: 0.2724
2022-03-24 12:10:25,115 - mmdet - INFO - Epoch [39][220/336] lr: 1.938e-08, eta: 0:43:24, time: 0.849, data_time: 0.017, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0171, s0.acc: 99.3384, s0.loss_bbox: 0.1398, s1.loss_cls: 0.0034, s1.acc: 99.7225, s1.loss_bbox: 0.0725, s2.loss_cls: 0.0014, s2.acc: 99.7910, s2.loss_bbox: 0.0370, loss: 0.2743
2022-03-24 12:10:32,507 - mmdet - INFO - Epoch [39][230/336] lr: 1.938e-08, eta: 0:43:12, time: 0.739, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0161, s0.acc: 99.3756, s0.loss_bbox: 0.1364, s1.loss_cls: 0.0032, s1.acc: 99.7678, s1.loss_bbox: 0.0717, s2.loss_cls: 0.0013, s2.acc: 99.8226, s2.loss_bbox: 0.0370, loss: 0.2682
2022-03-24 12:10:39,907 - mmdet - INFO - Epoch [39][240/336] lr: 1.938e-08, eta: 0:43:01, time: 0.740, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0172, s0.acc: 99.3317, s0.loss_bbox: 0.1414, s1.loss_cls: 0.0030, s1.acc: 99.7868, s1.loss_bbox: 0.0745, s2.loss_cls: 0.0014, s2.acc: 99.8217, s2.loss_bbox: 0.0386, loss: 0.2788
2022-03-24 12:10:47,325 - mmdet - INFO - Epoch [39][250/336] lr: 1.938e-08, eta: 0:42:50, time: 0.742, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0179, s0.acc: 99.3024, s0.loss_bbox: 0.1480, s1.loss_cls: 0.0032, s1.acc: 99.7645, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0013, s2.acc: 99.8042, s2.loss_bbox: 0.0394, loss: 0.2895
2022-03-24 12:10:54,751 - mmdet - INFO - Epoch [39][260/336] lr: 1.938e-08, eta: 0:42:39, time: 0.742, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0167, s0.acc: 99.3527, s0.loss_bbox: 0.1434, s1.loss_cls: 0.0032, s1.acc: 99.7439, s1.loss_bbox: 0.0757, s2.loss_cls: 0.0014, s2.acc: 99.7977, s2.loss_bbox: 0.0390, loss: 0.2824
2022-03-24 12:11:02,227 - mmdet - INFO - Epoch [39][270/336] lr: 1.938e-08, eta: 0:42:28, time: 0.748, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0183, s0.acc: 99.3002, s0.loss_bbox: 0.1410, s1.loss_cls: 0.0045, s1.acc: 99.6797, s1.loss_bbox: 0.0737, s2.loss_cls: 0.0021, s2.acc: 99.7232, s2.loss_bbox: 0.0376, loss: 0.2803
2022-03-24 12:11:11,188 - mmdet - INFO - Epoch [39][280/336] lr: 1.938e-08, eta: 0:42:22, time: 0.889, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0170, s0.acc: 99.3417, s0.loss_bbox: 0.1443, s1.loss_cls: 0.0035, s1.acc: 99.7245, s1.loss_bbox: 0.0754, s2.loss_cls: 0.0018, s2.acc: 99.7457, s2.loss_bbox: 0.0385, loss: 0.2833
2022-03-24 12:11:20,253 - mmdet - INFO - Epoch [39][290/336] lr: 1.938e-08, eta: 0:42:16, time: 0.907, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0164, s0.acc: 99.3451, s0.loss_bbox: 0.1413, s1.loss_cls: 0.0032, s1.acc: 99.7569, s1.loss_bbox: 0.0747, s2.loss_cls: 0.0013, s2.acc: 99.8113, s2.loss_bbox: 0.0382, loss: 0.2782
2022-03-24 12:11:28,178 - mmdet - INFO - Epoch [39][300/336] lr: 1.938e-08, eta: 0:42:07, time: 0.799, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0166, s0.acc: 99.3582, s0.loss_bbox: 0.1398, s1.loss_cls: 0.0033, s1.acc: 99.7623, s1.loss_bbox: 0.0730, s2.loss_cls: 0.0014, s2.acc: 99.7879, s2.loss_bbox: 0.0372, loss: 0.2743
2022-03-24 12:11:36,107 - mmdet - INFO - Epoch [39][310/336] lr: 1.938e-08, eta: 0:41:58, time: 0.793, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0174, s0.acc: 99.3292, s0.loss_bbox: 0.1455, s1.loss_cls: 0.0033, s1.acc: 99.7608, s1.loss_bbox: 0.0757, s2.loss_cls: 0.0016, s2.acc: 99.7600, s2.loss_bbox: 0.0387, loss: 0.2854
2022-03-24 12:11:43,888 - mmdet - INFO - Epoch [39][320/336] lr: 1.938e-08, eta: 0:41:48, time: 0.772, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0180, s0.acc: 99.3112, s0.loss_bbox: 0.1405, s1.loss_cls: 0.0036, s1.acc: 99.7499, s1.loss_bbox: 0.0730, s2.loss_cls: 0.0018, s2.acc: 99.7706, s2.loss_bbox: 0.0372, loss: 0.2772
2022-03-24 12:11:51,590 - mmdet - INFO - Epoch [39][330/336] lr: 1.938e-08, eta: 0:41:38, time: 0.777, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0162, s0.acc: 99.3823, s0.loss_bbox: 0.1377, s1.loss_cls: 0.0033, s1.acc: 99.7629, s1.loss_bbox: 0.0723, s2.loss_cls: 0.0014, s2.acc: 99.7906, s2.loss_bbox: 0.0372, loss: 0.2712
2022-03-24 12:12:17,889 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:12:18,128 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:12:18,128 - mmdet - INFO - Epoch(val) [39][336] bbox_mAP: 0.5960, bbox_mAP_50: 0.9240, bbox_mAP_75: 0.6760, bbox_mAP_s: 0.5690, bbox_mAP_m: 0.6710, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.596 0.924 0.676 0.569 0.671 -1.000
2022-03-24 12:12:48,083 - mmdet - INFO - Epoch [40][10/336] lr: 1.938e-08, eta: 0:42:14, time: 2.987, data_time: 2.101, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0156, s0.acc: 99.3954, s0.loss_bbox: 0.1375, s1.loss_cls: 0.0030, s1.acc: 99.7842, s1.loss_bbox: 0.0726, s2.loss_cls: 0.0012, s2.acc: 99.8370, s2.loss_bbox: 0.0373, loss: 0.2700
2022-03-24 12:12:57,174 - mmdet - INFO - Epoch [40][20/336] lr: 1.938e-08, eta: 0:42:08, time: 0.909, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0176, s0.acc: 99.3292, s0.loss_bbox: 0.1471, s1.loss_cls: 0.0035, s1.acc: 99.7555, s1.loss_bbox: 0.0776, s2.loss_cls: 0.0016, s2.acc: 99.8002, s2.loss_bbox: 0.0397, loss: 0.2902
2022-03-24 12:13:06,274 - mmdet - INFO - Epoch [40][30/336] lr: 1.938e-08, eta: 0:42:01, time: 0.910, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0168, s0.acc: 99.3564, s0.loss_bbox: 0.1392, s1.loss_cls: 0.0032, s1.acc: 99.7752, s1.loss_bbox: 0.0732, s2.loss_cls: 0.0014, s2.acc: 99.7943, s2.loss_bbox: 0.0379, loss: 0.2744
2022-03-24 12:13:15,367 - mmdet - INFO - Epoch [40][40/336] lr: 1.938e-08, eta: 0:41:55, time: 0.909, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0162, s0.acc: 99.3900, s0.loss_bbox: 0.1387, s1.loss_cls: 0.0037, s1.acc: 99.7462, s1.loss_bbox: 0.0725, s2.loss_cls: 0.0016, s2.acc: 99.7866, s2.loss_bbox: 0.0371, loss: 0.2729
2022-03-24 12:13:24,446 - mmdet - INFO - Epoch [40][50/336] lr: 1.938e-08, eta: 0:41:48, time: 0.908, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0169, s0.acc: 99.3472, s0.loss_bbox: 0.1432, s1.loss_cls: 0.0033, s1.acc: 99.7557, s1.loss_bbox: 0.0758, s2.loss_cls: 0.0014, s2.acc: 99.7940, s2.loss_bbox: 0.0388, loss: 0.2822
2022-03-24 12:13:33,178 - mmdet - INFO - Epoch [40][60/336] lr: 1.938e-08, eta: 0:41:41, time: 0.880, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0178, s0.acc: 99.3179, s0.loss_bbox: 0.1375, s1.loss_cls: 0.0035, s1.acc: 99.7495, s1.loss_bbox: 0.0723, s2.loss_cls: 0.0016, s2.acc: 99.7969, s2.loss_bbox: 0.0374, loss: 0.2729
2022-03-24 12:13:40,563 - mmdet - INFO - Epoch [40][70/336] lr: 1.938e-08, eta: 0:41:29, time: 0.737, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3286, s0.loss_bbox: 0.1474, s1.loss_cls: 0.0033, s1.acc: 99.7523, s1.loss_bbox: 0.0775, s2.loss_cls: 0.0016, s2.acc: 99.7656, s2.loss_bbox: 0.0392, loss: 0.2896
2022-03-24 12:13:48,643 - mmdet - INFO - Epoch [40][80/336] lr: 1.938e-08, eta: 0:41:20, time: 0.807, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0162, s0.acc: 99.3671, s0.loss_bbox: 0.1423, s1.loss_cls: 0.0029, s1.acc: 99.7866, s1.loss_bbox: 0.0747, s2.loss_cls: 0.0012, s2.acc: 99.8289, s2.loss_bbox: 0.0384, loss: 0.2788
2022-03-24 12:13:56,623 - mmdet - INFO - Epoch [40][90/336] lr: 1.938e-08, eta: 0:41:11, time: 0.800, data_time: 0.012, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0169, s0.acc: 99.3341, s0.loss_bbox: 0.1451, s1.loss_cls: 0.0032, s1.acc: 99.7676, s1.loss_bbox: 0.0774, s2.loss_cls: 0.0013, s2.acc: 99.8243, s2.loss_bbox: 0.0394, loss: 0.2863
2022-03-24 12:14:04,133 - mmdet - INFO - Epoch [40][100/336] lr: 1.938e-08, eta: 0:41:00, time: 0.751, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0177, s0.acc: 99.3088, s0.loss_bbox: 0.1413, s1.loss_cls: 0.0033, s1.acc: 99.7424, s1.loss_bbox: 0.0738, s2.loss_cls: 0.0014, s2.acc: 99.7652, s2.loss_bbox: 0.0377, loss: 0.2782
2022-03-24 12:14:13,078 - mmdet - INFO - Epoch [40][110/336] lr: 1.938e-08, eta: 0:40:52, time: 0.887, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0176, s0.acc: 99.3576, s0.loss_bbox: 0.1361, s1.loss_cls: 0.0035, s1.acc: 99.7599, s1.loss_bbox: 0.0723, s2.loss_cls: 0.0015, s2.acc: 99.8040, s2.loss_bbox: 0.0369, loss: 0.2706
2022-03-24 12:14:21,219 - mmdet - INFO - Epoch [40][120/336] lr: 1.938e-08, eta: 0:40:43, time: 0.815, data_time: 0.017, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0162, s0.acc: 99.3848, s0.loss_bbox: 0.1414, s1.loss_cls: 0.0030, s1.acc: 99.7855, s1.loss_bbox: 0.0745, s2.loss_cls: 0.0012, s2.acc: 99.8417, s2.loss_bbox: 0.0384, loss: 0.2777
2022-03-24 12:14:30,180 - mmdet - INFO - Epoch [40][130/336] lr: 1.938e-08, eta: 0:40:36, time: 0.896, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0169, s0.acc: 99.3509, s0.loss_bbox: 0.1383, s1.loss_cls: 0.0033, s1.acc: 99.7743, s1.loss_bbox: 0.0728, s2.loss_cls: 0.0014, s2.acc: 99.7933, s2.loss_bbox: 0.0374, loss: 0.2727
2022-03-24 12:14:39,212 - mmdet - INFO - Epoch [40][140/336] lr: 1.938e-08, eta: 0:40:29, time: 0.903, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0171, s0.acc: 99.3539, s0.loss_bbox: 0.1419, s1.loss_cls: 0.0033, s1.acc: 99.7681, s1.loss_bbox: 0.0751, s2.loss_cls: 0.0016, s2.acc: 99.8040, s2.loss_bbox: 0.0385, loss: 0.2803
2022-03-24 12:14:48,305 - mmdet - INFO - Epoch [40][150/336] lr: 1.938e-08, eta: 0:40:23, time: 0.909, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0173, s0.acc: 99.3271, s0.loss_bbox: 0.1417, s1.loss_cls: 0.0033, s1.acc: 99.7503, s1.loss_bbox: 0.0740, s2.loss_cls: 0.0015, s2.acc: 99.7727, s2.loss_bbox: 0.0379, loss: 0.2786
2022-03-24 12:14:57,522 - mmdet - INFO - Epoch [40][160/336] lr: 1.938e-08, eta: 0:40:16, time: 0.922, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0170, s0.acc: 99.3671, s0.loss_bbox: 0.1439, s1.loss_cls: 0.0035, s1.acc: 99.7428, s1.loss_bbox: 0.0751, s2.loss_cls: 0.0014, s2.acc: 99.8108, s2.loss_bbox: 0.0386, loss: 0.2826
2022-03-24 12:15:05,696 - mmdet - INFO - Epoch [40][170/336] lr: 1.938e-08, eta: 0:40:07, time: 0.824, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0167, s0.acc: 99.3372, s0.loss_bbox: 0.1412, s1.loss_cls: 0.0030, s1.acc: 99.7774, s1.loss_bbox: 0.0738, s2.loss_cls: 0.0013, s2.acc: 99.8070, s2.loss_bbox: 0.0381, loss: 0.2769
2022-03-24 12:15:13,437 - mmdet - INFO - Epoch [40][180/336] lr: 1.938e-08, eta: 0:39:57, time: 0.774, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0196, s0.acc: 99.2474, s0.loss_bbox: 0.1601, s1.loss_cls: 0.0039, s1.acc: 99.7199, s1.loss_bbox: 0.0837, s2.loss_cls: 0.0017, s2.acc: 99.7719, s2.loss_bbox: 0.0431, loss: 0.3155
2022-03-24 12:15:20,825 - mmdet - INFO - Epoch [40][190/336] lr: 1.938e-08, eta: 0:39:46, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0178, s0.acc: 99.3271, s0.loss_bbox: 0.1384, s1.loss_cls: 0.0039, s1.acc: 99.7223, s1.loss_bbox: 0.0732, s2.loss_cls: 0.0018, s2.acc: 99.7594, s2.loss_bbox: 0.0377, loss: 0.2757
2022-03-24 12:15:28,218 - mmdet - INFO - Epoch [40][200/336] lr: 1.938e-08, eta: 0:39:35, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0173, s0.acc: 99.3271, s0.loss_bbox: 0.1502, s1.loss_cls: 0.0033, s1.acc: 99.7544, s1.loss_bbox: 0.0782, s2.loss_cls: 0.0014, s2.acc: 99.8044, s2.loss_bbox: 0.0402, loss: 0.2936
2022-03-24 12:15:35,735 - mmdet - INFO - Epoch [40][210/336] lr: 1.938e-08, eta: 0:39:25, time: 0.752, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0171, s0.acc: 99.3497, s0.loss_bbox: 0.1406, s1.loss_cls: 0.0034, s1.acc: 99.7720, s1.loss_bbox: 0.0735, s2.loss_cls: 0.0016, s2.acc: 99.8026, s2.loss_bbox: 0.0378, loss: 0.2772
2022-03-24 12:15:43,174 - mmdet - INFO - Epoch [40][220/336] lr: 1.938e-08, eta: 0:39:14, time: 0.744, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0176, s0.acc: 99.3423, s0.loss_bbox: 0.1404, s1.loss_cls: 0.0039, s1.acc: 99.7262, s1.loss_bbox: 0.0733, s2.loss_cls: 0.0017, s2.acc: 99.7778, s2.loss_bbox: 0.0378, loss: 0.2778
2022-03-24 12:15:50,606 - mmdet - INFO - Epoch [40][230/336] lr: 1.938e-08, eta: 0:39:04, time: 0.742, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0157, s0.acc: 99.3884, s0.loss_bbox: 0.1377, s1.loss_cls: 0.0027, s1.acc: 99.7967, s1.loss_bbox: 0.0732, s2.loss_cls: 0.0012, s2.acc: 99.8448, s2.loss_bbox: 0.0376, loss: 0.2708
2022-03-24 12:15:58,024 - mmdet - INFO - Epoch [40][240/336] lr: 1.938e-08, eta: 0:38:53, time: 0.743, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0182, s0.acc: 99.2999, s0.loss_bbox: 0.1440, s1.loss_cls: 0.0038, s1.acc: 99.7480, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0017, s2.acc: 99.7880, s2.loss_bbox: 0.0397, loss: 0.2869
2022-03-24 12:16:05,468 - mmdet - INFO - Epoch [40][250/336] lr: 1.938e-08, eta: 0:38:43, time: 0.744, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0173, s0.acc: 99.3250, s0.loss_bbox: 0.1438, s1.loss_cls: 0.0038, s1.acc: 99.7270, s1.loss_bbox: 0.0757, s2.loss_cls: 0.0015, s2.acc: 99.7761, s2.loss_bbox: 0.0388, loss: 0.2839
2022-03-24 12:16:13,095 - mmdet - INFO - Epoch [40][260/336] lr: 1.938e-08, eta: 0:38:33, time: 0.763, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0171, s0.acc: 99.3381, s0.loss_bbox: 0.1446, s1.loss_cls: 0.0032, s1.acc: 99.7610, s1.loss_bbox: 0.0749, s2.loss_cls: 0.0015, s2.acc: 99.7635, s2.loss_bbox: 0.0381, loss: 0.2827
2022-03-24 12:16:20,499 - mmdet - INFO - Epoch [40][270/336] lr: 1.938e-08, eta: 0:38:22, time: 0.740, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0176, s0.acc: 99.3204, s0.loss_bbox: 0.1427, s1.loss_cls: 0.0035, s1.acc: 99.7524, s1.loss_bbox: 0.0749, s2.loss_cls: 0.0016, s2.acc: 99.7938, s2.loss_bbox: 0.0384, loss: 0.2816
2022-03-24 12:16:28,237 - mmdet - INFO - Epoch [40][280/336] lr: 1.938e-08, eta: 0:38:13, time: 0.774, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0161, s0.acc: 99.3744, s0.loss_bbox: 0.1376, s1.loss_cls: 0.0031, s1.acc: 99.7550, s1.loss_bbox: 0.0726, s2.loss_cls: 0.0013, s2.acc: 99.7949, s2.loss_bbox: 0.0371, loss: 0.2704
2022-03-24 12:16:35,675 - mmdet - INFO - Epoch [40][290/336] lr: 1.938e-08, eta: 0:38:02, time: 0.744, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0181, s0.acc: 99.2926, s0.loss_bbox: 0.1513, s1.loss_cls: 0.0034, s1.acc: 99.7374, s1.loss_bbox: 0.0788, s2.loss_cls: 0.0017, s2.acc: 99.7634, s2.loss_bbox: 0.0402, loss: 0.2969
2022-03-24 12:16:43,329 - mmdet - INFO - Epoch [40][300/336] lr: 1.938e-08, eta: 0:37:52, time: 0.759, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0190, s0.acc: 99.2477, s0.loss_bbox: 0.1482, s1.loss_cls: 0.0036, s1.acc: 99.7198, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0016, s2.acc: 99.7656, s2.loss_bbox: 0.0396, loss: 0.2927
2022-03-24 12:16:52,313 - mmdet - INFO - Epoch [40][310/336] lr: 1.938e-08, eta: 0:37:45, time: 0.905, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0168, s0.acc: 99.3512, s0.loss_bbox: 0.1412, s1.loss_cls: 0.0035, s1.acc: 99.7302, s1.loss_bbox: 0.0739, s2.loss_cls: 0.0017, s2.acc: 99.7649, s2.loss_bbox: 0.0376, loss: 0.2775
2022-03-24 12:16:59,754 - mmdet - INFO - Epoch [40][320/336] lr: 1.938e-08, eta: 0:37:35, time: 0.744, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0179, s0.acc: 99.2947, s0.loss_bbox: 0.1480, s1.loss_cls: 0.0035, s1.acc: 99.7369, s1.loss_bbox: 0.0786, s2.loss_cls: 0.0019, s2.acc: 99.7575, s2.loss_bbox: 0.0403, loss: 0.2935
2022-03-24 12:17:07,191 - mmdet - INFO - Epoch [40][330/336] lr: 1.938e-08, eta: 0:37:25, time: 0.744, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0182, s0.acc: 99.3073, s0.loss_bbox: 0.1494, s1.loss_cls: 0.0034, s1.acc: 99.7533, s1.loss_bbox: 0.0780, s2.loss_cls: 0.0016, s2.acc: 99.7888, s2.loss_bbox: 0.0399, loss: 0.2939
2022-03-24 12:17:12,815 - mmdet - INFO - Saving checkpoint at 40 epochs
2022-03-24 12:17:50,414 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:17:50,671 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:17:50,671 - mmdet - INFO - Epoch(val) [40][336] bbox_mAP: 0.5980, bbox_mAP_50: 0.9240, bbox_mAP_75: 0.6790, bbox_mAP_s: 0.5730, bbox_mAP_m: 0.6720, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.598 0.924 0.679 0.573 0.672 -1.000
2022-03-24 12:18:18,873 - mmdet - INFO - Epoch [41][10/336] lr: 1.938e-08, eta: 0:37:41, time: 2.812, data_time: 1.905, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0164, s0.acc: 99.3640, s0.loss_bbox: 0.1438, s1.loss_cls: 0.0031, s1.acc: 99.7618, s1.loss_bbox: 0.0751, s2.loss_cls: 0.0015, s2.acc: 99.7659, s2.loss_bbox: 0.0385, loss: 0.2813
2022-03-24 12:18:26,834 - mmdet - INFO - Epoch [41][20/336] lr: 1.938e-08, eta: 0:37:32, time: 0.803, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3402, s0.loss_bbox: 0.1415, s1.loss_cls: 0.0033, s1.acc: 99.7464, s1.loss_bbox: 0.0740, s2.loss_cls: 0.0014, s2.acc: 99.8162, s2.loss_bbox: 0.0377, loss: 0.2782
2022-03-24 12:18:35,856 - mmdet - INFO - Epoch [41][30/336] lr: 1.938e-08, eta: 0:37:24, time: 0.902, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0163, s0.acc: 99.3616, s0.loss_bbox: 0.1383, s1.loss_cls: 0.0030, s1.acc: 99.7718, s1.loss_bbox: 0.0731, s2.loss_cls: 0.0013, s2.acc: 99.8190, s2.loss_bbox: 0.0374, loss: 0.2722
2022-03-24 12:18:45,335 - mmdet - INFO - Epoch [41][40/336] lr: 1.938e-08, eta: 0:37:18, time: 0.948, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0156, s0.acc: 99.4064, s0.loss_bbox: 0.1382, s1.loss_cls: 0.0031, s1.acc: 99.7608, s1.loss_bbox: 0.0729, s2.loss_cls: 0.0012, s2.acc: 99.8160, s2.loss_bbox: 0.0377, loss: 0.2713
2022-03-24 12:18:54,351 - mmdet - INFO - Epoch [41][50/336] lr: 1.938e-08, eta: 0:37:11, time: 0.902, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0180, s0.acc: 99.3161, s0.loss_bbox: 0.1443, s1.loss_cls: 0.0035, s1.acc: 99.7573, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0016, s2.acc: 99.7841, s2.loss_bbox: 0.0390, loss: 0.2853
2022-03-24 12:19:03,346 - mmdet - INFO - Epoch [41][60/336] lr: 1.938e-08, eta: 0:37:03, time: 0.900, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0189, s0.acc: 99.2661, s0.loss_bbox: 0.1498, s1.loss_cls: 0.0041, s1.acc: 99.6946, s1.loss_bbox: 0.0794, s2.loss_cls: 0.0018, s2.acc: 99.7437, s2.loss_bbox: 0.0406, loss: 0.2980
2022-03-24 12:19:11,754 - mmdet - INFO - Epoch [41][70/336] lr: 1.938e-08, eta: 0:36:55, time: 0.840, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0175, s0.acc: 99.3103, s0.loss_bbox: 0.1479, s1.loss_cls: 0.0032, s1.acc: 99.7614, s1.loss_bbox: 0.0779, s2.loss_cls: 0.0014, s2.acc: 99.8157, s2.loss_bbox: 0.0401, loss: 0.2906
2022-03-24 12:19:19,140 - mmdet - INFO - Epoch [41][80/336] lr: 1.938e-08, eta: 0:36:44, time: 0.739, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0181, s0.acc: 99.2963, s0.loss_bbox: 0.1454, s1.loss_cls: 0.0035, s1.acc: 99.7471, s1.loss_bbox: 0.0764, s2.loss_cls: 0.0017, s2.acc: 99.7736, s2.loss_bbox: 0.0391, loss: 0.2873
2022-03-24 12:19:26,518 - mmdet - INFO - Epoch [41][90/336] lr: 1.938e-08, eta: 0:36:34, time: 0.738, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0186, s0.acc: 99.2734, s0.loss_bbox: 0.1474, s1.loss_cls: 0.0038, s1.acc: 99.7100, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0017, s2.acc: 99.7522, s2.loss_bbox: 0.0399, loss: 0.2923
2022-03-24 12:19:34,088 - mmdet - INFO - Epoch [41][100/336] lr: 1.938e-08, eta: 0:36:24, time: 0.757, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0160, s0.acc: 99.3820, s0.loss_bbox: 0.1393, s1.loss_cls: 0.0032, s1.acc: 99.7668, s1.loss_bbox: 0.0733, s2.loss_cls: 0.0015, s2.acc: 99.7917, s2.loss_bbox: 0.0375, loss: 0.2735
2022-03-24 12:19:41,480 - mmdet - INFO - Epoch [41][110/336] lr: 1.938e-08, eta: 0:36:13, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0175, s0.acc: 99.3195, s0.loss_bbox: 0.1439, s1.loss_cls: 0.0031, s1.acc: 99.7667, s1.loss_bbox: 0.0757, s2.loss_cls: 0.0014, s2.acc: 99.8127, s2.loss_bbox: 0.0390, loss: 0.2835
2022-03-24 12:19:48,889 - mmdet - INFO - Epoch [41][120/336] lr: 1.938e-08, eta: 0:36:03, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0166, s0.acc: 99.3552, s0.loss_bbox: 0.1360, s1.loss_cls: 0.0031, s1.acc: 99.7719, s1.loss_bbox: 0.0716, s2.loss_cls: 0.0013, s2.acc: 99.8237, s2.loss_bbox: 0.0369, loss: 0.2685
2022-03-24 12:19:56,516 - mmdet - INFO - Epoch [41][130/336] lr: 1.938e-08, eta: 0:35:53, time: 0.763, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0169, s0.acc: 99.3448, s0.loss_bbox: 0.1420, s1.loss_cls: 0.0032, s1.acc: 99.7575, s1.loss_bbox: 0.0745, s2.loss_cls: 0.0012, s2.acc: 99.8253, s2.loss_bbox: 0.0385, loss: 0.2795
2022-03-24 12:20:04,026 - mmdet - INFO - Epoch [41][140/336] lr: 1.938e-08, eta: 0:35:43, time: 0.751, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3307, s0.loss_bbox: 0.1430, s1.loss_cls: 0.0033, s1.acc: 99.7520, s1.loss_bbox: 0.0756, s2.loss_cls: 0.0014, s2.acc: 99.8044, s2.loss_bbox: 0.0388, loss: 0.2820
2022-03-24 12:20:11,483 - mmdet - INFO - Epoch [41][150/336] lr: 1.938e-08, eta: 0:35:33, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0160, s0.acc: 99.3677, s0.loss_bbox: 0.1399, s1.loss_cls: 0.0028, s1.acc: 99.7865, s1.loss_bbox: 0.0725, s2.loss_cls: 0.0012, s2.acc: 99.8239, s2.loss_bbox: 0.0373, loss: 0.2725
2022-03-24 12:20:18,888 - mmdet - INFO - Epoch [41][160/336] lr: 1.938e-08, eta: 0:35:23, time: 0.746, data_time: 0.014, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0172, s0.acc: 99.3201, s0.loss_bbox: 0.1440, s1.loss_cls: 0.0035, s1.acc: 99.7248, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0017, s2.acc: 99.7761, s2.loss_bbox: 0.0389, loss: 0.2844
2022-03-24 12:20:26,314 - mmdet - INFO - Epoch [41][170/336] lr: 1.938e-08, eta: 0:35:13, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0180, s0.acc: 99.3079, s0.loss_bbox: 0.1421, s1.loss_cls: 0.0039, s1.acc: 99.7468, s1.loss_bbox: 0.0748, s2.loss_cls: 0.0018, s2.acc: 99.7606, s2.loss_bbox: 0.0384, loss: 0.2820
2022-03-24 12:20:33,696 - mmdet - INFO - Epoch [41][180/336] lr: 1.938e-08, eta: 0:35:03, time: 0.740, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0170, s0.acc: 99.3204, s0.loss_bbox: 0.1462, s1.loss_cls: 0.0029, s1.acc: 99.7811, s1.loss_bbox: 0.0769, s2.loss_cls: 0.0013, s2.acc: 99.8201, s2.loss_bbox: 0.0396, loss: 0.2869
2022-03-24 12:20:41,063 - mmdet - INFO - Epoch [41][190/336] lr: 1.938e-08, eta: 0:34:53, time: 0.737, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0182, s0.acc: 99.2868, s0.loss_bbox: 0.1464, s1.loss_cls: 0.0035, s1.acc: 99.7281, s1.loss_bbox: 0.0766, s2.loss_cls: 0.0016, s2.acc: 99.7828, s2.loss_bbox: 0.0393, loss: 0.2889
2022-03-24 12:20:48,596 - mmdet - INFO - Epoch [41][200/336] lr: 1.938e-08, eta: 0:34:43, time: 0.753, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0014, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0186, s0.acc: 99.2874, s0.loss_bbox: 0.1520, s1.loss_cls: 0.0038, s1.acc: 99.7082, s1.loss_bbox: 0.0788, s2.loss_cls: 0.0017, s2.acc: 99.7608, s2.loss_bbox: 0.0403, loss: 0.2985
2022-03-24 12:20:56,159 - mmdet - INFO - Epoch [41][210/336] lr: 1.938e-08, eta: 0:34:34, time: 0.757, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3356, s0.loss_bbox: 0.1442, s1.loss_cls: 0.0033, s1.acc: 99.7377, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0013, s2.acc: 99.8017, s2.loss_bbox: 0.0390, loss: 0.2837
2022-03-24 12:21:04,249 - mmdet - INFO - Epoch [41][220/336] lr: 1.938e-08, eta: 0:34:25, time: 0.809, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0179, s0.acc: 99.3140, s0.loss_bbox: 0.1534, s1.loss_cls: 0.0032, s1.acc: 99.7791, s1.loss_bbox: 0.0804, s2.loss_cls: 0.0014, s2.acc: 99.8172, s2.loss_bbox: 0.0413, loss: 0.3005
2022-03-24 12:21:13,678 - mmdet - INFO - Epoch [41][230/336] lr: 1.938e-08, eta: 0:34:18, time: 0.943, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0163, s0.acc: 99.3668, s0.loss_bbox: 0.1449, s1.loss_cls: 0.0033, s1.acc: 99.7593, s1.loss_bbox: 0.0753, s2.loss_cls: 0.0014, s2.acc: 99.7891, s2.loss_bbox: 0.0387, loss: 0.2828
2022-03-24 12:21:22,797 - mmdet - INFO - Epoch [41][240/336] lr: 1.938e-08, eta: 0:34:11, time: 0.912, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0169, s0.acc: 99.3460, s0.loss_bbox: 0.1424, s1.loss_cls: 0.0033, s1.acc: 99.7398, s1.loss_bbox: 0.0746, s2.loss_cls: 0.0015, s2.acc: 99.7861, s2.loss_bbox: 0.0382, loss: 0.2795
2022-03-24 12:21:31,977 - mmdet - INFO - Epoch [41][250/336] lr: 1.938e-08, eta: 0:34:04, time: 0.911, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0175, s0.acc: 99.3234, s0.loss_bbox: 0.1425, s1.loss_cls: 0.0033, s1.acc: 99.7498, s1.loss_bbox: 0.0747, s2.loss_cls: 0.0013, s2.acc: 99.8127, s2.loss_bbox: 0.0383, loss: 0.2802
2022-03-24 12:21:40,816 - mmdet - INFO - Epoch [41][260/336] lr: 1.938e-08, eta: 0:33:56, time: 0.891, data_time: 0.018, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0168, s0.acc: 99.3680, s0.loss_bbox: 0.1420, s1.loss_cls: 0.0031, s1.acc: 99.7817, s1.loss_bbox: 0.0741, s2.loss_cls: 0.0014, s2.acc: 99.8072, s2.loss_bbox: 0.0378, loss: 0.2780
2022-03-24 12:21:49,908 - mmdet - INFO - Epoch [41][270/336] lr: 1.938e-08, eta: 0:33:49, time: 0.902, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0180, s0.acc: 99.3008, s0.loss_bbox: 0.1448, s1.loss_cls: 0.0032, s1.acc: 99.7639, s1.loss_bbox: 0.0753, s2.loss_cls: 0.0014, s2.acc: 99.8056, s2.loss_bbox: 0.0386, loss: 0.2842
2022-03-24 12:21:57,305 - mmdet - INFO - Epoch [41][280/336] lr: 1.938e-08, eta: 0:33:39, time: 0.746, data_time: 0.017, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0179, s0.acc: 99.3155, s0.loss_bbox: 0.1439, s1.loss_cls: 0.0038, s1.acc: 99.7428, s1.loss_bbox: 0.0752, s2.loss_cls: 0.0016, s2.acc: 99.7771, s2.loss_bbox: 0.0385, loss: 0.2837
2022-03-24 12:22:04,707 - mmdet - INFO - Epoch [41][290/336] lr: 1.938e-08, eta: 0:33:29, time: 0.740, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0174, s0.acc: 99.3390, s0.loss_bbox: 0.1487, s1.loss_cls: 0.0031, s1.acc: 99.7719, s1.loss_bbox: 0.0774, s2.loss_cls: 0.0013, s2.acc: 99.8142, s2.loss_bbox: 0.0397, loss: 0.2909
2022-03-24 12:22:12,282 - mmdet - INFO - Epoch [41][300/336] lr: 1.938e-08, eta: 0:33:19, time: 0.756, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0182, s0.acc: 99.2969, s0.loss_bbox: 0.1497, s1.loss_cls: 0.0035, s1.acc: 99.7468, s1.loss_bbox: 0.0786, s2.loss_cls: 0.0017, s2.acc: 99.7879, s2.loss_bbox: 0.0402, loss: 0.2948
2022-03-24 12:22:19,678 - mmdet - INFO - Epoch [41][310/336] lr: 1.938e-08, eta: 0:33:10, time: 0.740, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0169, s0.acc: 99.3481, s0.loss_bbox: 0.1431, s1.loss_cls: 0.0033, s1.acc: 99.7566, s1.loss_bbox: 0.0751, s2.loss_cls: 0.0015, s2.acc: 99.8075, s2.loss_bbox: 0.0386, loss: 0.2812
2022-03-24 12:22:27,056 - mmdet - INFO - Epoch [41][320/336] lr: 1.938e-08, eta: 0:33:00, time: 0.739, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0172, s0.acc: 99.3378, s0.loss_bbox: 0.1510, s1.loss_cls: 0.0031, s1.acc: 99.7806, s1.loss_bbox: 0.0779, s2.loss_cls: 0.0013, s2.acc: 99.8230, s2.loss_bbox: 0.0401, loss: 0.2938
2022-03-24 12:22:34,978 - mmdet - INFO - Epoch [41][330/336] lr: 1.938e-08, eta: 0:32:51, time: 0.792, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0172, s0.acc: 99.3375, s0.loss_bbox: 0.1433, s1.loss_cls: 0.0031, s1.acc: 99.7539, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0013, s2.acc: 99.8126, s2.loss_bbox: 0.0393, loss: 0.2837
2022-03-24 12:23:01,711 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:23:01,953 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:23:01,954 - mmdet - INFO - Epoch(val) [41][336] bbox_mAP: 0.5970, bbox_mAP_50: 0.9230, bbox_mAP_75: 0.6790, bbox_mAP_s: 0.5710, bbox_mAP_m: 0.6720, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.597 0.923 0.679 0.571 0.672 -1.000
2022-03-24 12:23:29,356 - mmdet - INFO - Epoch [42][10/336] lr: 1.938e-08, eta: 0:32:57, time: 2.739, data_time: 1.857, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0167, s0.acc: 99.3472, s0.loss_bbox: 0.1377, s1.loss_cls: 0.0030, s1.acc: 99.7594, s1.loss_bbox: 0.0719, s2.loss_cls: 0.0012, s2.acc: 99.8146, s2.loss_bbox: 0.0371, loss: 0.2702
2022-03-24 12:23:37,051 - mmdet - INFO - Epoch [42][20/336] lr: 1.938e-08, eta: 0:32:48, time: 0.769, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0161, s0.acc: 99.3634, s0.loss_bbox: 0.1402, s1.loss_cls: 0.0031, s1.acc: 99.7723, s1.loss_bbox: 0.0735, s2.loss_cls: 0.0014, s2.acc: 99.7945, s2.loss_bbox: 0.0376, loss: 0.2744
2022-03-24 12:23:45,164 - mmdet - INFO - Epoch [42][30/336] lr: 1.938e-08, eta: 0:32:39, time: 0.812, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0190, s0.acc: 99.2569, s0.loss_bbox: 0.1498, s1.loss_cls: 0.0037, s1.acc: 99.7180, s1.loss_bbox: 0.0782, s2.loss_cls: 0.0016, s2.acc: 99.7719, s2.loss_bbox: 0.0401, loss: 0.2953
2022-03-24 12:23:52,569 - mmdet - INFO - Epoch [42][40/336] lr: 1.938e-08, eta: 0:32:29, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0164, s0.acc: 99.3750, s0.loss_bbox: 0.1409, s1.loss_cls: 0.0028, s1.acc: 99.7887, s1.loss_bbox: 0.0743, s2.loss_cls: 0.0012, s2.acc: 99.8377, s2.loss_bbox: 0.0381, loss: 0.2765
2022-03-24 12:23:59,975 - mmdet - INFO - Epoch [42][50/336] lr: 1.938e-08, eta: 0:32:19, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0169, s0.acc: 99.3619, s0.loss_bbox: 0.1414, s1.loss_cls: 0.0032, s1.acc: 99.7728, s1.loss_bbox: 0.0737, s2.loss_cls: 0.0018, s2.acc: 99.7788, s2.loss_bbox: 0.0373, loss: 0.2770
2022-03-24 12:24:07,606 - mmdet - INFO - Epoch [42][60/336] lr: 1.938e-08, eta: 0:32:10, time: 0.763, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0169, s0.acc: 99.3372, s0.loss_bbox: 0.1448, s1.loss_cls: 0.0030, s1.acc: 99.7606, s1.loss_bbox: 0.0759, s2.loss_cls: 0.0013, s2.acc: 99.8101, s2.loss_bbox: 0.0391, loss: 0.2838
2022-03-24 12:24:15,104 - mmdet - INFO - Epoch [42][70/336] lr: 1.938e-08, eta: 0:32:00, time: 0.750, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0163, s0.acc: 99.3484, s0.loss_bbox: 0.1419, s1.loss_cls: 0.0029, s1.acc: 99.7832, s1.loss_bbox: 0.0749, s2.loss_cls: 0.0012, s2.acc: 99.8182, s2.loss_bbox: 0.0384, loss: 0.2785
2022-03-24 12:24:22,535 - mmdet - INFO - Epoch [42][80/336] lr: 1.938e-08, eta: 0:31:50, time: 0.743, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0179, s0.acc: 99.3149, s0.loss_bbox: 0.1494, s1.loss_cls: 0.0029, s1.acc: 99.7852, s1.loss_bbox: 0.0773, s2.loss_cls: 0.0013, s2.acc: 99.8254, s2.loss_bbox: 0.0396, loss: 0.2916
2022-03-24 12:24:31,039 - mmdet - INFO - Epoch [42][90/336] lr: 1.938e-08, eta: 0:31:42, time: 0.844, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0160, s0.acc: 99.3759, s0.loss_bbox: 0.1403, s1.loss_cls: 0.0032, s1.acc: 99.7677, s1.loss_bbox: 0.0737, s2.loss_cls: 0.0015, s2.acc: 99.8161, s2.loss_bbox: 0.0378, loss: 0.2752
2022-03-24 12:24:39,532 - mmdet - INFO - Epoch [42][100/336] lr: 1.938e-08, eta: 0:31:34, time: 0.856, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0187, s0.acc: 99.2657, s0.loss_bbox: 0.1485, s1.loss_cls: 0.0037, s1.acc: 99.7367, s1.loss_bbox: 0.0781, s2.loss_cls: 0.0015, s2.acc: 99.7945, s2.loss_bbox: 0.0401, loss: 0.2933
2022-03-24 12:24:48,084 - mmdet - INFO - Epoch [42][110/336] lr: 1.938e-08, eta: 0:31:25, time: 0.855, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3399, s0.loss_bbox: 0.1450, s1.loss_cls: 0.0036, s1.acc: 99.7418, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0016, s2.acc: 99.7956, s2.loss_bbox: 0.0392, loss: 0.2861
2022-03-24 12:24:55,449 - mmdet - INFO - Epoch [42][120/336] lr: 1.938e-08, eta: 0:31:16, time: 0.736, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0160, s0.acc: 99.3719, s0.loss_bbox: 0.1385, s1.loss_cls: 0.0027, s1.acc: 99.8078, s1.loss_bbox: 0.0725, s2.loss_cls: 0.0012, s2.acc: 99.8225, s2.loss_bbox: 0.0374, loss: 0.2709
2022-03-24 12:25:02,856 - mmdet - INFO - Epoch [42][130/336] lr: 1.938e-08, eta: 0:31:06, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0153, s0.acc: 99.3982, s0.loss_bbox: 0.1362, s1.loss_cls: 0.0027, s1.acc: 99.7997, s1.loss_bbox: 0.0711, s2.loss_cls: 0.0013, s2.acc: 99.8318, s2.loss_bbox: 0.0363, loss: 0.2657
2022-03-24 12:25:10,290 - mmdet - INFO - Epoch [42][140/336] lr: 1.938e-08, eta: 0:30:56, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0181, s0.acc: 99.3091, s0.loss_bbox: 0.1481, s1.loss_cls: 0.0037, s1.acc: 99.7432, s1.loss_bbox: 0.0776, s2.loss_cls: 0.0016, s2.acc: 99.7849, s2.loss_bbox: 0.0397, loss: 0.2920
2022-03-24 12:25:17,876 - mmdet - INFO - Epoch [42][150/336] lr: 1.938e-08, eta: 0:30:47, time: 0.761, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0163, s0.acc: 99.3756, s0.loss_bbox: 0.1379, s1.loss_cls: 0.0028, s1.acc: 99.7886, s1.loss_bbox: 0.0732, s2.loss_cls: 0.0013, s2.acc: 99.8216, s2.loss_bbox: 0.0375, loss: 0.2713
2022-03-24 12:25:25,289 - mmdet - INFO - Epoch [42][160/336] lr: 1.938e-08, eta: 0:30:38, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3396, s0.loss_bbox: 0.1455, s1.loss_cls: 0.0033, s1.acc: 99.7622, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0014, s2.acc: 99.8239, s2.loss_bbox: 0.0393, loss: 0.2860
2022-03-24 12:25:32,722 - mmdet - INFO - Epoch [42][170/336] lr: 1.938e-08, eta: 0:30:28, time: 0.743, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0186, s0.acc: 99.2801, s0.loss_bbox: 0.1524, s1.loss_cls: 0.0036, s1.acc: 99.7201, s1.loss_bbox: 0.0799, s2.loss_cls: 0.0014, s2.acc: 99.7866, s2.loss_bbox: 0.0409, loss: 0.3001
2022-03-24 12:25:40,134 - mmdet - INFO - Epoch [42][180/336] lr: 1.938e-08, eta: 0:30:19, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0166, s0.acc: 99.3509, s0.loss_bbox: 0.1406, s1.loss_cls: 0.0029, s1.acc: 99.7791, s1.loss_bbox: 0.0745, s2.loss_cls: 0.0012, s2.acc: 99.8411, s2.loss_bbox: 0.0382, loss: 0.2770
2022-03-24 12:25:49,612 - mmdet - INFO - Epoch [42][190/336] lr: 1.938e-08, eta: 0:30:11, time: 0.941, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0166, s0.acc: 99.3478, s0.loss_bbox: 0.1419, s1.loss_cls: 0.0027, s1.acc: 99.7919, s1.loss_bbox: 0.0744, s2.loss_cls: 0.0011, s2.acc: 99.8352, s2.loss_bbox: 0.0387, loss: 0.2780
2022-03-24 12:25:57,416 - mmdet - INFO - Epoch [42][200/336] lr: 1.938e-08, eta: 0:30:02, time: 0.787, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0175, s0.acc: 99.3076, s0.loss_bbox: 0.1466, s1.loss_cls: 0.0033, s1.acc: 99.7476, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0015, s2.acc: 99.7964, s2.loss_bbox: 0.0399, loss: 0.2892
2022-03-24 12:26:04,931 - mmdet - INFO - Epoch [42][210/336] lr: 1.938e-08, eta: 0:29:53, time: 0.751, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0172, s0.acc: 99.3219, s0.loss_bbox: 0.1453, s1.loss_cls: 0.0028, s1.acc: 99.7971, s1.loss_bbox: 0.0753, s2.loss_cls: 0.0012, s2.acc: 99.8227, s2.loss_bbox: 0.0383, loss: 0.2832
2022-03-24 12:26:12,332 - mmdet - INFO - Epoch [42][220/336] lr: 1.938e-08, eta: 0:29:44, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0177, s0.acc: 99.3436, s0.loss_bbox: 0.1450, s1.loss_cls: 0.0039, s1.acc: 99.7248, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0017, s2.acc: 99.7783, s2.loss_bbox: 0.0391, loss: 0.2872
2022-03-24 12:26:19,725 - mmdet - INFO - Epoch [42][230/336] lr: 1.938e-08, eta: 0:29:34, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0170, s0.acc: 99.3420, s0.loss_bbox: 0.1507, s1.loss_cls: 0.0030, s1.acc: 99.7671, s1.loss_bbox: 0.0796, s2.loss_cls: 0.0012, s2.acc: 99.8320, s2.loss_bbox: 0.0407, loss: 0.2952
2022-03-24 12:26:27,115 - mmdet - INFO - Epoch [42][240/336] lr: 1.938e-08, eta: 0:29:25, time: 0.739, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0160, s0.acc: 99.3750, s0.loss_bbox: 0.1407, s1.loss_cls: 0.0029, s1.acc: 99.7823, s1.loss_bbox: 0.0737, s2.loss_cls: 0.0011, s2.acc: 99.8336, s2.loss_bbox: 0.0378, loss: 0.2754
2022-03-24 12:26:34,708 - mmdet - INFO - Epoch [42][250/336] lr: 1.938e-08, eta: 0:29:16, time: 0.759, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0181, s0.acc: 99.2984, s0.loss_bbox: 0.1425, s1.loss_cls: 0.0039, s1.acc: 99.7222, s1.loss_bbox: 0.0751, s2.loss_cls: 0.0016, s2.acc: 99.7682, s2.loss_bbox: 0.0387, loss: 0.2829
2022-03-24 12:26:42,221 - mmdet - INFO - Epoch [42][260/336] lr: 1.938e-08, eta: 0:29:06, time: 0.751, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0174, s0.acc: 99.3414, s0.loss_bbox: 0.1454, s1.loss_cls: 0.0034, s1.acc: 99.7666, s1.loss_bbox: 0.0760, s2.loss_cls: 0.0016, s2.acc: 99.7807, s2.loss_bbox: 0.0388, loss: 0.2854
2022-03-24 12:26:49,636 - mmdet - INFO - Epoch [42][270/336] lr: 1.938e-08, eta: 0:28:57, time: 0.742, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0184, s0.acc: 99.2731, s0.loss_bbox: 0.1547, s1.loss_cls: 0.0031, s1.acc: 99.7626, s1.loss_bbox: 0.0823, s2.loss_cls: 0.0013, s2.acc: 99.8199, s2.loss_bbox: 0.0423, loss: 0.3053
2022-03-24 12:26:57,045 - mmdet - INFO - Epoch [42][280/336] lr: 1.938e-08, eta: 0:28:48, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0174, s0.acc: 99.3335, s0.loss_bbox: 0.1469, s1.loss_cls: 0.0033, s1.acc: 99.7521, s1.loss_bbox: 0.0768, s2.loss_cls: 0.0015, s2.acc: 99.7710, s2.loss_bbox: 0.0394, loss: 0.2882
2022-03-24 12:27:05,161 - mmdet - INFO - Epoch [42][290/336] lr: 1.938e-08, eta: 0:28:39, time: 0.812, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3304, s0.loss_bbox: 0.1461, s1.loss_cls: 0.0034, s1.acc: 99.7552, s1.loss_bbox: 0.0766, s2.loss_cls: 0.0014, s2.acc: 99.8132, s2.loss_bbox: 0.0393, loss: 0.2871
2022-03-24 12:27:12,550 - mmdet - INFO - Epoch [42][300/336] lr: 1.938e-08, eta: 0:28:30, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0183, s0.acc: 99.2841, s0.loss_bbox: 0.1492, s1.loss_cls: 0.0034, s1.acc: 99.7418, s1.loss_bbox: 0.0789, s2.loss_cls: 0.0015, s2.acc: 99.7762, s2.loss_bbox: 0.0407, loss: 0.2952
2022-03-24 12:27:19,928 - mmdet - INFO - Epoch [42][310/336] lr: 1.938e-08, eta: 0:28:20, time: 0.738, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0182, s0.acc: 99.2917, s0.loss_bbox: 0.1524, s1.loss_cls: 0.0035, s1.acc: 99.7280, s1.loss_bbox: 0.0798, s2.loss_cls: 0.0015, s2.acc: 99.7817, s2.loss_bbox: 0.0407, loss: 0.2993
2022-03-24 12:27:27,317 - mmdet - INFO - Epoch [42][320/336] lr: 1.938e-08, eta: 0:28:11, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0174, s0.acc: 99.3286, s0.loss_bbox: 0.1502, s1.loss_cls: 0.0033, s1.acc: 99.7637, s1.loss_bbox: 0.0785, s2.loss_cls: 0.0014, s2.acc: 99.8072, s2.loss_bbox: 0.0399, loss: 0.2940
2022-03-24 12:27:34,696 - mmdet - INFO - Epoch [42][330/336] lr: 1.938e-08, eta: 0:28:02, time: 0.738, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0174, s0.acc: 99.3118, s0.loss_bbox: 0.1479, s1.loss_cls: 0.0030, s1.acc: 99.7749, s1.loss_bbox: 0.0775, s2.loss_cls: 0.0013, s2.acc: 99.8329, s2.loss_bbox: 0.0394, loss: 0.2895
2022-03-24 12:28:01,845 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:28:02,082 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:28:02,082 - mmdet - INFO - Epoch(val) [42][336] bbox_mAP: 0.5970, bbox_mAP_50: 0.9240, bbox_mAP_75: 0.6680, bbox_mAP_s: 0.5720, bbox_mAP_m: 0.6740, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.597 0.924 0.668 0.572 0.674 -1.000
2022-03-24 12:28:28,499 - mmdet - INFO - Epoch [43][10/336] lr: 1.938e-08, eta: 0:28:01, time: 2.640, data_time: 1.890, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0177, s0.acc: 99.3149, s0.loss_bbox: 0.1465, s1.loss_cls: 0.0038, s1.acc: 99.7416, s1.loss_bbox: 0.0757, s2.loss_cls: 0.0018, s2.acc: 99.7796, s2.loss_bbox: 0.0384, loss: 0.2868
2022-03-24 12:28:35,875 - mmdet - INFO - Epoch [43][20/336] lr: 1.938e-08, eta: 0:27:52, time: 0.738, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0182, s0.acc: 99.3011, s0.loss_bbox: 0.1481, s1.loss_cls: 0.0035, s1.acc: 99.7515, s1.loss_bbox: 0.0783, s2.loss_cls: 0.0017, s2.acc: 99.7973, s2.loss_bbox: 0.0402, loss: 0.2929
2022-03-24 12:28:43,274 - mmdet - INFO - Epoch [43][30/336] lr: 1.938e-08, eta: 0:27:43, time: 0.740, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0181, s0.acc: 99.2905, s0.loss_bbox: 0.1493, s1.loss_cls: 0.0030, s1.acc: 99.7648, s1.loss_bbox: 0.0787, s2.loss_cls: 0.0014, s2.acc: 99.7984, s2.loss_bbox: 0.0405, loss: 0.2939
2022-03-24 12:28:50,889 - mmdet - INFO - Epoch [43][40/336] lr: 1.938e-08, eta: 0:27:33, time: 0.745, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0169, s0.acc: 99.3390, s0.loss_bbox: 0.1484, s1.loss_cls: 0.0032, s1.acc: 99.7558, s1.loss_bbox: 0.0776, s2.loss_cls: 0.0014, s2.acc: 99.7944, s2.loss_bbox: 0.0399, loss: 0.2902
2022-03-24 12:28:58,711 - mmdet - INFO - Epoch [43][50/336] lr: 1.938e-08, eta: 0:27:25, time: 0.799, data_time: 0.027, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0170, s0.acc: 99.3262, s0.loss_bbox: 0.1447, s1.loss_cls: 0.0032, s1.acc: 99.7556, s1.loss_bbox: 0.0759, s2.loss_cls: 0.0013, s2.acc: 99.8117, s2.loss_bbox: 0.0390, loss: 0.2843
2022-03-24 12:29:06,156 - mmdet - INFO - Epoch [43][60/336] lr: 1.938e-08, eta: 0:27:15, time: 0.745, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0178, s0.acc: 99.3082, s0.loss_bbox: 0.1449, s1.loss_cls: 0.0037, s1.acc: 99.7317, s1.loss_bbox: 0.0758, s2.loss_cls: 0.0017, s2.acc: 99.7561, s2.loss_bbox: 0.0390, loss: 0.2860
2022-03-24 12:29:13,562 - mmdet - INFO - Epoch [43][70/336] lr: 1.938e-08, eta: 0:27:06, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0183, s0.acc: 99.3039, s0.loss_bbox: 0.1516, s1.loss_cls: 0.0037, s1.acc: 99.7300, s1.loss_bbox: 0.0790, s2.loss_cls: 0.0017, s2.acc: 99.7689, s2.loss_bbox: 0.0402, loss: 0.2977
2022-03-24 12:29:20,950 - mmdet - INFO - Epoch [43][80/336] lr: 1.938e-08, eta: 0:26:57, time: 0.739, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0166, s0.acc: 99.3637, s0.loss_bbox: 0.1380, s1.loss_cls: 0.0032, s1.acc: 99.7639, s1.loss_bbox: 0.0728, s2.loss_cls: 0.0015, s2.acc: 99.7968, s2.loss_bbox: 0.0374, loss: 0.2720
2022-03-24 12:29:28,398 - mmdet - INFO - Epoch [43][90/336] lr: 1.938e-08, eta: 0:26:48, time: 0.745, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0182, s0.acc: 99.2953, s0.loss_bbox: 0.1453, s1.loss_cls: 0.0036, s1.acc: 99.7347, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0015, s2.acc: 99.7936, s2.loss_bbox: 0.0391, loss: 0.2867
2022-03-24 12:29:36,005 - mmdet - INFO - Epoch [43][100/336] lr: 1.938e-08, eta: 0:26:39, time: 0.761, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0174, s0.acc: 99.3204, s0.loss_bbox: 0.1438, s1.loss_cls: 0.0034, s1.acc: 99.7475, s1.loss_bbox: 0.0751, s2.loss_cls: 0.0015, s2.acc: 99.8056, s2.loss_bbox: 0.0385, loss: 0.2823
2022-03-24 12:29:43,612 - mmdet - INFO - Epoch [43][110/336] lr: 1.938e-08, eta: 0:26:30, time: 0.760, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0176, s0.acc: 99.3265, s0.loss_bbox: 0.1491, s1.loss_cls: 0.0033, s1.acc: 99.7511, s1.loss_bbox: 0.0779, s2.loss_cls: 0.0017, s2.acc: 99.7920, s2.loss_bbox: 0.0398, loss: 0.2923
2022-03-24 12:29:51,138 - mmdet - INFO - Epoch [43][120/336] lr: 1.938e-08, eta: 0:26:21, time: 0.753, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0179, s0.acc: 99.3103, s0.loss_bbox: 0.1517, s1.loss_cls: 0.0032, s1.acc: 99.7523, s1.loss_bbox: 0.0793, s2.loss_cls: 0.0013, s2.acc: 99.8139, s2.loss_bbox: 0.0410, loss: 0.2970
2022-03-24 12:29:58,553 - mmdet - INFO - Epoch [43][130/336] lr: 1.938e-08, eta: 0:26:12, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0165, s0.acc: 99.3549, s0.loss_bbox: 0.1428, s1.loss_cls: 0.0031, s1.acc: 99.7604, s1.loss_bbox: 0.0743, s2.loss_cls: 0.0013, s2.acc: 99.8210, s2.loss_bbox: 0.0384, loss: 0.2791
2022-03-24 12:30:06,159 - mmdet - INFO - Epoch [43][140/336] lr: 1.938e-08, eta: 0:26:03, time: 0.760, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0174, s0.acc: 99.3353, s0.loss_bbox: 0.1508, s1.loss_cls: 0.0031, s1.acc: 99.7689, s1.loss_bbox: 0.0776, s2.loss_cls: 0.0013, s2.acc: 99.8278, s2.loss_bbox: 0.0398, loss: 0.2930
2022-03-24 12:30:14,204 - mmdet - INFO - Epoch [43][150/336] lr: 1.938e-08, eta: 0:25:54, time: 0.805, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0164, s0.acc: 99.3442, s0.loss_bbox: 0.1465, s1.loss_cls: 0.0027, s1.acc: 99.7880, s1.loss_bbox: 0.0771, s2.loss_cls: 0.0012, s2.acc: 99.8286, s2.loss_bbox: 0.0394, loss: 0.2860
2022-03-24 12:30:21,658 - mmdet - INFO - Epoch [43][160/336] lr: 1.938e-08, eta: 0:25:45, time: 0.745, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3365, s0.loss_bbox: 0.1494, s1.loss_cls: 0.0033, s1.acc: 99.7452, s1.loss_bbox: 0.0782, s2.loss_cls: 0.0013, s2.acc: 99.8131, s2.loss_bbox: 0.0403, loss: 0.2928
2022-03-24 12:30:29,184 - mmdet - INFO - Epoch [43][170/336] lr: 1.938e-08, eta: 0:25:36, time: 0.753, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0167, s0.acc: 99.3491, s0.loss_bbox: 0.1442, s1.loss_cls: 0.0029, s1.acc: 99.7752, s1.loss_bbox: 0.0747, s2.loss_cls: 0.0011, s2.acc: 99.8344, s2.loss_bbox: 0.0382, loss: 0.2810
2022-03-24 12:30:36,616 - mmdet - INFO - Epoch [43][180/336] lr: 1.938e-08, eta: 0:25:27, time: 0.743, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0182, s0.acc: 99.3228, s0.loss_bbox: 0.1474, s1.loss_cls: 0.0038, s1.acc: 99.7249, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0017, s2.acc: 99.7501, s2.loss_bbox: 0.0394, loss: 0.2901
2022-03-24 12:30:44,038 - mmdet - INFO - Epoch [43][190/336] lr: 1.938e-08, eta: 0:25:18, time: 0.742, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0179, s0.acc: 99.2932, s0.loss_bbox: 0.1488, s1.loss_cls: 0.0033, s1.acc: 99.7520, s1.loss_bbox: 0.0783, s2.loss_cls: 0.0013, s2.acc: 99.7845, s2.loss_bbox: 0.0402, loss: 0.2925
2022-03-24 12:30:51,682 - mmdet - INFO - Epoch [43][200/336] lr: 1.938e-08, eta: 0:25:09, time: 0.764, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0187, s0.acc: 99.2667, s0.loss_bbox: 0.1541, s1.loss_cls: 0.0039, s1.acc: 99.7023, s1.loss_bbox: 0.0801, s2.loss_cls: 0.0016, s2.acc: 99.7552, s2.loss_bbox: 0.0409, loss: 0.3023
2022-03-24 12:30:59,110 - mmdet - INFO - Epoch [43][210/336] lr: 1.938e-08, eta: 0:25:00, time: 0.743, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3451, s0.loss_bbox: 0.1451, s1.loss_cls: 0.0032, s1.acc: 99.7602, s1.loss_bbox: 0.0764, s2.loss_cls: 0.0015, s2.acc: 99.7843, s2.loss_bbox: 0.0391, loss: 0.2856
2022-03-24 12:31:07,110 - mmdet - INFO - Epoch [43][220/336] lr: 1.938e-08, eta: 0:24:51, time: 0.794, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0174, s0.acc: 99.3195, s0.loss_bbox: 0.1499, s1.loss_cls: 0.0035, s1.acc: 99.7454, s1.loss_bbox: 0.0782, s2.loss_cls: 0.0016, s2.acc: 99.7942, s2.loss_bbox: 0.0401, loss: 0.2939
2022-03-24 12:31:16,150 - mmdet - INFO - Epoch [43][230/336] lr: 1.938e-08, eta: 0:24:44, time: 0.904, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0167, s0.acc: 99.3503, s0.loss_bbox: 0.1444, s1.loss_cls: 0.0032, s1.acc: 99.7586, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0017, s2.acc: 99.7752, s2.loss_bbox: 0.0387, loss: 0.2843
2022-03-24 12:31:25,601 - mmdet - INFO - Epoch [43][240/336] lr: 1.938e-08, eta: 0:24:36, time: 0.945, data_time: 0.015, memory: 15324, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0174, s0.acc: 99.3085, s0.loss_bbox: 0.1447, s1.loss_cls: 0.0030, s1.acc: 99.7685, s1.loss_bbox: 0.0760, s2.loss_cls: 0.0011, s2.acc: 99.8308, s2.loss_bbox: 0.0393, loss: 0.2841
2022-03-24 12:31:34,271 - mmdet - INFO - Epoch [43][250/336] lr: 1.938e-08, eta: 0:24:28, time: 0.874, data_time: 0.016, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0181, s0.acc: 99.2877, s0.loss_bbox: 0.1529, s1.loss_cls: 0.0031, s1.acc: 99.7724, s1.loss_bbox: 0.0813, s2.loss_cls: 0.0013, s2.acc: 99.8092, s2.loss_bbox: 0.0416, loss: 0.3013
2022-03-24 12:31:42,012 - mmdet - INFO - Epoch [43][260/336] lr: 1.938e-08, eta: 0:24:19, time: 0.773, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0183, s0.acc: 99.2865, s0.loss_bbox: 0.1475, s1.loss_cls: 0.0038, s1.acc: 99.7083, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0017, s2.acc: 99.7481, s2.loss_bbox: 0.0396, loss: 0.2910
2022-03-24 12:31:49,416 - mmdet - INFO - Epoch [43][270/336] lr: 1.938e-08, eta: 0:24:10, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0176, s0.acc: 99.3231, s0.loss_bbox: 0.1501, s1.loss_cls: 0.0033, s1.acc: 99.7564, s1.loss_bbox: 0.0791, s2.loss_cls: 0.0015, s2.acc: 99.8034, s2.loss_bbox: 0.0406, loss: 0.2950
2022-03-24 12:31:56,829 - mmdet - INFO - Epoch [43][280/336] lr: 1.938e-08, eta: 0:24:01, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0164, s0.acc: 99.3661, s0.loss_bbox: 0.1438, s1.loss_cls: 0.0030, s1.acc: 99.7662, s1.loss_bbox: 0.0754, s2.loss_cls: 0.0015, s2.acc: 99.7897, s2.loss_bbox: 0.0385, loss: 0.2814
2022-03-24 12:32:04,255 - mmdet - INFO - Epoch [43][290/336] lr: 1.938e-08, eta: 0:23:52, time: 0.743, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0174, s0.acc: 99.3320, s0.loss_bbox: 0.1486, s1.loss_cls: 0.0036, s1.acc: 99.7470, s1.loss_bbox: 0.0780, s2.loss_cls: 0.0018, s2.acc: 99.7816, s2.loss_bbox: 0.0399, loss: 0.2922
2022-03-24 12:32:11,856 - mmdet - INFO - Epoch [43][300/336] lr: 1.938e-08, eta: 0:23:44, time: 0.760, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0163, s0.acc: 99.3503, s0.loss_bbox: 0.1435, s1.loss_cls: 0.0028, s1.acc: 99.7779, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0011, s2.acc: 99.8340, s2.loss_bbox: 0.0393, loss: 0.2818
2022-03-24 12:32:19,264 - mmdet - INFO - Epoch [43][310/336] lr: 1.938e-08, eta: 0:23:35, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0168, s0.acc: 99.3396, s0.loss_bbox: 0.1437, s1.loss_cls: 0.0028, s1.acc: 99.7887, s1.loss_bbox: 0.0749, s2.loss_cls: 0.0011, s2.acc: 99.8419, s2.loss_bbox: 0.0387, loss: 0.2809
2022-03-24 12:32:26,706 - mmdet - INFO - Epoch [43][320/336] lr: 1.938e-08, eta: 0:23:26, time: 0.744, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0177, s0.acc: 99.3082, s0.loss_bbox: 0.1453, s1.loss_cls: 0.0032, s1.acc: 99.7622, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0014, s2.acc: 99.7929, s2.loss_bbox: 0.0391, loss: 0.2857
2022-03-24 12:32:34,366 - mmdet - INFO - Epoch [43][330/336] lr: 1.938e-08, eta: 0:23:17, time: 0.766, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3414, s0.loss_bbox: 0.1478, s1.loss_cls: 0.0029, s1.acc: 99.7630, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0013, s2.acc: 99.8047, s2.loss_bbox: 0.0395, loss: 0.2886
2022-03-24 12:33:00,244 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:33:00,478 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:33:00,478 - mmdet - INFO - Epoch(val) [43][336] bbox_mAP: 0.5970, bbox_mAP_50: 0.9240, bbox_mAP_75: 0.6740, bbox_mAP_s: 0.5710, bbox_mAP_m: 0.6730, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.597 0.924 0.674 0.571 0.673 -1.000
2022-03-24 12:33:29,528 - mmdet - INFO - Epoch [44][10/336] lr: 1.938e-08, eta: 0:23:15, time: 2.903, data_time: 2.066, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0175, s0.acc: 99.3414, s0.loss_bbox: 0.1477, s1.loss_cls: 0.0034, s1.acc: 99.7591, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0015, s2.acc: 99.7949, s2.loss_bbox: 0.0386, loss: 0.2876
2022-03-24 12:33:36,934 - mmdet - INFO - Epoch [44][20/336] lr: 1.938e-08, eta: 0:23:06, time: 0.741, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0168, s0.acc: 99.3494, s0.loss_bbox: 0.1444, s1.loss_cls: 0.0030, s1.acc: 99.7701, s1.loss_bbox: 0.0754, s2.loss_cls: 0.0013, s2.acc: 99.7939, s2.loss_bbox: 0.0389, loss: 0.2824
2022-03-24 12:33:44,329 - mmdet - INFO - Epoch [44][30/336] lr: 1.938e-08, eta: 0:22:57, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0187, s0.acc: 99.2880, s0.loss_bbox: 0.1490, s1.loss_cls: 0.0040, s1.acc: 99.7270, s1.loss_bbox: 0.0778, s2.loss_cls: 0.0017, s2.acc: 99.7457, s2.loss_bbox: 0.0401, loss: 0.2944
2022-03-24 12:33:51,729 - mmdet - INFO - Epoch [44][40/336] lr: 1.938e-08, eta: 0:22:48, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0165, s0.acc: 99.3582, s0.loss_bbox: 0.1466, s1.loss_cls: 0.0030, s1.acc: 99.7890, s1.loss_bbox: 0.0769, s2.loss_cls: 0.0012, s2.acc: 99.8337, s2.loss_bbox: 0.0394, loss: 0.2865
2022-03-24 12:34:00,301 - mmdet - INFO - Epoch [44][50/336] lr: 1.938e-08, eta: 0:22:40, time: 0.857, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0180, s0.acc: 99.3054, s0.loss_bbox: 0.1463, s1.loss_cls: 0.0034, s1.acc: 99.7595, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0014, s2.acc: 99.8178, s2.loss_bbox: 0.0393, loss: 0.2875
2022-03-24 12:34:07,701 - mmdet - INFO - Epoch [44][60/336] lr: 1.938e-08, eta: 0:22:31, time: 0.740, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0171, s0.acc: 99.3222, s0.loss_bbox: 0.1464, s1.loss_cls: 0.0030, s1.acc: 99.7691, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0013, s2.acc: 99.8049, s2.loss_bbox: 0.0399, loss: 0.2877
2022-03-24 12:34:15,099 - mmdet - INFO - Epoch [44][70/336] lr: 1.938e-08, eta: 0:22:22, time: 0.740, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0170, s0.acc: 99.3164, s0.loss_bbox: 0.1442, s1.loss_cls: 0.0030, s1.acc: 99.7729, s1.loss_bbox: 0.0760, s2.loss_cls: 0.0013, s2.acc: 99.8150, s2.loss_bbox: 0.0391, loss: 0.2832
2022-03-24 12:34:22,510 - mmdet - INFO - Epoch [44][80/336] lr: 1.938e-08, eta: 0:22:13, time: 0.741, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0158, s0.acc: 99.3866, s0.loss_bbox: 0.1396, s1.loss_cls: 0.0029, s1.acc: 99.7688, s1.loss_bbox: 0.0727, s2.loss_cls: 0.0012, s2.acc: 99.8154, s2.loss_bbox: 0.0376, loss: 0.2723
2022-03-24 12:34:29,901 - mmdet - INFO - Epoch [44][90/336] lr: 1.938e-08, eta: 0:22:04, time: 0.739, data_time: 0.009, memory: 15324, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0176, s0.acc: 99.3234, s0.loss_bbox: 0.1468, s1.loss_cls: 0.0031, s1.acc: 99.7648, s1.loss_bbox: 0.0768, s2.loss_cls: 0.0014, s2.acc: 99.8118, s2.loss_bbox: 0.0393, loss: 0.2878
2022-03-24 12:34:38,070 - mmdet - INFO - Epoch [44][100/336] lr: 1.938e-08, eta: 0:21:55, time: 0.817, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0181, s0.acc: 99.2999, s0.loss_bbox: 0.1461, s1.loss_cls: 0.0036, s1.acc: 99.7255, s1.loss_bbox: 0.0774, s2.loss_cls: 0.0016, s2.acc: 99.7770, s2.loss_bbox: 0.0399, loss: 0.2895
2022-03-24 12:34:45,452 - mmdet - INFO - Epoch [44][110/336] lr: 1.938e-08, eta: 0:21:46, time: 0.738, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0195, s0.acc: 99.2383, s0.loss_bbox: 0.1529, s1.loss_cls: 0.0038, s1.acc: 99.7131, s1.loss_bbox: 0.0805, s2.loss_cls: 0.0017, s2.acc: 99.7530, s2.loss_bbox: 0.0413, loss: 0.3028
2022-03-24 12:34:52,850 - mmdet - INFO - Epoch [44][120/336] lr: 1.938e-08, eta: 0:21:38, time: 0.740, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0180, s0.acc: 99.3134, s0.loss_bbox: 0.1413, s1.loss_cls: 0.0034, s1.acc: 99.7414, s1.loss_bbox: 0.0744, s2.loss_cls: 0.0017, s2.acc: 99.7626, s2.loss_bbox: 0.0379, loss: 0.2793
2022-03-24 12:35:00,244 - mmdet - INFO - Epoch [44][130/336] lr: 1.938e-08, eta: 0:21:29, time: 0.739, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0165, s0.acc: 99.3686, s0.loss_bbox: 0.1422, s1.loss_cls: 0.0027, s1.acc: 99.7912, s1.loss_bbox: 0.0738, s2.loss_cls: 0.0010, s2.acc: 99.8506, s2.loss_bbox: 0.0379, loss: 0.2771
2022-03-24 12:35:07,720 - mmdet - INFO - Epoch [44][140/336] lr: 1.938e-08, eta: 0:21:20, time: 0.748, data_time: 0.011, memory: 15324, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0167, s0.acc: 99.3365, s0.loss_bbox: 0.1430, s1.loss_cls: 0.0030, s1.acc: 99.7576, s1.loss_bbox: 0.0755, s2.loss_cls: 0.0011, s2.acc: 99.8422, s2.loss_bbox: 0.0389, loss: 0.2811
2022-03-24 12:35:15,377 - mmdet - INFO - Epoch [44][150/336] lr: 1.938e-08, eta: 0:21:11, time: 0.766, data_time: 0.010, memory: 15324, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0180, s0.acc: 99.3173, s0.loss_bbox: 0.1509, s1.loss_cls: 0.0034, s1.acc: 99.7588, s1.loss_bbox: 0.0789, s2.loss_cls: 0.0015, s2.acc: 99.7995, s2.loss_bbox: 0.0403, loss: 0.2962
2022-03-24 12:35:22,912 - mmdet - INFO - Epoch [44][160/336] lr: 1.938e-08, eta: 0:21:02, time: 0.747, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0164, s0.acc: 99.3536, s0.loss_bbox: 0.1420, s1.loss_cls: 0.0031, s1.acc: 99.7939, s1.loss_bbox: 0.0740, s2.loss_cls: 0.0014, s2.acc: 99.8276, s2.loss_bbox: 0.0383, loss: 0.2776
2022-03-24 12:35:30,561 - mmdet - INFO - Epoch [44][170/336] lr: 1.938e-08, eta: 0:20:54, time: 0.771, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0183, s0.acc: 99.2834, s0.loss_bbox: 0.1521, s1.loss_cls: 0.0039, s1.acc: 99.6943, s1.loss_bbox: 0.0798, s2.loss_cls: 0.0018, s2.acc: 99.7437, s2.loss_bbox: 0.0407, loss: 0.2997
2022-03-24 12:35:39,420 - mmdet - INFO - Epoch [44][180/336] lr: 1.938e-08, eta: 0:20:46, time: 0.879, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0161, s0.acc: 99.3817, s0.loss_bbox: 0.1419, s1.loss_cls: 0.0032, s1.acc: 99.7614, s1.loss_bbox: 0.0744, s2.loss_cls: 0.0013, s2.acc: 99.8240, s2.loss_bbox: 0.0383, loss: 0.2783
2022-03-24 12:35:48,560 - mmdet - INFO - Epoch [44][190/336] lr: 1.938e-08, eta: 0:20:38, time: 0.914, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0177, s0.acc: 99.2990, s0.loss_bbox: 0.1463, s1.loss_cls: 0.0031, s1.acc: 99.7670, s1.loss_bbox: 0.0769, s2.loss_cls: 0.0014, s2.acc: 99.7928, s2.loss_bbox: 0.0392, loss: 0.2874
2022-03-24 12:35:56,856 - mmdet - INFO - Epoch [44][200/336] lr: 1.938e-08, eta: 0:20:30, time: 0.837, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0184, s0.acc: 99.3112, s0.loss_bbox: 0.1546, s1.loss_cls: 0.0038, s1.acc: 99.7215, s1.loss_bbox: 0.0801, s2.loss_cls: 0.0018, s2.acc: 99.7600, s2.loss_bbox: 0.0410, loss: 0.3028
2022-03-24 12:36:04,295 - mmdet - INFO - Epoch [44][210/336] lr: 1.938e-08, eta: 0:20:21, time: 0.744, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0169, s0.acc: 99.3402, s0.loss_bbox: 0.1439, s1.loss_cls: 0.0032, s1.acc: 99.7568, s1.loss_bbox: 0.0752, s2.loss_cls: 0.0015, s2.acc: 99.8023, s2.loss_bbox: 0.0383, loss: 0.2821
2022-03-24 12:36:11,756 - mmdet - INFO - Epoch [44][220/336] lr: 1.938e-08, eta: 0:20:12, time: 0.746, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0167, s0.acc: 99.3515, s0.loss_bbox: 0.1450, s1.loss_cls: 0.0030, s1.acc: 99.7672, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0011, s2.acc: 99.8354, s2.loss_bbox: 0.0397, loss: 0.2857
2022-03-24 12:36:19,149 - mmdet - INFO - Epoch [44][230/336] lr: 1.938e-08, eta: 0:20:03, time: 0.739, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3338, s0.loss_bbox: 0.1481, s1.loss_cls: 0.0030, s1.acc: 99.7779, s1.loss_bbox: 0.0773, s2.loss_cls: 0.0014, s2.acc: 99.8141, s2.loss_bbox: 0.0396, loss: 0.2894
2022-03-24 12:36:26,554 - mmdet - INFO - Epoch [44][240/336] lr: 1.938e-08, eta: 0:19:54, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3323, s0.loss_bbox: 0.1494, s1.loss_cls: 0.0035, s1.acc: 99.7593, s1.loss_bbox: 0.0787, s2.loss_cls: 0.0015, s2.acc: 99.7930, s2.loss_bbox: 0.0403, loss: 0.2935
2022-03-24 12:36:34,098 - mmdet - INFO - Epoch [44][250/336] lr: 1.938e-08, eta: 0:19:46, time: 0.755, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0165, s0.acc: 99.3469, s0.loss_bbox: 0.1437, s1.loss_cls: 0.0032, s1.acc: 99.7376, s1.loss_bbox: 0.0749, s2.loss_cls: 0.0015, s2.acc: 99.7784, s2.loss_bbox: 0.0384, loss: 0.2808
2022-03-24 12:36:41,412 - mmdet - INFO - Epoch [44][260/336] lr: 1.938e-08, eta: 0:19:37, time: 0.731, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0171, s0.acc: 99.3335, s0.loss_bbox: 0.1503, s1.loss_cls: 0.0032, s1.acc: 99.7624, s1.loss_bbox: 0.0783, s2.loss_cls: 0.0016, s2.acc: 99.7787, s2.loss_bbox: 0.0400, loss: 0.2935
2022-03-24 12:36:48,876 - mmdet - INFO - Epoch [44][270/336] lr: 1.938e-08, eta: 0:19:28, time: 0.746, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0184, s0.acc: 99.2740, s0.loss_bbox: 0.1520, s1.loss_cls: 0.0036, s1.acc: 99.7280, s1.loss_bbox: 0.0798, s2.loss_cls: 0.0015, s2.acc: 99.7886, s2.loss_bbox: 0.0409, loss: 0.2993
2022-03-24 12:36:56,251 - mmdet - INFO - Epoch [44][280/336] lr: 1.938e-08, eta: 0:19:19, time: 0.738, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3320, s0.loss_bbox: 0.1493, s1.loss_cls: 0.0033, s1.acc: 99.7523, s1.loss_bbox: 0.0783, s2.loss_cls: 0.0014, s2.acc: 99.7980, s2.loss_bbox: 0.0400, loss: 0.2926
2022-03-24 12:37:03,633 - mmdet - INFO - Epoch [44][290/336] lr: 1.938e-08, eta: 0:19:10, time: 0.738, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0171, s0.acc: 99.3497, s0.loss_bbox: 0.1485, s1.loss_cls: 0.0033, s1.acc: 99.7521, s1.loss_bbox: 0.0784, s2.loss_cls: 0.0018, s2.acc: 99.7803, s2.loss_bbox: 0.0398, loss: 0.2915
2022-03-24 12:37:11,686 - mmdet - INFO - Epoch [44][300/336] lr: 1.938e-08, eta: 0:19:02, time: 0.805, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0169, s0.acc: 99.3307, s0.loss_bbox: 0.1491, s1.loss_cls: 0.0030, s1.acc: 99.7580, s1.loss_bbox: 0.0771, s2.loss_cls: 0.0014, s2.acc: 99.7924, s2.loss_bbox: 0.0396, loss: 0.2899
2022-03-24 12:37:19,084 - mmdet - INFO - Epoch [44][310/336] lr: 1.938e-08, eta: 0:18:53, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0178, s0.acc: 99.3176, s0.loss_bbox: 0.1510, s1.loss_cls: 0.0034, s1.acc: 99.7572, s1.loss_bbox: 0.0792, s2.loss_cls: 0.0016, s2.acc: 99.7826, s2.loss_bbox: 0.0408, loss: 0.2968
2022-03-24 12:37:26,452 - mmdet - INFO - Epoch [44][320/336] lr: 1.938e-08, eta: 0:18:45, time: 0.737, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0179, s0.acc: 99.2932, s0.loss_bbox: 0.1474, s1.loss_cls: 0.0036, s1.acc: 99.7285, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0016, s2.acc: 99.7638, s2.loss_bbox: 0.0390, loss: 0.2885
2022-03-24 12:37:33,848 - mmdet - INFO - Epoch [44][330/336] lr: 1.938e-08, eta: 0:18:36, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0172, s0.acc: 99.3250, s0.loss_bbox: 0.1480, s1.loss_cls: 0.0029, s1.acc: 99.7771, s1.loss_bbox: 0.0773, s2.loss_cls: 0.0014, s2.acc: 99.8009, s2.loss_bbox: 0.0395, loss: 0.2891
2022-03-24 12:37:39,461 - mmdet - INFO - Saving checkpoint at 44 epochs
2022-03-24 12:38:16,381 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:38:16,820 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:38:16,821 - mmdet - INFO - Epoch(val) [44][336] bbox_mAP: 0.5980, bbox_mAP_50: 0.9240, bbox_mAP_75: 0.6730, bbox_mAP_s: 0.5730, bbox_mAP_m: 0.6720, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.598 0.924 0.673 0.573 0.672 -1.000
2022-03-24 12:38:43,871 - mmdet - INFO - Epoch [45][10/336] lr: 1.938e-08, eta: 0:18:29, time: 2.704, data_time: 1.830, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0161, s0.acc: 99.3600, s0.loss_bbox: 0.1461, s1.loss_cls: 0.0031, s1.acc: 99.7770, s1.loss_bbox: 0.0764, s2.loss_cls: 0.0012, s2.acc: 99.8117, s2.loss_bbox: 0.0394, loss: 0.2852
2022-03-24 12:38:51,299 - mmdet - INFO - Epoch [45][20/336] lr: 1.938e-08, eta: 0:18:21, time: 0.742, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0188, s0.acc: 99.2596, s0.loss_bbox: 0.1512, s1.loss_cls: 0.0033, s1.acc: 99.7476, s1.loss_bbox: 0.0794, s2.loss_cls: 0.0014, s2.acc: 99.7946, s2.loss_bbox: 0.0406, loss: 0.2977
2022-03-24 12:38:58,803 - mmdet - INFO - Epoch [45][30/336] lr: 1.938e-08, eta: 0:18:12, time: 0.751, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0157, s0.acc: 99.3768, s0.loss_bbox: 0.1420, s1.loss_cls: 0.0026, s1.acc: 99.7898, s1.loss_bbox: 0.0742, s2.loss_cls: 0.0010, s2.acc: 99.8574, s2.loss_bbox: 0.0380, loss: 0.2764
2022-03-24 12:39:06,227 - mmdet - INFO - Epoch [45][40/336] lr: 1.938e-08, eta: 0:18:03, time: 0.742, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0173, s0.acc: 99.3387, s0.loss_bbox: 0.1474, s1.loss_cls: 0.0033, s1.acc: 99.7538, s1.loss_bbox: 0.0778, s2.loss_cls: 0.0015, s2.acc: 99.7967, s2.loss_bbox: 0.0396, loss: 0.2897
2022-03-24 12:39:13,878 - mmdet - INFO - Epoch [45][50/336] lr: 1.938e-08, eta: 0:17:55, time: 0.765, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0158, s0.acc: 99.3808, s0.loss_bbox: 0.1369, s1.loss_cls: 0.0027, s1.acc: 99.7852, s1.loss_bbox: 0.0711, s2.loss_cls: 0.0011, s2.acc: 99.8364, s2.loss_bbox: 0.0365, loss: 0.2669
2022-03-24 12:39:22,086 - mmdet - INFO - Epoch [45][60/336] lr: 1.938e-08, eta: 0:17:46, time: 0.821, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0189, s0.acc: 99.2795, s0.loss_bbox: 0.1495, s1.loss_cls: 0.0040, s1.acc: 99.7081, s1.loss_bbox: 0.0787, s2.loss_cls: 0.0018, s2.acc: 99.7553, s2.loss_bbox: 0.0401, loss: 0.2959
2022-03-24 12:39:30,363 - mmdet - INFO - Epoch [45][70/336] lr: 1.938e-08, eta: 0:17:38, time: 0.821, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0193, s0.acc: 99.2395, s0.loss_bbox: 0.1601, s1.loss_cls: 0.0034, s1.acc: 99.7158, s1.loss_bbox: 0.0841, s2.loss_cls: 0.0014, s2.acc: 99.7890, s2.loss_bbox: 0.0429, loss: 0.3142
2022-03-24 12:39:38,454 - mmdet - INFO - Epoch [45][80/336] lr: 1.938e-08, eta: 0:17:30, time: 0.810, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0178, s0.acc: 99.2966, s0.loss_bbox: 0.1504, s1.loss_cls: 0.0031, s1.acc: 99.7589, s1.loss_bbox: 0.0795, s2.loss_cls: 0.0013, s2.acc: 99.8161, s2.loss_bbox: 0.0408, loss: 0.2956
2022-03-24 12:39:46,321 - mmdet - INFO - Epoch [45][90/336] lr: 1.938e-08, eta: 0:17:21, time: 0.793, data_time: 0.015, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0184, s0.acc: 99.2712, s0.loss_bbox: 0.1545, s1.loss_cls: 0.0033, s1.acc: 99.7533, s1.loss_bbox: 0.0804, s2.loss_cls: 0.0014, s2.acc: 99.8074, s2.loss_bbox: 0.0412, loss: 0.3023
2022-03-24 12:39:53,977 - mmdet - INFO - Epoch [45][100/336] lr: 1.938e-08, eta: 0:17:12, time: 0.765, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0169, s0.acc: 99.3329, s0.loss_bbox: 0.1436, s1.loss_cls: 0.0031, s1.acc: 99.7724, s1.loss_bbox: 0.0745, s2.loss_cls: 0.0014, s2.acc: 99.8161, s2.loss_bbox: 0.0382, loss: 0.2804
2022-03-24 12:40:01,386 - mmdet - INFO - Epoch [45][110/336] lr: 1.938e-08, eta: 0:17:04, time: 0.741, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0167, s0.acc: 99.3500, s0.loss_bbox: 0.1436, s1.loss_cls: 0.0030, s1.acc: 99.7947, s1.loss_bbox: 0.0749, s2.loss_cls: 0.0013, s2.acc: 99.8348, s2.loss_bbox: 0.0385, loss: 0.2808
2022-03-24 12:40:08,826 - mmdet - INFO - Epoch [45][120/336] lr: 1.938e-08, eta: 0:16:55, time: 0.744, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0159, s0.acc: 99.3665, s0.loss_bbox: 0.1398, s1.loss_cls: 0.0029, s1.acc: 99.7704, s1.loss_bbox: 0.0732, s2.loss_cls: 0.0011, s2.acc: 99.8344, s2.loss_bbox: 0.0381, loss: 0.2735
2022-03-24 12:40:16,234 - mmdet - INFO - Epoch [45][130/336] lr: 1.938e-08, eta: 0:16:46, time: 0.741, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0177, s0.acc: 99.2999, s0.loss_bbox: 0.1480, s1.loss_cls: 0.0035, s1.acc: 99.7377, s1.loss_bbox: 0.0782, s2.loss_cls: 0.0015, s2.acc: 99.7999, s2.loss_bbox: 0.0405, loss: 0.2921
2022-03-24 12:40:24,540 - mmdet - INFO - Epoch [45][140/336] lr: 1.938e-08, eta: 0:16:38, time: 0.824, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0181, s0.acc: 99.3073, s0.loss_bbox: 0.1466, s1.loss_cls: 0.0037, s1.acc: 99.7270, s1.loss_bbox: 0.0780, s2.loss_cls: 0.0018, s2.acc: 99.7562, s2.loss_bbox: 0.0396, loss: 0.2906
2022-03-24 12:40:32,361 - mmdet - INFO - Epoch [45][150/336] lr: 1.938e-08, eta: 0:16:30, time: 0.789, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0172, s0.acc: 99.3445, s0.loss_bbox: 0.1486, s1.loss_cls: 0.0031, s1.acc: 99.7788, s1.loss_bbox: 0.0784, s2.loss_cls: 0.0013, s2.acc: 99.8244, s2.loss_bbox: 0.0403, loss: 0.2918
2022-03-24 12:40:40,889 - mmdet - INFO - Epoch [45][160/336] lr: 1.938e-08, eta: 0:16:21, time: 0.853, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0181, s0.acc: 99.2865, s0.loss_bbox: 0.1501, s1.loss_cls: 0.0032, s1.acc: 99.7499, s1.loss_bbox: 0.0793, s2.loss_cls: 0.0015, s2.acc: 99.7866, s2.loss_bbox: 0.0405, loss: 0.2958
2022-03-24 12:40:48,296 - mmdet - INFO - Epoch [45][170/336] lr: 1.938e-08, eta: 0:16:13, time: 0.741, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0180, s0.acc: 99.2966, s0.loss_bbox: 0.1504, s1.loss_cls: 0.0031, s1.acc: 99.7580, s1.loss_bbox: 0.0793, s2.loss_cls: 0.0013, s2.acc: 99.8089, s2.loss_bbox: 0.0405, loss: 0.2954
2022-03-24 12:40:55,693 - mmdet - INFO - Epoch [45][180/336] lr: 1.938e-08, eta: 0:16:04, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0160, s0.acc: 99.3683, s0.loss_bbox: 0.1397, s1.loss_cls: 0.0030, s1.acc: 99.7595, s1.loss_bbox: 0.0727, s2.loss_cls: 0.0013, s2.acc: 99.8073, s2.loss_bbox: 0.0377, loss: 0.2733
2022-03-24 12:41:03,114 - mmdet - INFO - Epoch [45][190/336] lr: 1.938e-08, eta: 0:15:55, time: 0.742, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0167, s0.acc: 99.3500, s0.loss_bbox: 0.1443, s1.loss_cls: 0.0031, s1.acc: 99.7793, s1.loss_bbox: 0.0752, s2.loss_cls: 0.0015, s2.acc: 99.8152, s2.loss_bbox: 0.0386, loss: 0.2823
2022-03-24 12:41:10,732 - mmdet - INFO - Epoch [45][200/336] lr: 1.938e-08, eta: 0:15:47, time: 0.762, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0177, s0.acc: 99.3195, s0.loss_bbox: 0.1528, s1.loss_cls: 0.0030, s1.acc: 99.7691, s1.loss_bbox: 0.0811, s2.loss_cls: 0.0013, s2.acc: 99.8171, s2.loss_bbox: 0.0418, loss: 0.3005
2022-03-24 12:41:18,203 - mmdet - INFO - Epoch [45][210/336] lr: 1.938e-08, eta: 0:15:38, time: 0.746, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0168, s0.acc: 99.3289, s0.loss_bbox: 0.1486, s1.loss_cls: 0.0027, s1.acc: 99.7897, s1.loss_bbox: 0.0771, s2.loss_cls: 0.0012, s2.acc: 99.8184, s2.loss_bbox: 0.0396, loss: 0.2889
2022-03-24 12:41:25,697 - mmdet - INFO - Epoch [45][220/336] lr: 1.938e-08, eta: 0:15:30, time: 0.750, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0175, s0.acc: 99.3362, s0.loss_bbox: 0.1477, s1.loss_cls: 0.0036, s1.acc: 99.7387, s1.loss_bbox: 0.0776, s2.loss_cls: 0.0014, s2.acc: 99.8008, s2.loss_bbox: 0.0398, loss: 0.2904
2022-03-24 12:41:33,464 - mmdet - INFO - Epoch [45][230/336] lr: 1.938e-08, eta: 0:15:21, time: 0.770, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0170, s0.acc: 99.3445, s0.loss_bbox: 0.1479, s1.loss_cls: 0.0031, s1.acc: 99.7613, s1.loss_bbox: 0.0769, s2.loss_cls: 0.0012, s2.acc: 99.8393, s2.loss_bbox: 0.0396, loss: 0.2883
2022-03-24 12:41:42,535 - mmdet - INFO - Epoch [45][240/336] lr: 1.938e-08, eta: 0:15:13, time: 0.907, data_time: 0.015, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0182, s0.acc: 99.2865, s0.loss_bbox: 0.1471, s1.loss_cls: 0.0040, s1.acc: 99.6865, s1.loss_bbox: 0.0770, s2.loss_cls: 0.0017, s2.acc: 99.7365, s2.loss_bbox: 0.0395, loss: 0.2907
2022-03-24 12:41:51,038 - mmdet - INFO - Epoch [45][250/336] lr: 1.938e-08, eta: 0:15:05, time: 0.842, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0180, s0.acc: 99.2935, s0.loss_bbox: 0.1480, s1.loss_cls: 0.0036, s1.acc: 99.7130, s1.loss_bbox: 0.0775, s2.loss_cls: 0.0016, s2.acc: 99.7413, s2.loss_bbox: 0.0397, loss: 0.2911
2022-03-24 12:41:58,766 - mmdet - INFO - Epoch [45][260/336] lr: 1.938e-08, eta: 0:14:57, time: 0.787, data_time: 0.024, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0161, s0.acc: 99.3799, s0.loss_bbox: 0.1442, s1.loss_cls: 0.0027, s1.acc: 99.7871, s1.loss_bbox: 0.0757, s2.loss_cls: 0.0013, s2.acc: 99.8353, s2.loss_bbox: 0.0390, loss: 0.2817
2022-03-24 12:42:06,148 - mmdet - INFO - Epoch [45][270/336] lr: 1.938e-08, eta: 0:14:48, time: 0.738, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0178, s0.acc: 99.2981, s0.loss_bbox: 0.1439, s1.loss_cls: 0.0035, s1.acc: 99.7379, s1.loss_bbox: 0.0756, s2.loss_cls: 0.0016, s2.acc: 99.7718, s2.loss_bbox: 0.0391, loss: 0.2842
2022-03-24 12:42:13,642 - mmdet - INFO - Epoch [45][280/336] lr: 1.938e-08, eta: 0:14:39, time: 0.749, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0174, s0.acc: 99.3344, s0.loss_bbox: 0.1451, s1.loss_cls: 0.0039, s1.acc: 99.7333, s1.loss_bbox: 0.0753, s2.loss_cls: 0.0018, s2.acc: 99.7867, s2.loss_bbox: 0.0385, loss: 0.2845
2022-03-24 12:42:21,018 - mmdet - INFO - Epoch [45][290/336] lr: 1.938e-08, eta: 0:14:31, time: 0.737, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0169, s0.acc: 99.3439, s0.loss_bbox: 0.1455, s1.loss_cls: 0.0032, s1.acc: 99.7623, s1.loss_bbox: 0.0753, s2.loss_cls: 0.0014, s2.acc: 99.8315, s2.loss_bbox: 0.0387, loss: 0.2839
2022-03-24 12:42:28,600 - mmdet - INFO - Epoch [45][300/336] lr: 1.938e-08, eta: 0:14:22, time: 0.759, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0180, s0.acc: 99.3091, s0.loss_bbox: 0.1485, s1.loss_cls: 0.0034, s1.acc: 99.7597, s1.loss_bbox: 0.0781, s2.loss_cls: 0.0014, s2.acc: 99.8052, s2.loss_bbox: 0.0402, loss: 0.2926
2022-03-24 12:42:37,389 - mmdet - INFO - Epoch [45][310/336] lr: 1.938e-08, eta: 0:14:14, time: 0.872, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0183, s0.acc: 99.2831, s0.loss_bbox: 0.1462, s1.loss_cls: 0.0037, s1.acc: 99.7094, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0017, s2.acc: 99.7228, s2.loss_bbox: 0.0394, loss: 0.2895
2022-03-24 12:42:45,944 - mmdet - INFO - Epoch [45][320/336] lr: 1.938e-08, eta: 0:14:06, time: 0.862, data_time: 0.017, memory: 15326, loss_rpn_cls: 0.0013, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0186, s0.acc: 99.2908, s0.loss_bbox: 0.1526, s1.loss_cls: 0.0038, s1.acc: 99.7307, s1.loss_bbox: 0.0792, s2.loss_cls: 0.0017, s2.acc: 99.7990, s2.loss_bbox: 0.0403, loss: 0.2993
2022-03-24 12:42:53,314 - mmdet - INFO - Epoch [45][330/336] lr: 1.938e-08, eta: 0:13:58, time: 0.737, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0167, s0.acc: 99.3478, s0.loss_bbox: 0.1487, s1.loss_cls: 0.0026, s1.acc: 99.8015, s1.loss_bbox: 0.0785, s2.loss_cls: 0.0011, s2.acc: 99.8515, s2.loss_bbox: 0.0403, loss: 0.2907
2022-03-24 12:43:20,270 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:43:20,503 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:43:20,503 - mmdet - INFO - Epoch(val) [45][336] bbox_mAP: 0.5980, bbox_mAP_50: 0.9240, bbox_mAP_75: 0.6730, bbox_mAP_s: 0.5720, bbox_mAP_m: 0.6730, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.598 0.924 0.673 0.572 0.673 -1.000
2022-03-24 12:43:47,477 - mmdet - INFO - Epoch [46][10/336] lr: 1.938e-08, eta: 0:13:49, time: 2.672, data_time: 1.899, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0169, s0.acc: 99.3304, s0.loss_bbox: 0.1459, s1.loss_cls: 0.0030, s1.acc: 99.7729, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0013, s2.acc: 99.8164, s2.loss_bbox: 0.0399, loss: 0.2870
2022-03-24 12:43:55,254 - mmdet - INFO - Epoch [46][20/336] lr: 1.938e-08, eta: 0:13:40, time: 0.801, data_time: 0.033, memory: 15326, loss_rpn_cls: 0.0006, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0165, s0.acc: 99.3668, s0.loss_bbox: 0.1426, s1.loss_cls: 0.0028, s1.acc: 99.7896, s1.loss_bbox: 0.0758, s2.loss_cls: 0.0011, s2.acc: 99.8286, s2.loss_bbox: 0.0391, loss: 0.2801
2022-03-24 12:44:02,652 - mmdet - INFO - Epoch [46][30/336] lr: 1.938e-08, eta: 0:13:32, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0192, s0.acc: 99.2496, s0.loss_bbox: 0.1532, s1.loss_cls: 0.0037, s1.acc: 99.7316, s1.loss_bbox: 0.0796, s2.loss_cls: 0.0017, s2.acc: 99.7777, s2.loss_bbox: 0.0408, loss: 0.3012
2022-03-24 12:44:10,043 - mmdet - INFO - Epoch [46][40/336] lr: 1.938e-08, eta: 0:13:23, time: 0.739, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0181, s0.acc: 99.2825, s0.loss_bbox: 0.1517, s1.loss_cls: 0.0033, s1.acc: 99.7531, s1.loss_bbox: 0.0794, s2.loss_cls: 0.0015, s2.acc: 99.7989, s2.loss_bbox: 0.0405, loss: 0.2972
2022-03-24 12:44:18,191 - mmdet - INFO - Epoch [46][50/336] lr: 1.938e-08, eta: 0:13:15, time: 0.808, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0171, s0.acc: 99.3231, s0.loss_bbox: 0.1462, s1.loss_cls: 0.0026, s1.acc: 99.8059, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0012, s2.acc: 99.8228, s2.loss_bbox: 0.0388, loss: 0.2847
2022-03-24 12:44:25,876 - mmdet - INFO - Epoch [46][60/336] lr: 1.938e-08, eta: 0:13:06, time: 0.776, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0174, s0.acc: 99.3326, s0.loss_bbox: 0.1460, s1.loss_cls: 0.0032, s1.acc: 99.7560, s1.loss_bbox: 0.0760, s2.loss_cls: 0.0012, s2.acc: 99.8179, s2.loss_bbox: 0.0390, loss: 0.2856
2022-03-24 12:44:33,298 - mmdet - INFO - Epoch [46][70/336] lr: 1.938e-08, eta: 0:12:58, time: 0.742, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0179, s0.acc: 99.2963, s0.loss_bbox: 0.1486, s1.loss_cls: 0.0032, s1.acc: 99.7776, s1.loss_bbox: 0.0782, s2.loss_cls: 0.0015, s2.acc: 99.8163, s2.loss_bbox: 0.0404, loss: 0.2923
2022-03-24 12:44:40,703 - mmdet - INFO - Epoch [46][80/336] lr: 1.938e-08, eta: 0:12:49, time: 0.741, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0163, s0.acc: 99.3451, s0.loss_bbox: 0.1432, s1.loss_cls: 0.0032, s1.acc: 99.7548, s1.loss_bbox: 0.0743, s2.loss_cls: 0.0013, s2.acc: 99.8121, s2.loss_bbox: 0.0380, loss: 0.2791
2022-03-24 12:44:48,778 - mmdet - INFO - Epoch [46][90/336] lr: 1.938e-08, eta: 0:12:41, time: 0.807, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3369, s0.loss_bbox: 0.1477, s1.loss_cls: 0.0030, s1.acc: 99.7677, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0012, s2.acc: 99.8168, s2.loss_bbox: 0.0394, loss: 0.2887
2022-03-24 12:44:56,178 - mmdet - INFO - Epoch [46][100/336] lr: 1.938e-08, eta: 0:12:32, time: 0.740, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0176, s0.acc: 99.2993, s0.loss_bbox: 0.1526, s1.loss_cls: 0.0032, s1.acc: 99.7517, s1.loss_bbox: 0.0798, s2.loss_cls: 0.0015, s2.acc: 99.7852, s2.loss_bbox: 0.0410, loss: 0.2985
2022-03-24 12:45:04,078 - mmdet - INFO - Epoch [46][110/336] lr: 1.938e-08, eta: 0:12:24, time: 0.790, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0168, s0.acc: 99.3344, s0.loss_bbox: 0.1416, s1.loss_cls: 0.0032, s1.acc: 99.7658, s1.loss_bbox: 0.0750, s2.loss_cls: 0.0014, s2.acc: 99.8044, s2.loss_bbox: 0.0384, loss: 0.2787
2022-03-24 12:45:11,635 - mmdet - INFO - Epoch [46][120/336] lr: 1.938e-08, eta: 0:12:15, time: 0.756, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0173, s0.acc: 99.3198, s0.loss_bbox: 0.1445, s1.loss_cls: 0.0029, s1.acc: 99.7807, s1.loss_bbox: 0.0759, s2.loss_cls: 0.0012, s2.acc: 99.8319, s2.loss_bbox: 0.0389, loss: 0.2834
2022-03-24 12:45:19,050 - mmdet - INFO - Epoch [46][130/336] lr: 1.938e-08, eta: 0:12:07, time: 0.742, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0185, s0.acc: 99.2630, s0.loss_bbox: 0.1562, s1.loss_cls: 0.0033, s1.acc: 99.7635, s1.loss_bbox: 0.0818, s2.loss_cls: 0.0014, s2.acc: 99.8081, s2.loss_bbox: 0.0419, loss: 0.3061
2022-03-24 12:45:26,435 - mmdet - INFO - Epoch [46][140/336] lr: 1.938e-08, eta: 0:11:58, time: 0.738, data_time: 0.011, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0178, s0.acc: 99.3106, s0.loss_bbox: 0.1544, s1.loss_cls: 0.0028, s1.acc: 99.7919, s1.loss_bbox: 0.0819, s2.loss_cls: 0.0012, s2.acc: 99.8480, s2.loss_bbox: 0.0420, loss: 0.3033
2022-03-24 12:45:34,043 - mmdet - INFO - Epoch [46][150/336] lr: 1.938e-08, eta: 0:11:50, time: 0.761, data_time: 0.011, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0184, s0.acc: 99.2712, s0.loss_bbox: 0.1538, s1.loss_cls: 0.0037, s1.acc: 99.7026, s1.loss_bbox: 0.0807, s2.loss_cls: 0.0016, s2.acc: 99.7497, s2.loss_bbox: 0.0414, loss: 0.3027
2022-03-24 12:45:41,432 - mmdet - INFO - Epoch [46][160/336] lr: 1.938e-08, eta: 0:11:41, time: 0.739, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0170, s0.acc: 99.3460, s0.loss_bbox: 0.1484, s1.loss_cls: 0.0033, s1.acc: 99.7470, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0014, s2.acc: 99.8125, s2.loss_bbox: 0.0402, loss: 0.2908
2022-03-24 12:45:48,902 - mmdet - INFO - Epoch [46][170/336] lr: 1.938e-08, eta: 0:11:33, time: 0.741, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0194, s0.acc: 99.2477, s0.loss_bbox: 0.1578, s1.loss_cls: 0.0037, s1.acc: 99.7233, s1.loss_bbox: 0.0815, s2.loss_cls: 0.0017, s2.acc: 99.7777, s2.loss_bbox: 0.0416, loss: 0.3087
2022-03-24 12:45:56,322 - mmdet - INFO - Epoch [46][180/336] lr: 1.938e-08, eta: 0:11:24, time: 0.747, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0178, s0.acc: 99.2908, s0.loss_bbox: 0.1452, s1.loss_cls: 0.0035, s1.acc: 99.7348, s1.loss_bbox: 0.0759, s2.loss_cls: 0.0014, s2.acc: 99.8069, s2.loss_bbox: 0.0390, loss: 0.2854
2022-03-24 12:46:03,769 - mmdet - INFO - Epoch [46][190/336] lr: 1.938e-08, eta: 0:11:16, time: 0.746, data_time: 0.011, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0159, s0.acc: 99.3796, s0.loss_bbox: 0.1404, s1.loss_cls: 0.0028, s1.acc: 99.7959, s1.loss_bbox: 0.0736, s2.loss_cls: 0.0010, s2.acc: 99.8458, s2.loss_bbox: 0.0379, loss: 0.2743
2022-03-24 12:46:11,455 - mmdet - INFO - Epoch [46][200/336] lr: 1.938e-08, eta: 0:11:07, time: 0.769, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0180, s0.acc: 99.2999, s0.loss_bbox: 0.1555, s1.loss_cls: 0.0031, s1.acc: 99.7628, s1.loss_bbox: 0.0813, s2.loss_cls: 0.0013, s2.acc: 99.8184, s2.loss_bbox: 0.0418, loss: 0.3039
2022-03-24 12:46:19,818 - mmdet - INFO - Epoch [46][210/336] lr: 1.938e-08, eta: 0:10:59, time: 0.836, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0188, s0.acc: 99.2654, s0.loss_bbox: 0.1496, s1.loss_cls: 0.0035, s1.acc: 99.7371, s1.loss_bbox: 0.0786, s2.loss_cls: 0.0017, s2.acc: 99.7841, s2.loss_bbox: 0.0403, loss: 0.2955
2022-03-24 12:46:27,415 - mmdet - INFO - Epoch [46][220/336] lr: 1.938e-08, eta: 0:10:51, time: 0.760, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0170, s0.acc: 99.3390, s0.loss_bbox: 0.1426, s1.loss_cls: 0.0032, s1.acc: 99.7685, s1.loss_bbox: 0.0743, s2.loss_cls: 0.0015, s2.acc: 99.7844, s2.loss_bbox: 0.0381, loss: 0.2795
2022-03-24 12:46:35,857 - mmdet - INFO - Epoch [46][230/336] lr: 1.938e-08, eta: 0:10:43, time: 0.844, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0181, s0.acc: 99.2865, s0.loss_bbox: 0.1553, s1.loss_cls: 0.0033, s1.acc: 99.7572, s1.loss_bbox: 0.0806, s2.loss_cls: 0.0014, s2.acc: 99.7946, s2.loss_bbox: 0.0413, loss: 0.3029
2022-03-24 12:46:43,324 - mmdet - INFO - Epoch [46][240/336] lr: 1.938e-08, eta: 0:10:34, time: 0.746, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3326, s0.loss_bbox: 0.1477, s1.loss_cls: 0.0033, s1.acc: 99.7358, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0013, s2.acc: 99.7897, s2.loss_bbox: 0.0400, loss: 0.2896
2022-03-24 12:46:50,977 - mmdet - INFO - Epoch [46][250/336] lr: 1.938e-08, eta: 0:10:26, time: 0.766, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0186, s0.acc: 99.2612, s0.loss_bbox: 0.1524, s1.loss_cls: 0.0037, s1.acc: 99.7217, s1.loss_bbox: 0.0800, s2.loss_cls: 0.0015, s2.acc: 99.7803, s2.loss_bbox: 0.0412, loss: 0.3002
2022-03-24 12:46:58,447 - mmdet - INFO - Epoch [46][260/336] lr: 1.938e-08, eta: 0:10:17, time: 0.747, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0162, s0.acc: 99.3759, s0.loss_bbox: 0.1418, s1.loss_cls: 0.0032, s1.acc: 99.7646, s1.loss_bbox: 0.0752, s2.loss_cls: 0.0013, s2.acc: 99.8249, s2.loss_bbox: 0.0386, loss: 0.2790
2022-03-24 12:47:06,752 - mmdet - INFO - Epoch [46][270/336] lr: 1.938e-08, eta: 0:10:09, time: 0.823, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0179, s0.acc: 99.2923, s0.loss_bbox: 0.1512, s1.loss_cls: 0.0032, s1.acc: 99.7549, s1.loss_bbox: 0.0790, s2.loss_cls: 0.0013, s2.acc: 99.8112, s2.loss_bbox: 0.0404, loss: 0.2959
2022-03-24 12:47:14,805 - mmdet - INFO - Epoch [46][280/336] lr: 1.938e-08, eta: 0:10:01, time: 0.813, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0172, s0.acc: 99.3256, s0.loss_bbox: 0.1513, s1.loss_cls: 0.0028, s1.acc: 99.8026, s1.loss_bbox: 0.0793, s2.loss_cls: 0.0012, s2.acc: 99.8441, s2.loss_bbox: 0.0407, loss: 0.2951
2022-03-24 12:47:22,207 - mmdet - INFO - Epoch [46][290/336] lr: 1.938e-08, eta: 0:09:52, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3488, s0.loss_bbox: 0.1456, s1.loss_cls: 0.0032, s1.acc: 99.7663, s1.loss_bbox: 0.0764, s2.loss_cls: 0.0013, s2.acc: 99.8264, s2.loss_bbox: 0.0392, loss: 0.2854
2022-03-24 12:47:29,628 - mmdet - INFO - Epoch [46][300/336] lr: 1.938e-08, eta: 0:09:44, time: 0.742, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0181, s0.acc: 99.2911, s0.loss_bbox: 0.1524, s1.loss_cls: 0.0033, s1.acc: 99.7564, s1.loss_bbox: 0.0794, s2.loss_cls: 0.0016, s2.acc: 99.7803, s2.loss_bbox: 0.0406, loss: 0.2979
2022-03-24 12:47:37,834 - mmdet - INFO - Epoch [46][310/336] lr: 1.938e-08, eta: 0:09:36, time: 0.821, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0171, s0.acc: 99.3442, s0.loss_bbox: 0.1478, s1.loss_cls: 0.0029, s1.acc: 99.7856, s1.loss_bbox: 0.0768, s2.loss_cls: 0.0012, s2.acc: 99.8249, s2.loss_bbox: 0.0396, loss: 0.2880
2022-03-24 12:47:45,249 - mmdet - INFO - Epoch [46][320/336] lr: 1.938e-08, eta: 0:09:27, time: 0.741, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0180, s0.acc: 99.3073, s0.loss_bbox: 0.1486, s1.loss_cls: 0.0034, s1.acc: 99.7410, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0016, s2.acc: 99.7796, s2.loss_bbox: 0.0396, loss: 0.2915
2022-03-24 12:47:53,205 - mmdet - INFO - Epoch [46][330/336] lr: 1.938e-08, eta: 0:09:19, time: 0.795, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0170, s0.acc: 99.3274, s0.loss_bbox: 0.1464, s1.loss_cls: 0.0030, s1.acc: 99.7626, s1.loss_bbox: 0.0766, s2.loss_cls: 0.0011, s2.acc: 99.8446, s2.loss_bbox: 0.0392, loss: 0.2862
2022-03-24 12:48:18,530 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:48:18,762 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:48:18,763 - mmdet - INFO - Epoch(val) [46][336] bbox_mAP: 0.5990, bbox_mAP_50: 0.9240, bbox_mAP_75: 0.6790, bbox_mAP_s: 0.5740, bbox_mAP_m: 0.6740, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.599 0.924 0.679 0.574 0.674 -1.000
2022-03-24 12:48:45,104 - mmdet - INFO - Epoch [47][10/336] lr: 1.938e-08, eta: 0:09:08, time: 2.633, data_time: 1.874, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0187, s0.acc: 99.2807, s0.loss_bbox: 0.1503, s1.loss_cls: 0.0041, s1.acc: 99.7103, s1.loss_bbox: 0.0792, s2.loss_cls: 0.0019, s2.acc: 99.7500, s2.loss_bbox: 0.0408, loss: 0.2980
2022-03-24 12:48:52,511 - mmdet - INFO - Epoch [47][20/336] lr: 1.938e-08, eta: 0:09:00, time: 0.741, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0007, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0164, s0.acc: 99.3542, s0.loss_bbox: 0.1472, s1.loss_cls: 0.0026, s1.acc: 99.7977, s1.loss_bbox: 0.0776, s2.loss_cls: 0.0011, s2.acc: 99.8382, s2.loss_bbox: 0.0402, loss: 0.2875
2022-03-24 12:48:59,918 - mmdet - INFO - Epoch [47][30/336] lr: 1.938e-08, eta: 0:08:51, time: 0.741, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0021, s0.loss_cls: 0.0202, s0.acc: 99.2285, s0.loss_bbox: 0.1573, s1.loss_cls: 0.0043, s1.acc: 99.7030, s1.loss_bbox: 0.0817, s2.loss_cls: 0.0019, s2.acc: 99.7573, s2.loss_bbox: 0.0417, loss: 0.3104
2022-03-24 12:49:07,334 - mmdet - INFO - Epoch [47][40/336] lr: 1.938e-08, eta: 0:08:43, time: 0.742, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0170, s0.acc: 99.3430, s0.loss_bbox: 0.1467, s1.loss_cls: 0.0029, s1.acc: 99.7900, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0012, s2.acc: 99.8276, s2.loss_bbox: 0.0392, loss: 0.2860
2022-03-24 12:49:14,736 - mmdet - INFO - Epoch [47][50/336] lr: 1.938e-08, eta: 0:08:34, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0179, s0.acc: 99.2999, s0.loss_bbox: 0.1551, s1.loss_cls: 0.0032, s1.acc: 99.7445, s1.loss_bbox: 0.0811, s2.loss_cls: 0.0014, s2.acc: 99.7934, s2.loss_bbox: 0.0414, loss: 0.3030
2022-03-24 12:49:22,238 - mmdet - INFO - Epoch [47][60/336] lr: 1.938e-08, eta: 0:08:26, time: 0.750, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0169, s0.acc: 99.3445, s0.loss_bbox: 0.1458, s1.loss_cls: 0.0031, s1.acc: 99.7631, s1.loss_bbox: 0.0770, s2.loss_cls: 0.0013, s2.acc: 99.8274, s2.loss_bbox: 0.0398, loss: 0.2865
2022-03-24 12:49:30,960 - mmdet - INFO - Epoch [47][70/336] lr: 1.938e-08, eta: 0:08:18, time: 0.873, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0161, s0.acc: 99.3683, s0.loss_bbox: 0.1454, s1.loss_cls: 0.0030, s1.acc: 99.7757, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0012, s2.acc: 99.8144, s2.loss_bbox: 0.0394, loss: 0.2843
2022-03-24 12:49:38,404 - mmdet - INFO - Epoch [47][80/336] lr: 1.938e-08, eta: 0:08:09, time: 0.744, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0175, s0.acc: 99.3265, s0.loss_bbox: 0.1469, s1.loss_cls: 0.0034, s1.acc: 99.7407, s1.loss_bbox: 0.0769, s2.loss_cls: 0.0015, s2.acc: 99.7910, s2.loss_bbox: 0.0396, loss: 0.2886
2022-03-24 12:49:46,527 - mmdet - INFO - Epoch [47][90/336] lr: 1.938e-08, eta: 0:08:01, time: 0.813, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0180, s0.acc: 99.2896, s0.loss_bbox: 0.1514, s1.loss_cls: 0.0035, s1.acc: 99.7411, s1.loss_bbox: 0.0785, s2.loss_cls: 0.0015, s2.acc: 99.7841, s2.loss_bbox: 0.0402, loss: 0.2960
2022-03-24 12:49:55,773 - mmdet - INFO - Epoch [47][100/336] lr: 1.938e-08, eta: 0:07:53, time: 0.925, data_time: 0.011, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0171, s0.acc: 99.3301, s0.loss_bbox: 0.1508, s1.loss_cls: 0.0030, s1.acc: 99.7635, s1.loss_bbox: 0.0785, s2.loss_cls: 0.0013, s2.acc: 99.7969, s2.loss_bbox: 0.0404, loss: 0.2942
2022-03-24 12:50:04,279 - mmdet - INFO - Epoch [47][110/336] lr: 1.938e-08, eta: 0:07:45, time: 0.849, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0177, s0.acc: 99.3051, s0.loss_bbox: 0.1534, s1.loss_cls: 0.0031, s1.acc: 99.7665, s1.loss_bbox: 0.0806, s2.loss_cls: 0.0014, s2.acc: 99.7854, s2.loss_bbox: 0.0413, loss: 0.3003
2022-03-24 12:50:11,860 - mmdet - INFO - Epoch [47][120/336] lr: 1.938e-08, eta: 0:07:36, time: 0.758, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0169, s0.acc: 99.3387, s0.loss_bbox: 0.1501, s1.loss_cls: 0.0029, s1.acc: 99.7857, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0012, s2.acc: 99.8520, s2.loss_bbox: 0.0398, loss: 0.2914
2022-03-24 12:50:19,280 - mmdet - INFO - Epoch [47][130/336] lr: 1.938e-08, eta: 0:07:28, time: 0.742, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0176, s0.acc: 99.3137, s0.loss_bbox: 0.1521, s1.loss_cls: 0.0032, s1.acc: 99.7665, s1.loss_bbox: 0.0786, s2.loss_cls: 0.0014, s2.acc: 99.8094, s2.loss_bbox: 0.0401, loss: 0.2957
2022-03-24 12:50:27,288 - mmdet - INFO - Epoch [47][140/336] lr: 1.938e-08, eta: 0:07:20, time: 0.801, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0181, s0.acc: 99.2947, s0.loss_bbox: 0.1506, s1.loss_cls: 0.0033, s1.acc: 99.7630, s1.loss_bbox: 0.0791, s2.loss_cls: 0.0014, s2.acc: 99.8162, s2.loss_bbox: 0.0407, loss: 0.2961
2022-03-24 12:50:34,853 - mmdet - INFO - Epoch [47][150/336] lr: 1.938e-08, eta: 0:07:11, time: 0.756, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0180, s0.acc: 99.3042, s0.loss_bbox: 0.1471, s1.loss_cls: 0.0035, s1.acc: 99.7309, s1.loss_bbox: 0.0771, s2.loss_cls: 0.0015, s2.acc: 99.7785, s2.loss_bbox: 0.0397, loss: 0.2896
2022-03-24 12:50:42,275 - mmdet - INFO - Epoch [47][160/336] lr: 1.938e-08, eta: 0:07:03, time: 0.742, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0172, s0.acc: 99.2981, s0.loss_bbox: 0.1469, s1.loss_cls: 0.0032, s1.acc: 99.7333, s1.loss_bbox: 0.0773, s2.loss_cls: 0.0015, s2.acc: 99.7733, s2.loss_bbox: 0.0396, loss: 0.2885
2022-03-24 12:50:50,727 - mmdet - INFO - Epoch [47][170/336] lr: 1.938e-08, eta: 0:06:55, time: 0.845, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0187, s0.acc: 99.2847, s0.loss_bbox: 0.1511, s1.loss_cls: 0.0042, s1.acc: 99.7080, s1.loss_bbox: 0.0781, s2.loss_cls: 0.0020, s2.acc: 99.7291, s2.loss_bbox: 0.0399, loss: 0.2970
2022-03-24 12:50:58,143 - mmdet - INFO - Epoch [47][180/336] lr: 1.938e-08, eta: 0:06:46, time: 0.741, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0162, s0.acc: 99.3625, s0.loss_bbox: 0.1458, s1.loss_cls: 0.0028, s1.acc: 99.7896, s1.loss_bbox: 0.0772, s2.loss_cls: 0.0014, s2.acc: 99.8308, s2.loss_bbox: 0.0397, loss: 0.2858
2022-03-24 12:51:05,595 - mmdet - INFO - Epoch [47][190/336] lr: 1.938e-08, eta: 0:06:38, time: 0.745, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0176, s0.acc: 99.3158, s0.loss_bbox: 0.1488, s1.loss_cls: 0.0032, s1.acc: 99.7699, s1.loss_bbox: 0.0779, s2.loss_cls: 0.0015, s2.acc: 99.8097, s2.loss_bbox: 0.0397, loss: 0.2914
2022-03-24 12:51:13,170 - mmdet - INFO - Epoch [47][200/336] lr: 1.938e-08, eta: 0:06:29, time: 0.758, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0182, s0.acc: 99.2841, s0.loss_bbox: 0.1453, s1.loss_cls: 0.0036, s1.acc: 99.7222, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0015, s2.acc: 99.7796, s2.loss_bbox: 0.0390, loss: 0.2869
2022-03-24 12:51:20,567 - mmdet - INFO - Epoch [47][210/336] lr: 1.938e-08, eta: 0:06:21, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0183, s0.acc: 99.3088, s0.loss_bbox: 0.1487, s1.loss_cls: 0.0034, s1.acc: 99.7437, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0017, s2.acc: 99.7747, s2.loss_bbox: 0.0398, loss: 0.2923
2022-03-24 12:51:27,984 - mmdet - INFO - Epoch [47][220/336] lr: 1.938e-08, eta: 0:06:13, time: 0.742, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0184, s0.acc: 99.2969, s0.loss_bbox: 0.1524, s1.loss_cls: 0.0033, s1.acc: 99.7344, s1.loss_bbox: 0.0799, s2.loss_cls: 0.0016, s2.acc: 99.7656, s2.loss_bbox: 0.0407, loss: 0.2991
2022-03-24 12:51:35,428 - mmdet - INFO - Epoch [47][230/336] lr: 1.938e-08, eta: 0:06:04, time: 0.744, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0176, s0.acc: 99.3231, s0.loss_bbox: 0.1490, s1.loss_cls: 0.0032, s1.acc: 99.7434, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0015, s2.acc: 99.8030, s2.loss_bbox: 0.0396, loss: 0.2912
2022-03-24 12:51:42,911 - mmdet - INFO - Epoch [47][240/336] lr: 1.938e-08, eta: 0:05:56, time: 0.748, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0177, s0.acc: 99.2960, s0.loss_bbox: 0.1484, s1.loss_cls: 0.0035, s1.acc: 99.7121, s1.loss_bbox: 0.0778, s2.loss_cls: 0.0013, s2.acc: 99.8059, s2.loss_bbox: 0.0399, loss: 0.2912
2022-03-24 12:51:50,295 - mmdet - INFO - Epoch [47][250/336] lr: 1.938e-08, eta: 0:05:48, time: 0.739, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0178, s0.acc: 99.3222, s0.loss_bbox: 0.1460, s1.loss_cls: 0.0036, s1.acc: 99.7303, s1.loss_bbox: 0.0770, s2.loss_cls: 0.0015, s2.acc: 99.7947, s2.loss_bbox: 0.0396, loss: 0.2883
2022-03-24 12:51:57,842 - mmdet - INFO - Epoch [47][260/336] lr: 1.938e-08, eta: 0:05:39, time: 0.755, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0180, s0.acc: 99.3011, s0.loss_bbox: 0.1525, s1.loss_cls: 0.0040, s1.acc: 99.6986, s1.loss_bbox: 0.0798, s2.loss_cls: 0.0016, s2.acc: 99.7765, s2.loss_bbox: 0.0411, loss: 0.2996
2022-03-24 12:52:05,970 - mmdet - INFO - Epoch [47][270/336] lr: 1.938e-08, eta: 0:05:31, time: 0.813, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0177, s0.acc: 99.2798, s0.loss_bbox: 0.1475, s1.loss_cls: 0.0031, s1.acc: 99.7611, s1.loss_bbox: 0.0776, s2.loss_cls: 0.0015, s2.acc: 99.7873, s2.loss_bbox: 0.0394, loss: 0.2896
2022-03-24 12:52:13,353 - mmdet - INFO - Epoch [47][280/336] lr: 1.938e-08, eta: 0:05:23, time: 0.738, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0177, s0.acc: 99.3350, s0.loss_bbox: 0.1480, s1.loss_cls: 0.0034, s1.acc: 99.7598, s1.loss_bbox: 0.0781, s2.loss_cls: 0.0014, s2.acc: 99.8129, s2.loss_bbox: 0.0402, loss: 0.2914
2022-03-24 12:52:20,740 - mmdet - INFO - Epoch [47][290/336] lr: 1.938e-08, eta: 0:05:14, time: 0.739, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0173, s0.acc: 99.3207, s0.loss_bbox: 0.1473, s1.loss_cls: 0.0033, s1.acc: 99.7428, s1.loss_bbox: 0.0769, s2.loss_cls: 0.0013, s2.acc: 99.8236, s2.loss_bbox: 0.0392, loss: 0.2882
2022-03-24 12:52:28,283 - mmdet - INFO - Epoch [47][300/336] lr: 1.938e-08, eta: 0:05:06, time: 0.754, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0171, s0.acc: 99.3222, s0.loss_bbox: 0.1478, s1.loss_cls: 0.0031, s1.acc: 99.7729, s1.loss_bbox: 0.0785, s2.loss_cls: 0.0014, s2.acc: 99.8135, s2.loss_bbox: 0.0401, loss: 0.2907
2022-03-24 12:52:35,699 - mmdet - INFO - Epoch [47][310/336] lr: 1.938e-08, eta: 0:04:58, time: 0.741, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0165, s0.acc: 99.3613, s0.loss_bbox: 0.1463, s1.loss_cls: 0.0028, s1.acc: 99.7983, s1.loss_bbox: 0.0766, s2.loss_cls: 0.0010, s2.acc: 99.8692, s2.loss_bbox: 0.0393, loss: 0.2851
2022-03-24 12:52:43,084 - mmdet - INFO - Epoch [47][320/336] lr: 1.938e-08, eta: 0:04:49, time: 0.739, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0165, s0.acc: 99.3503, s0.loss_bbox: 0.1463, s1.loss_cls: 0.0029, s1.acc: 99.7776, s1.loss_bbox: 0.0761, s2.loss_cls: 0.0011, s2.acc: 99.8336, s2.loss_bbox: 0.0393, loss: 0.2851
2022-03-24 12:52:50,468 - mmdet - INFO - Epoch [47][330/336] lr: 1.938e-08, eta: 0:04:41, time: 0.738, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0187, s0.acc: 99.2746, s0.loss_bbox: 0.1516, s1.loss_cls: 0.0033, s1.acc: 99.7616, s1.loss_bbox: 0.0787, s2.loss_cls: 0.0014, s2.acc: 99.8046, s2.loss_bbox: 0.0403, loss: 0.2969
2022-03-24 12:53:17,302 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:53:17,536 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:53:17,536 - mmdet - INFO - Epoch(val) [47][336] bbox_mAP: 0.6000, bbox_mAP_50: 0.9280, bbox_mAP_75: 0.6790, bbox_mAP_s: 0.5750, bbox_mAP_m: 0.6730, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.600 0.928 0.679 0.575 0.673 -1.000
2022-03-24 12:53:44,308 - mmdet - INFO - Epoch [48][10/336] lr: 1.938e-08, eta: 0:04:29, time: 2.676, data_time: 1.866, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0161, s0.acc: 99.3658, s0.loss_bbox: 0.1474, s1.loss_cls: 0.0024, s1.acc: 99.8162, s1.loss_bbox: 0.0774, s2.loss_cls: 0.0009, s2.acc: 99.8750, s2.loss_bbox: 0.0399, loss: 0.2866
2022-03-24 12:53:52,282 - mmdet - INFO - Epoch [48][20/336] lr: 1.938e-08, eta: 0:04:21, time: 0.778, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0164, s0.acc: 99.3613, s0.loss_bbox: 0.1445, s1.loss_cls: 0.0031, s1.acc: 99.7535, s1.loss_bbox: 0.0760, s2.loss_cls: 0.0014, s2.acc: 99.7888, s2.loss_bbox: 0.0390, loss: 0.2829
2022-03-24 12:54:00,420 - mmdet - INFO - Epoch [48][30/336] lr: 1.938e-08, eta: 0:04:13, time: 0.833, data_time: 0.028, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0195, s0.acc: 99.2688, s0.loss_bbox: 0.1522, s1.loss_cls: 0.0042, s1.acc: 99.7045, s1.loss_bbox: 0.0786, s2.loss_cls: 0.0018, s2.acc: 99.7796, s2.loss_bbox: 0.0403, loss: 0.2997
2022-03-24 12:54:07,824 - mmdet - INFO - Epoch [48][40/336] lr: 1.938e-08, eta: 0:04:04, time: 0.740, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0168, s0.acc: 99.3658, s0.loss_bbox: 0.1497, s1.loss_cls: 0.0029, s1.acc: 99.7805, s1.loss_bbox: 0.0781, s2.loss_cls: 0.0013, s2.acc: 99.8237, s2.loss_bbox: 0.0399, loss: 0.2914
2022-03-24 12:54:15,725 - mmdet - INFO - Epoch [48][50/336] lr: 1.938e-08, eta: 0:03:56, time: 0.790, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0177, s0.acc: 99.3094, s0.loss_bbox: 0.1490, s1.loss_cls: 0.0032, s1.acc: 99.7593, s1.loss_bbox: 0.0776, s2.loss_cls: 0.0012, s2.acc: 99.8293, s2.loss_bbox: 0.0398, loss: 0.2912
2022-03-24 12:54:23,485 - mmdet - INFO - Epoch [48][60/336] lr: 1.938e-08, eta: 0:03:48, time: 0.776, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0167, s0.acc: 99.3289, s0.loss_bbox: 0.1443, s1.loss_cls: 0.0033, s1.acc: 99.7541, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0013, s2.acc: 99.8006, s2.loss_bbox: 0.0393, loss: 0.2840
2022-03-24 12:54:30,955 - mmdet - INFO - Epoch [48][70/336] lr: 1.938e-08, eta: 0:03:39, time: 0.747, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0175, s0.acc: 99.3213, s0.loss_bbox: 0.1492, s1.loss_cls: 0.0034, s1.acc: 99.7459, s1.loss_bbox: 0.0777, s2.loss_cls: 0.0015, s2.acc: 99.7968, s2.loss_bbox: 0.0398, loss: 0.2917
2022-03-24 12:54:38,412 - mmdet - INFO - Epoch [48][80/336] lr: 1.938e-08, eta: 0:03:31, time: 0.746, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0182, s0.acc: 99.2780, s0.loss_bbox: 0.1540, s1.loss_cls: 0.0030, s1.acc: 99.7756, s1.loss_bbox: 0.0812, s2.loss_cls: 0.0014, s2.acc: 99.8228, s2.loss_bbox: 0.0416, loss: 0.3022
2022-03-24 12:54:45,846 - mmdet - INFO - Epoch [48][90/336] lr: 1.938e-08, eta: 0:03:23, time: 0.743, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0172, s0.acc: 99.3405, s0.loss_bbox: 0.1446, s1.loss_cls: 0.0032, s1.acc: 99.7521, s1.loss_bbox: 0.0760, s2.loss_cls: 0.0014, s2.acc: 99.8102, s2.loss_bbox: 0.0391, loss: 0.2842
2022-03-24 12:54:53,246 - mmdet - INFO - Epoch [48][100/336] lr: 1.938e-08, eta: 0:03:14, time: 0.740, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0184, s0.acc: 99.2780, s0.loss_bbox: 0.1523, s1.loss_cls: 0.0032, s1.acc: 99.7561, s1.loss_bbox: 0.0799, s2.loss_cls: 0.0013, s2.acc: 99.8075, s2.loss_bbox: 0.0409, loss: 0.2990
2022-03-24 12:55:00,678 - mmdet - INFO - Epoch [48][110/336] lr: 1.938e-08, eta: 0:03:06, time: 0.743, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0186, s0.acc: 99.2786, s0.loss_bbox: 0.1494, s1.loss_cls: 0.0039, s1.acc: 99.7135, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0019, s2.acc: 99.7221, s2.loss_bbox: 0.0390, loss: 0.2926
2022-03-24 12:55:08,585 - mmdet - INFO - Epoch [48][120/336] lr: 1.938e-08, eta: 0:02:58, time: 0.791, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0174, s0.acc: 99.3195, s0.loss_bbox: 0.1441, s1.loss_cls: 0.0029, s1.acc: 99.7790, s1.loss_bbox: 0.0750, s2.loss_cls: 0.0013, s2.acc: 99.8123, s2.loss_bbox: 0.0384, loss: 0.2816
2022-03-24 12:55:16,670 - mmdet - INFO - Epoch [48][130/336] lr: 1.938e-08, eta: 0:02:50, time: 0.809, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0176, s0.acc: 99.2950, s0.loss_bbox: 0.1517, s1.loss_cls: 0.0027, s1.acc: 99.7879, s1.loss_bbox: 0.0793, s2.loss_cls: 0.0012, s2.acc: 99.8256, s2.loss_bbox: 0.0409, loss: 0.2962
2022-03-24 12:55:24,058 - mmdet - INFO - Epoch [48][140/336] lr: 1.938e-08, eta: 0:02:41, time: 0.739, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0175, s0.acc: 99.3298, s0.loss_bbox: 0.1550, s1.loss_cls: 0.0036, s1.acc: 99.7368, s1.loss_bbox: 0.0803, s2.loss_cls: 0.0014, s2.acc: 99.8098, s2.loss_bbox: 0.0412, loss: 0.3021
2022-03-24 12:55:31,622 - mmdet - INFO - Epoch [48][150/336] lr: 1.938e-08, eta: 0:02:33, time: 0.756, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0164, s0.acc: 99.3668, s0.loss_bbox: 0.1495, s1.loss_cls: 0.0029, s1.acc: 99.7786, s1.loss_bbox: 0.0768, s2.loss_cls: 0.0012, s2.acc: 99.8122, s2.loss_bbox: 0.0393, loss: 0.2890
2022-03-24 12:55:39,000 - mmdet - INFO - Epoch [48][160/336] lr: 1.938e-08, eta: 0:02:25, time: 0.738, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0179, s0.acc: 99.2935, s0.loss_bbox: 0.1566, s1.loss_cls: 0.0029, s1.acc: 99.7700, s1.loss_bbox: 0.0817, s2.loss_cls: 0.0012, s2.acc: 99.8219, s2.loss_bbox: 0.0421, loss: 0.3053
2022-03-24 12:55:46,468 - mmdet - INFO - Epoch [48][170/336] lr: 1.938e-08, eta: 0:02:16, time: 0.747, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0182, s0.acc: 99.2868, s0.loss_bbox: 0.1471, s1.loss_cls: 0.0036, s1.acc: 99.7352, s1.loss_bbox: 0.0783, s2.loss_cls: 0.0016, s2.acc: 99.8000, s2.loss_bbox: 0.0404, loss: 0.2921
2022-03-24 12:55:53,854 - mmdet - INFO - Epoch [48][180/336] lr: 1.938e-08, eta: 0:02:08, time: 0.739, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0012, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0175, s0.acc: 99.3246, s0.loss_bbox: 0.1477, s1.loss_cls: 0.0038, s1.acc: 99.7085, s1.loss_bbox: 0.0775, s2.loss_cls: 0.0015, s2.acc: 99.7782, s2.loss_bbox: 0.0394, loss: 0.2903
2022-03-24 12:56:01,274 - mmdet - INFO - Epoch [48][190/336] lr: 1.938e-08, eta: 0:02:00, time: 0.742, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0020, s0.loss_cls: 0.0186, s0.acc: 99.2740, s0.loss_bbox: 0.1529, s1.loss_cls: 0.0036, s1.acc: 99.7125, s1.loss_bbox: 0.0796, s2.loss_cls: 0.0015, s2.acc: 99.7641, s2.loss_bbox: 0.0406, loss: 0.3000
2022-03-24 12:56:08,763 - mmdet - INFO - Epoch [48][200/336] lr: 1.938e-08, eta: 0:01:52, time: 0.749, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0178, s0.acc: 99.2996, s0.loss_bbox: 0.1498, s1.loss_cls: 0.0032, s1.acc: 99.7474, s1.loss_bbox: 0.0794, s2.loss_cls: 0.0013, s2.acc: 99.7951, s2.loss_bbox: 0.0407, loss: 0.2952
2022-03-24 12:56:16,143 - mmdet - INFO - Epoch [48][210/336] lr: 1.938e-08, eta: 0:01:43, time: 0.738, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0158, s0.acc: 99.3820, s0.loss_bbox: 0.1411, s1.loss_cls: 0.0025, s1.acc: 99.8022, s1.loss_bbox: 0.0737, s2.loss_cls: 0.0010, s2.acc: 99.8562, s2.loss_bbox: 0.0377, loss: 0.2744
2022-03-24 12:56:25,418 - mmdet - INFO - Epoch [48][220/336] lr: 1.938e-08, eta: 0:01:35, time: 0.908, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0176, s0.acc: 99.3137, s0.loss_bbox: 0.1503, s1.loss_cls: 0.0033, s1.acc: 99.7374, s1.loss_bbox: 0.0787, s2.loss_cls: 0.0013, s2.acc: 99.8198, s2.loss_bbox: 0.0404, loss: 0.2945
2022-03-24 12:56:34,487 - mmdet - INFO - Epoch [48][230/336] lr: 1.938e-08, eta: 0:01:27, time: 0.920, data_time: 0.029, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0178, s0.acc: 99.3137, s0.loss_bbox: 0.1456, s1.loss_cls: 0.0036, s1.acc: 99.7277, s1.loss_bbox: 0.0767, s2.loss_cls: 0.0017, s2.acc: 99.7517, s2.loss_bbox: 0.0394, loss: 0.2877
2022-03-24 12:56:41,919 - mmdet - INFO - Epoch [48][240/336] lr: 1.938e-08, eta: 0:01:19, time: 0.750, data_time: 0.017, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0016, s0.loss_cls: 0.0162, s0.acc: 99.3686, s0.loss_bbox: 0.1437, s1.loss_cls: 0.0027, s1.acc: 99.7907, s1.loss_bbox: 0.0754, s2.loss_cls: 0.0014, s2.acc: 99.8072, s2.loss_bbox: 0.0390, loss: 0.2811
2022-03-24 12:56:49,533 - mmdet - INFO - Epoch [48][250/336] lr: 1.938e-08, eta: 0:01:10, time: 0.762, data_time: 0.010, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0176, s0.acc: 99.3042, s0.loss_bbox: 0.1490, s1.loss_cls: 0.0033, s1.acc: 99.7524, s1.loss_bbox: 0.0783, s2.loss_cls: 0.0014, s2.acc: 99.8051, s2.loss_bbox: 0.0400, loss: 0.2922
2022-03-24 12:56:57,241 - mmdet - INFO - Epoch [48][260/336] lr: 1.938e-08, eta: 0:01:02, time: 0.771, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0177, s0.acc: 99.2993, s0.loss_bbox: 0.1498, s1.loss_cls: 0.0030, s1.acc: 99.7685, s1.loss_bbox: 0.0796, s2.loss_cls: 0.0014, s2.acc: 99.7750, s2.loss_bbox: 0.0405, loss: 0.2947
2022-03-24 12:57:04,632 - mmdet - INFO - Epoch [48][270/336] lr: 1.938e-08, eta: 0:00:54, time: 0.739, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0170, s0.acc: 99.3536, s0.loss_bbox: 0.1458, s1.loss_cls: 0.0035, s1.acc: 99.7460, s1.loss_bbox: 0.0763, s2.loss_cls: 0.0013, s2.acc: 99.8351, s2.loss_bbox: 0.0394, loss: 0.2859
2022-03-24 12:57:12,824 - mmdet - INFO - Epoch [48][280/336] lr: 1.938e-08, eta: 0:00:46, time: 0.819, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0009, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0153, s0.acc: 99.3927, s0.loss_bbox: 0.1423, s1.loss_cls: 0.0027, s1.acc: 99.8025, s1.loss_bbox: 0.0748, s2.loss_cls: 0.0012, s2.acc: 99.8311, s2.loss_bbox: 0.0381, loss: 0.2770
2022-03-24 12:57:20,904 - mmdet - INFO - Epoch [48][290/336] lr: 1.938e-08, eta: 0:00:37, time: 0.808, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0019, s0.loss_cls: 0.0175, s0.acc: 99.3109, s0.loss_bbox: 0.1515, s1.loss_cls: 0.0034, s1.acc: 99.7192, s1.loss_bbox: 0.0801, s2.loss_cls: 0.0015, s2.acc: 99.7581, s2.loss_bbox: 0.0411, loss: 0.2979
2022-03-24 12:57:28,387 - mmdet - INFO - Epoch [48][300/336] lr: 1.938e-08, eta: 0:00:29, time: 0.748, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0178, s0.acc: 99.3021, s0.loss_bbox: 0.1478, s1.loss_cls: 0.0035, s1.acc: 99.7334, s1.loss_bbox: 0.0773, s2.loss_cls: 0.0016, s2.acc: 99.7684, s2.loss_bbox: 0.0396, loss: 0.2902
2022-03-24 12:57:35,773 - mmdet - INFO - Epoch [48][310/336] lr: 1.938e-08, eta: 0:00:21, time: 0.738, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0011, loss_rpn_bbox: 0.0017, s0.loss_cls: 0.0172, s0.acc: 99.3536, s0.loss_bbox: 0.1456, s1.loss_cls: 0.0028, s1.acc: 99.7881, s1.loss_bbox: 0.0762, s2.loss_cls: 0.0013, s2.acc: 99.8193, s2.loss_bbox: 0.0391, loss: 0.2851
2022-03-24 12:57:44,339 - mmdet - INFO - Epoch [48][320/336] lr: 1.938e-08, eta: 0:00:13, time: 0.850, data_time: 0.009, memory: 15326, loss_rpn_cls: 0.0010, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0173, s0.acc: 99.3088, s0.loss_bbox: 0.1494, s1.loss_cls: 0.0029, s1.acc: 99.7625, s1.loss_bbox: 0.0779, s2.loss_cls: 0.0013, s2.acc: 99.8068, s2.loss_bbox: 0.0400, loss: 0.2915
2022-03-24 12:57:53,436 - mmdet - INFO - Epoch [48][330/336] lr: 1.938e-08, eta: 0:00:04, time: 0.910, data_time: 0.016, memory: 15326, loss_rpn_cls: 0.0008, loss_rpn_bbox: 0.0018, s0.loss_cls: 0.0173, s0.acc: 99.3219, s0.loss_bbox: 0.1513, s1.loss_cls: 0.0033, s1.acc: 99.7569, s1.loss_bbox: 0.0791, s2.loss_cls: 0.0014, s2.acc: 99.8038, s2.loss_bbox: 0.0407, loss: 0.2957
2022-03-24 12:57:59,906 - mmdet - INFO - Saving checkpoint at 48 epochs
2022-03-24 12:58:37,595 - mmdet - INFO - Evaluating bbox...
2022-03-24 12:58:37,830 - mmdet - INFO - Exp name: cascade_convnext_x_2cls_aug_256.py
2022-03-24 12:58:37,831 - mmdet - INFO - Epoch(val) [48][336] bbox_mAP: 0.6000, bbox_mAP_50: 0.9280, bbox_mAP_75: 0.6780, bbox_mAP_s: 0.5740, bbox_mAP_m: 0.6730, bbox_mAP_l: -1.0000, bbox_mAP_copypaste: 0.600 0.928 0.678 0.574 0.673 -1.000